About the Data

Structure

'data.frame':   37 obs. of  21 variables:
 $ States.UTs                                                        : chr  "Andhra Pradesh" "Arunachal Pradesh" "Assam" "Bihar" ...
 $ State.UT.Wise.Total.Number.of.Road.Accidents.during.2016          : int  24888 249 7435 8222 13580 4304 21859 11234 3168 5501 ...
 $ State.UT.Wise.Total.Number.of.Road.Accidents.during.2017          : int  25727 241 7170 8855 13563 3917 19081 11258 3114 5624 ...
 $ State.UT.Wise.Total.Number.of.Road.Accidents.during.2018          : int  24475 277 8248 9600 13864 3709 18769 11238 3110 5978 ...
 $ State.UT.Wise.Total.Number.of.Road.Accidents.during.2019...Numbers: int  21992 237 8350 10007 13899 3440 17046 10944 2873 5796 ...
 $ State.UT.Wise.Total.Number.of.Road.Accidents.during.2019...Rank   : int  8 30 16 15 11 21 10 13 22 18 ...
 $ Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2016      : num  5.178 0.0518 1.5469 1.7106 2.8253 ...
 $ Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2017      : num  5.5338 0.0518 1.5422 1.9047 2.9173 ...
 $ Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2018      : num  5.2404 0.0593 1.766 2.0555 2.9685 ...
 $ Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2019      : num  4.898 0.0528 1.8597 2.2287 3.0955 ...
 $ Total.Number.of.Accidents.Per.Lakh.Population...2016              : num  28.17 18.96 22.91 7.91 52.47 ...
 $ Total.Number.of.Accidents.Per.Lakh.Population...2017              : num  28.9 18.16 21.85 8.43 51.79 ...
 $ Total.Number.of.Accidents.Per.Lakh.Population...2018              : num  27.29 20.66 24.87 9.04 52.34 ...
 $ Total.Number.of.Accidents.Per.Lakh.Population...2019              : num  24.35 17.5 24.91 9.33 51.9 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Vehicles...2016        : num  28.5 9.4 26.4 15 28.2 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Vehicles...2017        : num  26.7 13.4 23.7 14.2 25.9 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Vehicles...2018        : num  22.7 13.2 24 13 23.9 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Vehicles...2019        : num  18.3 10.3 21.2 11.7 21.8 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2016     : num  1427.3 81.1 225.6 398.2 1417.4 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2017     : num  1457.8 65.1 212.3 422.6 1386.2 ...
 $ Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2018.P.  : num  1121.7 54.8 240 330.4 1351.6 ...

Summary

  States.UTs        State.UT.Wise.Total.Number.of.Road.Accidents.during.2016
 Length:37          Min.   :     1                                          
 Class :character   1st Qu.:   538                                          
 Mode  :character   Median :  6952                                          
                    Mean   : 25981                                          
                    3rd Qu.: 22811                                          
                    Max.   :480652                                          
                                                                            
 State.UT.Wise.Total.Number.of.Road.Accidents.during.2017
 Min.   :     1                                          
 1st Qu.:   531                                          
 Median :  6273                                          
 Mean   : 25130                                          
 3rd Qu.: 22112                                          
 Max.   :464910                                          
                                                         
 State.UT.Wise.Total.Number.of.Road.Accidents.during.2018
 Min.   :     3                                          
 1st Qu.:   430                                          
 Median :  6428                                          
 Mean   : 25246                                          
 3rd Qu.: 21743                                          
 Max.   :467044                                          
                                                         
 State.UT.Wise.Total.Number.of.Road.Accidents.during.2019...Numbers
 Min.   :     1                                                    
 1st Qu.:   482                                                    
 Median :  5796                                                    
 Mean   : 24270                                                    
 3rd Qu.: 21570                                                    
 Max.   :449002                                                    
                                                                   
 State.UT.Wise.Total.Number.of.Road.Accidents.during.2019...Rank
 Min.   : 1.00                                                  
 1st Qu.: 9.75                                                  
 Median :18.50                                                  
 Mean   :18.50                                                  
 3rd Qu.:27.25                                                  
 Max.   :36.00                                                  
 NA's   :1                                                      
 Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2016
 Min.   :  0.00021                                           
 1st Qu.:  0.11193                                           
 Median :  1.44637                                           
 Mean   :  5.40541                                           
 3rd Qu.:  4.74585                                           
 Max.   :100.00000                                           
                                                             
 Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2017
 Min.   :  0.00022                                           
 1st Qu.:  0.11422                                           
 Median :  1.34929                                           
 Mean   :  5.40541                                           
 3rd Qu.:  4.75619                                           
 Max.   :100.00000                                           
                                                             
 Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2018
 Min.   :  0.00064                                           
 1st Qu.:  0.09207                                           
 Median :  1.37632                                           
 Mean   :  5.40541                                           
 3rd Qu.:  4.65545                                           
 Max.   :100.00000                                           
                                                             
 Share.of.States.UTs.in.Total.Number.of.Road.Accidents...2019
 Min.   :  0.00022                                           
 1st Qu.:  0.10735                                           
 Median :  1.29086                                           
 Mean   :  5.40541                                           
 3rd Qu.:  4.80399                                           
 Max.   :100.00000                                           
                                                             
 Total.Number.of.Accidents.Per.Lakh.Population...2016
 Min.   :  1.235                                     
 1st Qu.: 16.523                                     
 Median : 26.480                                     
 Mean   : 39.629                                     
 3rd Qu.: 43.469                                     
 Max.   :217.704                                     
 NA's   :1                                           
 Total.Number.of.Accidents.Per.Lakh.Population...2017
 Min.   :  1.22                                      
 1st Qu.: 18.00                                      
 Median : 27.13                                      
 Mean   : 37.71                                      
 3rd Qu.: 41.18                                      
 Max.   :193.62                                      
 NA's   :1                                           
 Total.Number.of.Accidents.Per.Lakh.Population...2018
 Min.   :  3.614                                     
 1st Qu.: 17.342                                     
 Median : 26.692                                     
 Mean   : 36.953                                     
 3rd Qu.: 43.412                                     
 Max.   :179.352                                     
 NA's   :1                                           
 Total.Number.of.Accidents.Per.Lakh.Population...2019
 Min.   :  1.19                                      
 1st Qu.: 16.21                                      
 Median : 24.63                                      
 Mean   : 34.61                                      
 3rd Qu.: 39.23                                      
 Max.   :162.49                                      
 NA's   :1                                           
 Total.Number.of..Road.Accidents.per.10.000.Vehicles...2016
 Min.   : 0.6247                                           
 1st Qu.: 9.4050                                           
 Median :17.5795                                           
 Mean   :19.2487                                           
 3rd Qu.:26.9500                                           
 Max.   :48.4443                                           
                                                           
 Total.Number.of..Road.Accidents.per.10.000.Vehicles...2017
 Min.   : 0.5529                                           
 1st Qu.:11.5759                                           
 Median :15.3544                                           
 Mean   :17.1844                                           
 3rd Qu.:23.6738                                           
 Max.   :40.4573                                           
                                                           
 Total.Number.of..Road.Accidents.per.10.000.Vehicles...2018
 Min.   : 1.659                                            
 1st Qu.:10.547                                            
 Median :14.674                                            
 Mean   :16.403                                            
 3rd Qu.:21.807                                            
 Max.   :38.940                                            
 NA's   :1                                                 
 Total.Number.of..Road.Accidents.per.10.000.Vehicles...2019
 Min.   : 0.5529                                           
 1st Qu.: 8.8049                                           
 Median :13.1929                                           
 Mean   :14.4210                                           
 3rd Qu.:18.6651                                           
 Max.   :38.3889                                           
 NA's   :1                                                 
 Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2016
 Min.   :  20.77                                              
 1st Qu.: 285.36                                              
 Median : 843.06                                              
 Mean   :1161.37                                              
 3rd Qu.:1517.21                                              
 Max.   :5564.71                                              
                                                              
 Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2017
 Min.   :  47.1                                               
 1st Qu.: 294.3                                               
 Median : 832.5                                               
 Mean   :1043.8                                               
 3rd Qu.:1386.2                                               
 Max.   :5221.8                                               
                                                              
 Total.Number.of..Road.Accidents.per.10.000.Km.of.Roads...2018.P.
 Min.   :  39.63                                                 
 1st Qu.: 277.78                                                 
 Median : 682.25                                                 
 Mean   : 988.92                                                 
 3rd Qu.:1412.11                                                 
 Max.   :3720.01                                                 
                                                                 

Null Values

Numerical & Categorical Variable

Correlation

Univariate

Bivariate

Multivariate

Outlier Detection