Structure

'data.frame':   246091 obs. of  7 variables:
 $ State_Name   : chr  "Andaman and Nicobar Islands" "Andaman and Nicobar Islands" "Andaman and Nicobar Islands" "Andaman and Nicobar Islands" ...
 $ District_Name: chr  "NICOBARS" "NICOBARS" "NICOBARS" "NICOBARS" ...
 $ Crop_Year    : int  2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 ...
 $ Season       : chr  "Kharif     " "Kharif     " "Kharif     " "Whole Year " ...
 $ Crop         : chr  "Arecanut" "Other Kharif pulses" "Rice" "Banana" ...
 $ Area         : num  1254 2 102 176 720 ...
 $ Production   : num  2000 1 321 641 165 65100000 100 2 15 169 ...

Summary

  State_Name        District_Name        Crop_Year       Season         
 Length:246091      Length:246091      Min.   :1997   Length:246091     
 Class :character   Class :character   1st Qu.:2002   Class :character  
 Mode  :character   Mode  :character   Median :2006   Mode  :character  
                                       Mean   :2006                     
                                       3rd Qu.:2010                     
                                       Max.   :2015                     
                                                                        
     Crop                Area           Production       
 Length:246091      Min.   :      0   Min.   :0.000e+00  
 Class :character   1st Qu.:     80   1st Qu.:8.800e+01  
 Mode  :character   Median :    582   Median :7.290e+02  
                    Mean   :  12003   Mean   :5.825e+05  
                    3rd Qu.:   4392   3rd Qu.:7.023e+03  
                    Max.   :8580100   Max.   :1.251e+09  
                                      NA's   :3730

   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
      0      80     582   12003    4392 8580100

     Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
0.000e+00 8.800e+01 7.290e+02 5.825e+05 7.023e+03 1.251e+09      3730

Null Values

   State_Name District_Name     Crop_Year        Season          Crop 
            0             0             0             0             0 
         Area    Production 
            0          3730

Column

Univariate

Count plot for categorical variable (Season)

Count plot for categorical variable (Crop)

Bivariate

Boxplot for Production by Season

Bar plot of State Name

Bar plot for Crop types by Production (mean Production for each crop)

Multivariate

Heatmap for correlations between numerical columns

Multivariate scatter plot with color representing Seasons

Scatter plot of Area and Production

Multivariate analysis using a box plot (Area vs Production, grouped by Season and Crop)

Detect Outliers

Visualize the log-transformed variables

Log-Transformed Histogram of Production

Scatter plot: Original Area vs Production