summary table

Summarized Crime Data for Year 2008 and 2017 in zipcode: 68104,68111,68110 area:

data<-read.csv("all1.csv")
print(data)
##     X   ZIP              type Freq.x year.x Freq.y year.y diff
## 1   1 68104             ABUSE    104   2008     40   2017   64
## 2   2 68104           ASSAULT    433   2008    294   2017  139
## 3   3 68104          BURGLARY    280   2008     68   2017  212
## 4   4 68104 CRIMINAL MISCHIEF    569   2008    232   2017  337
## 5   5 68104     FINAN TRNSACT      8   2008     13   2017   -5
## 6   6 68104           FORGERY     20   2008      4   2017   16
## 7   7 68104          HOMICIDE      2   2008      2   2017    0
## 8   8 68104           ROBBERY     65   2008     32   2017   33
## 9   9 68104             THEFT    728   2008    477   2017  251
## 10 10 68110             ABUSE     43   2008     14   2017   29
## 11 11 68110           ASSAULT    260   2008    120   2017  140
## 12 12 68110          BURGLARY    116   2008     32   2017   84
## 13 13 68110 CRIMINAL MISCHIEF    217   2008     85   2017  132
## 14 14 68110     FINAN TRNSACT      1   2008      2   2017   -1
## 15 15 68110           FORGERY     12   2008      2   2017   10
## 16 16 68110          HOMICIDE      4   2008      2   2017    2
## 17 17 68110           ROBBERY     20   2008     10   2017   10
## 18 18 68110          STALKING      2   2008      2   2017    0
## 19 19 68110             THEFT    327   2008    160   2017  167
## 20 20 68111             ABUSE    133   2008     67   2017   66
## 21 21 68111           ASSAULT    825   2008    432   2017  393
## 22 22 68111          BURGLARY    488   2008     92   2017  396
## 23 23 68111 CRIMINAL MISCHIEF    747   2008    311   2017  436
## 24 24 68111     FINAN TRNSACT      8   2008      4   2017    4
## 25 25 68111           FORGERY     30   2008      3   2017   27
## 26 26 68111          HOMICIDE      9   2008      9   2017    0
## 27 27 68111           ROBBERY     93   2008     28   2017   65
## 28 28 68111          STALKING      1   2008     21   2017  -20
## 29 29 68111             THEFT    821   2008    344   2017  477

plot for Crime types

barplot

barplot