Summary
District.Year X2021 X2020 X2019
Length:23 Min. : 114 Min. : 87.0 Min. : 77.0
Class :character 1st Qu.: 479 1st Qu.: 404.5 1st Qu.: 369.5
Mode :character Median : 929 Median : 722.0 Median : 770.0
Mean : 1774 Mean : 1424.4 Mean : 1480.6
3rd Qu.: 1348 3rd Qu.: 1103.0 3rd Qu.: 1188.5
Max. :20396 Max. :16381.0 Max. :17027.0
X2018 X2017 X2016 X2015
Min. : 84.0 Min. : 83 Min. : 46.0 Min. : 24.0
1st Qu.: 426.5 1st Qu.: 427 1st Qu.: 318.0 1st Qu.: 204.5
Median : 744.0 Median : 744 Median : 563.0 Median : 407.0
Mean : 1562.8 Mean : 1558 Mean : 1246.3 Mean : 1029.7
3rd Qu.: 1230.0 3rd Qu.: 1230 3rd Qu.: 942.5 3rd Qu.: 790.0
Max. :17972.0 Max. :17914 Max. :14333.0 Max. :11841.0
X2014 X2013 X2012 X2011
Min. : 47.0 Min. : 50 Min. : 50 Min. : 145
1st Qu.: 242.5 1st Qu.: 285 1st Qu.: 300 1st Qu.: 379
Median : 505.0 Median : 508 Median : 499 Median : 566
Mean : 1147.1 Mean : 1188 Mean : 1037 Mean : 1251
3rd Qu.: 902.5 3rd Qu.: 829 3rd Qu.: 736 3rd Qu.: 941
Max. :13192.0 Max. :13665 Max. :11925 Max. :13136
NA's :2
X2010 X2009 X2008 X2007
Min. : 128 Min. : 107 Min. : 102 Min. : 94.0
1st Qu.: 340 1st Qu.: 318 1st Qu.: 342 1st Qu.: 335.2
Median : 605 Median : 516 Median : 503 Median : 464.0
Mean : 1356 Mean : 1260 Mean : 1219 Mean : 1257.7
3rd Qu.: 953 3rd Qu.: 1138 3rd Qu.: 1079 3rd Qu.: 1061.5
Max. :14237 Max. :13234 Max. :12802 Max. :12577.0
NA's :2 NA's :2 NA's :2 NA's :3
X2006 X2005 X2004 X2003
Min. : 207 Min. : 224.0 Min. : 193 Min. : 166.0
1st Qu.: 461 1st Qu.: 485.8 1st Qu.: 462 1st Qu.: 454.2
Median : 564 Median : 610.5 Median : 558 Median : 534.0
Mean : 1533 Mean : 1556.0 Mean : 1493 Mean : 1412.8
3rd Qu.: 1259 3rd Qu.: 1242.0 3rd Qu.: 1316 3rd Qu.: 1182.5
Max. :13794 Max. :14004.0 Max. :13438 Max. :12715.0
NA's :5 NA's :5 NA's :5 NA's :5
X2002 X2001 X2000 X1999
Min. : 166.0 Min. : 183.0 Min. : 168.0 Min. : 137.0
1st Qu.: 365.5 1st Qu.: 408.2 1st Qu.: 420.0 1st Qu.: 341.8
Median : 473.5 Median : 491.5 Median : 510.5 Median : 388.5
Mean : 1229.6 Mean : 1228.6 Mean : 1219.7 Mean :1041.9
3rd Qu.: 1043.2 3rd Qu.: 1019.8 3rd Qu.: 1069.2 3rd Qu.: 922.8
Max. :11066.0 Max. :11057.0 Max. :10977.0 Max. :9377.0
NA's :5 NA's :5 NA's :5 NA's :5
X1998 X1997 X1996 X1995
Min. : 133.0 Min. : 115.0 Min. : 117.0 Min. : 156
1st Qu.: 307.2 1st Qu.: 202.5 1st Qu.: 194.0 1st Qu.: 287
Median : 402.0 Median : 340.5 Median : 413.0 Median : 640
Mean :1093.7 Mean : 880.6 Mean : 915.1 Mean :1258
3rd Qu.: 982.8 3rd Qu.: 818.5 3rd Qu.: 825.0 3rd Qu.:1076
Max. :9843.0 Max. :7925.0 Max. :6863.0 Max. :9432
NA's :5 NA's :5 NA's :8 NA's :8
X1994 X1993 X1992 X1991 X1990
Min. : 159 Min. : 130 Min. : 134 Min. : 131 Min. : 138
1st Qu.: 240 1st Qu.: 202 1st Qu.: 342 1st Qu.: 346 1st Qu.: 429
Median : 658 Median : 610 Median : 640 Median : 664 Median : 706
Mean :1208 Mean :1075 Mean :1216 Mean :1213 Mean :1283
3rd Qu.:1054 3rd Qu.: 962 3rd Qu.:1072 3rd Qu.:1019 3rd Qu.:1151
Max. :9063 Max. :8066 Max. :7902 Max. :7882 Max. :8337
NA's :8 NA's :8 NA's :10 NA's :10 NA's :10
X1989 X1988 X1987 X1986 X1985
Min. : 95.0 Min. : 103 Min. : 121 Min. : 113 Min. : 100
1st Qu.: 291.0 1st Qu.: 358 1st Qu.: 403 1st Qu.: 340 1st Qu.: 373
Median : 523.0 Median : 642 Median : 698 Median : 667 Median : 674
Mean : 853.8 Mean :1092 Mean :1164 Mean :1085 Mean :1069
3rd Qu.: 757.0 3rd Qu.: 982 3rd Qu.:1040 3rd Qu.: 897 3rd Qu.: 888
Max. :5550.0 Max. :7099 Max. :7567 Max. :7055 Max. :6950
NA's :10 NA's :10 NA's :10 NA's :10 NA's :10
X1984 X1983 X1982 X1981
Min. : 87.0 Min. : 67.0 Min. : 44.0 Min. : 25.0
1st Qu.: 296.0 1st Qu.: 299.0 1st Qu.: 277.0 1st Qu.: 278.0
Median : 479.0 Median : 517.0 Median : 486.0 Median : 377.0
Mean : 888.8 Mean : 868.3 Mean : 794.8 Mean : 662.9
3rd Qu.: 802.0 3rd Qu.: 798.0 3rd Qu.: 634.0 3rd Qu.: 518.0
Max. :5777.0 Max. :5644.0 Max. :5166.0 Max. :4309.0
NA's :10 NA's :10 NA's :10 NA's :10
X1980 X1979 X1978
Min. : 31.0 Min. : 23.0 Min. : 10.0
1st Qu.: 243.0 1st Qu.: 308.0 1st Qu.: 235.0
Median : 403.0 Median : 353.0 Median : 262.0
Mean : 660.6 Mean : 665.4 Mean : 528.5
3rd Qu.: 494.0 3rd Qu.: 612.0 3rd Qu.: 504.0
Max. :4294.0 Max. :4325.0 Max. :3435.0
NA's :10 NA's :10 NA's :10
Structure
'data.frame': 23 obs. of 45 variables:
$ District.Year: chr "Gurdaspur" "Pathankot" "Amritsar" "Tarn Taran" ...
$ X2021 : int 929 114 457 1030 912 1145 418 501 270 225 ...
$ X2020 : int 685 87 291 763 763 992 373 442 232 156 ...
$ X2019 : int 623 77 294 798 770 987 341 398 213 141 ...
$ X2018 : int 675 84 438 738 787 1023 362 415 226 161 ...
$ X2017 : int 675 83 439 738 788 1020 363 415 226 160 ...
$ X2016 : int 323 46 313 362 633 868 307 338 192 148 ...
$ X2015 : int 148 24 98 233 533 778 267 255 176 120 ...
$ X2014 : int 249 47 201 674 511 660 236 263 174 128 ...
$ X2013 : int 344 50 301 504 508 786 269 255 180 134 ...
$ X2012 : int 499 67 353 380 504 749 252 280 156 125 ...
$ X2011 : int 724 NA 365 408 544 765 281 302 176 145 ...
$ X2010 : int 567 NA 293 340 559 787 283 286 193 128 ...
$ X2009 : int 453 NA 270 318 496 736 244 217 173 107 ...
$ X2008 : int 503 NA 272 342 524 698 236 201 163 102 ...
$ X2007 : int 480 NA 221 426 516 662 228 187 162 94 ...
$ X2006 : int 500 NA 772 NA 527 704 258 207 251 NA ...
$ X2005 : int 502 NA 694 NA 541 687 241 224 236 NA ...
$ X2004 : int 551 NA 700 NA 527 565 193 221 209 NA ...
$ X2003 : int 541 NA 1013 NA 523 527 179 196 166 NA ...
$ X2002 : int 551 NA 685 NA 478 469 166 202 180 NA ...
$ X2001 : int 518 NA 697 NA 428 522 183 224 205 NA ...
$ X2000 : int 520 NA 752 NA 501 521 168 205 176 NA ...
$ X1999 : int 403 NA 697 NA 374 452 149 169 137 NA ...
$ X1998 : int 445 NA 724 NA 359 462 139 176 133 NA ...
$ X1997 : int 358 NA 625 NA 323 501 149 144 117 NA ...
$ X1996 : int 405 NA 413 NA 225 520 NA 147 117 NA ...
$ X1995 : int 535 NA 829 NA 389 640 NA 172 156 NA ...
$ X1994 : int 437 NA 842 NA 361 658 NA 161 159 NA ...
$ X1993 : int 364 NA 694 NA 355 610 NA 132 133 NA ...
$ X1992 : int 416 NA 604 NA 342 640 NA 153 134 NA ...
$ X1991 : int 424 NA 696 NA 346 621 NA 157 131 NA ...
$ X1990 : int 434 NA 810 NA 429 684 NA 157 138 NA ...
$ X1989 : int 291 NA 543 NA 291 428 NA 98 95 NA ...
$ X1988 : int 358 NA 698 NA 397 536 NA 103 109 NA ...
$ X1987 : int 403 NA 721 NA 409 639 NA 149 121 NA ...
$ X1986 : int 452 NA 721 NA 340 542 NA 131 113 NA ...
$ X1985 : int 485 NA 752 NA 373 517 NA 131 100 NA ...
$ X1984 : int 307 NA 479 NA 296 408 NA 98 87 NA ...
$ X1983 : int 317 NA 517 NA 299 428 NA 94 83 NA ...
$ X1982 : int 362 NA 534 NA 277 395 NA 105 72 NA ...
$ X1981 : int 323 NA 405 NA 278 377 NA 94 70 NA ...
$ X1980 : int 261 NA 475 NA 243 338 NA 89 59 NA ...
$ X1979 : int 353 NA 655 NA 308 329 NA 108 49 NA ...
$ X1978 : int 306 NA 545 NA 240 235 NA 104 33 NA ...
Missing Values
Status
# A tibble: 44 × 4
Year mean_production median_production sd_production
<chr> <dbl> <dbl> <dbl>
1 X1978 528. 262 893.
2 X1979 665. 353 1123.
3 X1980 661. 403 1115.
4 X1981 663. 377 1117.
5 X1982 795. 486 1339.
6 X1983 868. 517 1465.
7 X1984 889. 479 1498.
8 X1985 1069. 674 1793.
9 X1986 1085. 667 1824.
10 X1987 1164. 698 1957.
# ℹ 34 more rows
Univariate
Bivariate
### Boxplot
Multivariate
