About Me:
Email ID: parsasujithprakash10@gmail.com
LinkedIn: https://www.linkedin.com/in/sujith-prakash-parsa-6a75b91b7/
Hello! I’m Sujith Prakash Parsa, a motivated data scientist with hands-on experience in academic and real-world settings. I am pursuing a Master’s degree in Data Science and Analytics at Grand Valley State University and expect to graduate in April 2024 with a strong academic record reflected by a 3.80 GPA.
My expertise spans a broad range of technical skills, including Python, R, and SAS programming, and proficiency in data engineering tools and methodologies such as Data Lakes, ETL processes, and AWS core services. I am exceptionally skilled in machine learning, with practical experience using TensorFlow and MLFlow, and have applied these skills in projects that predict IPL winners, and classify text messages.
In addition to my technical understanding, I am keenly interested in solving complex problems using data-driven insights. This has led me to participate in internships, such as my recent role at DataX Lab at the University of Nevada, Las Vegas, where I developed a desktop application for analyzing pathological images.
Driven by a passion for continuous learning and development, I have earned certifications in Python and SAS programming and have participated in numerous Kaggle competitions. My career goal is to leverage my data science expertise to provide innovative solutions and contribute positively to the field.
I am excited about the prospect of joining a forward-thinking organization that values innovation and impact. I am eager to apply my skills and passion for data science to drive meaningful results. Let’s connect and explore how we can collaborate to make a difference!
Course objectives:
- Describe probability as a foundation of statistical modeling, including inference and maximum likelihood estimation
- Determine and apply the appropriate generalized linear model for a specific data context
- Conduct model selection for a set of candidate models
- Communicate the results of statistical models to a general audience
- Use programming software (i.e., R) to fit and assess statistical models
Project:
Title: Predicting Crop Production for Agricultural Planning
Introduction:
This project dives deep into farming data from a group called “The International Crops Research Institute for the Semi-Arid Tropics” (ICRISAT). I want to determine what affects the amount of crops grown, where they’re grown, and how much is harvested in different places and years. The goal is to find useful information that could help farmers do better and make more brilliant rules about farming.
I am going to use fancy math to look at the data. We’re checking out things like how the size of farmland for certain crops affects how much is grown and harvested. I use different kinds of math depending on what I look at, from more straightforward stuff like regular math to more complicated methods like GLMs and multinomial logistic regression.
This project isn’t just about farming facts; it’s also about showing how math and computer programming can solve real-world problems. I want to find clear answers to help make better farming decisions and manage farms more efficiently.
Loading the Required Libraries:
##
## 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## Loading required package: lattice## Loaded gbm 2.1.9## This version of gbm is no longer under development. Consider transitioning to gbm3, https://github.com/gbm-developers/gbm3##
## Attaching package: 'scales'## The following object is masked from 'package:readr':
##
## col_factor##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## Loading required package: stats4## Loading required package: splines##
## Attaching package: 'VGAM'## The following object is masked from 'package:caret':
##
## predictorsAbout the Data:
The data sets used in this project are taken from “The International Crops Research Institute for the Semi-Arid Tropics” (ICRISAT). After scouring the internet for a suitable data I was able to find this particular data set. This particular data consists of the following columns Year, District code and name, State code and name, Crops as each column of Area, production and yield.
Use the following link to access the dataset: “http://data.icrisat.org/dld/src/crops.html”
Loading the Data:
data <- read.csv('C:/Users/parsa/Downloads/ICRISAT-District Level Data.csv')
data1 <- read.csv("C:/Users/parsa/Downloads/ICRISAT-District Level Data 2015.csv")
data2 <- read.csv("C:/Users/parsa/Downloads/ICRISAT-District Level Data 2016.csv")
head(data)## Dist.Code Year State.Code State.Name Dist.Name RICE.AREA..1000.ha.
## 1 1 2017 14 Chhattisgarh Durg 841.13
## 2 2 2017 14 Chhattisgarh Bastar 660.36
## 3 3 2017 14 Chhattisgarh Raipur 959.01
## 4 4 2017 14 Chhattisgarh Bilaspur 727.94
## 5 5 2017 14 Chhattisgarh Raigarh 411.12
## 6 6 2017 14 Chhattisgarh Surguja 377.07
## RICE.PRODUCTION..1000.tons. RICE.YIELD..Kg.per.ha. WHEAT.AREA..1000.ha.
## 1 983.21 1168.92 43.50
## 2 801.82 1214.23 1.24
## 3 1520.95 1585.96 14.56
## 4 1295.71 1779.97 15.80
## 5 623.29 1516.07 3.91
## 6 524.07 1389.84 23.18
## WHEAT.PRODUCTION..1000.tons. WHEAT.YIELD..Kg.per.ha.
## 1 50.19 1153.77
## 2 2.22 1783.13
## 3 23.66 1625.61
## 4 21.72 1374.70
## 5 6.76 1728.83
## 6 37.09 1599.85
## KHARIF.SORGHUM.AREA..1000.ha. KHARIF.SORGHUM.PRODUCTION..1000.tons.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## KHARIF.SORGHUM.YIELD..Kg.per.ha. RABI.SORGHUM.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## RABI.SORGHUM.PRODUCTION..1000.tons. RABI.SORGHUM.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SORGHUM.AREA..1000.ha. SORGHUM.PRODUCTION..1000.tons.
## 1 0.11 0.14
## 2 1.49 1.79
## 3 0.02 0.02
## 4 0.66 0.90
## 5 0.10 0.15
## 6 1.35 1.69
## SORGHUM.YIELD..Kg.per.ha. PEARL.MILLET.AREA..1000.ha.
## 1 1268.62 0.01
## 2 1202.96 0.00
## 3 1000.00 0.00
## 4 1373.28 0.02
## 5 1604.17 0.03
## 6 1250.37 0.00
## PEARL.MILLET.PRODUCTION..1000.tons. PEARL.MILLET.YIELD..Kg.per.ha.
## 1 0.00 333.33
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.01 437.50
## 5 0.01 433.33
## 6 0.00 0.00
## MAIZE.AREA..1000.ha. MAIZE.PRODUCTION..1000.tons. MAIZE.YIELD..Kg.per.ha.
## 1 9.25 18.09 1956.03
## 2 41.94 120.22 2866.36
## 3 6.13 13.67 2228.27
## 4 7.61 15.83 2080.79
## 5 6.29 15.81 2512.80
## 6 48.40 123.33 2548.25
## FINGER.MILLET.AREA..1000.ha. FINGER.MILLET.PRODUCTION..1000.tons.
## 1 0.01 0.00
## 2 6.30 1.44
## 3 0.19 0.04
## 4 0.00 0.00
## 5 0.24 0.04
## 6 0.53 0.12
## FINGER.MILLET.YIELD..Kg.per.ha. BARLEY.AREA..1000.ha.
## 1 285.71 0.00
## 2 229.02 0.00
## 3 229.17 0.00
## 4 0.00 0.18
## 5 172.84 0.00
## 6 225.81 1.70
## BARLEY.PRODUCTION..1000.tons. BARLEY.YIELD..Kg.per.ha.
## 1 0.00 1000.00
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.18 983.33
## 5 0.00 0.00
## 6 1.78 1048.26
## CHICKPEA.AREA..1000.ha. CHICKPEA.PRODUCTION..1000.tons.
## 1 258.46 259.45
## 2 1.39 1.29
## 3 31.38 34.48
## 4 39.08 32.29
## 5 1.16 1.18
## 6 3.55 2.99
## CHICKPEA.YIELD..Kg.per.ha. PIGEONPEA.AREA..1000.ha.
## 1 1003.82 26.24
## 2 925.85 1.64
## 3 1098.73 2.28
## 4 826.39 7.14
## 5 1010.30 6.77
## 6 841.73 19.17
## PIGEONPEA.PRODUCTION..1000.tons. PIGEONPEA.YIELD..Kg.per.ha.
## 1 10.69 407.16
## 2 0.66 400.00
## 3 0.58 252.74
## 4 2.84 398.04
## 5 2.93 432.14
## 6 8.06 420.29
## MINOR.PULSES.AREA..1000.ha. MINOR.PULSES.PRODUCTION..1000.tons.
## 1 109.08 46.03
## 2 40.68 15.07
## 3 75.44 36.64
## 4 90.31 66.45
## 5 41.72 13.07
## 6 34.98 12.75
## MINOR.PULSES.YIELD..Kg.per.ha. GROUNDNUT.AREA..1000.ha.
## 1 421.98 0.45
## 2 370.54 0.06
## 3 485.62 4.87
## 4 735.72 2.38
## 5 313.14 10.18
## 6 364.62 7.47
## GROUNDNUT.PRODUCTION..1000.tons. GROUNDNUT.YIELD..Kg.per.ha.
## 1 0.77 1722.94
## 2 0.08 1410.71
## 3 5.34 1097.62
## 4 3.58 1504.80
## 5 14.52 1425.37
## 6 7.83 1047.10
## SESAMUM.AREA..1000.ha. SESAMUM.PRODUCTION..1000.tons.
## 1 1.80 0.49
## 2 2.70 0.76
## 3 1.52 0.43
## 4 2.54 0.73
## 5 2.72 1.07
## 6 5.98 1.71
## SESAMUM.YIELD..Kg.per.ha. RAPESEED.AND.MUSTARD.AREA..1000.ha.
## 1 273.92 4.70
## 2 281.79 2.82
## 3 283.45 3.85
## 4 289.36 4.44
## 5 392.73 4.95
## 6 285.67 20.67
## RAPESEED.AND.MUSTARD.PRODUCTION..1000.tons.
## 1 2.00
## 2 1.24
## 3 1.70
## 4 1.68
## 5 2.16
## 6 9.57
## RAPESEED.AND.MUSTARD.YIELD..Kg.per.ha. SAFFLOWER.AREA..1000.ha.
## 1 425.21 0.29
## 2 440.85 0.00
## 3 442.65 0.05
## 4 377.81 0.11
## 5 436.39 0.01
## 6 462.89 0.00
## SAFFLOWER.PRODUCTION..1000.tons. SAFFLOWER.YIELD..Kg.per.ha.
## 1 0.12 395.19
## 2 0.00 0.00
## 3 0.02 320.75
## 4 0.03 292.04
## 5 0.00 250.00
## 6 0.00 0.00
## CASTOR.AREA..1000.ha. CASTOR.PRODUCTION..1000.tons. CASTOR.YIELD..Kg.per.ha.
## 1 0 0 0.00
## 2 0 0 0.00
## 3 0 0 333.33
## 4 0 0 333.33
## 5 0 0 0.00
## 6 0 0 0.00
## LINSEED.AREA..1000.ha. LINSEED.PRODUCTION..1000.tons.
## 1 4.60 1.16
## 2 0.40 0.10
## 3 0.41 0.08
## 4 1.63 0.39
## 5 0.97 0.24
## 6 9.75 2.59
## LINSEED.YIELD..Kg.per.ha. SUNFLOWER.AREA..1000.ha.
## 1 252.72 0.01
## 2 257.50 0.08
## 3 204.38 0.14
## 4 238.66 0.30
## 5 245.11 0.70
## 6 265.61 0.03
## SUNFLOWER.PRODUCTION..1000.tons. SUNFLOWER.YIELD..Kg.per.ha.
## 1 0 0.00
## 2 0 48.19
## 3 0 0.00
## 4 0 0.00
## 5 0 0.00
## 6 0 115.38
## SOYABEAN.AREA..1000.ha. SOYABEAN.PRODUCTION..1000.tons.
## 1 77.40 25.02
## 2 0.02 0.01
## 3 0.15 0.09
## 4 13.94 5.17
## 5 0.00 0.00
## 6 0.04 0.01
## SOYABEAN.YIELD..Kg.per.ha. OILSEEDS.AREA..1000.ha.
## 1 323.30 0
## 2 380.95 0
## 3 558.44 0
## 4 371.22 0
## 5 600.00 0
## 6 300.00 0
## OILSEEDS.PRODUCTION..1000.tons. OILSEEDS.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SUGARCANE.AREA..1000.ha. SUGARCANE.PRODUCTION..1000.tons.
## 1 19.85 3.59
## 2 0.72 0.11
## 3 0.27 0.05
## 4 7.57 0.83
## 5 0.43 0.09
## 6 6.00 1.75
## SUGARCANE.YIELD..Kg.per.ha. COTTON.AREA..1000.ha.
## 1 181.06 0.45
## 2 152.50 0.00
## 3 174.91 0.03
## 4 109.36 0.00
## 5 205.34 0.00
## 6 292.49 0.00
## COTTON.PRODUCTION..1000.tons. COTTON.YIELD..Kg.per.ha. FRUITS.AREA..1000.ha.
## 1 0.13 297.85 0
## 2 0.00 0.00 0
## 3 0.01 360.00 0
## 4 0.00 0.00 0
## 5 0.00 0.00 0
## 6 0.00 0.00 0
## VEGETABLES.AREA..1000.ha. FRUITS.AND.VEGETABLES.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## POTATOES.AREA..1000.ha. ONION.AREA..1000.ha. FODDER.AREA..1000.ha.
## 1 0.08 0.19 0
## 2 0.19 0.20 0
## 3 0.51 0.65 0
## 4 0.60 0.79 0
## 5 2.91 0.50 0
## 6 7.07 1.91 0## Dist.Code Year State.Code State.Name Dist.Name RICE.AREA..1000.ha.
## 1 1 2015 14 Chhattisgarh Durg 817.68
## 2 2 2015 14 Chhattisgarh Bastar 644.56
## 3 3 2015 14 Chhattisgarh Raipur 986.91
## 4 4 2015 14 Chhattisgarh Bilaspur 731.83
## 5 5 2015 14 Chhattisgarh Raigarh 409.45
## 6 6 2015 14 Chhattisgarh Surguja 369.32
## RICE.PRODUCTION..1000.tons. RICE.YIELD..Kg.per.ha. WHEAT.AREA..1000.ha.
## 1 880.60 1076.95 48.72
## 2 664.46 1030.87 0.84
## 3 1412.83 1431.57 10.99
## 4 1340.65 1831.92 17.82
## 5 414.89 1013.29 3.56
## 6 440.90 1193.82 23.87
## WHEAT.PRODUCTION..1000.tons. WHEAT.YIELD..Kg.per.ha.
## 1 54.60 1120.74
## 2 1.75 2083.33
## 3 19.30 1756.14
## 4 27.03 1516.74
## 5 6.15 1727.53
## 6 33.51 1403.85
## KHARIF.SORGHUM.AREA..1000.ha. KHARIF.SORGHUM.PRODUCTION..1000.tons.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## KHARIF.SORGHUM.YIELD..Kg.per.ha. RABI.SORGHUM.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## RABI.SORGHUM.PRODUCTION..1000.tons. RABI.SORGHUM.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SORGHUM.AREA..1000.ha. SORGHUM.PRODUCTION..1000.tons.
## 1 0.18 0.19
## 2 1.67 1.52
## 3 0.02 0.02
## 4 0.79 0.70
## 5 0.11 0.12
## 6 2.64 1.82
## SORGHUM.YIELD..Kg.per.ha. PEARL.MILLET.AREA..1000.ha.
## 1 1039.58 0.00
## 2 910.18 0.00
## 3 1000.00 0.00
## 4 889.83 0.02
## 5 1090.91 0.03
## 6 689.39 0.00
## PEARL.MILLET.PRODUCTION..1000.tons. PEARL.MILLET.YIELD..Kg.per.ha.
## 1 0.00 0.00
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.01 500.00
## 5 0.02 666.67
## 6 0.00 0.00
## MAIZE.AREA..1000.ha. MAIZE.PRODUCTION..1000.tons. MAIZE.YIELD..Kg.per.ha.
## 1 9.87 14.47 1467.17
## 2 41.36 88.98 2151.35
## 3 11.14 20.10 1804.31
## 4 8.62 12.22 1416.38
## 5 6.50 10.94 1683.08
## 6 48.89 91.01 1861.53
## FINGER.MILLET.AREA..1000.ha. FINGER.MILLET.PRODUCTION..1000.tons.
## 1 0.06 0.01
## 2 6.60 1.26
## 3 0.19 0.05
## 4 0.00 0.00
## 5 0.32 0.05
## 6 0.89 0.16
## FINGER.MILLET.YIELD..Kg.per.ha. BARLEY.AREA..1000.ha.
## 1 166.67 0.04
## 2 190.91 0.00
## 3 263.16 0.00
## 4 0.00 0.21
## 5 156.25 0.01
## 6 179.78 0.80
## BARLEY.PRODUCTION..1000.tons. BARLEY.YIELD..Kg.per.ha.
## 1 0.03 750.00
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.11 523.81
## 5 0.01 1000.00
## 6 0.52 650.00
## CHICKPEA.AREA..1000.ha. CHICKPEA.PRODUCTION..1000.tons.
## 1 220.27 166.24
## 2 1.51 1.33
## 3 14.21 12.88
## 4 39.47 34.83
## 5 1.59 1.13
## 6 3.87 2.45
## CHICKPEA.YIELD..Kg.per.ha. PIGEONPEA.AREA..1000.ha.
## 1 754.73 24.71
## 2 880.79 1.99
## 3 906.40 2.90
## 4 882.37 7.58
## 5 710.69 7.39
## 6 633.07 20.55
## PIGEONPEA.PRODUCTION..1000.tons. PIGEONPEA.YIELD..Kg.per.ha.
## 1 11.01 445.48
## 2 1.21 608.04
## 3 0.93 320.69
## 4 3.68 485.80
## 5 3.51 474.97
## 6 10.27 499.76
## MINOR.PULSES.AREA..1000.ha. MINOR.PULSES.PRODUCTION..1000.tons.
## 1 121.23 47.02
## 2 42.83 13.21
## 3 97.67 43.11
## 4 127.17 104.47
## 5 43.98 14.27
## 6 35.28 13.04
## MINOR.PULSES.YIELD..Kg.per.ha. GROUNDNUT.AREA..1000.ha.
## 1 387.89 0.44
## 2 308.41 0.06
## 3 441.42 7.06
## 4 821.45 2.85
## 5 324.43 11.03
## 6 369.51 7.60
## GROUNDNUT.PRODUCTION..1000.tons. GROUNDNUT.YIELD..Kg.per.ha.
## 1 0.75 1687.82
## 2 0.09 1500.00
## 3 8.63 1222.38
## 4 3.90 1370.52
## 5 14.73 1335.45
## 6 9.15 1203.95
## SESAMUM.AREA..1000.ha. SESAMUM.PRODUCTION..1000.tons.
## 1 2.34 0.87
## 2 3.20 1.23
## 3 2.29 0.97
## 4 2.88 1.02
## 5 3.14 1.64
## 6 5.62 1.97
## SESAMUM.YIELD..Kg.per.ha. RAPESEED.AND.MUSTARD.AREA..1000.ha.
## 1 374.48 4.88
## 2 384.38 4.03
## 3 423.58 2.93
## 4 352.01 5.50
## 5 522.29 5.98
## 6 350.53 23.00
## RAPESEED.AND.MUSTARD.PRODUCTION..1000.tons.
## 1 2.41
## 2 2.58
## 3 1.70
## 4 2.54
## 5 3.18
## 6 13.60
## RAPESEED.AND.MUSTARD.YIELD..Kg.per.ha. SAFFLOWER.AREA..1000.ha.
## 1 493.81 0.36
## 2 640.20 0.00
## 3 580.20 0.11
## 4 461.88 0.24
## 5 531.77 0.01
## 6 591.30 0.00
## SAFFLOWER.PRODUCTION..1000.tons. SAFFLOWER.YIELD..Kg.per.ha.
## 1 0.12 333.33
## 2 0.00 0.00
## 3 0.03 272.73
## 4 0.11 458.33
## 5 0.00 0.00
## 6 0.00 0.00
## CASTOR.AREA..1000.ha. CASTOR.PRODUCTION..1000.tons. CASTOR.YIELD..Kg.per.ha.
## 1 0.01 0.00 0.00
## 2 0.00 0.00 0.00
## 3 0.00 0.00 0.00
## 4 0.03 0.01 303.95
## 5 0.00 0.00 0.00
## 6 0.00 0.00 0.00
## LINSEED.AREA..1000.ha. LINSEED.PRODUCTION..1000.tons.
## 1 7.17 2.34
## 2 0.87 0.35
## 3 1.00 0.43
## 4 4.17 1.60
## 5 1.29 0.50
## 6 10.58 4.25
## LINSEED.YIELD..Kg.per.ha. SUNFLOWER.AREA..1000.ha.
## 1 326.49 0.05
## 2 402.30 0.04
## 3 430.00 0.48
## 4 383.46 0.35
## 5 387.60 1.48
## 6 401.70 0.05
## SUNFLOWER.PRODUCTION..1000.tons. SUNFLOWER.YIELD..Kg.per.ha.
## 1 0.04 800.00
## 2 0.01 250.00
## 3 0.23 479.17
## 4 0.18 514.29
## 5 0.33 222.97
## 6 0.02 400.00
## SOYABEAN.AREA..1000.ha. SOYABEAN.PRODUCTION..1000.tons.
## 1 98.20 49.10
## 2 0.01 0.00
## 3 0.41 0.35
## 4 16.24 9.07
## 5 0.01 0.00
## 6 0.12 0.05
## SOYABEAN.YIELD..Kg.per.ha. OILSEEDS.AREA..1000.ha.
## 1 500.02 113.88
## 2 555.56 19.05
## 3 874.38 13.79
## 4 558.26 32.94
## 5 428.57 46.09
## 6 379.03 76.85
## OILSEEDS.PRODUCTION..1000.tons. OILSEEDS.YIELD..Kg.per.ha.
## 1 37.19 326.61
## 2 5.54 290.81
## 3 11.36 823.79
## 4 18.29 555.10
## 5 22.31 484.05
## 6 35.59 463.11
## SUGARCANE.AREA..1000.ha. SUGARCANE.PRODUCTION..1000.tons.
## 1 11.23 2.57
## 2 0.34 0.10
## 3 0.30 0.09
## 4 4.29 0.96
## 5 0.25 0.08
## 6 2.82 0.89
## SUGARCANE.YIELD..Kg.per.ha. COTTON.AREA..1000.ha.
## 1 228.49 0.05
## 2 298.52 0.00
## 3 297.30 0.01
## 4 224.31 0.00
## 5 312.60 0.00
## 6 317.28 0.00
## COTTON.PRODUCTION..1000.tons. COTTON.YIELD..Kg.per.ha. FRUITS.AREA..1000.ha.
## 1 0.01 200 0
## 2 0.00 0 0
## 3 0.00 0 0
## 4 0.00 0 0
## 5 0.00 0 0
## 6 0.00 0 0
## VEGETABLES.AREA..1000.ha. FRUITS.AND.VEGETABLES.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## POTATOES.AREA..1000.ha. ONION.AREA..1000.ha. FODDER.AREA..1000.ha.
## 1 0.16 0.46 1.83
## 2 0.21 0.28 0.00
## 3 0.37 1.03 0.02
## 4 0.98 1.02 0.00
## 5 2.83 0.45 0.00
## 6 8.19 1.91 0.00## Dist.Code Year State.Code State.Name Dist.Name RICE.AREA..1000.ha.
## 1 1 2016 14 Chhattisgarh Durg 858.91
## 2 2 2016 14 Chhattisgarh Bastar 656.26
## 3 3 2016 14 Chhattisgarh Raipur 1009.29
## 4 4 2016 14 Chhattisgarh Bilaspur 727.50
## 5 5 2016 14 Chhattisgarh Raigarh 424.24
## 6 6 2016 14 Chhattisgarh Surguja 376.38
## RICE.PRODUCTION..1000.tons. RICE.YIELD..Kg.per.ha. WHEAT.AREA..1000.ha.
## 1 1791.66 2085.96 48.94
## 2 1294.97 1973.24 0.67
## 3 2432.48 2410.09 8.80
## 4 1858.19 2554.21 16.20
## 5 763.72 1800.23 3.87
## 6 652.25 1732.96 23.63
## WHEAT.PRODUCTION..1000.tons. WHEAT.YIELD..Kg.per.ha.
## 1 61.84 1263.55
## 2 1.53 2265.58
## 3 17.95 2038.28
## 4 25.10 1549.23
## 5 7.12 1840.70
## 6 37.56 1589.23
## KHARIF.SORGHUM.AREA..1000.ha. KHARIF.SORGHUM.PRODUCTION..1000.tons.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## KHARIF.SORGHUM.YIELD..Kg.per.ha. RABI.SORGHUM.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## RABI.SORGHUM.PRODUCTION..1000.tons. RABI.SORGHUM.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SORGHUM.AREA..1000.ha. SORGHUM.PRODUCTION..1000.tons.
## 1 0.08 0.13
## 2 1.67 2.34
## 3 0.02 0.02
## 4 0.68 0.98
## 5 0.10 0.14
## 6 1.46 1.83
## SORGHUM.YIELD..Kg.per.ha. PEARL.MILLET.AREA..1000.ha.
## 1 1592.30 0.00
## 2 1402.40 0.00
## 3 1200.00 0.02
## 4 1441.48 0.02
## 5 1373.74 0.05
## 6 1247.78 0.00
## PEARL.MILLET.PRODUCTION..1000.tons. PEARL.MILLET.YIELD..Kg.per.ha.
## 1 0.00 1000.00
## 2 0.00 0.00
## 3 0.02 947.37
## 4 0.01 466.51
## 5 0.02 423.08
## 6 0.00 0.00
## MAIZE.AREA..1000.ha. MAIZE.PRODUCTION..1000.tons. MAIZE.YIELD..Kg.per.ha.
## 1 7.95 16.12 2028.48
## 2 41.50 123.66 2979.50
## 3 7.10 18.15 2557.48
## 4 8.10 17.11 2111.81
## 5 6.46 15.43 2389.53
## 6 49.44 118.85 2403.99
## FINGER.MILLET.AREA..1000.ha. FINGER.MILLET.PRODUCTION..1000.tons.
## 1 0.06 0.01
## 2 6.52 1.61
## 3 0.17 0.04
## 4 0.00 0.00
## 5 0.31 0.06
## 6 0.12 0.03
## FINGER.MILLET.YIELD..Kg.per.ha. BARLEY.AREA..1000.ha.
## 1 209.68 0.01
## 2 246.09 0.00
## 3 255.95 0.00
## 4 0.00 0.16
## 5 181.23 0.00
## 6 245.90 1.90
## BARLEY.PRODUCTION..1000.tons. BARLEY.YIELD..Kg.per.ha.
## 1 0.01 1333.33
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.15 920.25
## 5 0.00 0.00
## 6 1.72 907.70
## CHICKPEA.AREA..1000.ha. CHICKPEA.PRODUCTION..1000.tons.
## 1 227.24 264.01
## 2 0.76 0.91
## 3 16.66 22.35
## 4 40.64 45.33
## 5 1.61 1.93
## 6 3.75 3.78
## CHICKPEA.YIELD..Kg.per.ha. PIGEONPEA.AREA..1000.ha.
## 1 1161.83 23.18
## 2 1203.70 1.80
## 3 1341.70 2.99
## 4 1115.32 8.10
## 5 1202.74 7.29
## 6 1008.80 20.13
## PIGEONPEA.PRODUCTION..1000.tons. PIGEONPEA.YIELD..Kg.per.ha.
## 1 14.82 639.15
## 2 1.22 676.10
## 3 1.26 419.37
## 4 4.87 600.39
## 5 4.25 583.52
## 6 12.64 628.14
## MINOR.PULSES.AREA..1000.ha. MINOR.PULSES.PRODUCTION..1000.tons.
## 1 92.18 92.38
## 2 40.96 16.80
## 3 68.84 75.56
## 4 131.30 97.24
## 5 43.83 15.08
## 6 36.01 13.61
## MINOR.PULSES.YIELD..Kg.per.ha. GROUNDNUT.AREA..1000.ha.
## 1 1002.10 0.35
## 2 410.20 0.07
## 3 1097.59 4.70
## 4 740.64 2.79
## 5 344.09 11.05
## 6 377.94 7.77
## GROUNDNUT.PRODUCTION..1000.tons. GROUNDNUT.YIELD..Kg.per.ha.
## 1 0.70 2020.21
## 2 0.12 1811.59
## 3 8.14 1733.76
## 4 5.23 1872.89
## 5 21.05 1905.06
## 6 11.68 1503.15
## SESAMUM.AREA..1000.ha. SESAMUM.PRODUCTION..1000.tons.
## 1 2.06 0.78
## 2 3.01 1.40
## 3 1.69 0.70
## 4 2.74 1.05
## 5 2.72 1.42
## 6 6.15 2.20
## SESAMUM.YIELD..Kg.per.ha. RAPESEED.AND.MUSTARD.AREA..1000.ha.
## 1 377.40 4.27
## 2 465.74 3.72
## 3 412.43 2.57
## 4 384.52 4.95
## 5 521.16 5.38
## 6 358.20 22.03
## RAPESEED.AND.MUSTARD.PRODUCTION..1000.tons.
## 1 1.89
## 2 2.00
## 3 1.24
## 4 1.96
## 5 2.39
## 6 8.96
## RAPESEED.AND.MUSTARD.YIELD..Kg.per.ha. SAFFLOWER.AREA..1000.ha.
## 1 442.10 0.08
## 2 537.14 0.00
## 3 480.19 0.08
## 4 394.97 0.04
## 5 445.23 0.01
## 6 406.89 0.00
## SAFFLOWER.PRODUCTION..1000.tons. SAFFLOWER.YIELD..Kg.per.ha.
## 1 0.03 349.40
## 2 0.00 0.00
## 3 0.03 333.33
## 4 0.02 380.95
## 5 0.00 222.22
## 6 0.00 0.00
## CASTOR.AREA..1000.ha. CASTOR.PRODUCTION..1000.tons. CASTOR.YIELD..Kg.per.ha.
## 1 0.00 0.00 0.00
## 2 0.00 0.00 250.00
## 3 0.00 0.00 0.00
## 4 0.11 0.03 272.73
## 5 0.00 0.00 0.00
## 6 0.00 0.00 0.00
## LINSEED.AREA..1000.ha. LINSEED.PRODUCTION..1000.tons.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## LINSEED.YIELD..Kg.per.ha. SUNFLOWER.AREA..1000.ha.
## 1 0 0.02
## 2 0 0.04
## 3 0 0.33
## 4 0 0.34
## 5 0 1.50
## 6 0 0.04
## SUNFLOWER.PRODUCTION..1000.tons. SUNFLOWER.YIELD..Kg.per.ha.
## 1 0.00 0.00
## 2 0.00 45.45
## 3 0.00 0.00
## 4 0.00 0.00
## 5 0.00 0.00
## 6 0.01 135.14
## SOYABEAN.AREA..1000.ha. SOYABEAN.PRODUCTION..1000.tons.
## 1 81.71 60.69
## 2 0.01 0.01
## 3 0.38 0.43
## 4 14.01 14.19
## 5 0.01 0.01
## 6 0.12 0.06
## SOYABEAN.YIELD..Kg.per.ha. OILSEEDS.AREA..1000.ha.
## 1 742.71 0
## 2 1000.00 0
## 3 1115.49 0
## 4 1012.86 0
## 5 769.23 0
## 6 530.43 0
## OILSEEDS.PRODUCTION..1000.tons. OILSEEDS.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SUGARCANE.AREA..1000.ha. SUGARCANE.PRODUCTION..1000.tons.
## 1 18.52 7.21
## 2 0.90 0.20
## 3 0.34 0.07
## 4 6.50 2.77
## 5 0.54 0.10
## 6 4.58 0.62
## SUGARCANE.YIELD..Kg.per.ha. COTTON.AREA..1000.ha.
## 1 389.38 0.06
## 2 218.24 0.00
## 3 201.17 0.01
## 4 426.57 0.00
## 5 176.44 0.00
## 6 134.53 0.00
## COTTON.PRODUCTION..1000.tons. COTTON.YIELD..Kg.per.ha. FRUITS.AREA..1000.ha.
## 1 0.02 317.81 2.14
## 2 0.00 0.00 2.43
## 3 0.01 408.00 1.39
## 4 0.00 0.00 1.34
## 5 0.00 0.00 1.61
## 6 0.00 0.00 1.31
## VEGETABLES.AREA..1000.ha. FRUITS.AND.VEGETABLES.AREA..1000.ha.
## 1 39.44 41.59
## 2 18.08 20.52
## 3 18.29 19.68
## 4 18.67 20.02
## 5 14.94 16.56
## 6 24.40 25.71
## POTATOES.AREA..1000.ha. ONION.AREA..1000.ha. FODDER.AREA..1000.ha.
## 1 0.05 0.37 0.05
## 2 0.21 0.32 0.00
## 3 0.41 0.82 0.05
## 4 0.87 1.05 0.00
## 5 3.07 0.52 0.00
## 6 7.70 2.00 0.00Cleaning the Data:
Dropping Unrequired columns:
I am dropping the following columns as they don’t have their corresponding counterparts such as Yield and Production making them incomplete since there are only 5 types of Crops. I don’t think removing would make a big difference in our project.
data$FODDER.AREA..1000.ha. <- NULL
data$ONION.AREA..1000.ha. <- NULL
data$POTATOES.AREA..1000.ha. <- NULL
data$FRUITS.AND.VEGETABLES.AREA..1000.ha. <- NULL
data$VEGETABLES.AREA..1000.ha. <- NULL
data$FRUITS.AREA..1000.ha. <- NULL
head(data)## Dist.Code Year State.Code State.Name Dist.Name RICE.AREA..1000.ha.
## 1 1 2017 14 Chhattisgarh Durg 841.13
## 2 2 2017 14 Chhattisgarh Bastar 660.36
## 3 3 2017 14 Chhattisgarh Raipur 959.01
## 4 4 2017 14 Chhattisgarh Bilaspur 727.94
## 5 5 2017 14 Chhattisgarh Raigarh 411.12
## 6 6 2017 14 Chhattisgarh Surguja 377.07
## RICE.PRODUCTION..1000.tons. RICE.YIELD..Kg.per.ha. WHEAT.AREA..1000.ha.
## 1 983.21 1168.92 43.50
## 2 801.82 1214.23 1.24
## 3 1520.95 1585.96 14.56
## 4 1295.71 1779.97 15.80
## 5 623.29 1516.07 3.91
## 6 524.07 1389.84 23.18
## WHEAT.PRODUCTION..1000.tons. WHEAT.YIELD..Kg.per.ha.
## 1 50.19 1153.77
## 2 2.22 1783.13
## 3 23.66 1625.61
## 4 21.72 1374.70
## 5 6.76 1728.83
## 6 37.09 1599.85
## KHARIF.SORGHUM.AREA..1000.ha. KHARIF.SORGHUM.PRODUCTION..1000.tons.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## KHARIF.SORGHUM.YIELD..Kg.per.ha. RABI.SORGHUM.AREA..1000.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## RABI.SORGHUM.PRODUCTION..1000.tons. RABI.SORGHUM.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SORGHUM.AREA..1000.ha. SORGHUM.PRODUCTION..1000.tons.
## 1 0.11 0.14
## 2 1.49 1.79
## 3 0.02 0.02
## 4 0.66 0.90
## 5 0.10 0.15
## 6 1.35 1.69
## SORGHUM.YIELD..Kg.per.ha. PEARL.MILLET.AREA..1000.ha.
## 1 1268.62 0.01
## 2 1202.96 0.00
## 3 1000.00 0.00
## 4 1373.28 0.02
## 5 1604.17 0.03
## 6 1250.37 0.00
## PEARL.MILLET.PRODUCTION..1000.tons. PEARL.MILLET.YIELD..Kg.per.ha.
## 1 0.00 333.33
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.01 437.50
## 5 0.01 433.33
## 6 0.00 0.00
## MAIZE.AREA..1000.ha. MAIZE.PRODUCTION..1000.tons. MAIZE.YIELD..Kg.per.ha.
## 1 9.25 18.09 1956.03
## 2 41.94 120.22 2866.36
## 3 6.13 13.67 2228.27
## 4 7.61 15.83 2080.79
## 5 6.29 15.81 2512.80
## 6 48.40 123.33 2548.25
## FINGER.MILLET.AREA..1000.ha. FINGER.MILLET.PRODUCTION..1000.tons.
## 1 0.01 0.00
## 2 6.30 1.44
## 3 0.19 0.04
## 4 0.00 0.00
## 5 0.24 0.04
## 6 0.53 0.12
## FINGER.MILLET.YIELD..Kg.per.ha. BARLEY.AREA..1000.ha.
## 1 285.71 0.00
## 2 229.02 0.00
## 3 229.17 0.00
## 4 0.00 0.18
## 5 172.84 0.00
## 6 225.81 1.70
## BARLEY.PRODUCTION..1000.tons. BARLEY.YIELD..Kg.per.ha.
## 1 0.00 1000.00
## 2 0.00 0.00
## 3 0.00 0.00
## 4 0.18 983.33
## 5 0.00 0.00
## 6 1.78 1048.26
## CHICKPEA.AREA..1000.ha. CHICKPEA.PRODUCTION..1000.tons.
## 1 258.46 259.45
## 2 1.39 1.29
## 3 31.38 34.48
## 4 39.08 32.29
## 5 1.16 1.18
## 6 3.55 2.99
## CHICKPEA.YIELD..Kg.per.ha. PIGEONPEA.AREA..1000.ha.
## 1 1003.82 26.24
## 2 925.85 1.64
## 3 1098.73 2.28
## 4 826.39 7.14
## 5 1010.30 6.77
## 6 841.73 19.17
## PIGEONPEA.PRODUCTION..1000.tons. PIGEONPEA.YIELD..Kg.per.ha.
## 1 10.69 407.16
## 2 0.66 400.00
## 3 0.58 252.74
## 4 2.84 398.04
## 5 2.93 432.14
## 6 8.06 420.29
## MINOR.PULSES.AREA..1000.ha. MINOR.PULSES.PRODUCTION..1000.tons.
## 1 109.08 46.03
## 2 40.68 15.07
## 3 75.44 36.64
## 4 90.31 66.45
## 5 41.72 13.07
## 6 34.98 12.75
## MINOR.PULSES.YIELD..Kg.per.ha. GROUNDNUT.AREA..1000.ha.
## 1 421.98 0.45
## 2 370.54 0.06
## 3 485.62 4.87
## 4 735.72 2.38
## 5 313.14 10.18
## 6 364.62 7.47
## GROUNDNUT.PRODUCTION..1000.tons. GROUNDNUT.YIELD..Kg.per.ha.
## 1 0.77 1722.94
## 2 0.08 1410.71
## 3 5.34 1097.62
## 4 3.58 1504.80
## 5 14.52 1425.37
## 6 7.83 1047.10
## SESAMUM.AREA..1000.ha. SESAMUM.PRODUCTION..1000.tons.
## 1 1.80 0.49
## 2 2.70 0.76
## 3 1.52 0.43
## 4 2.54 0.73
## 5 2.72 1.07
## 6 5.98 1.71
## SESAMUM.YIELD..Kg.per.ha. RAPESEED.AND.MUSTARD.AREA..1000.ha.
## 1 273.92 4.70
## 2 281.79 2.82
## 3 283.45 3.85
## 4 289.36 4.44
## 5 392.73 4.95
## 6 285.67 20.67
## RAPESEED.AND.MUSTARD.PRODUCTION..1000.tons.
## 1 2.00
## 2 1.24
## 3 1.70
## 4 1.68
## 5 2.16
## 6 9.57
## RAPESEED.AND.MUSTARD.YIELD..Kg.per.ha. SAFFLOWER.AREA..1000.ha.
## 1 425.21 0.29
## 2 440.85 0.00
## 3 442.65 0.05
## 4 377.81 0.11
## 5 436.39 0.01
## 6 462.89 0.00
## SAFFLOWER.PRODUCTION..1000.tons. SAFFLOWER.YIELD..Kg.per.ha.
## 1 0.12 395.19
## 2 0.00 0.00
## 3 0.02 320.75
## 4 0.03 292.04
## 5 0.00 250.00
## 6 0.00 0.00
## CASTOR.AREA..1000.ha. CASTOR.PRODUCTION..1000.tons. CASTOR.YIELD..Kg.per.ha.
## 1 0 0 0.00
## 2 0 0 0.00
## 3 0 0 333.33
## 4 0 0 333.33
## 5 0 0 0.00
## 6 0 0 0.00
## LINSEED.AREA..1000.ha. LINSEED.PRODUCTION..1000.tons.
## 1 4.60 1.16
## 2 0.40 0.10
## 3 0.41 0.08
## 4 1.63 0.39
## 5 0.97 0.24
## 6 9.75 2.59
## LINSEED.YIELD..Kg.per.ha. SUNFLOWER.AREA..1000.ha.
## 1 252.72 0.01
## 2 257.50 0.08
## 3 204.38 0.14
## 4 238.66 0.30
## 5 245.11 0.70
## 6 265.61 0.03
## SUNFLOWER.PRODUCTION..1000.tons. SUNFLOWER.YIELD..Kg.per.ha.
## 1 0 0.00
## 2 0 48.19
## 3 0 0.00
## 4 0 0.00
## 5 0 0.00
## 6 0 115.38
## SOYABEAN.AREA..1000.ha. SOYABEAN.PRODUCTION..1000.tons.
## 1 77.40 25.02
## 2 0.02 0.01
## 3 0.15 0.09
## 4 13.94 5.17
## 5 0.00 0.00
## 6 0.04 0.01
## SOYABEAN.YIELD..Kg.per.ha. OILSEEDS.AREA..1000.ha.
## 1 323.30 0
## 2 380.95 0
## 3 558.44 0
## 4 371.22 0
## 5 600.00 0
## 6 300.00 0
## OILSEEDS.PRODUCTION..1000.tons. OILSEEDS.YIELD..Kg.per.ha.
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## SUGARCANE.AREA..1000.ha. SUGARCANE.PRODUCTION..1000.tons.
## 1 19.85 3.59
## 2 0.72 0.11
## 3 0.27 0.05
## 4 7.57 0.83
## 5 0.43 0.09
## 6 6.00 1.75
## SUGARCANE.YIELD..Kg.per.ha. COTTON.AREA..1000.ha.
## 1 181.06 0.45
## 2 152.50 0.00
## 3 174.91 0.03
## 4 109.36 0.00
## 5 205.34 0.00
## 6 292.49 0.00
## COTTON.PRODUCTION..1000.tons. COTTON.YIELD..Kg.per.ha.
## 1 0.13 297.85
## 2 0.00 0.00
## 3 0.01 360.00
## 4 0.00 0.00
## 5 0.00 0.00
## 6 0.00 0.00Chandging the Names of the columns
The names of each column are too long and very difficult to access every time so to make it easier I am simplifying the names of the Columns.
## [1] "Dist.Code"
## [2] "Year"
## [3] "State.Code"
## [4] "State.Name"
## [5] "Dist.Name"
## [6] "RICE.AREA..1000.ha."
## [7] "RICE.PRODUCTION..1000.tons."
## [8] "RICE.YIELD..Kg.per.ha."
## [9] "WHEAT.AREA..1000.ha."
## [10] "WHEAT.PRODUCTION..1000.tons."
## [11] "WHEAT.YIELD..Kg.per.ha."
## [12] "KHARIF.SORGHUM.AREA..1000.ha."
## [13] "KHARIF.SORGHUM.PRODUCTION..1000.tons."
## [14] "KHARIF.SORGHUM.YIELD..Kg.per.ha."
## [15] "RABI.SORGHUM.AREA..1000.ha."
## [16] "RABI.SORGHUM.PRODUCTION..1000.tons."
## [17] "RABI.SORGHUM.YIELD..Kg.per.ha."
## [18] "SORGHUM.AREA..1000.ha."
## [19] "SORGHUM.PRODUCTION..1000.tons."
## [20] "SORGHUM.YIELD..Kg.per.ha."
## [21] "PEARL.MILLET.AREA..1000.ha."
## [22] "PEARL.MILLET.PRODUCTION..1000.tons."
## [23] "PEARL.MILLET.YIELD..Kg.per.ha."
## [24] "MAIZE.AREA..1000.ha."
## [25] "MAIZE.PRODUCTION..1000.tons."
## [26] "MAIZE.YIELD..Kg.per.ha."
## [27] "FINGER.MILLET.AREA..1000.ha."
## [28] "FINGER.MILLET.PRODUCTION..1000.tons."
## [29] "FINGER.MILLET.YIELD..Kg.per.ha."
## [30] "BARLEY.AREA..1000.ha."
## [31] "BARLEY.PRODUCTION..1000.tons."
## [32] "BARLEY.YIELD..Kg.per.ha."
## [33] "CHICKPEA.AREA..1000.ha."
## [34] "CHICKPEA.PRODUCTION..1000.tons."
## [35] "CHICKPEA.YIELD..Kg.per.ha."
## [36] "PIGEONPEA.AREA..1000.ha."
## [37] "PIGEONPEA.PRODUCTION..1000.tons."
## [38] "PIGEONPEA.YIELD..Kg.per.ha."
## [39] "MINOR.PULSES.AREA..1000.ha."
## [40] "MINOR.PULSES.PRODUCTION..1000.tons."
## [41] "MINOR.PULSES.YIELD..Kg.per.ha."
## [42] "GROUNDNUT.AREA..1000.ha."
## [43] "GROUNDNUT.PRODUCTION..1000.tons."
## [44] "GROUNDNUT.YIELD..Kg.per.ha."
## [45] "SESAMUM.AREA..1000.ha."
## [46] "SESAMUM.PRODUCTION..1000.tons."
## [47] "SESAMUM.YIELD..Kg.per.ha."
## [48] "RAPESEED.AND.MUSTARD.AREA..1000.ha."
## [49] "RAPESEED.AND.MUSTARD.PRODUCTION..1000.tons."
## [50] "RAPESEED.AND.MUSTARD.YIELD..Kg.per.ha."
## [51] "SAFFLOWER.AREA..1000.ha."
## [52] "SAFFLOWER.PRODUCTION..1000.tons."
## [53] "SAFFLOWER.YIELD..Kg.per.ha."
## [54] "CASTOR.AREA..1000.ha."
## [55] "CASTOR.PRODUCTION..1000.tons."
## [56] "CASTOR.YIELD..Kg.per.ha."
## [57] "LINSEED.AREA..1000.ha."
## [58] "LINSEED.PRODUCTION..1000.tons."
## [59] "LINSEED.YIELD..Kg.per.ha."
## [60] "SUNFLOWER.AREA..1000.ha."
## [61] "SUNFLOWER.PRODUCTION..1000.tons."
## [62] "SUNFLOWER.YIELD..Kg.per.ha."
## [63] "SOYABEAN.AREA..1000.ha."
## [64] "SOYABEAN.PRODUCTION..1000.tons."
## [65] "SOYABEAN.YIELD..Kg.per.ha."
## [66] "OILSEEDS.AREA..1000.ha."
## [67] "OILSEEDS.PRODUCTION..1000.tons."
## [68] "OILSEEDS.YIELD..Kg.per.ha."
## [69] "SUGARCANE.AREA..1000.ha."
## [70] "SUGARCANE.PRODUCTION..1000.tons."
## [71] "SUGARCANE.YIELD..Kg.per.ha."
## [72] "COTTON.AREA..1000.ha."
## [73] "COTTON.PRODUCTION..1000.tons."
## [74] "COTTON.YIELD..Kg.per.ha."Here, I am removing the “.” between the names of the column and adding an “_” to make it easier to understand and access.
names(data) <- gsub("\\.\\..*$", "", names(data))
names(data) <- gsub("\\.", "_", names(data))
names(data)## [1] "Dist_Code" "Year"
## [3] "State_Code" "State_Name"
## [5] "Dist_Name" "RICE_AREA"
## [7] "RICE_PRODUCTION" "RICE_YIELD"
## [9] "WHEAT_AREA" "WHEAT_PRODUCTION"
## [11] "WHEAT_YIELD" "KHARIF_SORGHUM_AREA"
## [13] "KHARIF_SORGHUM_PRODUCTION" "KHARIF_SORGHUM_YIELD"
## [15] "RABI_SORGHUM_AREA" "RABI_SORGHUM_PRODUCTION"
## [17] "RABI_SORGHUM_YIELD" "SORGHUM_AREA"
## [19] "SORGHUM_PRODUCTION" "SORGHUM_YIELD"
## [21] "PEARL_MILLET_AREA" "PEARL_MILLET_PRODUCTION"
## [23] "PEARL_MILLET_YIELD" "MAIZE_AREA"
## [25] "MAIZE_PRODUCTION" "MAIZE_YIELD"
## [27] "FINGER_MILLET_AREA" "FINGER_MILLET_PRODUCTION"
## [29] "FINGER_MILLET_YIELD" "BARLEY_AREA"
## [31] "BARLEY_PRODUCTION" "BARLEY_YIELD"
## [33] "CHICKPEA_AREA" "CHICKPEA_PRODUCTION"
## [35] "CHICKPEA_YIELD" "PIGEONPEA_AREA"
## [37] "PIGEONPEA_PRODUCTION" "PIGEONPEA_YIELD"
## [39] "MINOR_PULSES_AREA" "MINOR_PULSES_PRODUCTION"
## [41] "MINOR_PULSES_YIELD" "GROUNDNUT_AREA"
## [43] "GROUNDNUT_PRODUCTION" "GROUNDNUT_YIELD"
## [45] "SESAMUM_AREA" "SESAMUM_PRODUCTION"
## [47] "SESAMUM_YIELD" "RAPESEED_AND_MUSTARD_AREA"
## [49] "RAPESEED_AND_MUSTARD_PRODUCTION" "RAPESEED_AND_MUSTARD_YIELD"
## [51] "SAFFLOWER_AREA" "SAFFLOWER_PRODUCTION"
## [53] "SAFFLOWER_YIELD" "CASTOR_AREA"
## [55] "CASTOR_PRODUCTION" "CASTOR_YIELD"
## [57] "LINSEED_AREA" "LINSEED_PRODUCTION"
## [59] "LINSEED_YIELD" "SUNFLOWER_AREA"
## [61] "SUNFLOWER_PRODUCTION" "SUNFLOWER_YIELD"
## [63] "SOYABEAN_AREA" "SOYABEAN_PRODUCTION"
## [65] "SOYABEAN_YIELD" "OILSEEDS_AREA"
## [67] "OILSEEDS_PRODUCTION" "OILSEEDS_YIELD"
## [69] "SUGARCANE_AREA" "SUGARCANE_PRODUCTION"
## [71] "SUGARCANE_YIELD" "COTTON_AREA"
## [73] "COTTON_PRODUCTION" "COTTON_YIELD"names(data1) <- gsub("\\.\\..*$", "", names(data1))
names(data1) <- gsub("\\.", "_", names(data1))
names(data1)## [1] "Dist_Code" "Year"
## [3] "State_Code" "State_Name"
## [5] "Dist_Name" "RICE_AREA"
## [7] "RICE_PRODUCTION" "RICE_YIELD"
## [9] "WHEAT_AREA" "WHEAT_PRODUCTION"
## [11] "WHEAT_YIELD" "KHARIF_SORGHUM_AREA"
## [13] "KHARIF_SORGHUM_PRODUCTION" "KHARIF_SORGHUM_YIELD"
## [15] "RABI_SORGHUM_AREA" "RABI_SORGHUM_PRODUCTION"
## [17] "RABI_SORGHUM_YIELD" "SORGHUM_AREA"
## [19] "SORGHUM_PRODUCTION" "SORGHUM_YIELD"
## [21] "PEARL_MILLET_AREA" "PEARL_MILLET_PRODUCTION"
## [23] "PEARL_MILLET_YIELD" "MAIZE_AREA"
## [25] "MAIZE_PRODUCTION" "MAIZE_YIELD"
## [27] "FINGER_MILLET_AREA" "FINGER_MILLET_PRODUCTION"
## [29] "FINGER_MILLET_YIELD" "BARLEY_AREA"
## [31] "BARLEY_PRODUCTION" "BARLEY_YIELD"
## [33] "CHICKPEA_AREA" "CHICKPEA_PRODUCTION"
## [35] "CHICKPEA_YIELD" "PIGEONPEA_AREA"
## [37] "PIGEONPEA_PRODUCTION" "PIGEONPEA_YIELD"
## [39] "MINOR_PULSES_AREA" "MINOR_PULSES_PRODUCTION"
## [41] "MINOR_PULSES_YIELD" "GROUNDNUT_AREA"
## [43] "GROUNDNUT_PRODUCTION" "GROUNDNUT_YIELD"
## [45] "SESAMUM_AREA" "SESAMUM_PRODUCTION"
## [47] "SESAMUM_YIELD" "RAPESEED_AND_MUSTARD_AREA"
## [49] "RAPESEED_AND_MUSTARD_PRODUCTION" "RAPESEED_AND_MUSTARD_YIELD"
## [51] "SAFFLOWER_AREA" "SAFFLOWER_PRODUCTION"
## [53] "SAFFLOWER_YIELD" "CASTOR_AREA"
## [55] "CASTOR_PRODUCTION" "CASTOR_YIELD"
## [57] "LINSEED_AREA" "LINSEED_PRODUCTION"
## [59] "LINSEED_YIELD" "SUNFLOWER_AREA"
## [61] "SUNFLOWER_PRODUCTION" "SUNFLOWER_YIELD"
## [63] "SOYABEAN_AREA" "SOYABEAN_PRODUCTION"
## [65] "SOYABEAN_YIELD" "OILSEEDS_AREA"
## [67] "OILSEEDS_PRODUCTION" "OILSEEDS_YIELD"
## [69] "SUGARCANE_AREA" "SUGARCANE_PRODUCTION"
## [71] "SUGARCANE_YIELD" "COTTON_AREA"
## [73] "COTTON_PRODUCTION" "COTTON_YIELD"
## [75] "FRUITS_AREA" "VEGETABLES_AREA"
## [77] "FRUITS_AND_VEGETABLES_AREA" "POTATOES_AREA"
## [79] "ONION_AREA" "FODDER_AREA"names(data2) <- gsub("\\.\\..*$", "", names(data2))
names(data2) <- gsub("\\.", "_", names(data2))
names(data2)## [1] "Dist_Code" "Year"
## [3] "State_Code" "State_Name"
## [5] "Dist_Name" "RICE_AREA"
## [7] "RICE_PRODUCTION" "RICE_YIELD"
## [9] "WHEAT_AREA" "WHEAT_PRODUCTION"
## [11] "WHEAT_YIELD" "KHARIF_SORGHUM_AREA"
## [13] "KHARIF_SORGHUM_PRODUCTION" "KHARIF_SORGHUM_YIELD"
## [15] "RABI_SORGHUM_AREA" "RABI_SORGHUM_PRODUCTION"
## [17] "RABI_SORGHUM_YIELD" "SORGHUM_AREA"
## [19] "SORGHUM_PRODUCTION" "SORGHUM_YIELD"
## [21] "PEARL_MILLET_AREA" "PEARL_MILLET_PRODUCTION"
## [23] "PEARL_MILLET_YIELD" "MAIZE_AREA"
## [25] "MAIZE_PRODUCTION" "MAIZE_YIELD"
## [27] "FINGER_MILLET_AREA" "FINGER_MILLET_PRODUCTION"
## [29] "FINGER_MILLET_YIELD" "BARLEY_AREA"
## [31] "BARLEY_PRODUCTION" "BARLEY_YIELD"
## [33] "CHICKPEA_AREA" "CHICKPEA_PRODUCTION"
## [35] "CHICKPEA_YIELD" "PIGEONPEA_AREA"
## [37] "PIGEONPEA_PRODUCTION" "PIGEONPEA_YIELD"
## [39] "MINOR_PULSES_AREA" "MINOR_PULSES_PRODUCTION"
## [41] "MINOR_PULSES_YIELD" "GROUNDNUT_AREA"
## [43] "GROUNDNUT_PRODUCTION" "GROUNDNUT_YIELD"
## [45] "SESAMUM_AREA" "SESAMUM_PRODUCTION"
## [47] "SESAMUM_YIELD" "RAPESEED_AND_MUSTARD_AREA"
## [49] "RAPESEED_AND_MUSTARD_PRODUCTION" "RAPESEED_AND_MUSTARD_YIELD"
## [51] "SAFFLOWER_AREA" "SAFFLOWER_PRODUCTION"
## [53] "SAFFLOWER_YIELD" "CASTOR_AREA"
## [55] "CASTOR_PRODUCTION" "CASTOR_YIELD"
## [57] "LINSEED_AREA" "LINSEED_PRODUCTION"
## [59] "LINSEED_YIELD" "SUNFLOWER_AREA"
## [61] "SUNFLOWER_PRODUCTION" "SUNFLOWER_YIELD"
## [63] "SOYABEAN_AREA" "SOYABEAN_PRODUCTION"
## [65] "SOYABEAN_YIELD" "OILSEEDS_AREA"
## [67] "OILSEEDS_PRODUCTION" "OILSEEDS_YIELD"
## [69] "SUGARCANE_AREA" "SUGARCANE_PRODUCTION"
## [71] "SUGARCANE_YIELD" "COTTON_AREA"
## [73] "COTTON_PRODUCTION" "COTTON_YIELD"
## [75] "FRUITS_AREA" "VEGETABLES_AREA"
## [77] "FRUITS_AND_VEGETABLES_AREA" "POTATOES_AREA"
## [79] "ONION_AREA" "FODDER_AREA"Transforming the Data:
Creating a new data consisting the columns State, District, type of Crop, Area, Production and Yield
df1 <- data %>%
pivot_longer(
cols = matches("_(AREA|PRODUCTION|YIELD)$"), # Select columns that end with AREA, PRODUCTION, or YIELD
names_to = c("Crop", ".value"), # Split column names into crop types and measurement types
names_pattern = "(.+)_(.+)" # Regex to split the column names
)
df2 <- data1 %>%
pivot_longer(
cols = matches("_(AREA|PRODUCTION|YIELD)$"),
names_to = c("Crop", ".value"),
names_pattern = "(.+)_(.+)"
)
df3 <- data2 %>%
pivot_longer(
cols = matches("_(AREA|PRODUCTION|YIELD)$"),
names_to = c("Crop", ".value"),
names_pattern = "(.+)_(.+)"
)Removing empty and duplicate rows
## [1] 0## [1] 3720## [1] 3732Filtering out the data which has empty columns
I am considering rows with “0’s” as empty because if the area the crop cultivated is “0” then automatically the Production and Yield are zero.
df1 <- df1 %>% filter(AREA != 0.00)
df1 <- df1 %>% filter(PRODUCTION != 0.0)
df1 <- df1 %>% filter(YIELD != 0.0)
df2 <- df2 %>% filter(AREA != 0.00)
df2 <- df2 %>% filter(PRODUCTION != 0.0)
df2 <- df2 %>% filter(YIELD != 0.0)
df3 <- df3 %>% filter(AREA != 0.00)
df3 <- df3 %>% filter(PRODUCTION != 0.0)
df3 <- df3 %>% filter(YIELD != 0.0)Joining the Data
Since all of the three data sets contain same columns it is easier to join them using bind rows.
## # A tibble: 6 × 9
## Dist_Code Year State_Code State_Name Dist_Name Crop AREA PRODUCTION YIELD
## <int> <int> <int> <chr> <chr> <chr> <dbl> <dbl> <dbl>
## 1 1 2017 14 Chhattisga… Durg RICE 841. 983. 1169.
## 2 1 2017 14 Chhattisga… Durg WHEAT 43.5 50.2 1154.
## 3 1 2017 14 Chhattisga… Durg SORG… 0.11 0.14 1269.
## 4 1 2017 14 Chhattisga… Durg MAIZE 9.25 18.1 1956.
## 5 1 2017 14 Chhattisga… Durg CHIC… 258. 259. 1004.
## 6 1 2017 14 Chhattisga… Durg PIGE… 26.2 10.7 407.Re-scaling the Data
Here as the data is in a different scales. I am scaling them down in the range of 0 - 10 and rounding them to 3 decimal points. This will improve the performance of the models and significantly reduce the impact of outliers.
df$AREA <- ((df$AREA - min(df$AREA)) / (max(df$AREA) - min(df$AREA))) * 10
df$AREA <- round(df$AREA, 3)
df$PRODUCTION <- ((df$PRODUCTION - min(df$PRODUCTION)) / (max(df$PRODUCTION) - min(df$PRODUCTION))) * 10
df$PRODUCTION <- round(df$PRODUCTION, 3)
df$YIELD <- ((df$YIELD - min(df$YIELD)) / (max(df$YIELD) - min(df$YIELD))) * 10
df$YIELD <- round(df$YIELD, 3)
head(df)## # A tibble: 6 × 9
## Dist_Code Year State_Code State_Name Dist_Name Crop AREA PRODUCTION YIELD
## <int> <int> <int> <chr> <chr> <chr> <dbl> <dbl> <dbl>
## 1 1 2017 14 Chhattisgarh Durg RICE 7.40 2.36 0.545
## 2 1 2017 14 Chhattisgarh Durg WHEAT 0.383 0.12 0.538
## 3 1 2017 14 Chhattisgarh Durg SORG… 0.001 0 0.592
## 4 1 2017 14 Chhattisgarh Durg MAIZE 0.081 0.043 0.913
## 5 1 2017 14 Chhattisgarh Durg CHIC… 2.28 0.622 0.468
## 6 1 2017 14 Chhattisgarh Durg PIGE… 0.231 0.026 0.19Analyzing the Transformed Data Set
## Dist_Code Year State_Code State_Name
## Min. : 1.0 Min. :2015 Min. : 1.0 Length:12614
## 1st Qu.: 72.0 1st Qu.:2015 1st Qu.: 6.0 Class :character
## Median :143.0 Median :2016 Median : 9.0 Mode :character
## Mean :248.2 Mean :2016 Mean : 9.1
## 3rd Qu.:229.0 3rd Qu.:2017 3rd Qu.:12.0
## Max. :917.0 Max. :2017 Max. :20.0
## Dist_Name Crop AREA PRODUCTION
## Length:12614 Length:12614 Min. : 0.0000 Min. : 0.0000
## Class :character Class :character 1st Qu.: 0.0060 1st Qu.: 0.0010
## Mode :character Mode :character Median : 0.0500 Median : 0.0150
## Mean : 0.3831 Mean : 0.2095
## 3rd Qu.: 0.3400 3rd Qu.: 0.1090
## Max. :10.0000 Max. :10.0000
## YIELD
## Min. : 0.0000
## 1st Qu.: 0.3010
## Median : 0.5030
## Mean : 0.7733
## 3rd Qu.: 0.9330
## Max. :10.0000## tibble [12,614 × 9] (S3: tbl_df/tbl/data.frame)
## $ Dist_Code : int [1:12614] 1 1 1 1 1 1 1 1 1 1 ...
## $ Year : int [1:12614] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 ...
## $ State_Code: int [1:12614] 14 14 14 14 14 14 14 14 14 14 ...
## $ State_Name: chr [1:12614] "Chhattisgarh" "Chhattisgarh" "Chhattisgarh" "Chhattisgarh" ...
## $ Dist_Name : chr [1:12614] "Durg" "Durg" "Durg" "Durg" ...
## $ Crop : chr [1:12614] "RICE" "WHEAT" "SORGHUM" "MAIZE" ...
## $ AREA : num [1:12614] 7.404 0.383 0.001 0.081 2.275 ...
## $ PRODUCTION: num [1:12614] 2.358 0.12 0 0.043 0.622 ...
## $ YIELD : num [1:12614] 0.545 0.538 0.592 0.913 0.468 0.19 0.197 0.804 0.128 0.198 ...Distribution of Crops based on Area
# Histogram of Crop Area
ggplot(df, aes(x = AREA)) +
geom_histogram(fill = "blue", bins = 30) +
facet_wrap(~Crop) +
labs(title = "Distribution of Crop Area", x = "Area", y = "Frequency")
## Box Plot of Crop yield by type of Crop
# Boxplot of Crop Yield by Type
ggplot(df, aes(x = Crop, y = YIELD)) +
geom_boxplot() +
labs(title = "Yield Variation Among Crops", x = "Crop Type", y = "Yield (kg per ha)") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
Average Production by Type of Crop
# Now plot using ggplot
ggplot(df, aes(x = PRODUCTION, y = reorder(Crop, PRODUCTION), fill = Crop)) +
geom_bar(stat = "identity") +
labs(title = "Average Production by Crop Type", x = "Production (tons)", y = "Crop Type") +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
Scatter Plot of Area Vs Yield
# Scatter Plot of Area vs Yield
ggplot(df, aes(x = AREA, y = YIELD, color = Crop)) +
geom_point(alpha = 0.6) +
labs(title = "Area vs Yield by Crop Type", x = "Area", y = "Yield")
Heatmap of Yield by Region(State)
# Heatmap of Yield (assuming 'Region' and 'Yield' are available)
ggplot(df, aes(x = State_Name, y = Crop, fill = YIELD)) +
geom_tile() +
labs(title = "Heatmap of Yield by Region and Crop", x = "Region", y = "Crop Type") +
scale_fill_gradient(low = "yellow", high = "red") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
Feature Selection:
Checking the Correlation between the numerical variables
correlation <- cor(df$AREA, df$PRODUCTION, use = "complete.obs") # Handling NA values appropriately
print(paste("Correlation between Area and Production: ", correlation))## [1] "Correlation between Area and Production: 0.761618245507838"correlation2 <- cor(df$AREA, df$YIELD, use = "complete.obs")
print(paste("Correlation between Area and Yield: ", correlation2))## [1] "Correlation between Area and Yield: 0.0945749034910121"correlation3 <- cor(df$Year, df$PRODUCTION, use = "complete.obs")
print(paste("Correlation between Year and Production: ", correlation3))## [1] "Correlation between Year and Production: 0.0232810403757944"correlation4 <- cor(df$YIELD, df$PRODUCTION, use = "complete.obs")
print(paste("Correlation between Area and Production: ", correlation4))## [1] "Correlation between Area and Production: 0.34371781675732"There is a high correlation between Area and Production of the crop. Rest of the combination of numerical variables are not that correlated to each other.
Performing ANOVA for the dataset:
## Df Sum Sq Mean Sq F value Pr(>F)
## Crop 22 1150.4 52.29 215.985 <2e-16 ***
## Dist_Name 310 336.3 1.08 4.481 <2e-16 ***
## Residuals 12281 2973.3 0.24
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Based on the above outputs, There is high correlation between Area and production and the results of ANOVA show that Crop and District significantly explain the variability in production. For the regression I am selecting Area, Crop and District name as my features.
For regression I am converting the categorical variables into factors using as.factor
Multiple Linear Regression:
Since there are more than one independent variables such as Area, Crop, Dist_Name. I am going to use Multiple Linear Regression. As Production depends on the amount of Area the Crop is sown and The type of Crop also decides the production as some crops give more production and other don’t. Finally, District name as there may be a different type of soil in each district which may affect the production of Crop.
Splitting the Data into Training and Testing
I am splitting the data set into train and test in the ration of 70:30
set.seed(123) # for reproducibility
train_indices <- sample(1:nrow(df), size = 0.7 * nrow(df))
train <- df[train_indices, ]
test<- df[-train_indices, ]model <- lm(PRODUCTION ~ AREA + Crop + Dist_Name, data = train)
# Summary of the model to see coefficients and statistics
summary(model)##
## Call:
## lm(formula = PRODUCTION ~ AREA + Crop + Dist_Name, data = train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.2752 -0.0932 0.0098 0.0905 5.1622
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 3.288e-02 5.973e-02 0.550
## AREA 5.308e-01 5.113e-03 103.819
## CropCASTOR 5.560e-02 2.963e-02 1.876
## CropCHICKPEA -5.021e-02 2.325e-02 -2.159
## CropCOTTON -3.080e-01 2.743e-02 -11.228
## CropFINGER_MILLET 7.349e-03 3.043e-02 0.241
## CropGROUNDNUT 1.822e-02 2.412e-02 0.755
## CropKHARIF_SORGHUM 2.573e-03 2.509e-02 0.103
## CropLINSEED 4.438e-02 2.808e-02 1.581
## CropMAIZE 1.012e-01 2.340e-02 4.325
## CropMINOR_PULSES -1.409e-01 2.296e-02 -6.136
## CropOILSEEDS -1.777e-01 3.197e-02 -5.557
## CropPEARL_MILLET -5.393e-02 2.546e-02 -2.118
## CropPIGEONPEA -3.189e-02 2.386e-02 -1.336
## CropRABI_SORGHUM -1.064e-01 3.361e-02 -3.165
## CropRAPESEED_AND_MUSTARD -2.778e-02 2.367e-02 -1.174
## CropRICE 2.473e-01 2.430e-02 10.178
## CropSAFFLOWER 9.199e-02 3.802e-02 2.419
## CropSESAMUM -3.023e-03 2.343e-02 -0.129
## CropSORGHUM -6.197e-02 2.491e-02 -2.488
## CropSOYABEAN -1.387e-01 2.796e-02 -4.959
## CropSUGARCANE 2.475e-01 2.426e-02 10.202
## CropSUNFLOWER 8.259e-03 2.728e-02 0.303
## CropWHEAT 4.416e-01 2.406e-02 18.359
## Dist_NameAdilabad -1.040e-01 7.622e-02 -1.364
## Dist_NameAgra -3.307e-04 8.119e-02 -0.004
## Dist_NameAhmedabad -5.022e-02 8.352e-02 -0.601
## Dist_NameAhmednagar -2.106e-01 7.816e-02 -2.695
## Dist_NameAjmer -1.678e-01 8.195e-02 -2.048
## Dist_NameAkola -2.199e-01 7.928e-02 -2.774
## Dist_NameAlappuzha -9.788e-02 1.422e-01 -0.689
## Dist_NameAligarh 5.213e-02 7.870e-02 0.662
## Dist_NameAllahabad -1.041e-02 7.988e-02 -0.130
## Dist_NameAlmorah -5.915e-02 8.535e-02 -0.693
## Dist_NameAlwar -4.785e-03 8.350e-02 -0.057
## Dist_NameAmarawati -2.271e-01 7.923e-02 -2.867
## Dist_NameAmbala 2.325e-01 9.787e-02 2.376
## Dist_NameAmreli -1.369e-01 8.528e-02 -1.605
## Dist_NameAmritsar 3.851e-01 9.412e-02 4.092
## Dist_NameAnanthapur -2.311e-01 7.932e-02 -2.914
## Dist_NameAurangabad -3.717e-01 7.627e-02 -4.873
## Dist_NameAzamgarh 9.036e-03 8.435e-02 0.107
## Dist_NameBahraich -2.986e-03 8.055e-02 -0.037
## Dist_NameBalaghat -1.260e-01 8.968e-02 -1.405
## Dist_NameBalasore -5.890e-02 8.435e-02 -0.698
## Dist_NameBallia -5.098e-02 8.271e-02 -0.616
## Dist_NameBanaskantha -7.420e-06 8.192e-02 0.000
## Dist_NameBanda -1.429e-01 8.054e-02 -1.774
## Dist_NameBangalore -6.824e-02 8.532e-02 -0.800
## Dist_NameBankura -2.769e-02 8.527e-02 -0.325
## Dist_NameBanswara -4.770e-02 7.872e-02 -0.606
## Dist_NameBarabanki -6.135e-03 8.348e-02 -0.073
## Dist_NameBareilly 1.082e-01 8.351e-02 1.295
## Dist_NameBarmer -4.114e-01 8.275e-02 -4.971
## Dist_NameBastar -1.422e-01 8.351e-02 -1.703
## Dist_NameBasti 1.135e-02 8.349e-02 0.136
## Dist_NameBeed -3.382e-01 7.579e-02 -4.463
## Dist_NameBelgaum 5.638e-02 7.233e-02 0.780
## Dist_NameBellary -6.354e-02 7.625e-02 -0.833
## Dist_NameBetul -1.245e-01 8.052e-02 -1.546
## Dist_NameBhagalpur -2.469e-02 7.871e-02 -0.314
## Dist_NameBhandara -1.241e-01 8.437e-02 -1.470
## Dist_NameBharatpur 2.471e-02 7.989e-02 0.309
## Dist_NameBharuch -8.780e-02 7.624e-02 -1.152
## Dist_NameBhatinda 3.546e-01 9.107e-02 3.894
## Dist_NameBhavnagar -9.109e-02 8.193e-02 -1.112
## Dist_NameBhilwara -8.908e-02 7.716e-02 -1.154
## Dist_NameBhind -1.938e-02 8.350e-02 -0.232
## Dist_NameBidar -9.519e-02 7.871e-02 -1.209
## Dist_NameBijapur / Vijayapura -3.144e-01 7.814e-02 -4.023
## Dist_NameBijnor 1.170e-01 9.780e-02 1.196
## Dist_NameBikaner -1.841e-01 8.270e-02 -2.226
## Dist_NameBilashpur -5.271e-02 9.795e-02 -0.538
## Dist_NameBilaspur -1.021e-01 7.814e-02 -1.307
## Dist_NameBirbhum -1.757e-02 7.989e-02 -0.220
## Dist_NameBolangir -6.630e-02 7.538e-02 -0.880
## Dist_NameBombay -1.346e-01 3.244e-01 -0.415
## Dist_NameBudaun 1.040e-02 8.348e-02 0.125
## Dist_NameBuland Shahar 1.056e-01 8.192e-02 1.289
## Dist_NameBuldhana -1.555e-01 7.713e-02 -2.016
## Dist_NameBundi -3.507e-02 7.931e-02 -0.442
## Dist_NameBurdwan 4.822e-02 7.984e-02 0.604
## Dist_NameCachar -5.660e-02 8.434e-02 -0.671
## Dist_NameChamba -1.227e-01 9.602e-02 -1.278
## Dist_NameChamoli -7.847e-02 8.639e-02 -0.908
## Dist_NameChamparan 8.886e-03 8.435e-02 0.105
## Dist_NameChandrapur -1.414e-01 7.668e-02 -1.843
## Dist_NameChengalpattu MGR / Kanchipuram 2.670e-02 8.275e-02 0.323
## Dist_NameChhatarpur -1.216e-01 7.815e-02 -1.556
## Dist_NameChhindwara 6.208e-02 8.048e-02 0.771
## Dist_NameChickmagalur -1.976e-02 7.875e-02 -0.251
## Dist_NameChitradurga -3.781e-02 7.497e-02 -0.504
## Dist_NameChittoor -2.502e-02 7.876e-02 -0.318
## Dist_NameChittorgarh -3.253e-02 7.871e-02 -0.413
## Dist_NameChuru -3.861e-01 9.258e-02 -4.170
## Dist_NameCoimbatore -5.089e-03 7.994e-02 -0.064
## Dist_NameCooch Behar -5.840e-02 9.107e-02 -0.641
## Dist_NameCuttack -1.472e-01 8.348e-02 -1.763
## Dist_NameDakshina Kannada -7.692e-02 1.082e-01 -0.711
## Dist_NameDamoh -1.182e-01 8.056e-02 -1.467
## Dist_NameDangs -1.181e-01 8.634e-02 -1.368
## Dist_NameDarbhanga -3.300e-02 8.195e-02 -0.403
## Dist_NameDarjeeling -1.046e-01 8.273e-02 -1.265
## Dist_NameDarrang -1.063e-01 8.529e-02 -1.246
## Dist_NameDatia -7.962e-02 8.053e-02 -0.989
## Dist_NameDehradun -8.070e-02 7.994e-02 -1.009
## Dist_NameDeoria 4.659e-02 8.350e-02 0.558
## Dist_NameDewas -1.231e-01 8.527e-02 -1.443
## Dist_NameDhanbad -8.712e-02 9.111e-02 -0.956
## Dist_NameDhar -1.991e-02 8.435e-02 -0.236
## Dist_NameDharwad -2.255e-01 7.580e-02 -2.974
## Dist_NameDhenkanal -1.651e-01 8.740e-02 -1.889
## Dist_NameDhule -1.539e-01 7.424e-02 -2.074
## Dist_NameDibrugarh -1.037e-01 9.109e-02 -1.138
## Dist_NameDungarpur -9.213e-02 7.768e-02 -1.186
## Dist_NameDurg -2.013e-01 7.812e-02 -2.576
## Dist_NameEast Godavari 9.537e-02 7.992e-02 1.193
## Dist_NameEranakulam -1.877e-01 1.335e-01 -1.406
## Dist_NameEtah 1.828e-02 8.120e-02 0.225
## Dist_NameEtawah -1.617e-02 8.192e-02 -0.197
## Dist_NameFaizabad 1.806e-02 8.192e-02 0.220
## Dist_NameFarrukhabad -3.260e-02 8.123e-02 -0.401
## Dist_NameFatehpur -6.266e-02 7.766e-02 -0.807
## Dist_NameFerozpur 9.418e-01 9.116e-02 10.331
## Dist_NameGanganagar -7.134e-02 7.538e-02 -0.946
## Dist_NameGanjam -1.002e-01 7.764e-02 -1.291
## Dist_NameGarhwal -7.246e-02 8.542e-02 -0.848
## Dist_NameGaya 1.037e-02 8.528e-02 0.122
## Dist_NameGhazipur -4.375e-02 7.870e-02 -0.556
## Dist_NameGoalpara -1.253e-01 8.193e-02 -1.530
## Dist_NameGonda 3.562e-02 8.628e-02 0.413
## Dist_NameGorakhpur 4.537e-02 8.270e-02 0.549
## Dist_NameGulbarga / Kalaburagi -2.178e-01 7.669e-02 -2.840
## Dist_NameGuna -1.655e-01 8.739e-02 -1.894
## Dist_NameGuntur 2.571e-02 7.503e-02 0.343
## Dist_NameGurdaspur 1.178e-01 9.413e-02 1.251
## Dist_NameGurgaon 8.630e-02 8.127e-02 1.062
## Dist_NameGwalior -3.568e-02 8.272e-02 -0.431
## Dist_NameHamirpur -1.479e-01 7.537e-02 -1.963
## Dist_NameHardoi 2.755e-03 7.991e-02 0.034
## Dist_NameHassan 2.806e-04 7.585e-02 0.004
## Dist_NameHazaribagh -7.693e-02 9.106e-02 -0.845
## Dist_NameHissar 4.052e-01 8.546e-02 4.742
## Dist_NameHooghly -8.490e-02 8.848e-02 -0.960
## Dist_NameHoshangabad 1.346e-01 8.190e-02 1.643
## Dist_NameHoshiarpur 7.513e-02 9.781e-02 0.768
## Dist_NameHowrah -1.209e-01 9.109e-02 -1.327
## Dist_NameHyderabad -5.536e-02 7.296e-02 -0.759
## Dist_NameIndore -1.615e-02 9.999e-02 -0.162
## Dist_NameJabalpur -6.676e-02 8.119e-02 -0.822
## Dist_NameJaipur -9.956e-02 8.121e-02 -1.226
## Dist_NameJaisalmer -1.160e-01 8.631e-02 -1.344
## Dist_NameJalandhar 1.993e-01 8.847e-02 2.252
## Dist_NameJalaun -3.697e-02 8.199e-02 -0.451
## Dist_NameJalgaon -1.698e-01 7.815e-02 -2.173
## Dist_NameJalore -1.678e-01 8.195e-02 -2.048
## Dist_NameJalpaiguri -9.206e-02 8.050e-02 -1.144
## Dist_NameJamnagar -9.269e-02 8.194e-02 -1.131
## Dist_NameJaunpur -2.017e-02 8.122e-02 -0.248
## Dist_NameJhabua -4.404e-02 8.350e-02 -0.527
## Dist_NameJhalawar -1.045e-01 7.623e-02 -1.371
## Dist_NameJhansi -1.748e-01 7.814e-02 -2.237
## Dist_NameJhunjhunu -5.513e-02 9.258e-02 -0.595
## Dist_NameJind 2.037e-01 1.082e-01 1.882
## Dist_NameJodhpur -2.605e-01 8.441e-02 -3.086
## Dist_NameJunagadh -7.096e-02 7.929e-02 -0.895
## Dist_NameKadapa YSR -7.069e-02 7.624e-02 -0.927
## Dist_NameKalahandi -1.074e-01 7.712e-02 -1.393
## Dist_NameKamrup -8.776e-02 8.977e-02 -0.978
## Dist_NameKangra -8.346e-02 8.358e-02 -0.999
## Dist_NameKannur -6.598e-02 1.537e-01 -0.429
## Dist_NameKanpur -2.000e-02 7.622e-02 -0.262
## Dist_NameKanyakumari -6.541e-02 1.207e-01 -0.542
## Dist_NameKapurthala 7.173e-02 1.264e-01 0.567
## Dist_NameKarbi Anglong -9.457e-02 8.053e-02 -1.174
## Dist_NameKarimnagar 7.095e-02 7.766e-02 0.914
## Dist_NameKarnal 5.427e-01 9.415e-02 5.764
## Dist_NameKeonjhar -1.063e-01 7.766e-02 -1.369
## Dist_NameKhammam 1.402e-02 7.931e-02 0.177
## Dist_NameKhandwa / East Nimar -8.934e-02 7.816e-02 -1.143
## Dist_NameKhargone / West Nimar -5.616e-02 8.118e-02 -0.692
## Dist_NameKheda 7.787e-03 7.669e-02 0.102
## Dist_NameKheri 9.848e-02 8.351e-02 1.179
## Dist_NameKinnaur -1.495e-01 9.805e-02 -1.524
## Dist_NameKodagu / Coorg -1.234e-01 1.423e-01 -0.868
## Dist_NameKolar -2.884e-02 7.931e-02 -0.364
## Dist_NameKolhapur 3.606e-02 8.129e-02 0.444
## Dist_NameKollam -1.633e-01 1.207e-01 -1.353
## Dist_NameKoraput -9.413e-02 7.387e-02 -1.274
## Dist_NameKota -4.529e-02 7.986e-02 -0.567
## Dist_NameKottayam -1.399e-01 1.160e-01 -1.206
## Dist_NameKozhikode -3.858e-02 1.423e-01 -0.271
## Dist_NameKrishna 1.120e-01 8.122e-02 1.379
## Dist_NameKullu -8.185e-02 8.746e-02 -0.936
## Dist_NameKurnool -1.164e-01 7.354e-02 -1.583
## Dist_NameKutch -5.504e-02 7.992e-02 -0.689
## Dist_NameLahul & Spiti -1.014e-01 1.053e-01 -0.964
## Dist_NameLakhimpur -1.320e-01 8.631e-02 -1.529
## Dist_NameLucknow -4.467e-02 8.352e-02 -0.535
## Dist_NameLudhiana 2.978e-01 9.418e-02 3.162
## Dist_NameMadurai 1.790e-02 7.873e-02 0.227
## Dist_NameMahabubnagar -1.580e-01 7.497e-02 -2.108
## Dist_NameMahendragarh / Narnaul 3.250e-02 8.056e-02 0.403
## Dist_NameMainpuri -9.331e-03 8.054e-02 -0.116
## Dist_NameMalappuram -9.768e-02 1.537e-01 -0.636
## Dist_NameMalda -4.202e-02 8.267e-02 -0.508
## Dist_NameMandi -4.152e-02 8.982e-02 -0.462
## Dist_NameMandla -1.086e-01 8.438e-02 -1.287
## Dist_NameMandsaur -1.333e-01 8.528e-02 -1.563
## Dist_NameMandya -2.159e-02 8.273e-02 -0.261
## Dist_NameMathura 1.088e-02 8.270e-02 0.132
## Dist_NameMayurbhanja -7.748e-02 8.196e-02 -0.945
## Dist_NameMedak -8.111e-02 7.870e-02 -1.031
## Dist_NameMeerut 2.543e-01 8.441e-02 3.012
## Dist_NameMehsana -3.867e-02 7.870e-02 -0.491
## Dist_NameMidnapur 6.964e-02 8.624e-02 0.807
## Dist_NameMirzpur -8.579e-02 7.926e-02 -1.082
## Dist_NameMoradabad 7.247e-02 8.349e-02 0.868
## Dist_NameMorena -2.160e-02 7.989e-02 -0.270
## Dist_NameMungair -7.859e-03 7.764e-02 -0.101
## Dist_NameMurshidabad 2.492e-03 8.120e-02 0.031
## Dist_NameMuzaffarnagar 7.376e-04 9.416e-02 0.008
## Dist_NameMuzaffarpur -7.534e-02 8.054e-02 -0.935
## Dist_NameMysore -6.240e-02 7.773e-02 -0.803
## Dist_NameNadia -5.332e-02 8.626e-02 -0.618
## Dist_NameNagaon -6.319e-02 9.254e-02 -0.683
## Dist_NameNagaur -3.158e-01 8.276e-02 -3.816
## Dist_NameNagpur -1.321e-01 7.872e-02 -1.678
## Dist_NameNainital 1.293e-02 8.979e-02 0.144
## Dist_NameNalgonda -1.105e-01 7.988e-02 -1.384
## Dist_NameNanded -2.697e-01 7.665e-02 -3.518
## Dist_NameNarsinghpur -7.485e-02 8.630e-02 -0.867
## Dist_NameNasik -1.888e-02 7.541e-02 -0.250
## Dist_NameNizamabad -1.023e-02 7.711e-02 -0.133
## Dist_NameNorth Arcot / Vellore 4.768e-02 8.276e-02 0.576
## Dist_NameNorth Cachar Hil / Dima hasao -4.321e-02 9.592e-02 -0.450
## Dist_NameOsmanabad -3.104e-01 7.424e-02 -4.181
## Dist_NamePalakkad -4.899e-02 9.417e-02 -0.520
## Dist_NamePalamau -1.247e-01 8.848e-02 -1.409
## Dist_NamePali -1.767e-01 7.815e-02 -2.261
## Dist_NamePanchmahal -1.239e-01 7.814e-02 -1.586
## Dist_NamePanna -7.780e-02 8.847e-02 -0.879
## Dist_NameParbhani -3.401e-01 7.714e-02 -4.409
## Dist_NamePatiala 4.624e-01 8.845e-02 5.228
## Dist_NamePatna -3.776e-02 7.871e-02 -0.480
## Dist_NamePhulbani ( Kandhamal ) -7.341e-02 7.394e-02 -0.993
## Dist_NamePilibhit 8.945e-02 8.851e-02 1.011
## Dist_NamePithorgarh -9.115e-02 8.197e-02 -1.112
## Dist_NamePratapgarh -6.976e-02 8.353e-02 -0.835
## Dist_NamePune -4.968e-02 7.991e-02 -0.622
## Dist_NamePuri -1.413e-01 7.577e-02 -1.864
## Dist_NamePurnea -2.546e-02 8.121e-02 -0.313
## Dist_NamePurulia -5.182e-02 7.925e-02 -0.654
## Dist_NameRae-Bareily -5.309e-02 7.714e-02 -0.688
## Dist_NameRaichur -1.440e-01 7.387e-02 -1.950
## Dist_NameRaigad -6.747e-02 1.082e-01 -0.624
## Dist_NameRaigarh -1.076e-01 7.765e-02 -1.385
## Dist_NameRaipur -1.482e-01 8.187e-02 -1.811
## Dist_NameRaisen -7.670e-02 9.590e-02 -0.800
## Dist_NameRajgarh -1.855e-01 8.735e-02 -2.124
## Dist_NameRajkot -1.315e-01 7.870e-02 -1.671
## Dist_NameRamananthapuram -1.189e-02 8.196e-02 -0.145
## Dist_NameRampur -1.027e-02 8.351e-02 -0.123
## Dist_NameRanchi -1.046e-01 8.526e-02 -1.227
## Dist_NameRatlam -4.543e-02 8.974e-02 -0.506
## Dist_NameRatnagiri -3.131e-02 9.113e-02 -0.344
## Dist_NameRewa -6.544e-02 7.715e-02 -0.848
## Dist_NameRohtak 1.484e-01 8.849e-02 1.677
## Dist_NameRoopnagar / Ropar -2.460e-03 9.109e-02 -0.027
## Dist_NameS.P.S. Nellore 2.948e-02 7.675e-02 0.384
## Dist_NameSabarkantha -2.545e-02 8.056e-02 -0.316
## Dist_NameSagar -2.176e-01 8.437e-02 -2.579
## Dist_NameSaharanpur 2.852e-01 9.110e-02 3.131
## Dist_NameSaharsa -7.791e-02 8.741e-02 -0.891
## Dist_NameSalem 5.493e-02 7.929e-02 0.693
## Dist_NameSambalpur -1.323e-01 7.870e-02 -1.681
## Dist_NameSangli -4.411e-02 7.761e-02 -0.568
## Dist_NameSangrur 6.179e-01 8.529e-02 7.245
## Dist_NameSanthal Paragana / Dumka -1.110e-01 8.846e-02 -1.255
## Dist_NameSaran -3.842e-02 8.270e-02 -0.465
## Dist_NameSatara -8.173e-02 7.619e-02 -1.073
## Dist_NameSatna -6.861e-02 8.121e-02 -0.845
## Dist_NameSehore -1.285e-01 7.985e-02 -1.610
## Dist_NameSeoni / Shivani -5.226e-02 8.528e-02 -0.613
## Dist_NameShahabad (now part of Bhojpur district) 7.957e-02 7.991e-02 0.996
## Dist_NameShahdol -7.572e-02 8.122e-02 -0.932
## Dist_NameShahjahanpur 2.592e-02 7.991e-02 0.324
## Dist_NameShajapur -7.401e-02 8.269e-02 -0.895
## Dist_NameShimla -5.294e-02 9.606e-02 -0.551
## Dist_NameShimoge -1.525e-02 8.360e-02 -0.182
## Dist_NameShivpuri -1.219e-01 8.055e-02 -1.513
## Dist_NameSibsagar -1.315e-01 8.439e-02 -1.558
## Dist_NameSidhi -8.008e-02 8.530e-02 -0.939
## Dist_NameSikar -1.257e-01 8.269e-02 -1.520
## Dist_NameSinghbhum -7.388e-02 9.109e-02 -0.811
## Dist_NameSirmaur -9.443e-02 8.858e-02 -1.066
## Dist_NameSirohi -7.971e-02 8.736e-02 -0.912
## Dist_NameSitapur 1.188e-01 8.122e-02 1.463
## Dist_NameSolan -5.575e-02 9.119e-02 -0.611
## Dist_NameSolapur -2.165e-01 7.324e-02 -2.956
## Dist_NameSouth Arcot / Cuddalore 2.375e-01 7.767e-02 3.057
## Dist_NameSrikakulam 9.670e-03 7.993e-02 0.121
## Dist_NameSultanpur -3.670e-02 7.929e-02 -0.463
## Dist_NameSundargarh -1.082e-01 7.584e-02 -1.427
## Dist_NameSurat 6.040e-03 7.623e-02 0.079
## Dist_NameSurendranagar -1.118e-01 7.987e-02 -1.400
## Dist_NameSurguja -1.364e-01 7.928e-02 -1.721
## Dist_NameSwami Madhopur -4.512e-02 7.994e-02 -0.564
## Dist_NameTehri Garhwal -9.028e-02 9.594e-02 -0.941
## Dist_NameThane -1.177e-01 9.114e-02 -1.292
## Dist_NameThanjavur 6.543e-02 7.874e-02 0.831
## Dist_NameThe Nilgiris -2.221e-01 1.697e-01 -1.309
## Dist_NameThirunelveli -1.909e-02 7.825e-02 -0.244
## Dist_NameThiruvananthapuram -4.618e-02 1.538e-01 -0.300
## Dist_NameThrissur -1.043e-01 1.930e-01 -0.540
## Dist_NameTikamgarh -1.320e-01 8.526e-02 -1.548
## Dist_NameTiruchirapalli / Trichy 8.423e-02 7.717e-02 1.091
## Dist_NameTonk -9.092e-02 7.928e-02 -1.147
## Dist_NameTumkur -7.621e-02 7.716e-02 -0.988
## Dist_NameUdaipur -5.684e-02 7.539e-02 -0.754
## Dist_NameUjjain -1.615e-01 8.982e-02 -1.799
## Dist_NameUnnao -6.774e-02 7.765e-02 -0.872
## Dist_NameUttar Kashi -7.652e-02 9.121e-02 -0.839
## Dist_NameUttara Kannada -2.368e-03 1.000e-01 -0.024
## Dist_NameVadodara / Baroda -7.846e-02 7.873e-02 -0.997
## Dist_NameValsad -4.062e-02 8.128e-02 -0.500
## Dist_NameVaranasi -3.060e-02 7.929e-02 -0.386
## Dist_NameVidisha -2.227e-01 8.439e-02 -2.639
## Dist_NameVisakhapatnam 2.965e-02 7.820e-02 0.379
## Dist_NameWarangal 2.855e-03 7.817e-02 0.037
## Dist_NameWardha -1.460e-01 8.437e-02 -1.730
## Dist_NameWest Dinajpur -4.334e-02 8.531e-02 -0.508
## Dist_NameWest Godavari 2.624e-01 8.053e-02 3.259
## Dist_NameYeotmal -3.199e-01 8.123e-02 -3.938
## Pr(>|t|)
## (Intercept) 0.582054
## AREA < 2e-16 ***
## CropCASTOR 0.060653 .
## CropCHICKPEA 0.030860 *
## CropCOTTON < 2e-16 ***
## CropFINGER_MILLET 0.809193
## CropGROUNDNUT 0.450008
## CropKHARIF_SORGHUM 0.918311
## CropLINSEED 0.114009
## CropMAIZE 1.54e-05 ***
## CropMINOR_PULSES 8.85e-10 ***
## CropOILSEEDS 2.83e-08 ***
## CropPEARL_MILLET 0.034202 *
## CropPIGEONPEA 0.181472
## CropRABI_SORGHUM 0.001555 **
## CropRAPESEED_AND_MUSTARD 0.240524
## CropRICE < 2e-16 ***
## CropSAFFLOWER 0.015570 *
## CropSESAMUM 0.897358
## CropSORGHUM 0.012864 *
## CropSOYABEAN 7.22e-07 ***
## CropSUGARCANE < 2e-16 ***
## CropSUNFLOWER 0.762129
## CropWHEAT < 2e-16 ***
## Dist_NameAdilabad 0.172517
## Dist_NameAgra 0.996750
## Dist_NameAhmedabad 0.547672
## Dist_NameAhmednagar 0.007063 **
## Dist_NameAjmer 0.040584 *
## Dist_NameAkola 0.005547 **
## Dist_NameAlappuzha 0.491147
## Dist_NameAligarh 0.507716
## Dist_NameAllahabad 0.896331
## Dist_NameAlmorah 0.488334
## Dist_NameAlwar 0.954304
## Dist_NameAmarawati 0.004159 **
## Dist_NameAmbala 0.017518 *
## Dist_NameAmreli 0.108515
## Dist_NameAmritsar 4.31e-05 ***
## Dist_NameAnanthapur 0.003581 **
## Dist_NameAurangabad 1.12e-06 ***
## Dist_NameAzamgarh 0.914689
## Dist_NameBahraich 0.970432
## Dist_NameBalaghat 0.160087
## Dist_NameBalasore 0.485045
## Dist_NameBallia 0.537705
## Dist_NameBanaskantha 0.999928
## Dist_NameBanda 0.076144 .
## Dist_NameBangalore 0.423841
## Dist_NameBankura 0.745383
## Dist_NameBanswara 0.544533
## Dist_NameBarabanki 0.941418
## Dist_NameBareilly 0.195265
## Dist_NameBarmer 6.77e-07 ***
## Dist_NameBastar 0.088612 .
## Dist_NameBasti 0.891852
## Dist_NameBeed 8.19e-06 ***
## Dist_NameBelgaum 0.435692
## Dist_NameBellary 0.404687
## Dist_NameBetul 0.122163
## Dist_NameBhagalpur 0.753785
## Dist_NameBhandara 0.141484
## Dist_NameBharatpur 0.757116
## Dist_NameBharuch 0.249474
## Dist_NameBhatinda 9.95e-05 ***
## Dist_NameBhavnagar 0.266212
## Dist_NameBhilwara 0.248342
## Dist_NameBhind 0.816449
## Dist_NameBidar 0.226533
## Dist_NameBijapur / Vijayapura 5.80e-05 ***
## Dist_NameBijnor 0.231568
## Dist_NameBikaner 0.026022 *
## Dist_NameBilashpur 0.590484
## Dist_NameBilaspur 0.191375
## Dist_NameBirbhum 0.825955
## Dist_NameBolangir 0.379092
## Dist_NameBombay 0.678166
## Dist_NameBudaun 0.900817
## Dist_NameBuland Shahar 0.197291
## Dist_NameBuldhana 0.043792 *
## Dist_NameBundi 0.658347
## Dist_NameBurdwan 0.545895
## Dist_NameCachar 0.502231
## Dist_NameChamba 0.201238
## Dist_NameChamoli 0.363722
## Dist_NameChamparan 0.916095
## Dist_NameChandrapur 0.065293 .
## Dist_NameChengalpattu MGR / Kanchipuram 0.746975
## Dist_NameChhatarpur 0.119841
## Dist_NameChhindwara 0.440541
## Dist_NameChickmagalur 0.801841
## Dist_NameChitradurga 0.614023
## Dist_NameChittoor 0.750759
## Dist_NameChittorgarh 0.679462
## Dist_NameChuru 3.07e-05 ***
## Dist_NameCoimbatore 0.949242
## Dist_NameCooch Behar 0.521360
## Dist_NameCuttack 0.077864 .
## Dist_NameDakshina Kannada 0.477077
## Dist_NameDamoh 0.142310
## Dist_NameDangs 0.171285
## Dist_NameDarbhanga 0.687194
## Dist_NameDarjeeling 0.205943
## Dist_NameDarrang 0.212720
## Dist_NameDatia 0.322846
## Dist_NameDehradun 0.312777
## Dist_NameDeoria 0.576911
## Dist_NameDewas 0.149029
## Dist_NameDhanbad 0.338972
## Dist_NameDhar 0.813411
## Dist_NameDharwad 0.002943 **
## Dist_NameDhenkanal 0.058915 .
## Dist_NameDhule 0.038145 *
## Dist_NameDibrugarh 0.254952
## Dist_NameDungarpur 0.235667
## Dist_NameDurg 0.009999 **
## Dist_NameEast Godavari 0.232758
## Dist_NameEranakulam 0.159782
## Dist_NameEtah 0.821889
## Dist_NameEtawah 0.843497
## Dist_NameFaizabad 0.825490
## Dist_NameFarrukhabad 0.688214
## Dist_NameFatehpur 0.419743
## Dist_NameFerozpur < 2e-16 ***
## Dist_NameGanganagar 0.343983
## Dist_NameGanjam 0.196911
## Dist_NameGarhwal 0.396283
## Dist_NameGaya 0.903175
## Dist_NameGhazipur 0.578225
## Dist_NameGoalpara 0.126137
## Dist_NameGonda 0.679725
## Dist_NameGorakhpur 0.583277
## Dist_NameGulbarga / Kalaburagi 0.004528 **
## Dist_NameGuna 0.058299 .
## Dist_NameGuntur 0.731814
## Dist_NameGurdaspur 0.210925
## Dist_NameGurgaon 0.288295
## Dist_NameGwalior 0.666272
## Dist_NameHamirpur 0.049689 *
## Dist_NameHardoi 0.972499
## Dist_NameHassan 0.997048
## Dist_NameHazaribagh 0.398266
## Dist_NameHissar 2.16e-06 ***
## Dist_NameHooghly 0.337310
## Dist_NameHoshangabad 0.100434
## Dist_NameHoshiarpur 0.442457
## Dist_NameHowrah 0.184515
## Dist_NameHyderabad 0.448073
## Dist_NameIndore 0.871655
## Dist_NameJabalpur 0.410922
## Dist_NameJaipur 0.220248
## Dist_NameJaisalmer 0.179070
## Dist_NameJalandhar 0.024334 *
## Dist_NameJalaun 0.652026
## Dist_NameJalgaon 0.029835 *
## Dist_NameJalore 0.040583 *
## Dist_NameJalpaiguri 0.252838
## Dist_NameJamnagar 0.258040
## Dist_NameJaunpur 0.803926
## Dist_NameJhabua 0.597906
## Dist_NameJhalawar 0.170513
## Dist_NameJhansi 0.025281 *
## Dist_NameJhunjhunu 0.551532
## Dist_NameJind 0.059846 .
## Dist_NameJodhpur 0.002034 **
## Dist_NameJunagadh 0.370795
## Dist_NameKadapa YSR 0.353856
## Dist_NameKalahandi 0.163754
## Dist_NameKamrup 0.328267
## Dist_NameKangra 0.318015
## Dist_NameKannur 0.667758
## Dist_NameKanpur 0.793047
## Dist_NameKanyakumari 0.587814
## Dist_NameKapurthala 0.570408
## Dist_NameKarbi Anglong 0.240254
## Dist_NameKarimnagar 0.360939
## Dist_NameKarnal 8.49e-09 ***
## Dist_NameKeonjhar 0.171174
## Dist_NameKhammam 0.859657
## Dist_NameKhandwa / East Nimar 0.253038
## Dist_NameKhargone / West Nimar 0.489064
## Dist_NameKheda 0.919125
## Dist_NameKheri 0.238328
## Dist_NameKinnaur 0.127432
## Dist_NameKodagu / Coorg 0.385629
## Dist_NameKolar 0.716089
## Dist_NameKolhapur 0.657325
## Dist_NameKollam 0.176100
## Dist_NameKoraput 0.202629
## Dist_NameKota 0.570626
## Dist_NameKottayam 0.227875
## Dist_NameKozhikode 0.786213
## Dist_NameKrishna 0.167812
## Dist_NameKullu 0.349337
## Dist_NameKurnool 0.113502
## Dist_NameKutch 0.491043
## Dist_NameLahul & Spiti 0.335248
## Dist_NameLakhimpur 0.126224
## Dist_NameLucknow 0.592773
## Dist_NameLudhiana 0.001570 **
## Dist_NameMadurai 0.820111
## Dist_NameMahabubnagar 0.035072 *
## Dist_NameMahendragarh / Narnaul 0.686657
## Dist_NameMainpuri 0.907762
## Dist_NameMalappuram 0.525083
## Dist_NameMalda 0.611262
## Dist_NameMandi 0.643882
## Dist_NameMandla 0.198239
## Dist_NameMandsaur 0.118041
## Dist_NameMandya 0.794153
## Dist_NameMathura 0.895349
## Dist_NameMayurbhanja 0.344521
## Dist_NameMedak 0.302753
## Dist_NameMeerut 0.002601 **
## Dist_NameMehsana 0.623217
## Dist_NameMidnapur 0.419407
## Dist_NameMirzpur 0.279125
## Dist_NameMoradabad 0.385413
## Dist_NameMorena 0.786885
## Dist_NameMungair 0.919380
## Dist_NameMurshidabad 0.975521
## Dist_NameMuzaffarnagar 0.993750
## Dist_NameMuzaffarpur 0.349576
## Dist_NameMysore 0.422156
## Dist_NameNadia 0.536513
## Dist_NameNagaon 0.494730
## Dist_NameNagaur 0.000136 ***
## Dist_NameNagpur 0.093290 .
## Dist_NameNainital 0.885516
## Dist_NameNalgonda 0.166453
## Dist_NameNanded 0.000437 ***
## Dist_NameNarsinghpur 0.385772
## Dist_NameNasik 0.802281
## Dist_NameNizamabad 0.894476
## Dist_NameNorth Arcot / Vellore 0.564553
## Dist_NameNorth Cachar Hil / Dima hasao 0.652390
## Dist_NameOsmanabad 2.94e-05 ***
## Dist_NamePalakkad 0.602903
## Dist_NamePalamau 0.158735
## Dist_NamePali 0.023783 *
## Dist_NamePanchmahal 0.112768
## Dist_NamePanna 0.379222
## Dist_NameParbhani 1.05e-05 ***
## Dist_NamePatiala 1.76e-07 ***
## Dist_NamePatna 0.631423
## Dist_NamePhulbani ( Kandhamal ) 0.320820
## Dist_NamePilibhit 0.312234
## Dist_NamePithorgarh 0.266146
## Dist_NamePratapgarh 0.403673
## Dist_NamePune 0.534156
## Dist_NamePuri 0.062326 .
## Dist_NamePurnea 0.753940
## Dist_NamePurulia 0.513189
## Dist_NameRae-Bareily 0.491333
## Dist_NameRaichur 0.051219 .
## Dist_NameRaigad 0.532899
## Dist_NameRaigarh 0.166040
## Dist_NameRaipur 0.070228 .
## Dist_NameRaisen 0.423840
## Dist_NameRajgarh 0.033734 *
## Dist_NameRajkot 0.094724 .
## Dist_NameRamananthapuram 0.884654
## Dist_NameRampur 0.902128
## Dist_NameRanchi 0.219727
## Dist_NameRatlam 0.612674
## Dist_NameRatnagiri 0.731176
## Dist_NameRewa 0.396284
## Dist_NameRohtak 0.093512 .
## Dist_NameRoopnagar / Ropar 0.978451
## Dist_NameS.P.S. Nellore 0.700856
## Dist_NameSabarkantha 0.752060
## Dist_NameSagar 0.009936 **
## Dist_NameSaharanpur 0.001750 **
## Dist_NameSaharsa 0.372801
## Dist_NameSalem 0.488456
## Dist_NameSambalpur 0.092802 .
## Dist_NameSangli 0.569783
## Dist_NameSangrur 4.71e-13 ***
## Dist_NameSanthal Paragana / Dumka 0.209433
## Dist_NameSaran 0.642259
## Dist_NameSatara 0.283439
## Dist_NameSatna 0.398205
## Dist_NameSehore 0.107505
## Dist_NameSeoni / Shivani 0.540034
## Dist_NameShahabad (now part of Bhojpur district) 0.319375
## Dist_NameShahdol 0.351179
## Dist_NameShahjahanpur 0.745712
## Dist_NameShajapur 0.370816
## Dist_NameShimla 0.581569
## Dist_NameShimoge 0.855219
## Dist_NameShivpuri 0.130390
## Dist_NameSibsagar 0.119177
## Dist_NameSidhi 0.347870
## Dist_NameSikar 0.128619
## Dist_NameSinghbhum 0.417378
## Dist_NameSirmaur 0.286433
## Dist_NameSirohi 0.361602
## Dist_NameSitapur 0.143503
## Dist_NameSolan 0.541023
## Dist_NameSolapur 0.003129 **
## Dist_NameSouth Arcot / Cuddalore 0.002239 **
## Dist_NameSrikakulam 0.903708
## Dist_NameSultanpur 0.643479
## Dist_NameSundargarh 0.153639
## Dist_NameSurat 0.936855
## Dist_NameSurendranagar 0.161564
## Dist_NameSurguja 0.085274 .
## Dist_NameSwami Madhopur 0.572509
## Dist_NameTehri Garhwal 0.346729
## Dist_NameThane 0.196445
## Dist_NameThanjavur 0.406007
## Dist_NameThe Nilgiris 0.190604
## Dist_NameThirunelveli 0.807304
## Dist_NameThiruvananthapuram 0.764025
## Dist_NameThrissur 0.589022
## Dist_NameTikamgarh 0.121717
## Dist_NameTiruchirapalli / Trichy 0.275098
## Dist_NameTonk 0.251531
## Dist_NameTumkur 0.323357
## Dist_NameUdaipur 0.450901
## Dist_NameUjjain 0.072110 .
## Dist_NameUnnao 0.383046
## Dist_NameUttar Kashi 0.401517
## Dist_NameUttara Kannada 0.981109
## Dist_NameVadodara / Baroda 0.318972
## Dist_NameValsad 0.617218
## Dist_NameVaranasi 0.699548
## Dist_NameVidisha 0.008342 **
## Dist_NameVisakhapatnam 0.704553
## Dist_NameWarangal 0.970864
## Dist_NameWardha 0.083648 .
## Dist_NameWest Dinajpur 0.611485
## Dist_NameWest Godavari 0.001124 **
## Dist_NameYeotmal 8.28e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3191 on 8495 degrees of freedom
## Multiple R-squared: 0.7128, Adjusted R-squared: 0.7016
## F-statistic: 63.32 on 333 and 8495 DF, p-value: < 2.2e-16# Predict the PRODUCTION in the test data set
predictions <- predict(model, newdata = test)
# Calculating the prediction performance metrics, such as Mean Squared Error (MSE)
mse <- mean((predictions - test$PRODUCTION)^2)
# Calculating RMSE
rmse <- sqrt(mse)
# Print the MSE and RMSE
print(paste("MSE on test data:", mse))## [1] "MSE on test data: 0.127370670628581"## [1] "RMSE on test data: 0.356890278136827"ggplot(data = test, aes(x = PRODUCTION, y = predictions)) +
geom_point() +
geom_line(aes(y = PRODUCTION), color = "red") +
labs(title = "Actual vs. Predicted Production",
x = "Actual Production",
y = "Predicted Production") +
theme_minimal()
This model is with interaction between Area and Crop
# Fit the linear regression model with Interaction effects
interaction_model <- lm(PRODUCTION ~ AREA * Crop + Dist_Name, data = train)
# Summary of the model to see coefficients and statistics
summary(interaction_model)##
## Call:
## lm(formula = PRODUCTION ~ AREA * Crop + Dist_Name, data = train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.63178 -0.03617 0.00059 0.03784 2.25736
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.350e-02 3.416e-02 0.688
## AREA 8.530e-01 1.778e-01 4.799
## CropCASTOR 8.960e-03 1.827e-02 0.490
## CropCHICKPEA 1.400e-02 1.502e-02 0.932
## CropCOTTON 3.061e-05 1.798e-02 0.002
## CropFINGER_MILLET 1.005e-02 1.922e-02 0.523
## CropGROUNDNUT 6.678e-03 1.516e-02 0.441
## CropKHARIF_SORGHUM 1.258e-02 1.614e-02 0.779
## CropLINSEED 2.804e-02 1.804e-02 1.554
## CropMAIZE 2.615e-02 1.526e-02 1.713
## CropMINOR_PULSES 9.922e-03 1.493e-02 0.665
## CropOILSEEDS 9.916e-02 2.230e-02 4.447
## CropPEARL_MILLET 5.161e-02 1.610e-02 3.206
## CropPIGEONPEA 7.205e-03 1.512e-02 0.477
## CropRABI_SORGHUM 6.192e-03 2.101e-02 0.295
## CropRAPESEED_AND_MUSTARD -6.643e-03 1.510e-02 -0.440
## CropRICE 3.658e-02 1.603e-02 2.282
## CropSAFFLOWER 2.314e-02 2.363e-02 0.980
## CropSESAMUM 7.015e-03 1.494e-02 0.470
## CropSORGHUM 2.584e-02 1.559e-02 1.658
## CropSOYABEAN 2.488e-02 1.836e-02 1.356
## CropSUGARCANE -1.156e-02 1.541e-02 -0.750
## CropSUNFLOWER 8.798e-04 1.676e-02 0.053
## CropWHEAT -1.619e-01 1.634e-02 -9.908
## Dist_NameAdilabad -6.054e-03 4.294e-02 -0.141
## Dist_NameAgra 1.419e-03 4.568e-02 0.031
## Dist_NameAhmedabad -5.262e-02 4.713e-02 -1.117
## Dist_NameAhmednagar -5.274e-02 4.418e-02 -1.194
## Dist_NameAjmer -5.581e-02 4.629e-02 -1.206
## Dist_NameAkola -6.665e-02 4.472e-02 -1.490
## Dist_NameAlappuzha -2.639e-02 7.994e-02 -0.330
## Dist_NameAligarh -5.158e-03 4.432e-02 -0.116
## Dist_NameAllahabad -5.447e-02 4.495e-02 -1.212
## Dist_NameAlmorah -5.911e-02 4.801e-02 -1.231
## Dist_NameAlwar 6.298e-02 4.717e-02 1.335
## Dist_NameAmarawati -5.934e-02 4.466e-02 -1.329
## Dist_NameAmbala 9.551e-02 5.506e-02 1.735
## Dist_NameAmreli -4.397e-03 4.807e-02 -0.091
## Dist_NameAmritsar 1.311e-01 5.301e-02 2.473
## Dist_NameAnanthapur -8.724e-02 4.481e-02 -1.947
## Dist_NameAurangabad -1.218e-01 4.322e-02 -2.819
## Dist_NameAzamgarh -1.039e-01 4.746e-02 -2.190
## Dist_NameBahraich -6.702e-02 4.532e-02 -1.479
## Dist_NameBalaghat -7.833e-02 5.043e-02 -1.553
## Dist_NameBalasore -3.048e-02 4.741e-02 -0.643
## Dist_NameBallia -6.139e-02 4.653e-02 -1.319
## Dist_NameBanaskantha 5.515e-02 4.640e-02 1.189
## Dist_NameBanda -1.139e-01 4.535e-02 -2.512
## Dist_NameBangalore -3.119e-02 4.819e-02 -0.647
## Dist_NameBankura -1.060e-02 4.793e-02 -0.221
## Dist_NameBanswara -7.000e-02 4.430e-02 -1.580
## Dist_NameBarabanki -4.209e-02 4.696e-02 -0.896
## Dist_NameBareilly -6.564e-02 4.704e-02 -1.395
## Dist_NameBarmer -1.614e-01 4.693e-02 -3.439
## Dist_NameBastar -1.460e-01 4.693e-02 -3.111
## Dist_NameBasti -7.883e-02 4.694e-02 -1.679
## Dist_NameBeed -1.102e-01 4.283e-02 -2.572
## Dist_NameBelgaum -1.888e-02 4.083e-02 -0.463
## Dist_NameBellary 9.441e-04 4.291e-02 0.022
## Dist_NameBetul -7.439e-02 4.534e-02 -1.641
## Dist_NameBhagalpur -1.194e-02 4.428e-02 -0.270
## Dist_NameBhandara -1.162e-01 4.746e-02 -2.448
## Dist_NameBharatpur 4.641e-02 4.508e-02 1.030
## Dist_NameBharuch -3.980e-02 4.292e-02 -0.927
## Dist_NameBhatinda 2.306e-01 5.126e-02 4.500
## Dist_NameBhavnagar 2.145e-02 4.614e-02 0.465
## Dist_NameBhilwara -8.709e-02 4.350e-02 -2.002
## Dist_NameBhind 3.830e-03 4.700e-02 0.081
## Dist_NameBidar -2.687e-02 4.452e-02 -0.603
## Dist_NameBijapur / Vijayapura -9.278e-02 4.493e-02 -2.065
## Dist_NameBijnor -3.970e-02 5.509e-02 -0.721
## Dist_NameBikaner -7.560e-02 4.672e-02 -1.618
## Dist_NameBilashpur -3.350e-02 5.512e-02 -0.608
## Dist_NameBilaspur -7.909e-02 4.393e-02 -1.801
## Dist_NameBirbhum 1.792e-02 4.491e-02 0.399
## Dist_NameBolangir -3.830e-02 4.239e-02 -0.903
## Dist_NameBombay -5.041e-02 1.823e-01 -0.277
## Dist_NameBudaun -7.306e-02 4.701e-02 -1.554
## Dist_NameBuland Shahar -1.682e-02 4.610e-02 -0.365
## Dist_NameBuldhana -3.324e-02 4.345e-02 -0.765
## Dist_NameBundi -2.352e-02 4.463e-02 -0.527
## Dist_NameBurdwan 4.980e-02 4.486e-02 1.110
## Dist_NameCachar -6.891e-02 4.741e-02 -1.453
## Dist_NameChamba -2.423e-02 5.403e-02 -0.449
## Dist_NameChamoli -4.729e-02 4.861e-02 -0.973
## Dist_NameChamparan -2.174e-01 4.750e-02 -4.576
## Dist_NameChandrapur -7.801e-02 4.314e-02 -1.808
## Dist_NameChengalpattu MGR / Kanchipuram 1.116e-02 4.654e-02 0.240
## Dist_NameChhatarpur -7.477e-02 4.412e-02 -1.695
## Dist_NameChhindwara 3.270e-02 4.533e-02 0.721
## Dist_NameChickmagalur -3.529e-02 4.431e-02 -0.796
## Dist_NameChitradurga -1.352e-02 4.229e-02 -0.320
## Dist_NameChittoor -2.535e-02 4.435e-02 -0.571
## Dist_NameChittorgarh -3.662e-02 4.431e-02 -0.827
## Dist_NameChuru -1.246e-01 5.235e-02 -2.379
## Dist_NameCoimbatore -8.102e-03 4.497e-02 -0.180
## Dist_NameCooch Behar 1.941e-03 5.119e-02 0.038
## Dist_NameCuttack -4.093e-02 4.698e-02 -0.871
## Dist_NameDakshina Kannada -2.972e-02 6.084e-02 -0.489
## Dist_NameDamoh -4.464e-02 4.536e-02 -0.984
## Dist_NameDangs -1.927e-02 4.855e-02 -0.397
## Dist_NameDarbhanga -3.619e-02 4.611e-02 -0.785
## Dist_NameDarjeeling -2.814e-02 4.655e-02 -0.604
## Dist_NameDarrang -5.877e-02 4.794e-02 -1.226
## Dist_NameDatia -5.871e-02 4.534e-02 -1.295
## Dist_NameDehradun -2.928e-02 4.498e-02 -0.651
## Dist_NameDeoria -1.131e-01 4.699e-02 -2.407
## Dist_NameDewas -2.598e-02 4.819e-02 -0.539
## Dist_NameDhanbad -2.967e-02 5.124e-02 -0.579
## Dist_NameDhar -3.131e-02 4.749e-02 -0.659
## Dist_NameDharwad -1.097e-01 4.278e-02 -2.564
## Dist_NameDhenkanal -9.343e-02 4.920e-02 -1.899
## Dist_NameDhule -4.013e-02 4.184e-02 -0.959
## Dist_NameDibrugarh -4.938e-02 5.122e-02 -0.964
## Dist_NameDungarpur -6.167e-02 4.371e-02 -1.411
## Dist_NameDurg -1.896e-01 4.397e-02 -4.311
## Dist_NameEast Godavari 6.653e-02 4.493e-02 1.480
## Dist_NameEranakulam -3.953e-02 7.512e-02 -0.526
## Dist_NameEtah -1.989e-02 4.573e-02 -0.435
## Dist_NameEtawah -1.376e-02 4.609e-02 -0.298
## Dist_NameFaizabad -4.356e-02 4.609e-02 -0.945
## Dist_NameFarrukhabad -3.640e-02 4.572e-02 -0.796
## Dist_NameFatehpur -5.780e-02 4.369e-02 -1.323
## Dist_NameFerozpur 4.851e-01 5.142e-02 9.434
## Dist_NameGanganagar -1.728e-02 4.286e-02 -0.403
## Dist_NameGanjam -6.190e-02 4.366e-02 -1.418
## Dist_NameGarhwal -3.809e-02 4.805e-02 -0.793
## Dist_NameGaya -5.724e-02 4.796e-02 -1.193
## Dist_NameGhazipur -5.493e-02 4.427e-02 -1.241
## Dist_NameGoalpara -6.823e-02 4.605e-02 -1.482
## Dist_NameGonda -1.097e-01 4.858e-02 -2.258
## Dist_NameGorakhpur -1.049e-01 4.656e-02 -2.254
## Dist_NameGulbarga / Kalaburagi -1.231e-02 4.338e-02 -0.284
## Dist_NameGuna -6.897e-02 4.929e-02 -1.399
## Dist_NameGuntur 6.136e-02 4.223e-02 1.453
## Dist_NameGurdaspur 4.365e-02 5.294e-02 0.825
## Dist_NameGurgaon 1.693e-02 4.574e-02 0.370
## Dist_NameGwalior -2.378e-02 4.655e-02 -0.511
## Dist_NameHamirpur -9.322e-02 4.254e-02 -2.191
## Dist_NameHardoi -5.324e-02 4.496e-02 -1.184
## Dist_NameHassan -9.348e-03 4.274e-02 -0.219
## Dist_NameHazaribagh -7.124e-02 5.120e-02 -1.391
## Dist_NameHissar 2.320e-01 4.833e-02 4.799
## Dist_NameHooghly 7.871e-03 4.975e-02 0.158
## Dist_NameHoshangabad 9.769e-03 4.616e-02 0.212
## Dist_NameHoshiarpur 2.874e-02 5.502e-02 0.522
## Dist_NameHowrah -1.172e-02 5.122e-02 -0.229
## Dist_NameHyderabad -2.810e-02 4.107e-02 -0.684
## Dist_NameIndore 3.641e-02 5.626e-02 0.647
## Dist_NameJabalpur -3.569e-02 4.570e-02 -0.781
## Dist_NameJaipur 1.392e-02 4.600e-02 0.303
## Dist_NameJaisalmer -5.767e-02 4.857e-02 -1.188
## Dist_NameJalandhar 1.359e-01 4.976e-02 2.731
## Dist_NameJalaun -2.331e-02 4.613e-02 -0.505
## Dist_NameJalgaon 6.586e-03 4.419e-02 0.149
## Dist_NameJalore -7.049e-02 4.621e-02 -1.526
## Dist_NameJalpaiguri -2.155e-02 4.527e-02 -0.476
## Dist_NameJamnagar -1.261e-02 4.622e-02 -0.273
## Dist_NameJaunpur -7.356e-02 4.570e-02 -1.610
## Dist_NameJhabua -2.989e-02 4.701e-02 -0.636
## Dist_NameJhalawar -4.880e-02 4.292e-02 -1.137
## Dist_NameJhansi -1.072e-01 4.421e-02 -2.424
## Dist_NameJhunjhunu 9.455e-03 5.212e-02 0.181
## Dist_NameJind 4.609e-02 6.090e-02 0.757
## Dist_NameJodhpur -3.680e-02 4.768e-02 -0.772
## Dist_NameJunagadh -3.684e-03 4.499e-02 -0.082
## Dist_NameKadapa YSR -3.494e-02 4.291e-02 -0.814
## Dist_NameKalahandi -9.205e-03 4.339e-02 -0.212
## Dist_NameKamrup -5.220e-02 5.046e-02 -1.035
## Dist_NameKangra -9.879e-02 4.706e-02 -2.099
## Dist_NameKannur -4.576e-02 8.647e-02 -0.529
## Dist_NameKanpur -3.435e-02 4.290e-02 -0.801
## Dist_NameKanyakumari -2.996e-02 6.791e-02 -0.441
## Dist_NameKapurthala 1.410e-01 7.108e-02 1.984
## Dist_NameKarbi Anglong -5.313e-02 4.527e-02 -1.174
## Dist_NameKarimnagar 6.182e-02 4.370e-02 1.415
## Dist_NameKarnal 1.823e-01 5.305e-02 3.436
## Dist_NameKeonjhar -5.458e-02 4.367e-02 -1.250
## Dist_NameKhammam 2.910e-03 4.462e-02 0.065
## Dist_NameKhandwa / East Nimar -3.416e-02 4.402e-02 -0.776
## Dist_NameKhargone / West Nimar -7.201e-03 4.574e-02 -0.157
## Dist_NameKheda -1.249e-02 4.313e-02 -0.290
## Dist_NameKheri -5.588e-02 4.702e-02 -1.188
## Dist_NameKinnaur -6.483e-03 5.517e-02 -0.118
## Dist_NameKodagu / Coorg -3.973e-02 8.002e-02 -0.496
## Dist_NameKolar -3.257e-02 4.482e-02 -0.727
## Dist_NameKolhapur 2.661e-02 4.574e-02 0.582
## Dist_NameKollam -3.399e-02 6.792e-02 -0.500
## Dist_NameKoraput -7.182e-02 4.160e-02 -1.726
## Dist_NameKota 6.563e-03 4.498e-02 0.146
## Dist_NameKottayam -3.337e-02 6.530e-02 -0.511
## Dist_NameKozhikode -4.387e-02 8.004e-02 -0.548
## Dist_NameKrishna 1.097e-01 4.569e-02 2.401
## Dist_NameKullu -3.430e-02 4.921e-02 -0.697
## Dist_NameKurnool 3.418e-03 4.147e-02 0.082
## Dist_NameKutch -2.699e-03 4.517e-02 -0.060
## Dist_NameLahul & Spiti 3.794e-03 5.919e-02 0.064
## Dist_NameLakhimpur -6.044e-02 4.853e-02 -1.245
## Dist_NameLucknow -4.184e-02 4.698e-02 -0.891
## Dist_NameLudhiana 2.258e-01 5.298e-02 4.262
## Dist_NameMadurai 1.243e-02 4.429e-02 0.281
## Dist_NameMahabubnagar -6.700e-02 4.233e-02 -1.583
## Dist_NameMahendragarh / Narnaul 6.543e-02 4.536e-02 1.443
## Dist_NameMainpuri -2.233e-02 4.532e-02 -0.493
## Dist_NameMalappuram -4.244e-02 8.647e-02 -0.491
## Dist_NameMalda 1.886e-02 4.648e-02 0.406
## Dist_NameMandi -6.820e-02 5.053e-02 -1.350
## Dist_NameMandla -7.234e-02 4.758e-02 -1.520
## Dist_NameMandsaur -1.189e-02 4.812e-02 -0.247
## Dist_NameMandya -4.291e-03 4.661e-02 -0.092
## Dist_NameMathura -3.163e-02 4.653e-02 -0.680
## Dist_NameMayurbhanja -1.029e-01 4.608e-02 -2.233
## Dist_NameMedak -2.378e-02 4.430e-02 -0.537
## Dist_NameMeerut -9.588e-04 4.767e-02 -0.020
## Dist_NameMehsana -2.008e-02 4.436e-02 -0.453
## Dist_NameMidnapur 8.265e-02 4.862e-02 1.700
## Dist_NameMirzpur -7.416e-02 4.462e-02 -1.662
## Dist_NameMoradabad -8.841e-02 4.702e-02 -1.880
## Dist_NameMorena 5.070e-02 4.506e-02 1.125
## Dist_NameMungair -3.488e-02 4.370e-02 -0.798
## Dist_NameMurshidabad 2.625e-02 4.564e-02 0.575
## Dist_NameMuzaffarnagar -9.721e-03 5.299e-02 -0.183
## Dist_NameMuzaffarpur -1.393e-01 4.531e-02 -3.074
## Dist_NameMysore -2.415e-02 4.378e-02 -0.551
## Dist_NameNadia 7.813e-03 4.849e-02 0.161
## Dist_NameNagaon -3.476e-02 5.203e-02 -0.668
## Dist_NameNagaur -5.182e-02 4.685e-02 -1.106
## Dist_NameNagpur -8.983e-02 4.431e-02 -2.027
## Dist_NameNainital -9.226e-03 5.050e-02 -0.183
## Dist_NameNalgonda -1.185e-02 4.500e-02 -0.263
## Dist_NameNanded -9.309e-02 4.331e-02 -2.149
## Dist_NameNarsinghpur -3.839e-02 4.857e-02 -0.790
## Dist_NameNasik -1.631e-02 4.248e-02 -0.384
## Dist_NameNizamabad 1.084e-02 4.336e-02 0.250
## Dist_NameNorth Arcot / Vellore 2.564e-02 4.657e-02 0.551
## Dist_NameNorth Cachar Hil / Dima hasao -4.317e-02 5.395e-02 -0.800
## Dist_NameOsmanabad -1.263e-01 4.230e-02 -2.986
## Dist_NamePalakkad -3.758e-02 5.297e-02 -0.710
## Dist_NamePalamau -8.131e-02 4.978e-02 -1.633
## Dist_NamePali -7.460e-02 4.414e-02 -1.690
## Dist_NamePanchmahal -1.425e-01 4.410e-02 -3.231
## Dist_NamePanna -1.353e-02 4.979e-02 -0.272
## Dist_NameParbhani -1.138e-01 4.374e-02 -2.601
## Dist_NamePatiala 2.568e-01 4.977e-02 5.160
## Dist_NamePatna -2.871e-02 4.427e-02 -0.649
## Dist_NamePhulbani ( Kandhamal ) -4.821e-02 4.158e-02 -1.159
## Dist_NamePilibhit -2.307e-02 4.982e-02 -0.463
## Dist_NamePithorgarh -4.744e-02 4.611e-02 -1.029
## Dist_NamePratapgarh -7.201e-02 4.700e-02 -1.532
## Dist_NamePune -3.399e-03 4.507e-02 -0.075
## Dist_NamePuri -6.499e-02 4.261e-02 -1.525
## Dist_NamePurnea -4.698e-02 4.567e-02 -1.029
## Dist_NamePurulia -4.901e-02 4.455e-02 -1.100
## Dist_NameRae-Bareily -5.140e-02 4.340e-02 -1.184
## Dist_NameRaichur -1.642e-02 4.172e-02 -0.394
## Dist_NameRaigad -1.582e-02 6.082e-02 -0.260
## Dist_NameRaigarh -8.044e-02 4.365e-02 -1.843
## Dist_NameRaipur -1.924e-01 4.601e-02 -4.181
## Dist_NameRaisen -6.954e-02 5.399e-02 -1.288
## Dist_NameRajgarh -5.740e-02 4.925e-02 -1.165
## Dist_NameRajkot 1.816e-02 4.458e-02 0.407
## Dist_NameRamananthapuram -4.357e-02 4.608e-02 -0.945
## Dist_NameRampur -3.662e-02 4.698e-02 -0.779
## Dist_NameRanchi -1.497e-01 4.792e-02 -3.124
## Dist_NameRatlam -1.454e-02 5.049e-02 -0.288
## Dist_NameRatnagiri -2.165e-02 5.125e-02 -0.423
## Dist_NameRewa -6.470e-02 4.345e-02 -1.489
## Dist_NameRohtak 3.179e-02 4.980e-02 0.638
## Dist_NameRoopnagar / Ropar 2.657e-02 5.124e-02 0.519
## Dist_NameS.P.S. Nellore 4.934e-03 4.317e-02 0.114
## Dist_NameSabarkantha -1.934e-02 4.540e-02 -0.426
## Dist_NameSagar -7.423e-02 4.756e-02 -1.561
## Dist_NameSaharanpur -1.049e-01 5.162e-02 -2.032
## Dist_NameSaharsa -5.729e-02 4.916e-02 -1.165
## Dist_NameSalem 8.728e-02 4.469e-02 1.953
## Dist_NameSambalpur -9.211e-02 4.424e-02 -2.082
## Dist_NameSangli -2.135e-02 4.373e-02 -0.488
## Dist_NameSangrur 3.975e-01 4.802e-02 8.277
## Dist_NameSanthal Paragana / Dumka -8.911e-02 4.976e-02 -1.791
## Dist_NameSaran -1.220e-01 4.653e-02 -2.623
## Dist_NameSatara -1.976e-02 4.289e-02 -0.461
## Dist_NameSatna -3.648e-02 4.574e-02 -0.797
## Dist_NameSehore -5.117e-02 4.505e-02 -1.136
## Dist_NameSeoni / Shivani -8.758e-02 4.798e-02 -1.825
## Dist_NameShahabad (now part of Bhojpur district) -6.477e-02 4.497e-02 -1.440
## Dist_NameShahdol -7.846e-02 4.571e-02 -1.717
## Dist_NameShahjahanpur -2.567e-02 4.495e-02 -0.571
## Dist_NameShajapur -2.156e-02 4.659e-02 -0.463
## Dist_NameShimla -3.610e-02 5.404e-02 -0.668
## Dist_NameShimoge -1.456e-02 4.704e-02 -0.309
## Dist_NameShivpuri -5.406e-02 4.535e-02 -1.192
## Dist_NameSibsagar -6.569e-02 4.743e-02 -1.385
## Dist_NameSidhi -7.020e-02 4.806e-02 -1.461
## Dist_NameSikar -1.867e-02 4.666e-02 -0.400
## Dist_NameSinghbhum -7.171e-02 5.132e-02 -1.397
## Dist_NameSirmaur -3.516e-02 4.983e-02 -0.706
## Dist_NameSirohi -3.885e-02 4.915e-02 -0.791
## Dist_NameSitapur -9.646e-02 4.579e-02 -2.107
## Dist_NameSolan -3.994e-02 5.130e-02 -0.779
## Dist_NameSolapur -9.583e-02 4.162e-02 -2.302
## Dist_NameSouth Arcot / Cuddalore 1.397e-01 4.370e-02 3.198
## Dist_NameSrikakulam -5.122e-03 4.495e-02 -0.114
## Dist_NameSultanpur -6.158e-02 4.461e-02 -1.381
## Dist_NameSundargarh -7.441e-02 4.265e-02 -1.745
## Dist_NameSurat -2.748e-02 4.289e-02 -0.641
## Dist_NameSurendranagar -2.788e-02 4.498e-02 -0.620
## Dist_NameSurguja -1.089e-01 4.458e-02 -2.443
## Dist_NameSwami Madhopur 7.234e-03 4.502e-02 0.161
## Dist_NameTehri Garhwal -3.798e-02 5.395e-02 -0.704
## Dist_NameThane -2.512e-02 5.124e-02 -0.490
## Dist_NameThanjavur 2.552e-02 4.426e-02 0.577
## Dist_NameThe Nilgiris -5.206e-02 9.554e-02 -0.545
## Dist_NameThirunelveli -1.605e-02 4.403e-02 -0.364
## Dist_NameThiruvananthapuram -4.402e-02 8.656e-02 -0.509
## Dist_NameThrissur -2.643e-02 1.086e-01 -0.243
## Dist_NameTikamgarh -4.170e-02 4.800e-02 -0.869
## Dist_NameTiruchirapalli / Trichy 6.396e-02 4.342e-02 1.473
## Dist_NameTonk -3.208e-02 4.466e-02 -0.718
## Dist_NameTumkur -5.009e-02 4.345e-02 -1.153
## Dist_NameUdaipur -8.569e-02 4.249e-02 -2.017
## Dist_NameUjjain -1.265e-03 5.085e-02 -0.025
## Dist_NameUnnao -9.118e-02 4.370e-02 -2.086
## Dist_NameUttar Kashi -2.309e-02 5.130e-02 -0.450
## Dist_NameUttara Kannada -3.453e-02 5.623e-02 -0.614
## Dist_NameVadodara / Baroda -1.658e-02 4.433e-02 -0.374
## Dist_NameValsad -3.188e-02 4.571e-02 -0.697
## Dist_NameVaranasi -5.933e-02 4.461e-02 -1.330
## Dist_NameVidisha -8.217e-02 4.768e-02 -1.723
## Dist_NameVisakhapatnam -2.561e-02 4.398e-02 -0.582
## Dist_NameWarangal 4.665e-02 4.402e-02 1.060
## Dist_NameWardha -3.787e-02 4.748e-02 -0.798
## Dist_NameWest Dinajpur -8.555e-04 4.801e-02 -0.018
## Dist_NameWest Godavari 2.326e-01 4.527e-02 5.138
## Dist_NameYeotmal -8.582e-02 4.586e-02 -1.871
## AREA:CropCASTOR -2.987e-01 1.893e-01 -1.578
## AREA:CropCHICKPEA -5.779e-01 1.782e-01 -3.243
## AREA:CropCOTTON -7.554e-01 1.780e-01 -4.245
## AREA:CropFINGER_MILLET -4.519e-01 1.860e-01 -2.429
## AREA:CropGROUNDNUT -3.701e-01 1.785e-01 -2.073
## AREA:CropKHARIF_SORGHUM -6.295e-01 1.838e-01 -3.424
## AREA:CropLINSEED -5.525e-01 4.295e-01 -1.286
## AREA:CropMAIZE -8.907e-02 1.786e-01 -0.499
## AREA:CropMINOR_PULSES -6.904e-01 1.779e-01 -3.880
## AREA:CropOILSEEDS -6.490e-01 1.782e-01 -3.642
## AREA:CropPEARL_MILLET -6.185e-01 1.779e-01 -3.477
## AREA:CropPIGEONPEA -6.213e-01 1.794e-01 -3.464
## AREA:CropRABI_SORGHUM -6.680e-01 1.784e-01 -3.745
## AREA:CropRAPESEED_AND_MUSTARD -4.304e-01 1.784e-01 -2.413
## AREA:CropRICE -1.616e-01 1.779e-01 -0.908
## AREA:CropSAFFLOWER -4.512e-01 4.628e-01 -0.975
## AREA:CropSESAMUM -7.160e-01 1.861e-01 -3.847
## AREA:CropSORGHUM -6.880e-01 1.782e-01 -3.861
## AREA:CropSOYABEAN -6.040e-01 1.781e-01 -3.391
## AREA:CropSUGARCANE 1.232e+00 1.796e-01 6.858
## AREA:CropSUNFLOWER -6.289e-01 2.187e-01 -2.875
## AREA:CropWHEAT 2.656e-01 1.778e-01 1.493
## Pr(>|t|)
## (Intercept) 0.491521
## AREA 1.63e-06 ***
## CropCASTOR 0.623852
## CropCHICKPEA 0.351480
## CropCOTTON 0.998642
## CropFINGER_MILLET 0.601100
## CropGROUNDNUT 0.659585
## CropKHARIF_SORGHUM 0.435712
## CropLINSEED 0.120183
## CropMAIZE 0.086701 .
## CropMINOR_PULSES 0.506231
## CropOILSEEDS 8.83e-06 ***
## CropPEARL_MILLET 0.001349 **
## CropPIGEONPEA 0.633605
## CropRABI_SORGHUM 0.768257
## CropRAPESEED_AND_MUSTARD 0.659937
## CropRICE 0.022538 *
## CropSAFFLOWER 0.327308
## CropSESAMUM 0.638619
## CropSORGHUM 0.097410 .
## CropSOYABEAN 0.175277
## CropSUGARCANE 0.453183
## CropSUNFLOWER 0.958125
## CropWHEAT < 2e-16 ***
## Dist_NameAdilabad 0.887874
## Dist_NameAgra 0.975226
## Dist_NameAhmedabad 0.264203
## Dist_NameAhmednagar 0.232650
## Dist_NameAjmer 0.227978
## Dist_NameAkola 0.136227
## Dist_NameAlappuzha 0.741287
## Dist_NameAligarh 0.907349
## Dist_NameAllahabad 0.225614
## Dist_NameAlmorah 0.218345
## Dist_NameAlwar 0.181887
## Dist_NameAmarawati 0.183994
## Dist_NameAmbala 0.082864 .
## Dist_NameAmreli 0.927118
## Dist_NameAmritsar 0.013415 *
## Dist_NameAnanthapur 0.051567 .
## Dist_NameAurangabad 0.004835 **
## Dist_NameAzamgarh 0.028564 *
## Dist_NameBahraich 0.139276
## Dist_NameBalaghat 0.120419
## Dist_NameBalasore 0.520359
## Dist_NameBallia 0.187050
## Dist_NameBanaskantha 0.234594
## Dist_NameBanda 0.012018 *
## Dist_NameBangalore 0.517516
## Dist_NameBankura 0.824900
## Dist_NameBanswara 0.114118
## Dist_NameBarabanki 0.370064
## Dist_NameBareilly 0.162912
## Dist_NameBarmer 0.000586 ***
## Dist_NameBastar 0.001868 **
## Dist_NameBasti 0.093134 .
## Dist_NameBeed 0.010138 *
## Dist_NameBelgaum 0.643706
## Dist_NameBellary 0.982449
## Dist_NameBetul 0.100892
## Dist_NameBhagalpur 0.787403
## Dist_NameBhandara 0.014366 *
## Dist_NameBharatpur 0.303224
## Dist_NameBharuch 0.353908
## Dist_NameBhatinda 6.89e-06 ***
## Dist_NameBhavnagar 0.642055
## Dist_NameBhilwara 0.045314 *
## Dist_NameBhind 0.935062
## Dist_NameBidar 0.546192
## Dist_NameBijapur / Vijayapura 0.038956 *
## Dist_NameBijnor 0.471147
## Dist_NameBikaner 0.105646
## Dist_NameBilashpur 0.543304
## Dist_NameBilaspur 0.071803 .
## Dist_NameBirbhum 0.689919
## Dist_NameBolangir 0.366341
## Dist_NameBombay 0.782121
## Dist_NameBudaun 0.120224
## Dist_NameBuland Shahar 0.715213
## Dist_NameBuldhana 0.444294
## Dist_NameBundi 0.598169
## Dist_NameBurdwan 0.267021
## Dist_NameCachar 0.146128
## Dist_NameChamba 0.653769
## Dist_NameChamoli 0.330608
## Dist_NameChamparan 4.81e-06 ***
## Dist_NameChandrapur 0.070569 .
## Dist_NameChengalpattu MGR / Kanchipuram 0.810558
## Dist_NameChhatarpur 0.090176 .
## Dist_NameChhindwara 0.470717
## Dist_NameChickmagalur 0.425840
## Dist_NameChitradurga 0.749188
## Dist_NameChittoor 0.567688
## Dist_NameChittorgarh 0.408532
## Dist_NameChuru 0.017372 *
## Dist_NameCoimbatore 0.857043
## Dist_NameCooch Behar 0.969749
## Dist_NameCuttack 0.383700
## Dist_NameDakshina Kannada 0.625198
## Dist_NameDamoh 0.325116
## Dist_NameDangs 0.691417
## Dist_NameDarbhanga 0.432496
## Dist_NameDarjeeling 0.545531
## Dist_NameDarrang 0.220235
## Dist_NameDatia 0.195411
## Dist_NameDehradun 0.515071
## Dist_NameDeoria 0.016111 *
## Dist_NameDewas 0.589846
## Dist_NameDhanbad 0.562539
## Dist_NameDhar 0.509812
## Dist_NameDharwad 0.010362 *
## Dist_NameDhenkanal 0.057603 .
## Dist_NameDhule 0.337606
## Dist_NameDibrugarh 0.335010
## Dist_NameDungarpur 0.158339
## Dist_NameDurg 1.65e-05 ***
## Dist_NameEast Godavari 0.138779
## Dist_NameEranakulam 0.598806
## Dist_NameEtah 0.663549
## Dist_NameEtawah 0.765356
## Dist_NameFaizabad 0.344666
## Dist_NameFarrukhabad 0.425966
## Dist_NameFatehpur 0.185933
## Dist_NameFerozpur < 2e-16 ***
## Dist_NameGanganagar 0.686823
## Dist_NameGanjam 0.156303
## Dist_NameGarhwal 0.427889
## Dist_NameGaya 0.232733
## Dist_NameGhazipur 0.214753
## Dist_NameGoalpara 0.138411
## Dist_NameGonda 0.023982 *
## Dist_NameGorakhpur 0.024225 *
## Dist_NameGulbarga / Kalaburagi 0.776522
## Dist_NameGuna 0.161810
## Dist_NameGuntur 0.146266
## Dist_NameGurdaspur 0.409600
## Dist_NameGurgaon 0.711209
## Dist_NameGwalior 0.609427
## Dist_NameHamirpur 0.028458 *
## Dist_NameHardoi 0.236416
## Dist_NameHassan 0.826892
## Dist_NameHazaribagh 0.164136
## Dist_NameHissar 1.62e-06 ***
## Dist_NameHooghly 0.874308
## Dist_NameHoshangabad 0.832401
## Dist_NameHoshiarpur 0.601465
## Dist_NameHowrah 0.819066
## Dist_NameHyderabad 0.493890
## Dist_NameIndore 0.517526
## Dist_NameJabalpur 0.434784
## Dist_NameJaipur 0.762214
## Dist_NameJaisalmer 0.235061
## Dist_NameJalandhar 0.006333 **
## Dist_NameJalaun 0.613429
## Dist_NameJalgaon 0.881522
## Dist_NameJalore 0.127146
## Dist_NameJalpaiguri 0.634075
## Dist_NameJamnagar 0.785084
## Dist_NameJaunpur 0.107524
## Dist_NameJhabua 0.524828
## Dist_NameJhalawar 0.255624
## Dist_NameJhansi 0.015362 *
## Dist_NameJhunjhunu 0.856058
## Dist_NameJind 0.449198
## Dist_NameJodhpur 0.440194
## Dist_NameJunagadh 0.934741
## Dist_NameKadapa YSR 0.415521
## Dist_NameKalahandi 0.832000
## Dist_NameKamrup 0.300906
## Dist_NameKangra 0.035806 *
## Dist_NameKannur 0.596662
## Dist_NameKanpur 0.423394
## Dist_NameKanyakumari 0.659071
## Dist_NameKapurthala 0.047304 *
## Dist_NameKarbi Anglong 0.240620
## Dist_NameKarimnagar 0.157176
## Dist_NameKarnal 0.000592 ***
## Dist_NameKeonjhar 0.211395
## Dist_NameKhammam 0.947999
## Dist_NameKhandwa / East Nimar 0.437761
## Dist_NameKhargone / West Nimar 0.874907
## Dist_NameKheda 0.772183
## Dist_NameKheri 0.234733
## Dist_NameKinnaur 0.906457
## Dist_NameKodagu / Coorg 0.619571
## Dist_NameKolar 0.467420
## Dist_NameKolhapur 0.560734
## Dist_NameKollam 0.616786
## Dist_NameKoraput 0.084316 .
## Dist_NameKota 0.884007
## Dist_NameKottayam 0.609327
## Dist_NameKozhikode 0.583579
## Dist_NameKrishna 0.016387 *
## Dist_NameKullu 0.485778
## Dist_NameKurnool 0.934312
## Dist_NameKutch 0.952349
## Dist_NameLahul & Spiti 0.948887
## Dist_NameLakhimpur 0.213017
## Dist_NameLucknow 0.373103
## Dist_NameLudhiana 2.05e-05 ***
## Dist_NameMadurai 0.778970
## Dist_NameMahabubnagar 0.113495
## Dist_NameMahendragarh / Narnaul 0.149150
## Dist_NameMainpuri 0.622307
## Dist_NameMalappuram 0.623611
## Dist_NameMalda 0.684970
## Dist_NameMandi 0.177145
## Dist_NameMandla 0.128477
## Dist_NameMandsaur 0.804780
## Dist_NameMandya 0.926658
## Dist_NameMathura 0.496659
## Dist_NameMayurbhanja 0.025556 *
## Dist_NameMedak 0.591451
## Dist_NameMeerut 0.983954
## Dist_NameMehsana 0.650786
## Dist_NameMidnapur 0.089174 .
## Dist_NameMirzpur 0.096548 .
## Dist_NameMoradabad 0.060090 .
## Dist_NameMorena 0.260570
## Dist_NameMungair 0.424804
## Dist_NameMurshidabad 0.565194
## Dist_NameMuzaffarnagar 0.854437
## Dist_NameMuzaffarpur 0.002117 **
## Dist_NameMysore 0.581325
## Dist_NameNadia 0.872010
## Dist_NameNagaon 0.504082
## Dist_NameNagaur 0.268733
## Dist_NameNagpur 0.042643 *
## Dist_NameNainital 0.855053
## Dist_NameNalgonda 0.792310
## Dist_NameNanded 0.031629 *
## Dist_NameNarsinghpur 0.429299
## Dist_NameNasik 0.700991
## Dist_NameNizamabad 0.802587
## Dist_NameNorth Arcot / Vellore 0.581951
## Dist_NameNorth Cachar Hil / Dima hasao 0.423626
## Dist_NameOsmanabad 0.002839 **
## Dist_NamePalakkad 0.477991
## Dist_NamePalamau 0.102440
## Dist_NamePali 0.091056 .
## Dist_NamePanchmahal 0.001238 **
## Dist_NamePanna 0.785882
## Dist_NameParbhani 0.009320 **
## Dist_NamePatiala 2.53e-07 ***
## Dist_NamePatna 0.516677
## Dist_NamePhulbani ( Kandhamal ) 0.246310
## Dist_NamePilibhit 0.643335
## Dist_NamePithorgarh 0.303663
## Dist_NamePratapgarh 0.125513
## Dist_NamePune 0.939886
## Dist_NamePuri 0.127224
## Dist_NamePurnea 0.303664
## Dist_NamePurulia 0.271345
## Dist_NameRae-Bareily 0.236291
## Dist_NameRaichur 0.693844
## Dist_NameRaigad 0.794745
## Dist_NameRaigarh 0.065391 .
## Dist_NameRaipur 2.93e-05 ***
## Dist_NameRaisen 0.197741
## Dist_NameRajgarh 0.243895
## Dist_NameRajkot 0.683708
## Dist_NameRamananthapuram 0.344444
## Dist_NameRampur 0.435725
## Dist_NameRanchi 0.001787 **
## Dist_NameRatlam 0.773304
## Dist_NameRatnagiri 0.672657
## Dist_NameRewa 0.136528
## Dist_NameRohtak 0.523207
## Dist_NameRoopnagar / Ropar 0.604080
## Dist_NameS.P.S. Nellore 0.909019
## Dist_NameSabarkantha 0.670131
## Dist_NameSagar 0.118653
## Dist_NameSaharanpur 0.042201 *
## Dist_NameSaharsa 0.243859
## Dist_NameSalem 0.050841 .
## Dist_NameSambalpur 0.037389 *
## Dist_NameSangli 0.625403
## Dist_NameSangrur < 2e-16 ***
## Dist_NameSanthal Paragana / Dumka 0.073393 .
## Dist_NameSaran 0.008739 **
## Dist_NameSatara 0.644980
## Dist_NameSatna 0.425198
## Dist_NameSehore 0.256045
## Dist_NameSeoni / Shivani 0.067999 .
## Dist_NameShahabad (now part of Bhojpur district) 0.149852
## Dist_NameShahdol 0.086094 .
## Dist_NameShahjahanpur 0.568020
## Dist_NameShajapur 0.643550
## Dist_NameShimla 0.504107
## Dist_NameShimoge 0.756967
## Dist_NameShivpuri 0.233260
## Dist_NameSibsagar 0.166070
## Dist_NameSidhi 0.144179
## Dist_NameSikar 0.689057
## Dist_NameSinghbhum 0.162356
## Dist_NameSirmaur 0.480392
## Dist_NameSirohi 0.429241
## Dist_NameSitapur 0.035184 *
## Dist_NameSolan 0.436255
## Dist_NameSolapur 0.021341 *
## Dist_NameSouth Arcot / Cuddalore 0.001391 **
## Dist_NameSrikakulam 0.909278
## Dist_NameSultanpur 0.167445
## Dist_NameSundargarh 0.081073 .
## Dist_NameSurat 0.521735
## Dist_NameSurendranagar 0.535414
## Dist_NameSurguja 0.014606 *
## Dist_NameSwami Madhopur 0.872340
## Dist_NameTehri Garhwal 0.481388
## Dist_NameThane 0.623997
## Dist_NameThanjavur 0.564262
## Dist_NameThe Nilgiris 0.585817
## Dist_NameThirunelveli 0.715509
## Dist_NameThiruvananthapuram 0.611093
## Dist_NameThrissur 0.807664
## Dist_NameTikamgarh 0.384978
## Dist_NameTiruchirapalli / Trichy 0.140813
## Dist_NameTonk 0.472536
## Dist_NameTumkur 0.249008
## Dist_NameUdaipur 0.043771 *
## Dist_NameUjjain 0.980151
## Dist_NameUnnao 0.036964 *
## Dist_NameUttar Kashi 0.652618
## Dist_NameUttara Kannada 0.539102
## Dist_NameVadodara / Baroda 0.708408
## Dist_NameValsad 0.485572
## Dist_NameVaranasi 0.183557
## Dist_NameVidisha 0.084843 .
## Dist_NameVisakhapatnam 0.560422
## Dist_NameWarangal 0.289244
## Dist_NameWardha 0.425180
## Dist_NameWest Dinajpur 0.985785
## Dist_NameWest Godavari 2.84e-07 ***
## Dist_NameYeotmal 0.061352 .
## AREA:CropCASTOR 0.114578
## AREA:CropCHICKPEA 0.001189 **
## AREA:CropCOTTON 2.21e-05 ***
## AREA:CropFINGER_MILLET 0.015155 *
## AREA:CropGROUNDNUT 0.038197 *
## AREA:CropKHARIF_SORGHUM 0.000620 ***
## AREA:CropLINSEED 0.198342
## AREA:CropMAIZE 0.618001
## AREA:CropMINOR_PULSES 0.000105 ***
## AREA:CropOILSEEDS 0.000272 ***
## AREA:CropPEARL_MILLET 0.000509 ***
## AREA:CropPIGEONPEA 0.000535 ***
## AREA:CropRABI_SORGHUM 0.000182 ***
## AREA:CropRAPESEED_AND_MUSTARD 0.015856 *
## AREA:CropRICE 0.363721
## AREA:CropSAFFLOWER 0.329632
## AREA:CropSESAMUM 0.000120 ***
## AREA:CropSORGHUM 0.000114 ***
## AREA:CropSOYABEAN 0.000699 ***
## AREA:CropSUGARCANE 7.48e-12 ***
## AREA:CropSUNFLOWER 0.004048 **
## AREA:CropWHEAT 0.135360
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1793 on 8473 degrees of freedom
## Multiple R-squared: 0.9096, Adjusted R-squared: 0.9058
## F-statistic: 240.2 on 355 and 8473 DF, p-value: < 2.2e-16predictions <- predict(interaction_model, newdata = test)
mse <- mean((predictions - test$PRODUCTION)^2)
rmse <- sqrt(mse)
print(paste("MSE on test data:", mse))## [1] "MSE on test data: 0.0379067960952693"## [1] "RMSE on test data: 0.194696677155182"ggplot(data = test, aes(x = PRODUCTION, y = predictions)) +
geom_point() +
geom_line(aes(y = PRODUCTION), color = "red") +
labs(title = "Actual vs. Predicted Production",
x = "Actual Production",
y = "Predicted Production") +
theme_minimal()
### This model is with interaction between Area and Dist_Name
# Fit the linear regression model with Interaction effects
interaction_model2 <- lm(PRODUCTION ~ AREA * Dist_Name + Crop, data = train)
# Summary of the model to see coefficients and statistics
summary(interaction_model2)##
## Call:
## lm(formula = PRODUCTION ~ AREA * Dist_Name + Crop, data = train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.2788 -0.0523 0.0052 0.0467 2.8135
##
## Coefficients: (1 not defined because of singularities)
## Estimate Std. Error
## (Intercept) -2.008e-02 4.019e-02
## AREA 7.300e-01 2.340e-02
## Dist_NameAdilabad 8.270e-02 5.242e-02
## Dist_NameAgra 3.178e-02 5.604e-02
## Dist_NameAhmedabad 5.708e-02 6.145e-02
## Dist_NameAhmednagar 1.463e-01 5.481e-02
## Dist_NameAjmer 3.922e-02 6.092e-02
## Dist_NameAkola 3.494e-02 5.449e-02
## Dist_NameAlappuzha 1.236e-02 9.814e-02
## Dist_NameAligarh -2.157e-02 5.590e-02
## Dist_NameAllahabad -4.927e-03 5.483e-02
## Dist_NameAlmorah 8.169e-02 6.098e-02
## Dist_NameAlwar 1.652e-02 6.166e-02
## Dist_NameAmarawati 2.441e-02 5.659e-02
## Dist_NameAmbala 8.809e-02 7.367e-02
## Dist_NameAmreli 7.555e-02 5.916e-02
## Dist_NameAmritsar 2.414e-02 6.816e-02
## Dist_NameAnanthapur 3.996e-02 5.390e-02
## Dist_NameAurangabad 1.479e-01 5.502e-02
## Dist_NameAzamgarh 4.316e-02 5.735e-02
## Dist_NameBahraich 3.553e-02 5.650e-02
## Dist_NameBalaghat 1.448e-02 6.355e-02
## Dist_NameBalasore -1.995e-03 5.690e-02
## Dist_NameBallia 2.311e-02 5.822e-02
## Dist_NameBanaskantha 4.079e-02 6.307e-02
## Dist_NameBanda -2.254e-02 5.850e-02
## Dist_NameBangalore 3.304e-02 5.828e-02
## Dist_NameBankura 1.254e-02 5.712e-02
## Dist_NameBanswara 5.879e-02 5.481e-02
## Dist_NameBarabanki 2.508e-02 5.843e-02
## Dist_NameBareilly 8.531e-02 5.837e-02
## Dist_NameBarmer 4.450e-02 5.614e-02
## Dist_NameBastar 1.240e-02 5.605e-02
## Dist_NameBasti 3.853e-02 5.734e-02
## Dist_NameBeed 5.578e-02 5.404e-02
## Dist_NameBelgaum -1.560e-01 5.443e-02
## Dist_NameBellary -2.010e-02 5.732e-02
## Dist_NameBetul 9.107e-02 5.854e-02
## Dist_NameBhagalpur 3.167e-02 5.495e-02
## Dist_NameBhandara 2.039e-03 5.781e-02
## Dist_NameBharatpur 2.156e-02 5.756e-02
## Dist_NameBharuch 5.039e-02 5.362e-02
## Dist_NameBhatinda -1.036e-01 6.473e-02
## Dist_NameBhavnagar 7.276e-02 5.608e-02
## Dist_NameBhilwara 4.621e-02 5.772e-02
## Dist_NameBhind 5.136e-02 6.139e-02
## Dist_NameBidar 2.964e-02 5.728e-02
## Dist_NameBijapur / Vijayapura 9.085e-02 5.768e-02
## Dist_NameBijnor -7.233e-02 7.341e-02
## Dist_NameBikaner 1.317e-01 6.338e-02
## Dist_NameBilashpur 7.565e-02 6.674e-02
## Dist_NameBilaspur 6.913e-03 5.209e-02
## Dist_NameBirbhum -1.724e-02 5.368e-02
## Dist_NameBolangir 2.704e-02 5.124e-02
## Dist_NameBombay -5.039e-02 2.055e-01
## Dist_NameBudaun 9.581e-04 6.018e-02
## Dist_NameBuland Shahar 7.891e-02 5.649e-02
## Dist_NameBuldhana -1.954e-02 5.443e-02
## Dist_NameBundi 4.129e-02 5.691e-02
## Dist_NameBurdwan -2.288e-03 5.379e-02
## Dist_NameCachar 4.933e-02 5.695e-02
## Dist_NameChamba 7.537e-02 7.521e-02
## Dist_NameChamoli 8.552e-02 6.577e-02
## Dist_NameChamparan 1.414e-01 6.013e-02
## Dist_NameChandrapur 1.527e-03 5.313e-02
## Dist_NameChengalpattu MGR / Kanchipuram 4.207e-02 5.565e-02
## Dist_NameChhatarpur 2.203e-03 5.648e-02
## Dist_NameChhindwara -6.953e-02 5.974e-02
## Dist_NameChickmagalur 6.613e-02 5.792e-02
## Dist_NameChitradurga 3.570e-03 5.181e-02
## Dist_NameChittoor 1.049e-01 5.582e-02
## Dist_NameChittorgarh 5.327e-02 5.500e-02
## Dist_NameChuru 1.519e-01 6.910e-02
## Dist_NameCoimbatore 5.983e-02 5.913e-02
## Dist_NameCooch Behar 7.457e-03 6.190e-02
## Dist_NameCuttack -1.538e-02 5.860e-02
## Dist_NameDakshina Kannada 6.290e-03 7.568e-02
## Dist_NameDamoh 4.079e-02 6.138e-02
## Dist_NameDangs -3.273e-02 6.793e-02
## Dist_NameDarbhanga 3.865e-02 5.616e-02
## Dist_NameDarjeeling 9.856e-03 5.793e-02
## Dist_NameDarrang -8.001e-03 5.793e-02
## Dist_NameDatia -8.827e-03 5.913e-02
## Dist_NameDehradun 7.608e-02 5.774e-02
## Dist_NameDeoria 1.130e-01 5.835e-02
## Dist_NameDewas 9.594e-02 6.076e-02
## Dist_NameDhanbad 2.485e-02 6.111e-02
## Dist_NameDhar 4.053e-03 6.249e-02
## Dist_NameDharwad 6.036e-03 5.732e-02
## Dist_NameDhenkanal 2.345e-02 6.595e-02
## Dist_NameDhule 9.403e-02 5.340e-02
## Dist_NameDibrugarh 1.412e-02 6.211e-02
## Dist_NameDungarpur 4.484e-02 5.558e-02
## Dist_NameDurg -2.823e-02 5.357e-02
## Dist_NameEast Godavari 5.750e-02 5.347e-02
## Dist_NameEranakulam -2.750e-02 1.102e-01
## Dist_NameEtah 3.624e-03 5.846e-02
## Dist_NameEtawah -6.190e-03 5.662e-02
## Dist_NameFaizabad 3.738e-02 5.575e-02
## Dist_NameFarrukhabad 2.749e-02 5.677e-02
## Dist_NameFatehpur 2.326e-03 5.408e-02
## Dist_NameFerozpur -1.070e-02 6.515e-02
## Dist_NameGanganagar -9.815e-02 5.421e-02
## Dist_NameGanjam 3.766e-02 5.321e-02
## Dist_NameGarhwal 9.162e-02 6.816e-02
## Dist_NameGaya -2.614e-02 5.949e-02
## Dist_NameGhazipur 2.812e-02 5.395e-02
## Dist_NameGoalpara -2.471e-02 5.601e-02
## Dist_NameGonda 4.305e-02 6.090e-02
## Dist_NameGorakhpur 3.710e-02 5.740e-02
## Dist_NameGulbarga / Kalaburagi 3.198e-02 5.552e-02
## Dist_NameGuna 5.131e-02 6.477e-02
## Dist_NameGuntur 4.703e-02 5.261e-02
## Dist_NameGurdaspur 6.933e-02 6.783e-02
## Dist_NameGurgaon -9.079e-03 5.793e-02
## Dist_NameGwalior 1.347e-03 6.200e-02
## Dist_NameHamirpur 4.255e-03 5.407e-02
## Dist_NameHardoi 8.592e-03 5.524e-02
## Dist_NameHassan 4.760e-02 5.232e-02
## Dist_NameHazaribagh 2.531e-02 6.476e-02
## Dist_NameHissar -3.365e-01 6.285e-02
## Dist_NameHooghly -2.965e-02 5.918e-02
## Dist_NameHoshangabad -8.264e-02 5.796e-02
## Dist_NameHoshiarpur 5.988e-02 7.269e-02
## Dist_NameHowrah -3.767e-02 6.528e-02
## Dist_NameHyderabad 4.576e-02 5.085e-02
## Dist_NameIndore 1.115e-01 7.778e-02
## Dist_NameJabalpur -7.496e-03 5.808e-02
## Dist_NameJaipur 4.391e-02 5.888e-02
## Dist_NameJaisalmer 6.965e-02 6.402e-02
## Dist_NameJalandhar 4.730e-02 6.297e-02
## Dist_NameJalaun 1.716e-02 5.731e-02
## Dist_NameJalgaon 1.411e-01 5.517e-02
## Dist_NameJalore 7.825e-02 6.121e-02
## Dist_NameJalpaiguri 1.247e-02 5.384e-02
## Dist_NameJamnagar 2.376e-02 5.604e-02
## Dist_NameJaunpur 3.313e-02 5.696e-02
## Dist_NameJhabua 2.176e-02 7.049e-02
## Dist_NameJhalawar 7.448e-02 5.270e-02
## Dist_NameJhansi 1.390e-02 5.440e-02
## Dist_NameJhunjhunu 9.920e-02 6.997e-02
## Dist_NameJind -7.248e-02 8.752e-02
## Dist_NameJodhpur 8.508e-02 6.329e-02
## Dist_NameJunagadh 4.249e-02 5.495e-02
## Dist_NameKadapa YSR 3.306e-02 5.588e-02
## Dist_NameKalahandi 5.774e-02 5.286e-02
## Dist_NameKamrup -2.705e-02 6.067e-02
## Dist_NameKangra 5.555e-02 5.773e-02
## Dist_NameKannur 1.260e-01 1.282e-01
## Dist_NameKanpur -7.628e-03 5.397e-02
## Dist_NameKanyakumari 7.761e-02 9.262e-02
## Dist_NameKapurthala -2.696e-03 9.960e-02
## Dist_NameKarbi Anglong 3.050e-02 5.516e-02
## Dist_NameKarimnagar 1.990e-02 5.349e-02
## Dist_NameKarnal 1.078e-01 6.520e-02
## Dist_NameKeonjhar 1.465e-02 5.319e-02
## Dist_NameKhammam 6.115e-02 5.515e-02
## Dist_NameKhandwa / East Nimar 5.740e-02 5.830e-02
## Dist_NameKhargone / West Nimar 5.477e-02 5.912e-02
## Dist_NameKheda 4.760e-02 5.234e-02
## Dist_NameKheri -3.119e-02 5.784e-02
## Dist_NameKinnaur -2.482e-02 7.746e-02
## Dist_NameKodagu / Coorg 2.181e-02 1.111e-01
## Dist_NameKolar 6.197e-02 5.575e-02
## Dist_NameKolhapur -7.376e-02 6.053e-02
## Dist_NameKollam -1.612e-02 9.072e-02
## Dist_NameKoraput -5.842e-04 5.121e-02
## Dist_NameKota -2.295e-02 5.759e-02
## Dist_NameKottayam -2.667e-03 8.642e-02
## Dist_NameKozhikode 1.370e-01 1.124e-01
## Dist_NameKrishna 8.210e-02 5.751e-02
## Dist_NameKullu 7.781e-02 6.270e-02
## Dist_NameKurnool 8.470e-02 5.397e-02
## Dist_NameKutch 2.056e-02 6.158e-02
## Dist_NameLahul & Spiti -3.414e-02 7.843e-02
## Dist_NameLakhimpur -5.370e-03 5.907e-02
## Dist_NameLucknow 4.330e-02 5.654e-02
## Dist_NameLudhiana 8.860e-03 6.645e-02
## Dist_NameMadurai 4.042e-02 5.964e-02
## Dist_NameMahabubnagar 6.021e-02 5.451e-02
## Dist_NameMahendragarh / Narnaul 6.057e-02 5.904e-02
## Dist_NameMainpuri 1.838e-02 5.570e-02
## Dist_NameMalappuram 9.260e-02 1.240e-01
## Dist_NameMalda 1.700e-03 5.691e-02
## Dist_NameMandi 9.155e-02 6.238e-02
## Dist_NameMandla -2.378e-02 6.313e-02
## Dist_NameMandsaur 1.380e-01 6.146e-02
## Dist_NameMandya 6.790e-02 6.162e-02
## Dist_NameMathura 3.430e-02 5.706e-02
## Dist_NameMayurbhanja 4.020e-02 5.584e-02
## Dist_NameMedak 2.108e-02 5.547e-02
## Dist_NameMeerut -7.021e-02 5.850e-02
## Dist_NameMehsana 3.423e-02 5.827e-02
## Dist_NameMidnapur -5.143e-02 5.810e-02
## Dist_NameMirzpur 4.378e-03 5.620e-02
## Dist_NameMoradabad 2.060e-02 5.968e-02
## Dist_NameMorena -1.798e-04 6.015e-02
## Dist_NameMungair 3.790e-02 5.387e-02
## Dist_NameMurshidabad -6.211e-02 5.664e-02
## Dist_NameMuzaffarnagar 5.026e-02 6.725e-02
## Dist_NameMuzaffarpur 6.411e-02 5.592e-02
## Dist_NameMysore 5.702e-02 5.660e-02
## Dist_NameNadia -3.707e-02 5.994e-02
## Dist_NameNagaon 2.222e-02 6.759e-02
## Dist_NameNagaur 7.717e-02 5.787e-02
## Dist_NameNagpur 5.059e-02 5.525e-02
## Dist_NameNainital 4.432e-02 6.292e-02
## Dist_NameNalgonda 5.178e-03 5.442e-02
## Dist_NameNanded 6.038e-02 5.638e-02
## Dist_NameNarsinghpur 3.379e-02 6.647e-02
## Dist_NameNasik 4.896e-03 5.598e-02
## Dist_NameNizamabad 6.871e-03 5.360e-02
## Dist_NameNorth Arcot / Vellore 4.003e-02 5.945e-02
## Dist_NameNorth Cachar Hil / Dima hasao 8.304e-02 7.474e-02
## Dist_NameOsmanabad 3.732e-02 5.307e-02
## Dist_NamePalakkad 4.041e-02 6.471e-02
## Dist_NamePalamau 2.979e-02 7.089e-02
## Dist_NamePali 9.254e-02 5.792e-02
## Dist_NamePanchmahal 4.430e-02 5.577e-02
## Dist_NamePanna 2.477e-02 7.868e-02
## Dist_NameParbhani 2.404e-02 5.759e-02
## Dist_NamePatiala 6.109e-02 6.356e-02
## Dist_NamePatna 5.990e-03 5.514e-02
## Dist_NamePhulbani ( Kandhamal ) 3.561e-02 5.168e-02
## Dist_NamePilibhit 7.639e-02 6.235e-02
## Dist_NamePithorgarh 4.956e-02 5.991e-02
## Dist_NamePratapgarh 2.652e-02 5.776e-02
## Dist_NamePune 2.120e-01 5.885e-02
## Dist_NamePuri 2.891e-05 5.172e-02
## Dist_NamePurnea 6.179e-02 5.524e-02
## Dist_NamePurulia 3.233e-02 5.322e-02
## Dist_NameRae-Bareily 1.318e-02 5.280e-02
## Dist_NameRaichur -6.881e-02 5.957e-02
## Dist_NameRaigad 2.314e-02 7.588e-02
## Dist_NameRaigarh 1.487e-02 5.193e-02
## Dist_NameRaipur 3.809e-02 5.473e-02
## Dist_NameRaisen -1.215e-01 8.292e-02
## Dist_NameRajgarh 9.331e-02 6.342e-02
## Dist_NameRajkot 4.882e-02 5.503e-02
## Dist_NameRamananthapuram 5.548e-02 5.644e-02
## Dist_NameRampur 4.992e-02 5.875e-02
## Dist_NameRanchi 1.394e-02 5.852e-02
## Dist_NameRatlam 7.157e-02 6.528e-02
## Dist_NameRatnagiri 3.137e-02 6.234e-02
## Dist_NameRewa -6.454e-03 5.856e-02
## Dist_NameRohtak -1.247e-01 6.596e-02
## Dist_NameRoopnagar / Ropar 2.950e-02 6.584e-02
## Dist_NameS.P.S. Nellore -1.140e-02 5.311e-02
## Dist_NameSabarkantha 6.773e-02 5.972e-02
## Dist_NameSagar 5.719e-02 6.185e-02
## Dist_NameSaharanpur -4.182e-02 6.719e-02
## Dist_NameSaharsa 3.314e-02 6.200e-02
## Dist_NameSalem 1.892e-01 6.382e-02
## Dist_NameSambalpur -1.419e-02 5.360e-02
## Dist_NameSangli 1.423e-01 5.854e-02
## Dist_NameSangrur 2.357e-02 6.032e-02
## Dist_NameSanthal Paragana / Dumka 5.143e-02 6.156e-02
## Dist_NameSaran 7.658e-02 5.640e-02
## Dist_NameSatara 1.110e-01 5.795e-02
## Dist_NameSatna -1.570e-03 6.380e-02
## Dist_NameSehore 5.450e-02 5.658e-02
## Dist_NameSeoni / Shivani -1.932e-03 6.779e-02
## Dist_NameShahabad (now part of Bhojpur district) 1.311e-03 5.490e-02
## Dist_NameShahdol 1.148e-02 5.756e-02
## Dist_NameShahjahanpur 5.320e-02 5.448e-02
## Dist_NameShajapur 7.280e-02 5.861e-02
## Dist_NameShimla 9.320e-02 7.484e-02
## Dist_NameShimoge 4.551e-02 5.755e-02
## Dist_NameShivpuri 4.387e-02 5.781e-02
## Dist_NameSibsagar -2.371e-02 5.743e-02
## Dist_NameSidhi 7.058e-02 7.170e-02
## Dist_NameSikar 6.512e-02 6.051e-02
## Dist_NameSinghbhum 4.189e-02 6.141e-02
## Dist_NameSirmaur 5.574e-02 6.407e-02
## Dist_NameSirohi 8.622e-02 7.238e-02
## Dist_NameSitapur 3.424e-02 5.743e-02
## Dist_NameSolan 1.042e-01 6.698e-02
## Dist_NameSolapur 1.809e-01 5.022e-02
## Dist_NameSouth Arcot / Cuddalore 9.722e-02 5.440e-02
## Dist_NameSrikakulam 4.546e-02 5.485e-02
## Dist_NameSultanpur 1.310e-02 5.580e-02
## Dist_NameSundargarh 1.497e-02 5.166e-02
## Dist_NameSurat 1.231e-02 5.417e-02
## Dist_NameSurendranagar 6.882e-02 5.380e-02
## Dist_NameSurguja 7.439e-04 5.421e-02
## Dist_NameSwami Madhopur 4.878e-02 5.597e-02
## Dist_NameTehri Garhwal 7.497e-02 7.395e-02
## Dist_NameThane 4.496e-03 6.207e-02
## Dist_NameThanjavur 1.806e-02 5.356e-02
## Dist_NameThe Nilgiris 2.888e-02 1.948e-01
## Dist_NameThirunelveli 6.763e-02 5.545e-02
## Dist_NameThiruvananthapuram 1.605e-01 1.245e-01
## Dist_NameThrissur 1.582e-01 2.045e-01
## Dist_NameTikamgarh 2.095e-02 6.145e-02
## Dist_NameTiruchirapalli / Trichy -1.845e-02 5.894e-02
## Dist_NameTonk 3.138e-02 5.676e-02
## Dist_NameTumkur 5.195e-02 5.250e-02
## Dist_NameUdaipur 6.736e-02 5.215e-02
## Dist_NameUjjain 1.340e-01 6.717e-02
## Dist_NameUnnao 1.105e-02 5.364e-02
## Dist_NameUttar Kashi 6.620e-02 6.715e-02
## Dist_NameUttara Kannada 8.669e-02 6.839e-02
## Dist_NameVadodara / Baroda 4.508e-02 5.663e-02
## Dist_NameValsad 3.660e-02 5.519e-02
## Dist_NameVaranasi 2.565e-02 5.417e-02
## Dist_NameVidisha 1.954e-02 6.423e-02
## Dist_NameVisakhapatnam 8.028e-02 5.465e-02
## Dist_NameWarangal 8.183e-02 5.432e-02
## Dist_NameWardha 1.687e-02 5.999e-02
## Dist_NameWest Dinajpur 4.448e-02 6.008e-02
## Dist_NameWest Godavari 1.418e-01 5.441e-02
## Dist_NameYeotmal 4.272e-02 5.921e-02
## CropCASTOR -1.615e-02 1.903e-02
## CropCHICKPEA -5.083e-02 1.491e-02
## CropCOTTON -2.531e-01 1.796e-02
## CropFINGER_MILLET -3.026e-02 1.992e-02
## CropGROUNDNUT -9.720e-03 1.545e-02
## CropKHARIF_SORGHUM -3.184e-02 1.602e-02
## CropLINSEED -9.376e-03 1.791e-02
## CropMAIZE 6.974e-02 1.511e-02
## CropMINOR_PULSES -1.393e-01 1.481e-02
## CropOILSEEDS -1.248e-01 2.081e-02
## CropPEARL_MILLET -5.262e-02 1.646e-02
## CropPIGEONPEA -3.670e-02 1.523e-02
## CropRABI_SORGHUM -5.677e-02 2.168e-02
## CropRAPESEED_AND_MUSTARD -5.726e-02 1.519e-02
## CropRICE -9.605e-04 1.684e-02
## CropSAFFLOWER -1.905e-02 2.432e-02
## CropSESAMUM -3.983e-02 1.498e-02
## CropSORGHUM -4.462e-02 1.596e-02
## CropSOYABEAN -1.030e-01 1.839e-02
## CropSUGARCANE 1.791e-01 1.558e-02
## CropSUNFLOWER -2.020e-02 1.745e-02
## CropWHEAT 2.144e-01 1.642e-02
## AREA:Dist_NameAdilabad -4.900e-01 4.949e-02
## AREA:Dist_NameAgra 4.954e-02 8.277e-02
## AREA:Dist_NameAhmedabad -2.245e-01 8.047e-02
## AREA:Dist_NameAhmednagar -5.739e-01 3.656e-02
## AREA:Dist_NameAjmer -5.024e-01 9.126e-02
## AREA:Dist_NameAkola -5.338e-01 3.964e-02
## AREA:Dist_NameAlappuzha 6.870e-02 7.941e-01
## AREA:Dist_NameAligarh 1.798e-01 5.085e-02
## AREA:Dist_NameAllahabad 7.994e-02 5.845e-02
## AREA:Dist_NameAlmorah -8.058e-01 2.905e-01
## AREA:Dist_NameAlwar -1.069e-01 4.845e-02
## AREA:Dist_NameAmarawati -5.127e-01 5.330e-02
## AREA:Dist_NameAmbala 3.136e-01 7.290e-02
## AREA:Dist_NameAmreli -4.991e-01 5.090e-02
## AREA:Dist_NameAmritsar 3.383e-01 4.038e-02
## AREA:Dist_NameAnanthapur -5.541e-01 3.582e-02
## AREA:Dist_NameAurangabad -6.132e-01 3.176e-02
## AREA:Dist_NameAzamgarh -3.196e-02 5.075e-02
## AREA:Dist_NameBahraich -2.853e-02 6.353e-02
## AREA:Dist_NameBalaghat -2.615e-01 7.638e-02
## AREA:Dist_NameBalasore -4.849e-02 5.064e-02
## AREA:Dist_NameBallia -7.661e-02 1.031e-01
## AREA:Dist_NameBanaskantha -1.208e-01 6.771e-02
## AREA:Dist_NameBanda -2.094e-01 7.384e-02
## AREA:Dist_NameBangalore -2.490e-01 1.436e-01
## AREA:Dist_NameBankura 2.906e-02 5.170e-02
## AREA:Dist_NameBanswara -3.657e-01 1.024e-01
## AREA:Dist_NameBarabanki 5.118e-02 7.044e-02
## AREA:Dist_NameBareilly 1.890e-01 7.048e-02
## AREA:Dist_NameBarmer -6.704e-01 3.035e-02
## AREA:Dist_NameBastar -2.940e-01 3.481e-02
## AREA:Dist_NameBasti -4.361e-02 4.134e-02
## AREA:Dist_NameBeed -5.905e-01 3.541e-02
## AREA:Dist_NameBelgaum 4.292e-01 5.918e-02
## AREA:Dist_NameBellary 5.054e-02 1.268e-01
## AREA:Dist_NameBetul -4.530e-01 6.052e-02
## AREA:Dist_NameBhagalpur 7.576e-02 1.048e-01
## AREA:Dist_NameBhandara -2.330e-01 4.629e-02
## AREA:Dist_NameBharatpur -1.517e-02 4.893e-02
## AREA:Dist_NameBharuch -4.139e-01 1.050e-01
## AREA:Dist_NameBhatinda 4.701e-01 3.985e-02
## AREA:Dist_NameBhavnagar -4.478e-01 5.641e-02
## AREA:Dist_NameBhilwara -3.054e-01 7.736e-02
## AREA:Dist_NameBhind -1.585e-01 9.182e-02
## AREA:Dist_NameBidar -3.341e-01 1.150e-01
## AREA:Dist_NameBijapur / Vijayapura -5.479e-01 3.828e-02
## AREA:Dist_NameBijnor 6.113e-01 9.033e-02
## AREA:Dist_NameBikaner -4.912e-01 5.043e-02
## AREA:Dist_NameBilashpur -1.070e+00 7.262e-01
## AREA:Dist_NameBilaspur -2.500e-01 3.940e-02
## AREA:Dist_NameBirbhum 1.734e-01 4.832e-02
## AREA:Dist_NameBolangir -2.141e-01 5.436e-02
## AREA:Dist_NameBombay NA NA
## AREA:Dist_NameBudaun 5.231e-02 5.470e-02
## AREA:Dist_NameBuland Shahar 2.672e-01 7.875e-02
## AREA:Dist_NameBuldhana -3.144e-01 4.897e-02
## AREA:Dist_NameBundi -1.688e-01 8.027e-02
## AREA:Dist_NameBurdwan 1.427e-01 3.518e-02
## AREA:Dist_NameCachar -2.124e-01 6.637e-02
## AREA:Dist_NameChamba -1.123e+00 7.054e-01
## AREA:Dist_NameChamoli -1.021e+00 5.282e-01
## AREA:Dist_NameChamparan -2.206e-01 4.106e-02
## AREA:Dist_NameChandrapur -3.619e-01 5.557e-02
## AREA:Dist_NameChengalpattu MGR / Kanchipuram 3.098e-01 9.642e-02
## AREA:Dist_NameChhatarpur -2.471e-01 7.814e-02
## AREA:Dist_NameChhindwara 2.979e-01 7.048e-02
## AREA:Dist_NameChickmagalur -4.081e-01 2.970e-01
## AREA:Dist_NameChitradurga 1.585e-03 6.153e-02
## AREA:Dist_NameChittoor -3.496e-01 8.435e-02
## AREA:Dist_NameChittorgarh -2.111e-01 8.144e-02
## AREA:Dist_NameChuru -6.445e-01 4.002e-02
## AREA:Dist_NameCoimbatore -5.919e-02 1.750e-01
## AREA:Dist_NameCooch Behar 1.499e-02 6.821e-02
## AREA:Dist_NameCuttack -2.398e-01 4.067e-02
## AREA:Dist_NameDakshina Kannada 4.143e-02 2.036e-01
## AREA:Dist_NameDamoh -3.263e-01 8.171e-02
## AREA:Dist_NameDangs 3.143e-01 6.427e-01
## AREA:Dist_NameDarbhanga -9.057e-02 1.055e-01
## AREA:Dist_NameDarjeeling -1.151e-01 4.606e-01
## AREA:Dist_NameDarrang -1.435e-01 5.748e-02
## AREA:Dist_NameDatia -7.758e-02 9.607e-02
## AREA:Dist_NameDehradun -1.683e+00 7.642e-01
## AREA:Dist_NameDeoria -1.075e-01 5.438e-02
## AREA:Dist_NameDewas -4.233e-01 4.483e-02
## AREA:Dist_NameDhanbad -1.832e-01 4.240e-01
## AREA:Dist_NameDhar -5.521e-02 7.451e-02
## AREA:Dist_NameDharwad -4.516e-01 5.444e-02
## AREA:Dist_NameDhenkanal -4.371e-01 8.605e-02
## AREA:Dist_NameDhule -5.668e-01 5.657e-02
## AREA:Dist_NameDibrugarh -2.114e-01 1.279e-01
## AREA:Dist_NameDungarpur -5.528e-01 2.132e-01
## AREA:Dist_NameDurg -2.968e-01 3.039e-02
## AREA:Dist_NameEast Godavari 4.022e-01 6.448e-02
## AREA:Dist_NameEranakulam 9.081e-01 3.233e+00
## AREA:Dist_NameEtah 1.095e-01 6.557e-02
## AREA:Dist_NameEtawah 1.970e-01 8.472e-02
## AREA:Dist_NameFaizabad 9.793e-02 6.786e-02
## AREA:Dist_NameFarrukhabad 6.715e-02 1.246e-01
## AREA:Dist_NameFatehpur -5.873e-02 9.578e-02
## AREA:Dist_NameFerozpur 4.776e-01 2.905e-02
## AREA:Dist_NameGanganagar -6.440e-02 3.368e-02
## AREA:Dist_NameGanjam -3.570e-01 5.860e-02
## AREA:Dist_NameGarhwal -1.218e+00 6.629e-01
## AREA:Dist_NameGaya 7.702e-02 4.364e-02
## AREA:Dist_NameGhazipur -6.141e-02 7.979e-02
## AREA:Dist_NameGoalpara -1.298e-01 4.635e-02
## AREA:Dist_NameGonda 5.699e-02 7.145e-02
## AREA:Dist_NameGorakhpur 2.156e-02 4.172e-02
## AREA:Dist_NameGulbarga / Kalaburagi -4.518e-01 4.448e-02
## AREA:Dist_NameGuna -3.465e-01 4.129e-02
## AREA:Dist_NameGuntur -1.185e-02 6.017e-02
## AREA:Dist_NameGurdaspur 1.907e-01 6.837e-02
## AREA:Dist_NameGurgaon 3.330e-01 7.259e-02
## AREA:Dist_NameGwalior 9.361e-02 1.216e-01
## AREA:Dist_NameHamirpur -3.414e-01 6.822e-02
## AREA:Dist_NameHardoi 1.139e-01 6.967e-02
## AREA:Dist_NameHassan 3.526e-02 1.390e-01
## AREA:Dist_NameHazaribagh -1.959e-01 8.034e-02
## AREA:Dist_NameHissar 3.464e-01 3.012e-02
## AREA:Dist_NameHooghly 1.580e-01 9.316e-02
## AREA:Dist_NameHoshangabad 3.173e-01 4.271e-02
## AREA:Dist_NameHoshiarpur 2.387e-01 1.192e-01
## AREA:Dist_NameHowrah 1.730e+00 2.237e+00
## AREA:Dist_NameHyderabad -2.857e-01 1.335e-01
## AREA:Dist_NameIndore -2.435e-01 7.963e-02
## AREA:Dist_NameJabalpur -1.103e-01 6.202e-02
## AREA:Dist_NameJaipur -2.754e-01 3.838e-02
## AREA:Dist_NameJaisalmer -5.466e-01 1.031e-01
## AREA:Dist_NameJalandhar 4.251e-01 6.140e-02
## AREA:Dist_NameJalaun -4.898e-02 1.111e-01
## AREA:Dist_NameJalgaon -5.323e-01 3.720e-02
## AREA:Dist_NameJalore -5.404e-01 6.704e-02
## AREA:Dist_NameJalpaiguri -1.032e-01 1.135e-01
## AREA:Dist_NameJamnagar -2.944e-01 5.156e-02
## AREA:Dist_NameJaunpur -4.018e-02 6.984e-02
## AREA:Dist_NameJhabua -1.383e-01 1.276e-01
## AREA:Dist_NameJhalawar -4.525e-01 5.940e-02
## AREA:Dist_NameJhansi -3.764e-01 4.193e-02
## AREA:Dist_NameJhunjhunu -3.505e-01 8.299e-02
## AREA:Dist_NameJind 3.453e-01 7.577e-02
## AREA:Dist_NameJodhpur -4.910e-01 4.070e-02
## AREA:Dist_NameJunagadh -2.678e-01 3.798e-02
## AREA:Dist_NameKadapa YSR -2.734e-01 1.471e-01
## AREA:Dist_NameKalahandi -4.909e-01 6.560e-02
## AREA:Dist_NameKamrup -5.895e-02 6.014e-02
## AREA:Dist_NameKangra -4.234e-01 1.157e-01
## AREA:Dist_NameKannur -1.119e+00 1.931e+00
## AREA:Dist_NameKanpur 1.039e-01 7.854e-02
## AREA:Dist_NameKanyakumari -1.467e-01 1.423e+00
## AREA:Dist_NameKapurthala 4.216e-01 1.465e-01
## AREA:Dist_NameKarbi Anglong -2.561e-01 1.109e-01
## AREA:Dist_NameKarimnagar 1.135e-01 4.756e-02
## AREA:Dist_NameKarnal 4.520e-01 3.676e-02
## AREA:Dist_NameKeonjhar -2.391e-01 7.653e-02
## AREA:Dist_NameKhammam -5.949e-02 8.844e-02
## AREA:Dist_NameKhandwa / East Nimar -3.485e-01 7.282e-02
## AREA:Dist_NameKhargone / West Nimar -2.071e-01 6.581e-02
## AREA:Dist_NameKheda -3.223e-02 7.329e-02
## AREA:Dist_NameKheri 5.101e-01 6.616e-02
## AREA:Dist_NameKinnaur 5.398e+00 1.692e+01
## AREA:Dist_NameKodagu / Coorg -8.669e-02 7.430e-01
## AREA:Dist_NameKolar -2.643e-01 1.240e-01
## AREA:Dist_NameKolhapur 5.693e-01 1.131e-01
## AREA:Dist_NameKollam 9.829e-01 3.705e+00
## AREA:Dist_NameKoraput -1.807e-01 4.060e-02
## AREA:Dist_NameKota -4.507e-02 5.267e-02
## AREA:Dist_NameKottayam 1.810e-01 9.143e-01
## AREA:Dist_NameKozhikode -1.763e+00 2.593e+00
## AREA:Dist_NameKrishna 7.248e-02 5.807e-02
## AREA:Dist_NameKullu -1.387e+00 7.158e-01
## AREA:Dist_NameKurnool -4.164e-01 5.261e-02
## AREA:Dist_NameKutch -2.010e-01 1.104e-01
## AREA:Dist_NameLahul & Spiti 1.845e+01 1.703e+01
## AREA:Dist_NameLakhimpur -2.308e-01 9.121e-02
## AREA:Dist_NameLucknow -2.467e-01 2.528e-01
## AREA:Dist_NameLudhiana 5.772e-01 5.421e-02
## AREA:Dist_NameMadurai 1.530e-01 1.712e-01
## AREA:Dist_NameMahabubnagar -4.790e-01 5.337e-02
## AREA:Dist_NameMahendragarh / Narnaul -8.443e-02 6.006e-02
## AREA:Dist_NameMainpuri 1.176e-01 7.566e-02
## AREA:Dist_NameMalappuram -1.030e+00 2.675e+00
## AREA:Dist_NameMalda 1.292e-01 8.432e-02
## AREA:Dist_NameMandi -8.023e-01 3.207e-01
## AREA:Dist_NameMandla -1.360e-01 6.906e-02
## AREA:Dist_NameMandsaur -4.579e-01 4.134e-02
## AREA:Dist_NameMandya -1.192e-01 1.929e-01
## AREA:Dist_NameMathura 1.309e-01 8.844e-02
## AREA:Dist_NameMayurbhanja -2.522e-01 5.072e-02
## AREA:Dist_NameMedak -2.762e-01 8.463e-02
## AREA:Dist_NameMeerut 1.120e+00 6.486e-02
## AREA:Dist_NameMehsana -1.528e-01 8.001e-02
## AREA:Dist_NameMidnapur 8.923e-02 2.914e-02
## AREA:Dist_NameMirzpur -1.424e-01 9.660e-02
## AREA:Dist_NameMoradabad 1.293e-01 5.124e-02
## AREA:Dist_NameMorena -6.277e-02 5.895e-02
## AREA:Dist_NameMungair -7.438e-03 6.513e-02
## AREA:Dist_NameMurshidabad 1.357e-01 4.421e-02
## AREA:Dist_NameMuzaffarnagar 1.518e-01 1.144e-01
## AREA:Dist_NameMuzaffarpur -2.886e-01 5.439e-02
## AREA:Dist_NameMysore -3.149e-01 9.409e-02
## AREA:Dist_NameNadia 1.381e-01 7.613e-02
## AREA:Dist_NameNagaon -1.907e-01 6.682e-01
## AREA:Dist_NameNagaur -5.478e-01 3.283e-02
## AREA:Dist_NameNagpur -5.075e-01 6.724e-02
## AREA:Dist_NameNainital 1.610e-01 1.178e-01
## AREA:Dist_NameNalgonda -2.877e-01 4.240e-02
## AREA:Dist_NameNanded -5.960e-01 4.773e-02
## AREA:Dist_NameNarsinghpur -2.995e-01 1.109e-01
## AREA:Dist_NameNasik -3.418e-02 7.679e-02
## AREA:Dist_NameNizamabad 8.374e-02 7.573e-02
## AREA:Dist_NameNorth Arcot / Vellore 1.234e-01 1.008e-01
## AREA:Dist_NameNorth Cachar Hil / Dima hasao -1.088e+00 1.324e+00
## AREA:Dist_NameOsmanabad -5.116e-01 3.498e-02
## AREA:Dist_NamePalakkad -5.233e-02 1.975e-01
## AREA:Dist_NamePalamau -3.716e-01 1.562e-01
## AREA:Dist_NamePali -6.065e-01 6.226e-02
## AREA:Dist_NamePanchmahal -3.748e-01 5.943e-02
## AREA:Dist_NamePanna -2.227e-01 1.465e-01
## AREA:Dist_NameParbhani -5.320e-01 4.017e-02
## AREA:Dist_NamePatiala 4.765e-01 4.189e-02
## AREA:Dist_NamePatna 3.621e-02 6.829e-02
## AREA:Dist_NamePhulbani ( Kandhamal ) -3.630e-01 1.510e-01
## AREA:Dist_NamePilibhit 3.015e-01 1.103e-01
## AREA:Dist_NamePithorgarh -7.343e-01 4.317e-01
## AREA:Dist_NamePratapgarh -1.596e-01 9.855e-02
## AREA:Dist_NamePune -5.065e-01 5.517e-02
## AREA:Dist_NamePuri -2.862e-01 4.758e-02
## AREA:Dist_NamePurnea -1.510e-01 4.632e-02
## AREA:Dist_NamePurulia -1.045e-01 5.604e-02
## AREA:Dist_NameRae-Bareily -2.666e-02 8.247e-02
## AREA:Dist_NameRaichur -1.656e-01 6.622e-02
## AREA:Dist_NameRaigad 1.422e-02 1.614e-01
## AREA:Dist_NameRaigarh -2.757e-01 4.653e-02
## AREA:Dist_NameRaipur -3.221e-01 2.907e-02
## AREA:Dist_NameRaisen 3.852e-03 8.028e-02
## AREA:Dist_NameRajgarh -4.883e-01 4.946e-02
## AREA:Dist_NameRajkot -3.586e-01 3.668e-02
## AREA:Dist_NameRamananthapuram -1.229e-01 7.128e-02
## AREA:Dist_NameRampur 4.734e-03 8.006e-02
## AREA:Dist_NameRanchi -2.161e-01 3.708e-02
## AREA:Dist_NameRatlam -3.127e-01 8.048e-02
## AREA:Dist_NameRatnagiri 6.266e-02 1.282e-01
## AREA:Dist_NameRewa -9.757e-02 7.450e-02
## AREA:Dist_NameRohtak 3.529e-01 5.153e-02
## AREA:Dist_NameRoopnagar / Ropar 3.072e-01 1.761e-01
## AREA:Dist_NameS.P.S. Nellore 3.806e-01 9.503e-02
## AREA:Dist_NameSabarkantha -2.501e-01 1.057e-01
## AREA:Dist_NameSagar -4.442e-01 4.645e-02
## AREA:Dist_NameSaharanpur 7.300e-01 7.018e-02
## AREA:Dist_NameSaharsa -2.249e-01 8.532e-02
## AREA:Dist_NameSalem -3.279e-01 9.659e-02
## AREA:Dist_NameSambalpur -2.474e-01 3.847e-02
## AREA:Dist_NameSangli -4.342e-01 7.571e-02
## AREA:Dist_NameSangrur 6.253e-01 3.560e-02
## AREA:Dist_NameSanthal Paragana / Dumka -4.541e-01 9.641e-02
## AREA:Dist_NameSaran -2.534e-01 6.216e-02
## AREA:Dist_NameSatara -4.580e-01 8.456e-02
## AREA:Dist_NameSatna -1.374e-01 8.012e-02
## AREA:Dist_NameSehore -3.164e-01 3.974e-02
## AREA:Dist_NameSeoni / Shivani -8.491e-02 8.173e-02
## AREA:Dist_NameShahabad (now part of Bhojpur district) 9.883e-02 3.556e-02
## AREA:Dist_NameShahdol -2.194e-01 7.208e-02
## AREA:Dist_NameShahjahanpur 1.194e-01 9.268e-02
## AREA:Dist_NameShajapur -2.926e-01 4.900e-02
## AREA:Dist_NameShimla -1.623e+00 1.350e+00
## AREA:Dist_NameShimoge 3.843e-03 1.406e-01
## AREA:Dist_NameShivpuri -4.029e-01 6.386e-02
## AREA:Dist_NameSibsagar -1.369e-01 5.010e-02
## AREA:Dist_NameSidhi -3.747e-01 1.438e-01
## AREA:Dist_NameSikar -4.118e-01 5.880e-02
## AREA:Dist_NameSinghbhum -3.594e-01 1.080e-01
## AREA:Dist_NameSirmaur -1.012e+00 5.724e-01
## AREA:Dist_NameSirohi -7.248e-01 3.749e-01
## AREA:Dist_NameSitapur 3.076e-01 6.617e-02
## AREA:Dist_NameSolan -1.219e+00 5.485e-01
## AREA:Dist_NameSolapur -5.871e-01 2.906e-02
## AREA:Dist_NameSouth Arcot / Cuddalore 3.228e-01 4.946e-02
## AREA:Dist_NameSrikakulam -2.341e-02 6.410e-02
## AREA:Dist_NameSultanpur -5.797e-04 6.824e-02
## AREA:Dist_NameSundargarh -3.020e-01 7.271e-02
## AREA:Dist_NameSurat 2.968e-01 1.174e-01
## AREA:Dist_NameSurendranagar -5.553e-01 6.284e-02
## AREA:Dist_NameSurguja -3.021e-01 5.114e-02
## AREA:Dist_NameSwami Madhopur -2.316e-01 5.365e-02
## AREA:Dist_NameTehri Garhwal -1.345e+00 7.786e-01
## AREA:Dist_NameThane -1.442e-01 1.328e-01
## AREA:Dist_NameThanjavur 3.472e-02 3.436e-02
## AREA:Dist_NameThe Nilgiris -2.957e+00 9.272e+01
## AREA:Dist_NameThirunelveli -2.633e-01 1.072e-01
## AREA:Dist_NameThiruvananthapuram -8.110e+00 1.094e+01
## AREA:Dist_NameThrissur -5.285e-01 1.210e+00
## AREA:Dist_NameTikamgarh -3.588e-01 1.055e-01
## AREA:Dist_NameTiruchirapalli / Trichy 4.442e-01 1.076e-01
## AREA:Dist_NameTonk -3.104e-01 7.583e-02
## AREA:Dist_NameTumkur -5.140e-01 1.387e-01
## AREA:Dist_NameUdaipur -3.299e-01 6.723e-02
## AREA:Dist_NameUjjain -3.901e-01 3.712e-02
## AREA:Dist_NameUnnao -1.116e-01 7.068e-02
## AREA:Dist_NameUttar Kashi -1.995e+00 1.348e+00
## AREA:Dist_NameUttara Kannada -3.539e-01 3.667e-01
## AREA:Dist_NameVadodara / Baroda -3.403e-01 1.051e-01
## AREA:Dist_NameValsad -4.853e-02 1.953e-01
## AREA:Dist_NameVaranasi -2.249e-02 6.446e-02
## AREA:Dist_NameVidisha -3.468e-01 4.254e-02
## AREA:Dist_NameVisakhapatnam -8.963e-02 1.005e-01
## AREA:Dist_NameWarangal -2.012e-01 5.055e-02
## AREA:Dist_NameWardha -4.768e-01 8.033e-02
## AREA:Dist_NameWest Dinajpur -1.590e-01 1.149e-01
## AREA:Dist_NameWest Godavari 4.288e-01 4.820e-02
## AREA:Dist_NameYeotmal -5.642e-01 4.054e-02
## t value Pr(>|t|)
## (Intercept) -0.500 0.617372
## AREA 31.203 < 2e-16 ***
## Dist_NameAdilabad 1.578 0.114686
## Dist_NameAgra 0.567 0.570607
## Dist_NameAhmedabad 0.929 0.352968
## Dist_NameAhmednagar 2.669 0.007625 **
## Dist_NameAjmer 0.644 0.519784
## Dist_NameAkola 0.641 0.521459
## Dist_NameAlappuzha 0.126 0.899778
## Dist_NameAligarh -0.386 0.699666
## Dist_NameAllahabad -0.090 0.928402
## Dist_NameAlmorah 1.340 0.180391
## Dist_NameAlwar 0.268 0.788789
## Dist_NameAmarawati 0.431 0.666263
## Dist_NameAmbala 1.196 0.231797
## Dist_NameAmreli 1.277 0.201604
## Dist_NameAmritsar 0.354 0.723198
## Dist_NameAnanthapur 0.741 0.458533
## Dist_NameAurangabad 2.687 0.007215 **
## Dist_NameAzamgarh 0.753 0.451655
## Dist_NameBahraich 0.629 0.529468
## Dist_NameBalaghat 0.228 0.819829
## Dist_NameBalasore -0.035 0.972025
## Dist_NameBallia 0.397 0.691403
## Dist_NameBanaskantha 0.647 0.517808
## Dist_NameBanda -0.385 0.700004
## Dist_NameBangalore 0.567 0.570773
## Dist_NameBankura 0.220 0.826166
## Dist_NameBanswara 1.073 0.283399
## Dist_NameBarabanki 0.429 0.667790
## Dist_NameBareilly 1.462 0.143897
## Dist_NameBarmer 0.793 0.428006
## Dist_NameBastar 0.221 0.824935
## Dist_NameBasti 0.672 0.501592
## Dist_NameBeed 1.032 0.301977
## Dist_NameBelgaum -2.866 0.004167 **
## Dist_NameBellary -0.351 0.725868
## Dist_NameBetul 1.556 0.119796
## Dist_NameBhagalpur 0.576 0.564479
## Dist_NameBhandara 0.035 0.971870
## Dist_NameBharatpur 0.374 0.708043
## Dist_NameBharuch 0.940 0.347384
## Dist_NameBhatinda -1.601 0.109450
## Dist_NameBhavnagar 1.297 0.194518
## Dist_NameBhilwara 0.801 0.423329
## Dist_NameBhind 0.837 0.402853
## Dist_NameBidar 0.517 0.604857
## Dist_NameBijapur / Vijayapura 1.575 0.115286
## Dist_NameBijnor -0.985 0.324518
## Dist_NameBikaner 2.078 0.037696 *
## Dist_NameBilashpur 1.133 0.257054
## Dist_NameBilaspur 0.133 0.894418
## Dist_NameBirbhum -0.321 0.748045
## Dist_NameBolangir 0.528 0.597664
## Dist_NameBombay -0.245 0.806289
## Dist_NameBudaun 0.016 0.987298
## Dist_NameBuland Shahar 1.397 0.162519
## Dist_NameBuldhana -0.359 0.719560
## Dist_NameBundi 0.726 0.468143
## Dist_NameBurdwan -0.043 0.966069
## Dist_NameCachar 0.866 0.386416
## Dist_NameChamba 1.002 0.316277
## Dist_NameChamoli 1.300 0.193487
## Dist_NameChamparan 2.352 0.018693 *
## Dist_NameChandrapur 0.029 0.977079
## Dist_NameChengalpattu MGR / Kanchipuram 0.756 0.449631
## Dist_NameChhatarpur 0.039 0.968883
## Dist_NameChhindwara -1.164 0.244477
## Dist_NameChickmagalur 1.142 0.253581
## Dist_NameChitradurga 0.069 0.945066
## Dist_NameChittoor 1.880 0.060109 .
## Dist_NameChittorgarh 0.969 0.332751
## Dist_NameChuru 2.199 0.027920 *
## Dist_NameCoimbatore 1.012 0.311650
## Dist_NameCooch Behar 0.120 0.904115
## Dist_NameCuttack -0.262 0.792954
## Dist_NameDakshina Kannada 0.083 0.933760
## Dist_NameDamoh 0.664 0.506396
## Dist_NameDangs -0.482 0.629953
## Dist_NameDarbhanga 0.688 0.491348
## Dist_NameDarjeeling 0.170 0.864912
## Dist_NameDarrang -0.138 0.890154
## Dist_NameDatia -0.149 0.881325
## Dist_NameDehradun 1.318 0.187641
## Dist_NameDeoria 1.937 0.052746 .
## Dist_NameDewas 1.579 0.114400
## Dist_NameDhanbad 0.407 0.684218
## Dist_NameDhar 0.065 0.948283
## Dist_NameDharwad 0.105 0.916135
## Dist_NameDhenkanal 0.356 0.722150
## Dist_NameDhule 1.761 0.078310 .
## Dist_NameDibrugarh 0.227 0.820155
## Dist_NameDungarpur 0.807 0.419872
## Dist_NameDurg -0.527 0.598187
## Dist_NameEast Godavari 1.075 0.282189
## Dist_NameEranakulam -0.250 0.802969
## Dist_NameEtah 0.062 0.950569
## Dist_NameEtawah -0.109 0.912951
## Dist_NameFaizabad 0.671 0.502536
## Dist_NameFarrukhabad 0.484 0.628196
## Dist_NameFatehpur 0.043 0.965690
## Dist_NameFerozpur -0.164 0.869520
## Dist_NameGanganagar -1.810 0.070283 .
## Dist_NameGanjam 0.708 0.479077
## Dist_NameGarhwal 1.344 0.178939
## Dist_NameGaya -0.439 0.660407
## Dist_NameGhazipur 0.521 0.602147
## Dist_NameGoalpara -0.441 0.659100
## Dist_NameGonda 0.707 0.479632
## Dist_NameGorakhpur 0.646 0.518047
## Dist_NameGulbarga / Kalaburagi 0.576 0.564645
## Dist_NameGuna 0.792 0.428289
## Dist_NameGuntur 0.894 0.371419
## Dist_NameGurdaspur 1.022 0.306747
## Dist_NameGurgaon -0.157 0.875458
## Dist_NameGwalior 0.022 0.982667
## Dist_NameHamirpur 0.079 0.937285
## Dist_NameHardoi 0.156 0.876397
## Dist_NameHassan 0.910 0.362953
## Dist_NameHazaribagh 0.391 0.695890
## Dist_NameHissar -5.354 8.82e-08 ***
## Dist_NameHooghly -0.501 0.616424
## Dist_NameHoshangabad -1.426 0.153928
## Dist_NameHoshiarpur 0.824 0.410090
## Dist_NameHowrah -0.577 0.563868
## Dist_NameHyderabad 0.900 0.368188
## Dist_NameIndore 1.433 0.151861
## Dist_NameJabalpur -0.129 0.897299
## Dist_NameJaipur 0.746 0.455838
## Dist_NameJaisalmer 1.088 0.276660
## Dist_NameJalandhar 0.751 0.452579
## Dist_NameJalaun 0.299 0.764590
## Dist_NameJalgaon 2.558 0.010543 *
## Dist_NameJalore 1.278 0.201183
## Dist_NameJalpaiguri 0.232 0.816895
## Dist_NameJamnagar 0.424 0.671604
## Dist_NameJaunpur 0.582 0.560844
## Dist_NameJhabua 0.309 0.757597
## Dist_NameJhalawar 1.413 0.157649
## Dist_NameJhansi 0.256 0.798265
## Dist_NameJhunjhunu 1.418 0.156291
## Dist_NameJind -0.828 0.407591
## Dist_NameJodhpur 1.344 0.178927
## Dist_NameJunagadh 0.773 0.439467
## Dist_NameKadapa YSR 0.592 0.554102
## Dist_NameKalahandi 1.092 0.274688
## Dist_NameKamrup -0.446 0.655667
## Dist_NameKangra 0.962 0.335941
## Dist_NameKannur 0.983 0.325766
## Dist_NameKanpur -0.141 0.887606
## Dist_NameKanyakumari 0.838 0.402057
## Dist_NameKapurthala -0.027 0.978404
## Dist_NameKarbi Anglong 0.553 0.580326
## Dist_NameKarimnagar 0.372 0.709913
## Dist_NameKarnal 1.654 0.098227 .
## Dist_NameKeonjhar 0.276 0.782930
## Dist_NameKhammam 1.109 0.267538
## Dist_NameKhandwa / East Nimar 0.985 0.324872
## Dist_NameKhargone / West Nimar 0.926 0.354267
## Dist_NameKheda 0.910 0.363083
## Dist_NameKheri -0.539 0.589695
## Dist_NameKinnaur -0.320 0.748685
## Dist_NameKodagu / Coorg 0.196 0.844420
## Dist_NameKolar 1.111 0.266426
## Dist_NameKolhapur -1.218 0.223099
## Dist_NameKollam -0.178 0.858950
## Dist_NameKoraput -0.011 0.990898
## Dist_NameKota -0.398 0.690299
## Dist_NameKottayam -0.031 0.975379
## Dist_NameKozhikode 1.219 0.222790
## Dist_NameKrishna 1.427 0.153484
## Dist_NameKullu 1.241 0.214681
## Dist_NameKurnool 1.569 0.116586
## Dist_NameKutch 0.334 0.738456
## Dist_NameLahul & Spiti -0.435 0.663346
## Dist_NameLakhimpur -0.091 0.927567
## Dist_NameLucknow 0.766 0.443817
## Dist_NameLudhiana 0.133 0.893935
## Dist_NameMadurai 0.678 0.497955
## Dist_NameMahabubnagar 1.105 0.269316
## Dist_NameMahendragarh / Narnaul 1.026 0.304916
## Dist_NameMainpuri 0.330 0.741368
## Dist_NameMalappuram 0.747 0.455176
## Dist_NameMalda 0.030 0.976166
## Dist_NameMandi 1.467 0.142294
## Dist_NameMandla -0.377 0.706478
## Dist_NameMandsaur 2.245 0.024817 *
## Dist_NameMandya 1.102 0.270529
## Dist_NameMathura 0.601 0.547766
## Dist_NameMayurbhanja 0.720 0.471518
## Dist_NameMedak 0.380 0.703883
## Dist_NameMeerut -1.200 0.230132
## Dist_NameMehsana 0.587 0.556937
## Dist_NameMidnapur -0.885 0.376080
## Dist_NameMirzpur 0.078 0.937907
## Dist_NameMoradabad 0.345 0.730003
## Dist_NameMorena -0.003 0.997616
## Dist_NameMungair 0.704 0.481660
## Dist_NameMurshidabad -1.096 0.272920
## Dist_NameMuzaffarnagar 0.747 0.454803
## Dist_NameMuzaffarpur 1.146 0.251623
## Dist_NameMysore 1.007 0.313805
## Dist_NameNadia -0.618 0.536314
## Dist_NameNagaon 0.329 0.742288
## Dist_NameNagaur 1.334 0.182345
## Dist_NameNagpur 0.916 0.359856
## Dist_NameNainital 0.704 0.481225
## Dist_NameNalgonda 0.095 0.924211
## Dist_NameNanded 1.071 0.284274
## Dist_NameNarsinghpur 0.508 0.611241
## Dist_NameNasik 0.087 0.930309
## Dist_NameNizamabad 0.128 0.897994
## Dist_NameNorth Arcot / Vellore 0.673 0.500757
## Dist_NameNorth Cachar Hil / Dima hasao 1.111 0.266554
## Dist_NameOsmanabad 0.703 0.481879
## Dist_NamePalakkad 0.625 0.532269
## Dist_NamePalamau 0.420 0.674358
## Dist_NamePali 1.598 0.110151
## Dist_NamePanchmahal 0.794 0.427023
## Dist_NamePanna 0.315 0.752894
## Dist_NameParbhani 0.417 0.676348
## Dist_NamePatiala 0.961 0.336545
## Dist_NamePatna 0.109 0.913497
## Dist_NamePhulbani ( Kandhamal ) 0.689 0.490790
## Dist_NamePilibhit 1.225 0.220538
## Dist_NamePithorgarh 0.827 0.408074
## Dist_NamePratapgarh 0.459 0.646156
## Dist_NamePune 3.602 0.000317 ***
## Dist_NamePuri 0.001 0.999554
## Dist_NamePurnea 1.118 0.263402
## Dist_NamePurulia 0.607 0.543561
## Dist_NameRae-Bareily 0.250 0.802845
## Dist_NameRaichur -1.155 0.248091
## Dist_NameRaigad 0.305 0.760402
## Dist_NameRaigarh 0.286 0.774636
## Dist_NameRaipur 0.696 0.486434
## Dist_NameRaisen -1.466 0.142752
## Dist_NameRajgarh 1.471 0.141253
## Dist_NameRajkot 0.887 0.375061
## Dist_NameRamananthapuram 0.983 0.325656
## Dist_NameRampur 0.850 0.395506
## Dist_NameRanchi 0.238 0.811773
## Dist_NameRatlam 1.096 0.272955
## Dist_NameRatnagiri 0.503 0.614830
## Dist_NameRewa -0.110 0.912248
## Dist_NameRohtak -1.890 0.058784 .
## Dist_NameRoopnagar / Ropar 0.448 0.654082
## Dist_NameS.P.S. Nellore -0.215 0.830033
## Dist_NameSabarkantha 1.134 0.256755
## Dist_NameSagar 0.925 0.355211
## Dist_NameSaharanpur -0.622 0.533717
## Dist_NameSaharsa 0.534 0.593028
## Dist_NameSalem 2.964 0.003044 **
## Dist_NameSambalpur -0.265 0.791204
## Dist_NameSangli 2.431 0.015095 *
## Dist_NameSangrur 0.391 0.696028
## Dist_NameSanthal Paragana / Dumka 0.835 0.403557
## Dist_NameSaran 1.358 0.174548
## Dist_NameSatara 1.916 0.055415 .
## Dist_NameSatna -0.025 0.980371
## Dist_NameSehore 0.963 0.335467
## Dist_NameSeoni / Shivani -0.028 0.977269
## Dist_NameShahabad (now part of Bhojpur district) 0.024 0.980948
## Dist_NameShahdol 0.199 0.841954
## Dist_NameShahjahanpur 0.977 0.328839
## Dist_NameShajapur 1.242 0.214204
## Dist_NameShimla 1.245 0.213048
## Dist_NameShimoge 0.791 0.429108
## Dist_NameShivpuri 0.759 0.447912
## Dist_NameSibsagar -0.413 0.679801
## Dist_NameSidhi 0.984 0.324918
## Dist_NameSikar 1.076 0.281864
## Dist_NameSinghbhum 0.682 0.495140
## Dist_NameSirmaur 0.870 0.384326
## Dist_NameSirohi 1.191 0.233646
## Dist_NameSitapur 0.596 0.551047
## Dist_NameSolan 1.555 0.119880
## Dist_NameSolapur 3.603 0.000316 ***
## Dist_NameSouth Arcot / Cuddalore 1.787 0.073988 .
## Dist_NameSrikakulam 0.829 0.407214
## Dist_NameSultanpur 0.235 0.814362
## Dist_NameSundargarh 0.290 0.771976
## Dist_NameSurat 0.227 0.820259
## Dist_NameSurendranagar 1.279 0.200894
## Dist_NameSurguja 0.014 0.989051
## Dist_NameSwami Madhopur 0.871 0.383520
## Dist_NameTehri Garhwal 1.014 0.310656
## Dist_NameThane 0.072 0.942261
## Dist_NameThanjavur 0.337 0.736020
## Dist_NameThe Nilgiris 0.148 0.882134
## Dist_NameThirunelveli 1.220 0.222625
## Dist_NameThiruvananthapuram 1.290 0.197225
## Dist_NameThrissur 0.774 0.439179
## Dist_NameTikamgarh 0.341 0.733122
## Dist_NameTiruchirapalli / Trichy -0.313 0.754286
## Dist_NameTonk 0.553 0.580302
## Dist_NameTumkur 0.989 0.322484
## Dist_NameUdaipur 1.291 0.196585
## Dist_NameUjjain 1.995 0.046110 *
## Dist_NameUnnao 0.206 0.836776
## Dist_NameUttar Kashi 0.986 0.324288
## Dist_NameUttara Kannada 1.268 0.204995
## Dist_NameVadodara / Baroda 0.796 0.426052
## Dist_NameValsad 0.663 0.507291
## Dist_NameVaranasi 0.473 0.635891
## Dist_NameVidisha 0.304 0.760972
## Dist_NameVisakhapatnam 1.469 0.141829
## Dist_NameWarangal 1.507 0.131955
## Dist_NameWardha 0.281 0.778584
## Dist_NameWest Dinajpur 0.740 0.459146
## Dist_NameWest Godavari 2.606 0.009173 **
## Dist_NameYeotmal 0.721 0.470646
## CropCASTOR -0.849 0.395999
## CropCHICKPEA -3.408 0.000658 ***
## CropCOTTON -14.092 < 2e-16 ***
## CropFINGER_MILLET -1.519 0.128888
## CropGROUNDNUT -0.629 0.529375
## CropKHARIF_SORGHUM -1.988 0.046832 *
## CropLINSEED -0.524 0.600586
## CropMAIZE 4.614 4.01e-06 ***
## CropMINOR_PULSES -9.409 < 2e-16 ***
## CropOILSEEDS -5.997 2.10e-09 ***
## CropPEARL_MILLET -3.197 0.001395 **
## CropPIGEONPEA -2.409 0.016009 *
## CropRABI_SORGHUM -2.619 0.008841 **
## CropRAPESEED_AND_MUSTARD -3.771 0.000164 ***
## CropRICE -0.057 0.954510
## CropSAFFLOWER -0.783 0.433402
## CropSESAMUM -2.660 0.007831 **
## CropSORGHUM -2.796 0.005179 **
## CropSOYABEAN -5.600 2.21e-08 ***
## CropSUGARCANE 11.494 < 2e-16 ***
## CropSUNFLOWER -1.158 0.246892
## CropWHEAT 13.060 < 2e-16 ***
## AREA:Dist_NameAdilabad -9.901 < 2e-16 ***
## AREA:Dist_NameAgra 0.599 0.549461
## AREA:Dist_NameAhmedabad -2.789 0.005293 **
## AREA:Dist_NameAhmednagar -15.697 < 2e-16 ***
## AREA:Dist_NameAjmer -5.505 3.80e-08 ***
## AREA:Dist_NameAkola -13.466 < 2e-16 ***
## AREA:Dist_NameAlappuzha 0.087 0.931063
## AREA:Dist_NameAligarh 3.536 0.000408 ***
## AREA:Dist_NameAllahabad 1.368 0.171451
## AREA:Dist_NameAlmorah -2.774 0.005551 **
## AREA:Dist_NameAlwar -2.206 0.027424 *
## AREA:Dist_NameAmarawati -9.618 < 2e-16 ***
## AREA:Dist_NameAmbala 4.301 1.72e-05 ***
## AREA:Dist_NameAmreli -9.804 < 2e-16 ***
## AREA:Dist_NameAmritsar 8.377 < 2e-16 ***
## AREA:Dist_NameAnanthapur -15.468 < 2e-16 ***
## AREA:Dist_NameAurangabad -19.303 < 2e-16 ***
## AREA:Dist_NameAzamgarh -0.630 0.528910
## AREA:Dist_NameBahraich -0.449 0.653340
## AREA:Dist_NameBalaghat -3.424 0.000620 ***
## AREA:Dist_NameBalasore -0.958 0.338284
## AREA:Dist_NameBallia -0.743 0.457572
## AREA:Dist_NameBanaskantha -1.784 0.074528 .
## AREA:Dist_NameBanda -2.836 0.004585 **
## AREA:Dist_NameBangalore -1.734 0.082868 .
## AREA:Dist_NameBankura 0.562 0.574067
## AREA:Dist_NameBanswara -3.572 0.000356 ***
## AREA:Dist_NameBarabanki 0.727 0.467537
## AREA:Dist_NameBareilly 2.682 0.007338 **
## AREA:Dist_NameBarmer -22.087 < 2e-16 ***
## AREA:Dist_NameBastar -8.447 < 2e-16 ***
## AREA:Dist_NameBasti -1.055 0.291428
## AREA:Dist_NameBeed -16.678 < 2e-16 ***
## AREA:Dist_NameBelgaum 7.252 4.50e-13 ***
## AREA:Dist_NameBellary 0.399 0.690087
## AREA:Dist_NameBetul -7.486 7.84e-14 ***
## AREA:Dist_NameBhagalpur 0.723 0.469955
## AREA:Dist_NameBhandara -5.033 4.93e-07 ***
## AREA:Dist_NameBharatpur -0.310 0.756601
## AREA:Dist_NameBharuch -3.940 8.21e-05 ***
## AREA:Dist_NameBhatinda 11.798 < 2e-16 ***
## AREA:Dist_NameBhavnagar -7.937 2.34e-15 ***
## AREA:Dist_NameBhilwara -3.948 7.95e-05 ***
## AREA:Dist_NameBhind -1.726 0.084366 .
## AREA:Dist_NameBidar -2.906 0.003669 **
## AREA:Dist_NameBijapur / Vijayapura -14.312 < 2e-16 ***
## AREA:Dist_NameBijnor 6.768 1.40e-11 ***
## AREA:Dist_NameBikaner -9.741 < 2e-16 ***
## AREA:Dist_NameBilashpur -1.474 0.140515
## AREA:Dist_NameBilaspur -6.345 2.35e-10 ***
## AREA:Dist_NameBirbhum 3.589 0.000334 ***
## AREA:Dist_NameBolangir -3.939 8.24e-05 ***
## AREA:Dist_NameBombay NA NA
## AREA:Dist_NameBudaun 0.956 0.338956
## AREA:Dist_NameBuland Shahar 3.394 0.000693 ***
## AREA:Dist_NameBuldhana -6.420 1.44e-10 ***
## AREA:Dist_NameBundi -2.103 0.035518 *
## AREA:Dist_NameBurdwan 4.056 5.05e-05 ***
## AREA:Dist_NameCachar -3.200 0.001378 **
## AREA:Dist_NameChamba -1.592 0.111451
## AREA:Dist_NameChamoli -1.933 0.053303 .
## AREA:Dist_NameChamparan -5.373 7.97e-08 ***
## AREA:Dist_NameChandrapur -6.513 7.79e-11 ***
## AREA:Dist_NameChengalpattu MGR / Kanchipuram 3.213 0.001317 **
## AREA:Dist_NameChhatarpur -3.163 0.001569 **
## AREA:Dist_NameChhindwara 4.227 2.39e-05 ***
## AREA:Dist_NameChickmagalur -1.374 0.169383
## AREA:Dist_NameChitradurga 0.026 0.979455
## AREA:Dist_NameChittoor -4.145 3.44e-05 ***
## AREA:Dist_NameChittorgarh -2.592 0.009566 **
## AREA:Dist_NameChuru -16.105 < 2e-16 ***
## AREA:Dist_NameCoimbatore -0.338 0.735208
## AREA:Dist_NameCooch Behar 0.220 0.826028
## AREA:Dist_NameCuttack -5.897 3.85e-09 ***
## AREA:Dist_NameDakshina Kannada 0.204 0.838709
## AREA:Dist_NameDamoh -3.993 6.58e-05 ***
## AREA:Dist_NameDangs 0.489 0.624819
## AREA:Dist_NameDarbhanga -0.859 0.390555
## AREA:Dist_NameDarjeeling -0.250 0.802740
## AREA:Dist_NameDarrang -2.496 0.012576 *
## AREA:Dist_NameDatia -0.807 0.419409
## AREA:Dist_NameDehradun -2.202 0.027705 *
## AREA:Dist_NameDeoria -1.978 0.048004 *
## AREA:Dist_NameDewas -9.442 < 2e-16 ***
## AREA:Dist_NameDhanbad -0.432 0.665643
## AREA:Dist_NameDhar -0.741 0.458734
## AREA:Dist_NameDharwad -8.296 < 2e-16 ***
## AREA:Dist_NameDhenkanal -5.080 3.86e-07 ***
## AREA:Dist_NameDhule -10.019 < 2e-16 ***
## AREA:Dist_NameDibrugarh -1.654 0.098258 .
## AREA:Dist_NameDungarpur -2.593 0.009539 **
## AREA:Dist_NameDurg -9.764 < 2e-16 ***
## AREA:Dist_NameEast Godavari 6.238 4.66e-10 ***
## AREA:Dist_NameEranakulam 0.281 0.778820
## AREA:Dist_NameEtah 1.671 0.094834 .
## AREA:Dist_NameEtawah 2.326 0.020064 *
## AREA:Dist_NameFaizabad 1.443 0.148997
## AREA:Dist_NameFarrukhabad 0.539 0.589852
## AREA:Dist_NameFatehpur -0.613 0.539761
## AREA:Dist_NameFerozpur 16.440 < 2e-16 ***
## AREA:Dist_NameGanganagar -1.912 0.055905 .
## AREA:Dist_NameGanjam -6.092 1.17e-09 ***
## AREA:Dist_NameGarhwal -1.838 0.066084 .
## AREA:Dist_NameGaya 1.765 0.077614 .
## AREA:Dist_NameGhazipur -0.770 0.441473
## AREA:Dist_NameGoalpara -2.799 0.005131 **
## AREA:Dist_NameGonda 0.798 0.425086
## AREA:Dist_NameGorakhpur 0.517 0.605242
## AREA:Dist_NameGulbarga / Kalaburagi -10.156 < 2e-16 ***
## AREA:Dist_NameGuna -8.392 < 2e-16 ***
## AREA:Dist_NameGuntur -0.197 0.843927
## AREA:Dist_NameGurdaspur 2.789 0.005297 **
## AREA:Dist_NameGurgaon 4.588 4.55e-06 ***
## AREA:Dist_NameGwalior 0.770 0.441514
## AREA:Dist_NameHamirpur -5.004 5.72e-07 ***
## AREA:Dist_NameHardoi 1.635 0.102016
## AREA:Dist_NameHassan 0.254 0.799789
## AREA:Dist_NameHazaribagh -2.439 0.014761 *
## AREA:Dist_NameHissar 11.499 < 2e-16 ***
## AREA:Dist_NameHooghly 1.696 0.089895 .
## AREA:Dist_NameHoshangabad 7.430 1.20e-13 ***
## AREA:Dist_NameHoshiarpur 2.002 0.045295 *
## AREA:Dist_NameHowrah 0.773 0.439344
## AREA:Dist_NameHyderabad -2.141 0.032312 *
## AREA:Dist_NameIndore -3.058 0.002236 **
## AREA:Dist_NameJabalpur -1.778 0.075362 .
## AREA:Dist_NameJaipur -7.177 7.73e-13 ***
## AREA:Dist_NameJaisalmer -5.302 1.18e-07 ***
## AREA:Dist_NameJalandhar 6.923 4.74e-12 ***
## AREA:Dist_NameJalaun -0.441 0.659228
## AREA:Dist_NameJalgaon -14.309 < 2e-16 ***
## AREA:Dist_NameJalore -8.061 8.67e-16 ***
## AREA:Dist_NameJalpaiguri -0.910 0.363087
## AREA:Dist_NameJamnagar -5.709 1.17e-08 ***
## AREA:Dist_NameJaunpur -0.575 0.565100
## AREA:Dist_NameJhabua -1.083 0.278675
## AREA:Dist_NameJhalawar -7.619 2.85e-14 ***
## AREA:Dist_NameJhansi -8.977 < 2e-16 ***
## AREA:Dist_NameJhunjhunu -4.223 2.43e-05 ***
## AREA:Dist_NameJind 4.557 5.28e-06 ***
## AREA:Dist_NameJodhpur -12.063 < 2e-16 ***
## AREA:Dist_NameJunagadh -7.051 1.91e-12 ***
## AREA:Dist_NameKadapa YSR -1.858 0.063171 .
## AREA:Dist_NameKalahandi -7.483 8.03e-14 ***
## AREA:Dist_NameKamrup -0.980 0.326954
## AREA:Dist_NameKangra -3.660 0.000254 ***
## AREA:Dist_NameKannur -0.579 0.562419
## AREA:Dist_NameKanpur 1.323 0.185866
## AREA:Dist_NameKanyakumari -0.103 0.917896
## AREA:Dist_NameKapurthala 2.878 0.004009 **
## AREA:Dist_NameKarbi Anglong -2.310 0.020938 *
## AREA:Dist_NameKarimnagar 2.386 0.017070 *
## AREA:Dist_NameKarnal 12.295 < 2e-16 ***
## AREA:Dist_NameKeonjhar -3.125 0.001787 **
## AREA:Dist_NameKhammam -0.673 0.501175
## AREA:Dist_NameKhandwa / East Nimar -4.785 1.74e-06 ***
## AREA:Dist_NameKhargone / West Nimar -3.147 0.001655 **
## AREA:Dist_NameKheda -0.440 0.660072
## AREA:Dist_NameKheri 7.711 1.40e-14 ***
## AREA:Dist_NameKinnaur 0.319 0.749719
## AREA:Dist_NameKodagu / Coorg -0.117 0.907116
## AREA:Dist_NameKolar -2.132 0.033070 *
## AREA:Dist_NameKolhapur 5.035 4.89e-07 ***
## AREA:Dist_NameKollam 0.265 0.790771
## AREA:Dist_NameKoraput -4.451 8.66e-06 ***
## AREA:Dist_NameKota -0.856 0.392256
## AREA:Dist_NameKottayam 0.198 0.843066
## AREA:Dist_NameKozhikode -0.680 0.496601
## AREA:Dist_NameKrishna 1.248 0.212056
## AREA:Dist_NameKullu -1.938 0.052675 .
## AREA:Dist_NameKurnool -7.914 2.81e-15 ***
## AREA:Dist_NameKutch -1.821 0.068703 .
## AREA:Dist_NameLahul & Spiti 1.083 0.278938
## AREA:Dist_NameLakhimpur -2.531 0.011408 *
## AREA:Dist_NameLucknow -0.976 0.329214
## AREA:Dist_NameLudhiana 10.648 < 2e-16 ***
## AREA:Dist_NameMadurai 0.894 0.371553
## AREA:Dist_NameMahabubnagar -8.975 < 2e-16 ***
## AREA:Dist_NameMahendragarh / Narnaul -1.406 0.159831
## AREA:Dist_NameMainpuri 1.554 0.120195
## AREA:Dist_NameMalappuram -0.385 0.700053
## AREA:Dist_NameMalda 1.533 0.125391
## AREA:Dist_NameMandi -2.502 0.012375 *
## AREA:Dist_NameMandla -1.969 0.048977 *
## AREA:Dist_NameMandsaur -11.076 < 2e-16 ***
## AREA:Dist_NameMandya -0.618 0.536867
## AREA:Dist_NameMathura 1.480 0.138785
## AREA:Dist_NameMayurbhanja -4.973 6.74e-07 ***
## AREA:Dist_NameMedak -3.263 0.001106 **
## AREA:Dist_NameMeerut 17.271 < 2e-16 ***
## AREA:Dist_NameMehsana -1.909 0.056239 .
## AREA:Dist_NameMidnapur 3.062 0.002207 **
## AREA:Dist_NameMirzpur -1.474 0.140554
## AREA:Dist_NameMoradabad 2.523 0.011646 *
## AREA:Dist_NameMorena -1.065 0.286988
## AREA:Dist_NameMungair -0.114 0.909092
## AREA:Dist_NameMurshidabad 3.070 0.002146 **
## AREA:Dist_NameMuzaffarnagar 1.327 0.184529
## AREA:Dist_NameMuzaffarpur -5.305 1.15e-07 ***
## AREA:Dist_NameMysore -3.347 0.000820 ***
## AREA:Dist_NameNadia 1.814 0.069779 .
## AREA:Dist_NameNagaon -0.285 0.775348
## AREA:Dist_NameNagaur -16.686 < 2e-16 ***
## AREA:Dist_NameNagpur -7.547 4.93e-14 ***
## AREA:Dist_NameNainital 1.367 0.171615
## AREA:Dist_NameNalgonda -6.784 1.25e-11 ***
## AREA:Dist_NameNanded -12.487 < 2e-16 ***
## AREA:Dist_NameNarsinghpur -2.700 0.006940 **
## AREA:Dist_NameNasik -0.445 0.656267
## AREA:Dist_NameNizamabad 1.106 0.268840
## AREA:Dist_NameNorth Arcot / Vellore 1.224 0.220889
## AREA:Dist_NameNorth Cachar Hil / Dima hasao -0.822 0.411192
## AREA:Dist_NameOsmanabad -14.627 < 2e-16 ***
## AREA:Dist_NamePalakkad -0.265 0.790991
## AREA:Dist_NamePalamau -2.379 0.017393 *
## AREA:Dist_NamePali -9.740 < 2e-16 ***
## AREA:Dist_NamePanchmahal -6.306 3.01e-10 ***
## AREA:Dist_NamePanna -1.520 0.128425
## AREA:Dist_NameParbhani -13.246 < 2e-16 ***
## AREA:Dist_NamePatiala 11.375 < 2e-16 ***
## AREA:Dist_NamePatna 0.530 0.596028
## AREA:Dist_NamePhulbani ( Kandhamal ) -2.404 0.016261 *
## AREA:Dist_NamePilibhit 2.733 0.006284 **
## AREA:Dist_NamePithorgarh -1.701 0.088974 .
## AREA:Dist_NamePratapgarh -1.619 0.105467
## AREA:Dist_NamePune -9.181 < 2e-16 ***
## AREA:Dist_NamePuri -6.016 1.86e-09 ***
## AREA:Dist_NamePurnea -3.260 0.001120 **
## AREA:Dist_NamePurulia -1.864 0.062334 .
## AREA:Dist_NameRae-Bareily -0.323 0.746489
## AREA:Dist_NameRaichur -2.500 0.012427 *
## AREA:Dist_NameRaigad 0.088 0.929821
## AREA:Dist_NameRaigarh -5.924 3.27e-09 ***
## AREA:Dist_NameRaipur -11.079 < 2e-16 ***
## AREA:Dist_NameRaisen 0.048 0.961732
## AREA:Dist_NameRajgarh -9.873 < 2e-16 ***
## AREA:Dist_NameRajkot -9.775 < 2e-16 ***
## AREA:Dist_NameRamananthapuram -1.724 0.084813 .
## AREA:Dist_NameRampur 0.059 0.952846
## AREA:Dist_NameRanchi -5.830 5.76e-09 ***
## AREA:Dist_NameRatlam -3.886 0.000103 ***
## AREA:Dist_NameRatnagiri 0.489 0.625161
## AREA:Dist_NameRewa -1.310 0.190337
## AREA:Dist_NameRohtak 6.848 8.01e-12 ***
## AREA:Dist_NameRoopnagar / Ropar 1.744 0.081194 .
## AREA:Dist_NameS.P.S. Nellore 4.005 6.25e-05 ***
## AREA:Dist_NameSabarkantha -2.367 0.017955 *
## AREA:Dist_NameSagar -9.562 < 2e-16 ***
## AREA:Dist_NameSaharanpur 10.401 < 2e-16 ***
## AREA:Dist_NameSaharsa -2.636 0.008397 **
## AREA:Dist_NameSalem -3.394 0.000692 ***
## AREA:Dist_NameSambalpur -6.432 1.33e-10 ***
## AREA:Dist_NameSangli -5.736 1.01e-08 ***
## AREA:Dist_NameSangrur 17.566 < 2e-16 ***
## AREA:Dist_NameSanthal Paragana / Dumka -4.710 2.52e-06 ***
## AREA:Dist_NameSaran -4.077 4.61e-05 ***
## AREA:Dist_NameSatara -5.416 6.27e-08 ***
## AREA:Dist_NameSatna -1.715 0.086344 .
## AREA:Dist_NameSehore -7.962 1.92e-15 ***
## AREA:Dist_NameSeoni / Shivani -1.039 0.298861
## AREA:Dist_NameShahabad (now part of Bhojpur district) 2.779 0.005462 **
## AREA:Dist_NameShahdol -3.044 0.002341 **
## AREA:Dist_NameShahjahanpur 1.288 0.197665
## AREA:Dist_NameShajapur -5.972 2.45e-09 ***
## AREA:Dist_NameShimla -1.202 0.229347
## AREA:Dist_NameShimoge 0.027 0.978196
## AREA:Dist_NameShivpuri -6.310 2.94e-10 ***
## AREA:Dist_NameSibsagar -2.732 0.006301 **
## AREA:Dist_NameSidhi -2.606 0.009166 **
## AREA:Dist_NameSikar -7.003 2.70e-12 ***
## AREA:Dist_NameSinghbhum -3.329 0.000876 ***
## AREA:Dist_NameSirmaur -1.767 0.077186 .
## AREA:Dist_NameSirohi -1.933 0.053248 .
## AREA:Dist_NameSitapur 4.650 3.38e-06 ***
## AREA:Dist_NameSolan -2.222 0.026333 *
## AREA:Dist_NameSolapur -20.202 < 2e-16 ***
## AREA:Dist_NameSouth Arcot / Cuddalore 6.528 7.06e-11 ***
## AREA:Dist_NameSrikakulam -0.365 0.714908
## AREA:Dist_NameSultanpur -0.008 0.993222
## AREA:Dist_NameSundargarh -4.153 3.32e-05 ***
## AREA:Dist_NameSurat 2.527 0.011510 *
## AREA:Dist_NameSurendranagar -8.836 < 2e-16 ***
## AREA:Dist_NameSurguja -5.906 3.64e-09 ***
## AREA:Dist_NameSwami Madhopur -4.316 1.61e-05 ***
## AREA:Dist_NameTehri Garhwal -1.727 0.084210 .
## AREA:Dist_NameThane -1.086 0.277576
## AREA:Dist_NameThanjavur 1.010 0.312367
## AREA:Dist_NameThe Nilgiris -0.032 0.974557
## AREA:Dist_NameThirunelveli -2.455 0.014110 *
## AREA:Dist_NameThiruvananthapuram -0.741 0.458445
## AREA:Dist_NameThrissur -0.437 0.662378
## AREA:Dist_NameTikamgarh -3.402 0.000672 ***
## AREA:Dist_NameTiruchirapalli / Trichy 4.128 3.70e-05 ***
## AREA:Dist_NameTonk -4.094 4.29e-05 ***
## AREA:Dist_NameTumkur -3.706 0.000212 ***
## AREA:Dist_NameUdaipur -4.907 9.44e-07 ***
## AREA:Dist_NameUjjain -10.507 < 2e-16 ***
## AREA:Dist_NameUnnao -1.579 0.114291
## AREA:Dist_NameUttar Kashi -1.480 0.138956
## AREA:Dist_NameUttara Kannada -0.965 0.334422
## AREA:Dist_NameVadodara / Baroda -3.237 0.001213 **
## AREA:Dist_NameValsad -0.249 0.803714
## AREA:Dist_NameVaranasi -0.349 0.727191
## AREA:Dist_NameVidisha -8.153 4.07e-16 ***
## AREA:Dist_NameVisakhapatnam -0.892 0.372356
## AREA:Dist_NameWarangal -3.979 6.98e-05 ***
## AREA:Dist_NameWardha -5.935 3.05e-09 ***
## AREA:Dist_NameWest Dinajpur -1.383 0.166606
## AREA:Dist_NameWest Godavari 8.896 < 2e-16 ***
## AREA:Dist_NameYeotmal -13.917 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2017 on 8186 degrees of freedom
## Multiple R-squared: 0.8894, Adjusted R-squared: 0.8808
## F-statistic: 102.6 on 642 and 8186 DF, p-value: < 2.2e-16# Predict the PRODUCTION in the test dataset
predictions <- predict(interaction_model2, newdata = test)
# Calculate prediction performance metrics, such as Mean Squared Error (MSE)
mse <- mean((predictions - test$PRODUCTION)^2)
rmse <- sqrt(mse)
# Print the MSE and RMSE
cat("MSE on test data:", mse, "\n")## MSE on test data: 0.06925636## RMSE on test data: 0.263166ggplot(data = test, aes(x = PRODUCTION, y = predictions)) +
geom_point() +
geom_line(aes(y = PRODUCTION), color = "red") +
labs(title = "Actual vs. Predicted Production",
x = "Actual Production",
y = "Predicted Production") +
theme_minimal()
Multinomial Logistic Regression:
I have used Linear Regression for Production as the target variable as it is a continuous variable. Now, I am using the Crop as a target variable and as it is a categorical variable with multiple categories. I will use Multinomial Logistic Regression.
## # weights: 7199 (6864 variable)
## initial value 27683.278432
## iter 10 value 25767.684657
## iter 20 value 24242.629098
## iter 30 value 23139.066547
## iter 40 value 22636.207241
## iter 50 value 22025.246052
## final value 22025.246052
## stopped after 50 iterationstest_predictions <- predict(multinom_model, newdata = test)
# Comparing predictions against actual values
confusion_matrix <- table(Predicted = test_predictions, Actual = test$Crop)
print(confusion_matrix)## Actual
## Predicted BARLEY CASTOR CHICKPEA COTTON FINGER_MILLET GROUNDNUT
## BARLEY 0 2 3 4 0 3
## CASTOR 0 0 1 3 7 2
## CHICKPEA 1 3 0 3 1 10
## COTTON 0 0 11 4 2 3
## FINGER_MILLET 4 5 9 6 0 16
## GROUNDNUT 6 2 8 4 2 4
## KHARIF_SORGHUM 9 5 4 4 4 9
## LINSEED 20 5 12 2 9 19
## MAIZE 2 0 5 2 0 2
## MINOR_PULSES 3 1 16 8 4 5
## OILSEEDS 0 0 1 0 0 0
## PEARL_MILLET 3 0 4 0 2 1
## PIGEONPEA 10 2 13 6 5 19
## RABI_SORGHUM 0 0 0 0 0 0
## RAPESEED_AND_MUSTARD 10 13 30 7 4 13
## RICE 2 3 6 21 6 5
## SAFFLOWER 2 1 3 2 0 7
## SESAMUM 34 31 34 13 16 46
## SORGHUM 4 0 8 8 2 8
## SOYABEAN 1 1 17 3 0 4
## SUGARCANE 7 1 10 0 3 6
## SUNFLOWER 6 23 10 2 17 8
## WHEAT 0 2 9 12 0 8
## Actual
## Predicted KHARIF_SORGHUM LINSEED MAIZE MINOR_PULSES OILSEEDS
## BARLEY 3 2 2 1 0
## CASTOR 6 8 3 4 0
## CHICKPEA 6 2 14 18 2
## COTTON 5 0 10 13 14
## FINGER_MILLET 10 0 17 18 6
## GROUNDNUT 8 0 7 15 2
## KHARIF_SORGHUM 1 6 7 3 1
## LINSEED 23 8 21 4 1
## MAIZE 4 3 2 12 0
## MINOR_PULSES 0 1 20 2 12
## OILSEEDS 0 0 0 2 0
## PEARL_MILLET 0 0 0 6 4
## PIGEONPEA 14 6 10 17 3
## RABI_SORGHUM 0 0 3 3 1
## RAPESEED_AND_MUSTARD 8 5 36 42 11
## RICE 2 0 27 28 15
## SAFFLOWER 1 4 7 6 0
## SESAMUM 34 31 41 12 3
## SORGHUM 4 0 6 15 5
## SOYABEAN 0 0 7 12 5
## SUGARCANE 13 5 18 18 3
## SUNFLOWER 13 14 3 2 0
## WHEAT 0 0 16 12 14
## Actual
## Predicted PEARL_MILLET PIGEONPEA RABI_SORGHUM RAPESEED_AND_MUSTARD
## BARLEY 4 4 0 2
## CASTOR 2 6 2 3
## CHICKPEA 2 10 1 18
## COTTON 7 10 4 6
## FINGER_MILLET 2 19 7 10
## GROUNDNUT 3 7 0 12
## KHARIF_SORGHUM 8 7 2 5
## LINSEED 11 26 0 17
## MAIZE 5 7 2 6
## MINOR_PULSES 4 9 1 20
## OILSEEDS 0 0 0 0
## PEARL_MILLET 2 0 0 6
## PIGEONPEA 7 2 3 16
## RABI_SORGHUM 0 3 0 0
## RAPESEED_AND_MUSTARD 13 40 0 1
## RICE 2 2 8 2
## SAFFLOWER 9 2 1 6
## SESAMUM 29 40 15 30
## SORGHUM 2 12 0 5
## SOYABEAN 1 6 3 8
## SUGARCANE 5 9 5 15
## SUNFLOWER 21 19 8 9
## WHEAT 12 2 2 6
## Actual
## Predicted RICE SAFFLOWER SESAMUM SORGHUM SOYABEAN SUGARCANE
## BARLEY 1 0 9 3 0 5
## CASTOR 0 6 9 4 0 4
## CHICKPEA 3 1 12 8 7 11
## COTTON 11 0 0 7 9 5
## FINGER_MILLET 9 0 12 6 6 12
## GROUNDNUT 1 1 3 8 0 6
## KHARIF_SORGHUM 6 5 13 11 1 2
## LINSEED 8 10 28 14 8 28
## MAIZE 2 0 5 3 0 3
## MINOR_PULSES 21 0 5 1 6 10
## OILSEEDS 2 0 0 0 0 0
## PEARL_MILLET 2 0 1 1 1 0
## PIGEONPEA 7 3 15 20 9 16
## RABI_SORGHUM 0 0 0 0 1 0
## RAPESEED_AND_MUSTARD 8 2 17 13 13 14
## RICE 86 0 2 10 18 13
## SAFFLOWER 3 0 3 5 4 9
## SESAMUM 15 14 5 39 22 43
## SORGHUM 7 0 5 0 1 7
## SOYABEAN 7 0 3 2 1 3
## SUGARCANE 1 1 17 15 4 2
## SUNFLOWER 1 10 30 12 3 24
## WHEAT 47 0 2 1 14 4
## Actual
## Predicted SUNFLOWER WHEAT
## BARLEY 4 0
## CASTOR 6 1
## CHICKPEA 1 4
## COTTON 0 12
## FINGER_MILLET 9 8
## GROUNDNUT 2 6
## KHARIF_SORGHUM 12 2
## LINSEED 14 7
## MAIZE 1 2
## MINOR_PULSES 2 19
## OILSEEDS 0 0
## PEARL_MILLET 0 1
## PIGEONPEA 7 2
## RABI_SORGHUM 0 1
## RAPESEED_AND_MUSTARD 13 17
## RICE 0 106
## SAFFLOWER 2 8
## SESAMUM 33 11
## SORGHUM 1 6
## SOYABEAN 0 15
## SUGARCANE 7 2
## SUNFLOWER 1 10
## WHEAT 0 13# Calculating the accuracy
accuracy <- sum(diag(confusion_matrix)) / sum(confusion_matrix)
print(paste("Accuracy:", accuracy))## [1] "Accuracy: 0.0354029062087186"Generalized Linear Model:
This model is built using the “glm” function and since the MLR model with interaction of Area and Crop had the best model. Checking if this would improve or stay the same with the “glm” function.
model_production <- glm(PRODUCTION ~ AREA * Crop + Dist_Name,
family = gaussian(link = "identity"), data = train)
summary(model_production)##
## Call:
## glm(formula = PRODUCTION ~ AREA * Crop + Dist_Name, family = gaussian(link = "identity"),
## data = train)
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.350e-02 3.416e-02 0.688
## AREA 8.530e-01 1.778e-01 4.799
## CropCASTOR 8.960e-03 1.827e-02 0.490
## CropCHICKPEA 1.400e-02 1.502e-02 0.932
## CropCOTTON 3.061e-05 1.798e-02 0.002
## CropFINGER_MILLET 1.005e-02 1.922e-02 0.523
## CropGROUNDNUT 6.678e-03 1.516e-02 0.441
## CropKHARIF_SORGHUM 1.258e-02 1.614e-02 0.779
## CropLINSEED 2.804e-02 1.804e-02 1.554
## CropMAIZE 2.615e-02 1.526e-02 1.713
## CropMINOR_PULSES 9.922e-03 1.493e-02 0.665
## CropOILSEEDS 9.916e-02 2.230e-02 4.447
## CropPEARL_MILLET 5.161e-02 1.610e-02 3.206
## CropPIGEONPEA 7.205e-03 1.512e-02 0.477
## CropRABI_SORGHUM 6.192e-03 2.101e-02 0.295
## CropRAPESEED_AND_MUSTARD -6.643e-03 1.510e-02 -0.440
## CropRICE 3.658e-02 1.603e-02 2.282
## CropSAFFLOWER 2.314e-02 2.363e-02 0.980
## CropSESAMUM 7.015e-03 1.494e-02 0.470
## CropSORGHUM 2.584e-02 1.559e-02 1.658
## CropSOYABEAN 2.488e-02 1.836e-02 1.356
## CropSUGARCANE -1.156e-02 1.541e-02 -0.750
## CropSUNFLOWER 8.798e-04 1.676e-02 0.053
## CropWHEAT -1.619e-01 1.634e-02 -9.908
## Dist_NameAdilabad -6.054e-03 4.294e-02 -0.141
## Dist_NameAgra 1.419e-03 4.568e-02 0.031
## Dist_NameAhmedabad -5.262e-02 4.713e-02 -1.117
## Dist_NameAhmednagar -5.274e-02 4.418e-02 -1.194
## Dist_NameAjmer -5.581e-02 4.629e-02 -1.206
## Dist_NameAkola -6.665e-02 4.472e-02 -1.490
## Dist_NameAlappuzha -2.639e-02 7.994e-02 -0.330
## Dist_NameAligarh -5.158e-03 4.432e-02 -0.116
## Dist_NameAllahabad -5.447e-02 4.495e-02 -1.212
## Dist_NameAlmorah -5.911e-02 4.801e-02 -1.231
## Dist_NameAlwar 6.298e-02 4.717e-02 1.335
## Dist_NameAmarawati -5.934e-02 4.466e-02 -1.329
## Dist_NameAmbala 9.551e-02 5.506e-02 1.735
## Dist_NameAmreli -4.397e-03 4.807e-02 -0.091
## Dist_NameAmritsar 1.311e-01 5.301e-02 2.473
## Dist_NameAnanthapur -8.724e-02 4.481e-02 -1.947
## Dist_NameAurangabad -1.218e-01 4.322e-02 -2.819
## Dist_NameAzamgarh -1.039e-01 4.746e-02 -2.190
## Dist_NameBahraich -6.702e-02 4.532e-02 -1.479
## Dist_NameBalaghat -7.833e-02 5.043e-02 -1.553
## Dist_NameBalasore -3.048e-02 4.741e-02 -0.643
## Dist_NameBallia -6.139e-02 4.653e-02 -1.319
## Dist_NameBanaskantha 5.515e-02 4.640e-02 1.189
## Dist_NameBanda -1.139e-01 4.535e-02 -2.512
## Dist_NameBangalore -3.119e-02 4.819e-02 -0.647
## Dist_NameBankura -1.060e-02 4.793e-02 -0.221
## Dist_NameBanswara -7.000e-02 4.430e-02 -1.580
## Dist_NameBarabanki -4.209e-02 4.696e-02 -0.896
## Dist_NameBareilly -6.564e-02 4.704e-02 -1.395
## Dist_NameBarmer -1.614e-01 4.693e-02 -3.439
## Dist_NameBastar -1.460e-01 4.693e-02 -3.111
## Dist_NameBasti -7.883e-02 4.694e-02 -1.679
## Dist_NameBeed -1.102e-01 4.283e-02 -2.572
## Dist_NameBelgaum -1.888e-02 4.083e-02 -0.463
## Dist_NameBellary 9.441e-04 4.291e-02 0.022
## Dist_NameBetul -7.439e-02 4.534e-02 -1.641
## Dist_NameBhagalpur -1.194e-02 4.428e-02 -0.270
## Dist_NameBhandara -1.162e-01 4.746e-02 -2.448
## Dist_NameBharatpur 4.641e-02 4.508e-02 1.030
## Dist_NameBharuch -3.980e-02 4.292e-02 -0.927
## Dist_NameBhatinda 2.306e-01 5.126e-02 4.500
## Dist_NameBhavnagar 2.145e-02 4.614e-02 0.465
## Dist_NameBhilwara -8.709e-02 4.350e-02 -2.002
## Dist_NameBhind 3.830e-03 4.700e-02 0.081
## Dist_NameBidar -2.687e-02 4.452e-02 -0.603
## Dist_NameBijapur / Vijayapura -9.278e-02 4.493e-02 -2.065
## Dist_NameBijnor -3.970e-02 5.509e-02 -0.721
## Dist_NameBikaner -7.560e-02 4.672e-02 -1.618
## Dist_NameBilashpur -3.350e-02 5.512e-02 -0.608
## Dist_NameBilaspur -7.909e-02 4.393e-02 -1.801
## Dist_NameBirbhum 1.792e-02 4.491e-02 0.399
## Dist_NameBolangir -3.830e-02 4.239e-02 -0.903
## Dist_NameBombay -5.041e-02 1.823e-01 -0.277
## Dist_NameBudaun -7.306e-02 4.701e-02 -1.554
## Dist_NameBuland Shahar -1.682e-02 4.610e-02 -0.365
## Dist_NameBuldhana -3.324e-02 4.345e-02 -0.765
## Dist_NameBundi -2.352e-02 4.463e-02 -0.527
## Dist_NameBurdwan 4.980e-02 4.486e-02 1.110
## Dist_NameCachar -6.891e-02 4.741e-02 -1.453
## Dist_NameChamba -2.423e-02 5.403e-02 -0.449
## Dist_NameChamoli -4.729e-02 4.861e-02 -0.973
## Dist_NameChamparan -2.174e-01 4.750e-02 -4.576
## Dist_NameChandrapur -7.801e-02 4.314e-02 -1.808
## Dist_NameChengalpattu MGR / Kanchipuram 1.116e-02 4.654e-02 0.240
## Dist_NameChhatarpur -7.477e-02 4.412e-02 -1.695
## Dist_NameChhindwara 3.270e-02 4.533e-02 0.721
## Dist_NameChickmagalur -3.529e-02 4.431e-02 -0.796
## Dist_NameChitradurga -1.352e-02 4.229e-02 -0.320
## Dist_NameChittoor -2.535e-02 4.435e-02 -0.571
## Dist_NameChittorgarh -3.662e-02 4.431e-02 -0.827
## Dist_NameChuru -1.246e-01 5.235e-02 -2.379
## Dist_NameCoimbatore -8.102e-03 4.497e-02 -0.180
## Dist_NameCooch Behar 1.941e-03 5.119e-02 0.038
## Dist_NameCuttack -4.093e-02 4.698e-02 -0.871
## Dist_NameDakshina Kannada -2.972e-02 6.084e-02 -0.489
## Dist_NameDamoh -4.464e-02 4.536e-02 -0.984
## Dist_NameDangs -1.927e-02 4.855e-02 -0.397
## Dist_NameDarbhanga -3.619e-02 4.611e-02 -0.785
## Dist_NameDarjeeling -2.814e-02 4.655e-02 -0.604
## Dist_NameDarrang -5.877e-02 4.794e-02 -1.226
## Dist_NameDatia -5.871e-02 4.534e-02 -1.295
## Dist_NameDehradun -2.928e-02 4.498e-02 -0.651
## Dist_NameDeoria -1.131e-01 4.699e-02 -2.407
## Dist_NameDewas -2.598e-02 4.819e-02 -0.539
## Dist_NameDhanbad -2.967e-02 5.124e-02 -0.579
## Dist_NameDhar -3.131e-02 4.749e-02 -0.659
## Dist_NameDharwad -1.097e-01 4.278e-02 -2.564
## Dist_NameDhenkanal -9.343e-02 4.920e-02 -1.899
## Dist_NameDhule -4.013e-02 4.184e-02 -0.959
## Dist_NameDibrugarh -4.938e-02 5.122e-02 -0.964
## Dist_NameDungarpur -6.167e-02 4.371e-02 -1.411
## Dist_NameDurg -1.896e-01 4.397e-02 -4.311
## Dist_NameEast Godavari 6.653e-02 4.493e-02 1.480
## Dist_NameEranakulam -3.953e-02 7.512e-02 -0.526
## Dist_NameEtah -1.989e-02 4.573e-02 -0.435
## Dist_NameEtawah -1.376e-02 4.609e-02 -0.298
## Dist_NameFaizabad -4.356e-02 4.609e-02 -0.945
## Dist_NameFarrukhabad -3.640e-02 4.572e-02 -0.796
## Dist_NameFatehpur -5.780e-02 4.369e-02 -1.323
## Dist_NameFerozpur 4.851e-01 5.142e-02 9.434
## Dist_NameGanganagar -1.728e-02 4.286e-02 -0.403
## Dist_NameGanjam -6.190e-02 4.366e-02 -1.418
## Dist_NameGarhwal -3.809e-02 4.805e-02 -0.793
## Dist_NameGaya -5.724e-02 4.796e-02 -1.193
## Dist_NameGhazipur -5.493e-02 4.427e-02 -1.241
## Dist_NameGoalpara -6.823e-02 4.605e-02 -1.482
## Dist_NameGonda -1.097e-01 4.858e-02 -2.258
## Dist_NameGorakhpur -1.049e-01 4.656e-02 -2.254
## Dist_NameGulbarga / Kalaburagi -1.231e-02 4.338e-02 -0.284
## Dist_NameGuna -6.897e-02 4.929e-02 -1.399
## Dist_NameGuntur 6.136e-02 4.223e-02 1.453
## Dist_NameGurdaspur 4.365e-02 5.294e-02 0.825
## Dist_NameGurgaon 1.693e-02 4.574e-02 0.370
## Dist_NameGwalior -2.378e-02 4.655e-02 -0.511
## Dist_NameHamirpur -9.322e-02 4.254e-02 -2.191
## Dist_NameHardoi -5.324e-02 4.496e-02 -1.184
## Dist_NameHassan -9.348e-03 4.274e-02 -0.219
## Dist_NameHazaribagh -7.124e-02 5.120e-02 -1.391
## Dist_NameHissar 2.320e-01 4.833e-02 4.799
## Dist_NameHooghly 7.871e-03 4.975e-02 0.158
## Dist_NameHoshangabad 9.769e-03 4.616e-02 0.212
## Dist_NameHoshiarpur 2.874e-02 5.502e-02 0.522
## Dist_NameHowrah -1.172e-02 5.122e-02 -0.229
## Dist_NameHyderabad -2.810e-02 4.107e-02 -0.684
## Dist_NameIndore 3.641e-02 5.626e-02 0.647
## Dist_NameJabalpur -3.569e-02 4.570e-02 -0.781
## Dist_NameJaipur 1.392e-02 4.600e-02 0.303
## Dist_NameJaisalmer -5.767e-02 4.857e-02 -1.188
## Dist_NameJalandhar 1.359e-01 4.976e-02 2.731
## Dist_NameJalaun -2.331e-02 4.613e-02 -0.505
## Dist_NameJalgaon 6.586e-03 4.419e-02 0.149
## Dist_NameJalore -7.049e-02 4.621e-02 -1.526
## Dist_NameJalpaiguri -2.155e-02 4.527e-02 -0.476
## Dist_NameJamnagar -1.261e-02 4.622e-02 -0.273
## Dist_NameJaunpur -7.356e-02 4.570e-02 -1.610
## Dist_NameJhabua -2.989e-02 4.701e-02 -0.636
## Dist_NameJhalawar -4.880e-02 4.292e-02 -1.137
## Dist_NameJhansi -1.072e-01 4.421e-02 -2.424
## Dist_NameJhunjhunu 9.455e-03 5.212e-02 0.181
## Dist_NameJind 4.609e-02 6.090e-02 0.757
## Dist_NameJodhpur -3.680e-02 4.768e-02 -0.772
## Dist_NameJunagadh -3.684e-03 4.499e-02 -0.082
## Dist_NameKadapa YSR -3.494e-02 4.291e-02 -0.814
## Dist_NameKalahandi -9.205e-03 4.339e-02 -0.212
## Dist_NameKamrup -5.220e-02 5.046e-02 -1.035
## Dist_NameKangra -9.879e-02 4.706e-02 -2.099
## Dist_NameKannur -4.576e-02 8.647e-02 -0.529
## Dist_NameKanpur -3.435e-02 4.290e-02 -0.801
## Dist_NameKanyakumari -2.996e-02 6.791e-02 -0.441
## Dist_NameKapurthala 1.410e-01 7.108e-02 1.984
## Dist_NameKarbi Anglong -5.313e-02 4.527e-02 -1.174
## Dist_NameKarimnagar 6.182e-02 4.370e-02 1.415
## Dist_NameKarnal 1.823e-01 5.305e-02 3.436
## Dist_NameKeonjhar -5.458e-02 4.367e-02 -1.250
## Dist_NameKhammam 2.910e-03 4.462e-02 0.065
## Dist_NameKhandwa / East Nimar -3.416e-02 4.402e-02 -0.776
## Dist_NameKhargone / West Nimar -7.201e-03 4.574e-02 -0.157
## Dist_NameKheda -1.249e-02 4.313e-02 -0.290
## Dist_NameKheri -5.588e-02 4.702e-02 -1.188
## Dist_NameKinnaur -6.483e-03 5.517e-02 -0.118
## Dist_NameKodagu / Coorg -3.973e-02 8.002e-02 -0.496
## Dist_NameKolar -3.257e-02 4.482e-02 -0.727
## Dist_NameKolhapur 2.661e-02 4.574e-02 0.582
## Dist_NameKollam -3.399e-02 6.792e-02 -0.500
## Dist_NameKoraput -7.182e-02 4.160e-02 -1.726
## Dist_NameKota 6.563e-03 4.498e-02 0.146
## Dist_NameKottayam -3.337e-02 6.530e-02 -0.511
## Dist_NameKozhikode -4.387e-02 8.004e-02 -0.548
## Dist_NameKrishna 1.097e-01 4.569e-02 2.401
## Dist_NameKullu -3.430e-02 4.921e-02 -0.697
## Dist_NameKurnool 3.418e-03 4.147e-02 0.082
## Dist_NameKutch -2.699e-03 4.517e-02 -0.060
## Dist_NameLahul & Spiti 3.794e-03 5.919e-02 0.064
## Dist_NameLakhimpur -6.044e-02 4.853e-02 -1.245
## Dist_NameLucknow -4.184e-02 4.698e-02 -0.891
## Dist_NameLudhiana 2.258e-01 5.298e-02 4.262
## Dist_NameMadurai 1.243e-02 4.429e-02 0.281
## Dist_NameMahabubnagar -6.700e-02 4.233e-02 -1.583
## Dist_NameMahendragarh / Narnaul 6.543e-02 4.536e-02 1.443
## Dist_NameMainpuri -2.233e-02 4.532e-02 -0.493
## Dist_NameMalappuram -4.244e-02 8.647e-02 -0.491
## Dist_NameMalda 1.886e-02 4.648e-02 0.406
## Dist_NameMandi -6.820e-02 5.053e-02 -1.350
## Dist_NameMandla -7.234e-02 4.758e-02 -1.520
## Dist_NameMandsaur -1.189e-02 4.812e-02 -0.247
## Dist_NameMandya -4.291e-03 4.661e-02 -0.092
## Dist_NameMathura -3.163e-02 4.653e-02 -0.680
## Dist_NameMayurbhanja -1.029e-01 4.608e-02 -2.233
## Dist_NameMedak -2.378e-02 4.430e-02 -0.537
## Dist_NameMeerut -9.588e-04 4.767e-02 -0.020
## Dist_NameMehsana -2.008e-02 4.436e-02 -0.453
## Dist_NameMidnapur 8.265e-02 4.862e-02 1.700
## Dist_NameMirzpur -7.416e-02 4.462e-02 -1.662
## Dist_NameMoradabad -8.841e-02 4.702e-02 -1.880
## Dist_NameMorena 5.070e-02 4.506e-02 1.125
## Dist_NameMungair -3.488e-02 4.370e-02 -0.798
## Dist_NameMurshidabad 2.625e-02 4.564e-02 0.575
## Dist_NameMuzaffarnagar -9.721e-03 5.299e-02 -0.183
## Dist_NameMuzaffarpur -1.393e-01 4.531e-02 -3.074
## Dist_NameMysore -2.415e-02 4.378e-02 -0.551
## Dist_NameNadia 7.813e-03 4.849e-02 0.161
## Dist_NameNagaon -3.476e-02 5.203e-02 -0.668
## Dist_NameNagaur -5.182e-02 4.685e-02 -1.106
## Dist_NameNagpur -8.983e-02 4.431e-02 -2.027
## Dist_NameNainital -9.226e-03 5.050e-02 -0.183
## Dist_NameNalgonda -1.185e-02 4.500e-02 -0.263
## Dist_NameNanded -9.309e-02 4.331e-02 -2.149
## Dist_NameNarsinghpur -3.839e-02 4.857e-02 -0.790
## Dist_NameNasik -1.631e-02 4.248e-02 -0.384
## Dist_NameNizamabad 1.084e-02 4.336e-02 0.250
## Dist_NameNorth Arcot / Vellore 2.564e-02 4.657e-02 0.551
## Dist_NameNorth Cachar Hil / Dima hasao -4.317e-02 5.395e-02 -0.800
## Dist_NameOsmanabad -1.263e-01 4.230e-02 -2.986
## Dist_NamePalakkad -3.758e-02 5.297e-02 -0.710
## Dist_NamePalamau -8.131e-02 4.978e-02 -1.633
## Dist_NamePali -7.460e-02 4.414e-02 -1.690
## Dist_NamePanchmahal -1.425e-01 4.410e-02 -3.231
## Dist_NamePanna -1.353e-02 4.979e-02 -0.272
## Dist_NameParbhani -1.138e-01 4.374e-02 -2.601
## Dist_NamePatiala 2.568e-01 4.977e-02 5.160
## Dist_NamePatna -2.871e-02 4.427e-02 -0.649
## Dist_NamePhulbani ( Kandhamal ) -4.821e-02 4.158e-02 -1.159
## Dist_NamePilibhit -2.307e-02 4.982e-02 -0.463
## Dist_NamePithorgarh -4.744e-02 4.611e-02 -1.029
## Dist_NamePratapgarh -7.201e-02 4.700e-02 -1.532
## Dist_NamePune -3.399e-03 4.507e-02 -0.075
## Dist_NamePuri -6.499e-02 4.261e-02 -1.525
## Dist_NamePurnea -4.698e-02 4.567e-02 -1.029
## Dist_NamePurulia -4.901e-02 4.455e-02 -1.100
## Dist_NameRae-Bareily -5.140e-02 4.340e-02 -1.184
## Dist_NameRaichur -1.642e-02 4.172e-02 -0.394
## Dist_NameRaigad -1.582e-02 6.082e-02 -0.260
## Dist_NameRaigarh -8.044e-02 4.365e-02 -1.843
## Dist_NameRaipur -1.924e-01 4.601e-02 -4.181
## Dist_NameRaisen -6.954e-02 5.399e-02 -1.288
## Dist_NameRajgarh -5.740e-02 4.925e-02 -1.165
## Dist_NameRajkot 1.816e-02 4.458e-02 0.407
## Dist_NameRamananthapuram -4.357e-02 4.608e-02 -0.945
## Dist_NameRampur -3.662e-02 4.698e-02 -0.779
## Dist_NameRanchi -1.497e-01 4.792e-02 -3.124
## Dist_NameRatlam -1.454e-02 5.049e-02 -0.288
## Dist_NameRatnagiri -2.165e-02 5.125e-02 -0.423
## Dist_NameRewa -6.470e-02 4.345e-02 -1.489
## Dist_NameRohtak 3.179e-02 4.980e-02 0.638
## Dist_NameRoopnagar / Ropar 2.657e-02 5.124e-02 0.519
## Dist_NameS.P.S. Nellore 4.934e-03 4.317e-02 0.114
## Dist_NameSabarkantha -1.934e-02 4.540e-02 -0.426
## Dist_NameSagar -7.423e-02 4.756e-02 -1.561
## Dist_NameSaharanpur -1.049e-01 5.162e-02 -2.032
## Dist_NameSaharsa -5.729e-02 4.916e-02 -1.165
## Dist_NameSalem 8.728e-02 4.469e-02 1.953
## Dist_NameSambalpur -9.211e-02 4.424e-02 -2.082
## Dist_NameSangli -2.135e-02 4.373e-02 -0.488
## Dist_NameSangrur 3.975e-01 4.802e-02 8.277
## Dist_NameSanthal Paragana / Dumka -8.911e-02 4.976e-02 -1.791
## Dist_NameSaran -1.220e-01 4.653e-02 -2.623
## Dist_NameSatara -1.976e-02 4.289e-02 -0.461
## Dist_NameSatna -3.648e-02 4.574e-02 -0.797
## Dist_NameSehore -5.117e-02 4.505e-02 -1.136
## Dist_NameSeoni / Shivani -8.758e-02 4.798e-02 -1.825
## Dist_NameShahabad (now part of Bhojpur district) -6.477e-02 4.497e-02 -1.440
## Dist_NameShahdol -7.846e-02 4.571e-02 -1.717
## Dist_NameShahjahanpur -2.567e-02 4.495e-02 -0.571
## Dist_NameShajapur -2.156e-02 4.659e-02 -0.463
## Dist_NameShimla -3.610e-02 5.404e-02 -0.668
## Dist_NameShimoge -1.456e-02 4.704e-02 -0.309
## Dist_NameShivpuri -5.406e-02 4.535e-02 -1.192
## Dist_NameSibsagar -6.569e-02 4.743e-02 -1.385
## Dist_NameSidhi -7.020e-02 4.806e-02 -1.461
## Dist_NameSikar -1.867e-02 4.666e-02 -0.400
## Dist_NameSinghbhum -7.171e-02 5.132e-02 -1.397
## Dist_NameSirmaur -3.516e-02 4.983e-02 -0.706
## Dist_NameSirohi -3.885e-02 4.915e-02 -0.791
## Dist_NameSitapur -9.646e-02 4.579e-02 -2.107
## Dist_NameSolan -3.994e-02 5.130e-02 -0.779
## Dist_NameSolapur -9.583e-02 4.162e-02 -2.302
## Dist_NameSouth Arcot / Cuddalore 1.397e-01 4.370e-02 3.198
## Dist_NameSrikakulam -5.122e-03 4.495e-02 -0.114
## Dist_NameSultanpur -6.158e-02 4.461e-02 -1.381
## Dist_NameSundargarh -7.441e-02 4.265e-02 -1.745
## Dist_NameSurat -2.748e-02 4.289e-02 -0.641
## Dist_NameSurendranagar -2.788e-02 4.498e-02 -0.620
## Dist_NameSurguja -1.089e-01 4.458e-02 -2.443
## Dist_NameSwami Madhopur 7.234e-03 4.502e-02 0.161
## Dist_NameTehri Garhwal -3.798e-02 5.395e-02 -0.704
## Dist_NameThane -2.512e-02 5.124e-02 -0.490
## Dist_NameThanjavur 2.552e-02 4.426e-02 0.577
## Dist_NameThe Nilgiris -5.206e-02 9.554e-02 -0.545
## Dist_NameThirunelveli -1.605e-02 4.403e-02 -0.364
## Dist_NameThiruvananthapuram -4.402e-02 8.656e-02 -0.509
## Dist_NameThrissur -2.643e-02 1.086e-01 -0.243
## Dist_NameTikamgarh -4.170e-02 4.800e-02 -0.869
## Dist_NameTiruchirapalli / Trichy 6.396e-02 4.342e-02 1.473
## Dist_NameTonk -3.208e-02 4.466e-02 -0.718
## Dist_NameTumkur -5.009e-02 4.345e-02 -1.153
## Dist_NameUdaipur -8.569e-02 4.249e-02 -2.017
## Dist_NameUjjain -1.265e-03 5.085e-02 -0.025
## Dist_NameUnnao -9.118e-02 4.370e-02 -2.086
## Dist_NameUttar Kashi -2.309e-02 5.130e-02 -0.450
## Dist_NameUttara Kannada -3.453e-02 5.623e-02 -0.614
## Dist_NameVadodara / Baroda -1.658e-02 4.433e-02 -0.374
## Dist_NameValsad -3.188e-02 4.571e-02 -0.697
## Dist_NameVaranasi -5.933e-02 4.461e-02 -1.330
## Dist_NameVidisha -8.217e-02 4.768e-02 -1.723
## Dist_NameVisakhapatnam -2.561e-02 4.398e-02 -0.582
## Dist_NameWarangal 4.665e-02 4.402e-02 1.060
## Dist_NameWardha -3.787e-02 4.748e-02 -0.798
## Dist_NameWest Dinajpur -8.555e-04 4.801e-02 -0.018
## Dist_NameWest Godavari 2.326e-01 4.527e-02 5.138
## Dist_NameYeotmal -8.582e-02 4.586e-02 -1.871
## AREA:CropCASTOR -2.987e-01 1.893e-01 -1.578
## AREA:CropCHICKPEA -5.779e-01 1.782e-01 -3.243
## AREA:CropCOTTON -7.554e-01 1.780e-01 -4.245
## AREA:CropFINGER_MILLET -4.519e-01 1.860e-01 -2.429
## AREA:CropGROUNDNUT -3.701e-01 1.785e-01 -2.073
## AREA:CropKHARIF_SORGHUM -6.295e-01 1.838e-01 -3.424
## AREA:CropLINSEED -5.525e-01 4.295e-01 -1.286
## AREA:CropMAIZE -8.907e-02 1.786e-01 -0.499
## AREA:CropMINOR_PULSES -6.904e-01 1.779e-01 -3.880
## AREA:CropOILSEEDS -6.490e-01 1.782e-01 -3.642
## AREA:CropPEARL_MILLET -6.185e-01 1.779e-01 -3.477
## AREA:CropPIGEONPEA -6.213e-01 1.794e-01 -3.464
## AREA:CropRABI_SORGHUM -6.680e-01 1.784e-01 -3.745
## AREA:CropRAPESEED_AND_MUSTARD -4.304e-01 1.784e-01 -2.413
## AREA:CropRICE -1.616e-01 1.779e-01 -0.908
## AREA:CropSAFFLOWER -4.512e-01 4.628e-01 -0.975
## AREA:CropSESAMUM -7.160e-01 1.861e-01 -3.847
## AREA:CropSORGHUM -6.880e-01 1.782e-01 -3.861
## AREA:CropSOYABEAN -6.040e-01 1.781e-01 -3.391
## AREA:CropSUGARCANE 1.232e+00 1.796e-01 6.858
## AREA:CropSUNFLOWER -6.289e-01 2.187e-01 -2.875
## AREA:CropWHEAT 2.656e-01 1.778e-01 1.493
## Pr(>|t|)
## (Intercept) 0.491521
## AREA 1.63e-06 ***
## CropCASTOR 0.623852
## CropCHICKPEA 0.351480
## CropCOTTON 0.998642
## CropFINGER_MILLET 0.601100
## CropGROUNDNUT 0.659585
## CropKHARIF_SORGHUM 0.435712
## CropLINSEED 0.120183
## CropMAIZE 0.086701 .
## CropMINOR_PULSES 0.506231
## CropOILSEEDS 8.83e-06 ***
## CropPEARL_MILLET 0.001349 **
## CropPIGEONPEA 0.633605
## CropRABI_SORGHUM 0.768257
## CropRAPESEED_AND_MUSTARD 0.659937
## CropRICE 0.022538 *
## CropSAFFLOWER 0.327308
## CropSESAMUM 0.638619
## CropSORGHUM 0.097410 .
## CropSOYABEAN 0.175277
## CropSUGARCANE 0.453183
## CropSUNFLOWER 0.958125
## CropWHEAT < 2e-16 ***
## Dist_NameAdilabad 0.887874
## Dist_NameAgra 0.975226
## Dist_NameAhmedabad 0.264203
## Dist_NameAhmednagar 0.232650
## Dist_NameAjmer 0.227978
## Dist_NameAkola 0.136227
## Dist_NameAlappuzha 0.741287
## Dist_NameAligarh 0.907349
## Dist_NameAllahabad 0.225614
## Dist_NameAlmorah 0.218345
## Dist_NameAlwar 0.181887
## Dist_NameAmarawati 0.183994
## Dist_NameAmbala 0.082864 .
## Dist_NameAmreli 0.927118
## Dist_NameAmritsar 0.013415 *
## Dist_NameAnanthapur 0.051567 .
## Dist_NameAurangabad 0.004835 **
## Dist_NameAzamgarh 0.028564 *
## Dist_NameBahraich 0.139276
## Dist_NameBalaghat 0.120419
## Dist_NameBalasore 0.520359
## Dist_NameBallia 0.187050
## Dist_NameBanaskantha 0.234594
## Dist_NameBanda 0.012018 *
## Dist_NameBangalore 0.517516
## Dist_NameBankura 0.824900
## Dist_NameBanswara 0.114118
## Dist_NameBarabanki 0.370064
## Dist_NameBareilly 0.162912
## Dist_NameBarmer 0.000586 ***
## Dist_NameBastar 0.001868 **
## Dist_NameBasti 0.093134 .
## Dist_NameBeed 0.010138 *
## Dist_NameBelgaum 0.643706
## Dist_NameBellary 0.982449
## Dist_NameBetul 0.100892
## Dist_NameBhagalpur 0.787403
## Dist_NameBhandara 0.014366 *
## Dist_NameBharatpur 0.303224
## Dist_NameBharuch 0.353908
## Dist_NameBhatinda 6.89e-06 ***
## Dist_NameBhavnagar 0.642055
## Dist_NameBhilwara 0.045314 *
## Dist_NameBhind 0.935062
## Dist_NameBidar 0.546192
## Dist_NameBijapur / Vijayapura 0.038956 *
## Dist_NameBijnor 0.471147
## Dist_NameBikaner 0.105646
## Dist_NameBilashpur 0.543304
## Dist_NameBilaspur 0.071803 .
## Dist_NameBirbhum 0.689919
## Dist_NameBolangir 0.366341
## Dist_NameBombay 0.782121
## Dist_NameBudaun 0.120224
## Dist_NameBuland Shahar 0.715213
## Dist_NameBuldhana 0.444294
## Dist_NameBundi 0.598169
## Dist_NameBurdwan 0.267021
## Dist_NameCachar 0.146128
## Dist_NameChamba 0.653769
## Dist_NameChamoli 0.330608
## Dist_NameChamparan 4.81e-06 ***
## Dist_NameChandrapur 0.070569 .
## Dist_NameChengalpattu MGR / Kanchipuram 0.810558
## Dist_NameChhatarpur 0.090176 .
## Dist_NameChhindwara 0.470717
## Dist_NameChickmagalur 0.425840
## Dist_NameChitradurga 0.749188
## Dist_NameChittoor 0.567688
## Dist_NameChittorgarh 0.408532
## Dist_NameChuru 0.017372 *
## Dist_NameCoimbatore 0.857043
## Dist_NameCooch Behar 0.969749
## Dist_NameCuttack 0.383700
## Dist_NameDakshina Kannada 0.625198
## Dist_NameDamoh 0.325116
## Dist_NameDangs 0.691417
## Dist_NameDarbhanga 0.432496
## Dist_NameDarjeeling 0.545531
## Dist_NameDarrang 0.220235
## Dist_NameDatia 0.195411
## Dist_NameDehradun 0.515071
## Dist_NameDeoria 0.016111 *
## Dist_NameDewas 0.589846
## Dist_NameDhanbad 0.562539
## Dist_NameDhar 0.509812
## Dist_NameDharwad 0.010362 *
## Dist_NameDhenkanal 0.057603 .
## Dist_NameDhule 0.337606
## Dist_NameDibrugarh 0.335010
## Dist_NameDungarpur 0.158339
## Dist_NameDurg 1.65e-05 ***
## Dist_NameEast Godavari 0.138779
## Dist_NameEranakulam 0.598806
## Dist_NameEtah 0.663549
## Dist_NameEtawah 0.765356
## Dist_NameFaizabad 0.344666
## Dist_NameFarrukhabad 0.425966
## Dist_NameFatehpur 0.185933
## Dist_NameFerozpur < 2e-16 ***
## Dist_NameGanganagar 0.686823
## Dist_NameGanjam 0.156303
## Dist_NameGarhwal 0.427889
## Dist_NameGaya 0.232733
## Dist_NameGhazipur 0.214753
## Dist_NameGoalpara 0.138411
## Dist_NameGonda 0.023982 *
## Dist_NameGorakhpur 0.024225 *
## Dist_NameGulbarga / Kalaburagi 0.776522
## Dist_NameGuna 0.161810
## Dist_NameGuntur 0.146266
## Dist_NameGurdaspur 0.409600
## Dist_NameGurgaon 0.711209
## Dist_NameGwalior 0.609427
## Dist_NameHamirpur 0.028458 *
## Dist_NameHardoi 0.236416
## Dist_NameHassan 0.826892
## Dist_NameHazaribagh 0.164136
## Dist_NameHissar 1.62e-06 ***
## Dist_NameHooghly 0.874308
## Dist_NameHoshangabad 0.832401
## Dist_NameHoshiarpur 0.601465
## Dist_NameHowrah 0.819066
## Dist_NameHyderabad 0.493890
## Dist_NameIndore 0.517526
## Dist_NameJabalpur 0.434784
## Dist_NameJaipur 0.762214
## Dist_NameJaisalmer 0.235061
## Dist_NameJalandhar 0.006333 **
## Dist_NameJalaun 0.613429
## Dist_NameJalgaon 0.881522
## Dist_NameJalore 0.127146
## Dist_NameJalpaiguri 0.634075
## Dist_NameJamnagar 0.785084
## Dist_NameJaunpur 0.107524
## Dist_NameJhabua 0.524828
## Dist_NameJhalawar 0.255624
## Dist_NameJhansi 0.015362 *
## Dist_NameJhunjhunu 0.856058
## Dist_NameJind 0.449198
## Dist_NameJodhpur 0.440194
## Dist_NameJunagadh 0.934741
## Dist_NameKadapa YSR 0.415521
## Dist_NameKalahandi 0.832000
## Dist_NameKamrup 0.300906
## Dist_NameKangra 0.035806 *
## Dist_NameKannur 0.596662
## Dist_NameKanpur 0.423394
## Dist_NameKanyakumari 0.659071
## Dist_NameKapurthala 0.047304 *
## Dist_NameKarbi Anglong 0.240620
## Dist_NameKarimnagar 0.157176
## Dist_NameKarnal 0.000592 ***
## Dist_NameKeonjhar 0.211395
## Dist_NameKhammam 0.947999
## Dist_NameKhandwa / East Nimar 0.437761
## Dist_NameKhargone / West Nimar 0.874907
## Dist_NameKheda 0.772183
## Dist_NameKheri 0.234733
## Dist_NameKinnaur 0.906457
## Dist_NameKodagu / Coorg 0.619571
## Dist_NameKolar 0.467420
## Dist_NameKolhapur 0.560734
## Dist_NameKollam 0.616786
## Dist_NameKoraput 0.084316 .
## Dist_NameKota 0.884007
## Dist_NameKottayam 0.609327
## Dist_NameKozhikode 0.583579
## Dist_NameKrishna 0.016387 *
## Dist_NameKullu 0.485778
## Dist_NameKurnool 0.934312
## Dist_NameKutch 0.952349
## Dist_NameLahul & Spiti 0.948887
## Dist_NameLakhimpur 0.213017
## Dist_NameLucknow 0.373103
## Dist_NameLudhiana 2.05e-05 ***
## Dist_NameMadurai 0.778970
## Dist_NameMahabubnagar 0.113495
## Dist_NameMahendragarh / Narnaul 0.149150
## Dist_NameMainpuri 0.622307
## Dist_NameMalappuram 0.623611
## Dist_NameMalda 0.684970
## Dist_NameMandi 0.177145
## Dist_NameMandla 0.128477
## Dist_NameMandsaur 0.804780
## Dist_NameMandya 0.926658
## Dist_NameMathura 0.496659
## Dist_NameMayurbhanja 0.025556 *
## Dist_NameMedak 0.591451
## Dist_NameMeerut 0.983954
## Dist_NameMehsana 0.650786
## Dist_NameMidnapur 0.089174 .
## Dist_NameMirzpur 0.096548 .
## Dist_NameMoradabad 0.060090 .
## Dist_NameMorena 0.260570
## Dist_NameMungair 0.424804
## Dist_NameMurshidabad 0.565194
## Dist_NameMuzaffarnagar 0.854437
## Dist_NameMuzaffarpur 0.002117 **
## Dist_NameMysore 0.581325
## Dist_NameNadia 0.872010
## Dist_NameNagaon 0.504082
## Dist_NameNagaur 0.268733
## Dist_NameNagpur 0.042643 *
## Dist_NameNainital 0.855053
## Dist_NameNalgonda 0.792310
## Dist_NameNanded 0.031629 *
## Dist_NameNarsinghpur 0.429299
## Dist_NameNasik 0.700991
## Dist_NameNizamabad 0.802587
## Dist_NameNorth Arcot / Vellore 0.581951
## Dist_NameNorth Cachar Hil / Dima hasao 0.423626
## Dist_NameOsmanabad 0.002839 **
## Dist_NamePalakkad 0.477991
## Dist_NamePalamau 0.102440
## Dist_NamePali 0.091056 .
## Dist_NamePanchmahal 0.001238 **
## Dist_NamePanna 0.785882
## Dist_NameParbhani 0.009320 **
## Dist_NamePatiala 2.53e-07 ***
## Dist_NamePatna 0.516677
## Dist_NamePhulbani ( Kandhamal ) 0.246310
## Dist_NamePilibhit 0.643335
## Dist_NamePithorgarh 0.303663
## Dist_NamePratapgarh 0.125513
## Dist_NamePune 0.939886
## Dist_NamePuri 0.127224
## Dist_NamePurnea 0.303664
## Dist_NamePurulia 0.271345
## Dist_NameRae-Bareily 0.236291
## Dist_NameRaichur 0.693844
## Dist_NameRaigad 0.794745
## Dist_NameRaigarh 0.065391 .
## Dist_NameRaipur 2.93e-05 ***
## Dist_NameRaisen 0.197741
## Dist_NameRajgarh 0.243895
## Dist_NameRajkot 0.683708
## Dist_NameRamananthapuram 0.344444
## Dist_NameRampur 0.435725
## Dist_NameRanchi 0.001787 **
## Dist_NameRatlam 0.773304
## Dist_NameRatnagiri 0.672657
## Dist_NameRewa 0.136528
## Dist_NameRohtak 0.523207
## Dist_NameRoopnagar / Ropar 0.604080
## Dist_NameS.P.S. Nellore 0.909019
## Dist_NameSabarkantha 0.670131
## Dist_NameSagar 0.118653
## Dist_NameSaharanpur 0.042201 *
## Dist_NameSaharsa 0.243859
## Dist_NameSalem 0.050841 .
## Dist_NameSambalpur 0.037389 *
## Dist_NameSangli 0.625403
## Dist_NameSangrur < 2e-16 ***
## Dist_NameSanthal Paragana / Dumka 0.073393 .
## Dist_NameSaran 0.008739 **
## Dist_NameSatara 0.644980
## Dist_NameSatna 0.425198
## Dist_NameSehore 0.256045
## Dist_NameSeoni / Shivani 0.067999 .
## Dist_NameShahabad (now part of Bhojpur district) 0.149852
## Dist_NameShahdol 0.086094 .
## Dist_NameShahjahanpur 0.568020
## Dist_NameShajapur 0.643550
## Dist_NameShimla 0.504107
## Dist_NameShimoge 0.756967
## Dist_NameShivpuri 0.233260
## Dist_NameSibsagar 0.166070
## Dist_NameSidhi 0.144179
## Dist_NameSikar 0.689057
## Dist_NameSinghbhum 0.162356
## Dist_NameSirmaur 0.480392
## Dist_NameSirohi 0.429241
## Dist_NameSitapur 0.035184 *
## Dist_NameSolan 0.436255
## Dist_NameSolapur 0.021341 *
## Dist_NameSouth Arcot / Cuddalore 0.001391 **
## Dist_NameSrikakulam 0.909278
## Dist_NameSultanpur 0.167445
## Dist_NameSundargarh 0.081073 .
## Dist_NameSurat 0.521735
## Dist_NameSurendranagar 0.535414
## Dist_NameSurguja 0.014606 *
## Dist_NameSwami Madhopur 0.872340
## Dist_NameTehri Garhwal 0.481388
## Dist_NameThane 0.623997
## Dist_NameThanjavur 0.564262
## Dist_NameThe Nilgiris 0.585817
## Dist_NameThirunelveli 0.715509
## Dist_NameThiruvananthapuram 0.611093
## Dist_NameThrissur 0.807664
## Dist_NameTikamgarh 0.384978
## Dist_NameTiruchirapalli / Trichy 0.140813
## Dist_NameTonk 0.472536
## Dist_NameTumkur 0.249008
## Dist_NameUdaipur 0.043771 *
## Dist_NameUjjain 0.980151
## Dist_NameUnnao 0.036964 *
## Dist_NameUttar Kashi 0.652618
## Dist_NameUttara Kannada 0.539102
## Dist_NameVadodara / Baroda 0.708408
## Dist_NameValsad 0.485572
## Dist_NameVaranasi 0.183557
## Dist_NameVidisha 0.084843 .
## Dist_NameVisakhapatnam 0.560422
## Dist_NameWarangal 0.289244
## Dist_NameWardha 0.425180
## Dist_NameWest Dinajpur 0.985785
## Dist_NameWest Godavari 2.84e-07 ***
## Dist_NameYeotmal 0.061352 .
## AREA:CropCASTOR 0.114578
## AREA:CropCHICKPEA 0.001189 **
## AREA:CropCOTTON 2.21e-05 ***
## AREA:CropFINGER_MILLET 0.015155 *
## AREA:CropGROUNDNUT 0.038197 *
## AREA:CropKHARIF_SORGHUM 0.000620 ***
## AREA:CropLINSEED 0.198342
## AREA:CropMAIZE 0.618001
## AREA:CropMINOR_PULSES 0.000105 ***
## AREA:CropOILSEEDS 0.000272 ***
## AREA:CropPEARL_MILLET 0.000509 ***
## AREA:CropPIGEONPEA 0.000535 ***
## AREA:CropRABI_SORGHUM 0.000182 ***
## AREA:CropRAPESEED_AND_MUSTARD 0.015856 *
## AREA:CropRICE 0.363721
## AREA:CropSAFFLOWER 0.329632
## AREA:CropSESAMUM 0.000120 ***
## AREA:CropSORGHUM 0.000114 ***
## AREA:CropSOYABEAN 0.000699 ***
## AREA:CropSUGARCANE 7.48e-12 ***
## AREA:CropSUNFLOWER 0.004048 **
## AREA:CropWHEAT 0.135360
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.0321352)
##
## Null deviance: 3012.78 on 8828 degrees of freedom
## Residual deviance: 272.28 on 8473 degrees of freedom
## AIC: -4946.1
##
## Number of Fisher Scoring iterations: 2predictions <- predict(model_production, newdata = test)
mse <- mean((predictions - test$PRODUCTION)^2)
rmse <- sqrt(mse)
cat("MSE on test data:", mse, "\n")## MSE on test data: 0.0379068## RMSE on test data: 0.1946967ggplot(data = test, aes(x = PRODUCTION, y = predictions)) +
geom_point() +
geom_line(aes(y = PRODUCTION), color = "red") +
labs(title = "Actual vs. Predicted Production",
x = "Actual Production",
y = "Predicted Production") +
theme_minimal()
Cross Validation:
Cross Validation of the Models
Normal MLR model without interaction effect
train_control <- trainControl(
method = "cv", # Use k-fold cross-validation
number = 10 # Number of folds
)
set.seed(123)
model <- train(PRODUCTION ~ AREA + Crop + Dist_Name, data = df,
method = "lm", # Specifying linear model
trControl = train_control)## Warning in predict.lm(modelFit, newdata): prediction from rank-deficient fit;
## attr(*, "non-estim") has doubtful cases##
## Call:
## lm(formula = .outcome ~ ., data = dat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.2667 -0.0956 0.0099 0.0916 5.1776
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.843e-02 5.405e-02
## AREA 5.352e-01 4.340e-03
## CropCASTOR 5.127e-02 2.527e-02
## CropCHICKPEA -6.303e-02 2.012e-02
## CropCOTTON -3.205e-01 2.370e-02
## CropFINGER_MILLET 1.126e-03 2.611e-02
## CropGROUNDNUT 4.033e-03 2.077e-02
## CropKHARIF_SORGHUM -1.252e-03 2.165e-02
## CropLINSEED 4.025e-02 2.432e-02
## CropMAIZE 9.626e-02 1.995e-02
## CropMINOR_PULSES -1.500e-01 1.977e-02
## CropOILSEEDS -2.025e-01 2.643e-02
## CropPEARL_MILLET -6.571e-02 2.194e-02
## CropPIGEONPEA -3.690e-02 2.038e-02
## CropRABI_SORGHUM -1.424e-01 2.880e-02
## CropRAPESEED_AND_MUSTARD -3.550e-02 2.041e-02
## CropRICE 2.240e-01 2.088e-02
## CropSAFFLOWER 8.404e-02 3.179e-02
## CropSESAMUM -1.152e-02 2.029e-02
## CropSORGHUM -6.290e-02 2.131e-02
## CropSOYABEAN -1.477e-01 2.379e-02
## CropSUGARCANE 2.588e-01 2.071e-02
## CropSUNFLOWER -3.488e-05 2.353e-02
## CropWHEAT 4.359e-01 2.055e-02
## Dist_NameAdilabad -8.413e-02 6.847e-02
## Dist_NameAgra 1.350e-02 7.000e-02
## Dist_NameAhmedabad -4.365e-02 7.147e-02
## Dist_NameAhmednagar -2.347e-01 6.719e-02
## Dist_NameAjmer -1.433e-01 7.036e-02
## Dist_NameAkola -2.289e-01 6.936e-02
## Dist_NameAlappuzha -9.776e-02 1.118e-01
## Dist_NameAligarh 6.393e-02 7.106e-02
## Dist_NameAllahabad -2.225e-02 7.107e-02
## Dist_NameAlmorah -6.345e-02 7.642e-02
## Dist_NameAlwar 8.237e-03 7.070e-02
## Dist_NameAmarawati -2.265e-01 7.069e-02
## Dist_NameAmbala 1.996e-01 8.466e-02
## Dist_NameAmreli -1.352e-01 7.577e-02
## Dist_NameAmritsar 3.427e-01 8.353e-02
## Dist_NameAnanthapur -2.303e-01 6.795e-02
## Dist_NameAurangabad -3.597e-01 6.797e-02
## Dist_NameAzamgarh 2.700e-02 7.144e-02
## Dist_NameBahraich 8.115e-03 7.000e-02
## Dist_NameBalaghat -9.365e-02 7.572e-02
## Dist_NameBalasore -4.164e-02 7.413e-02
## Dist_NameBallia -2.611e-02 7.272e-02
## Dist_NameBanaskantha 1.145e-02 7.272e-02
## Dist_NameBanda -9.892e-02 7.036e-02
## Dist_NameBangalore -4.142e-02 7.319e-02
## Dist_NameBankura -2.894e-02 7.515e-02
## Dist_NameBanswara -5.924e-02 6.876e-02
## Dist_NameBarabanki 6.462e-03 7.187e-02
## Dist_NameBareilly 6.607e-02 7.145e-02
## Dist_NameBarmer -4.285e-01 7.419e-02
## Dist_NameBastar -1.309e-01 7.226e-02
## Dist_NameBasti 7.404e-02 7.410e-02
## Dist_NameBeed -3.743e-01 6.718e-02
## Dist_NameBelgaum 3.676e-02 6.669e-02
## Dist_NameBellary -2.012e-02 6.848e-02
## Dist_NameBetul -9.718e-02 7.226e-02
## Dist_NameBhagalpur -7.798e-03 7.036e-02
## Dist_NameBhandara -9.217e-02 7.574e-02
## Dist_NameBharatpur 4.226e-03 7.001e-02
## Dist_NameBharuch -4.520e-02 6.879e-02
## Dist_NameBhatinda 5.767e-01 7.990e-02
## Dist_NameBhavnagar -8.688e-02 7.272e-02
## Dist_NameBhilwara -7.370e-02 6.847e-02
## Dist_NameBhind 3.761e-03 7.365e-02
## Dist_NameBidar -8.101e-02 6.740e-02
## `Dist_NameBijapur / Vijayapura` -1.550e-01 6.819e-02
## Dist_NameBijnor 2.713e-01 8.157e-02
## Dist_NameBikaner -1.679e-01 7.320e-02
## Dist_NameBilashpur -5.267e-02 8.261e-02
## Dist_NameBilaspur -7.688e-02 6.904e-02
## Dist_NameBirbhum 1.501e-02 7.104e-02
## Dist_NameBolangir -6.838e-02 6.847e-02
## Dist_NameBombay -1.152e-01 3.331e-01
## Dist_NameBudaun 1.428e-02 7.145e-02
## `Dist_NameBuland Shahar` 1.209e-01 7.272e-02
## Dist_NameBuldhana -1.567e-01 6.820e-02
## Dist_NameBundi -7.525e-03 6.905e-02
## Dist_NameBurdwan 3.987e-02 7.359e-02
## Dist_NameCachar -5.441e-02 7.634e-02
## Dist_NameChamba -8.099e-02 8.986e-02
## Dist_NameChamoli -6.010e-02 7.918e-02
## Dist_NameChamparan 1.690e-02 7.268e-02
## Dist_NameChandrapur -1.368e-01 6.875e-02
## `Dist_NameChengalpattu MGR / Kanchipuram` 5.245e-02 7.320e-02
## Dist_NameChhatarpur -1.038e-01 7.034e-02
## Dist_NameChhindwara 7.929e-02 7.104e-02
## Dist_NameChickmagalur -1.815e-02 7.074e-02
## Dist_NameChitradurga -1.796e-02 6.742e-02
## Dist_NameChittoor 5.289e-03 7.075e-02
## Dist_NameChittorgarh -3.142e-02 6.875e-02
## Dist_NameChuru -3.756e-01 7.992e-02
## Dist_NameCoimbatore 3.958e-03 7.040e-02
## `Dist_NameCooch Behar` -4.066e-02 7.835e-02
## Dist_NameCuttack -1.112e-01 7.145e-02
## `Dist_NameDakshina Kannada` -6.787e-02 9.936e-02
## Dist_NameDamoh -9.948e-02 7.069e-02
## Dist_NameDangs -5.912e-02 7.583e-02
## Dist_NameDarbhanga -5.038e-02 7.144e-02
## Dist_NameDarjeeling -6.283e-02 7.228e-02
## Dist_NameDarrang -8.803e-02 7.697e-02
## Dist_NameDatia -4.984e-02 7.274e-02
## Dist_NameDehradun -5.291e-02 7.275e-02
## Dist_NameDeoria 4.515e-02 7.228e-02
## Dist_NameDewas -5.575e-02 7.574e-02
## Dist_NameDhanbad -6.131e-02 8.160e-02
## Dist_NameDhar -3.048e-02 7.187e-02
## Dist_NameDharwad -1.839e-01 6.626e-02
## Dist_NameDhenkanal -1.435e-01 7.272e-02
## Dist_NameDhule -1.224e-01 6.694e-02
## Dist_NameDibrugarh -1.098e-01 8.254e-02
## Dist_NameDungarpur -4.302e-02 6.879e-02
## Dist_NameDurg -1.933e-01 6.934e-02
## `Dist_NameEast Godavari` 1.622e-01 6.940e-02
## Dist_NameEranakulam -1.161e-01 1.162e-01
## Dist_NameEtah 1.936e-02 7.271e-02
## Dist_NameEtawah 1.336e-02 7.146e-02
## Dist_NameFaizabad 3.551e-02 7.228e-02
## Dist_NameFarrukhabad -3.077e-04 7.108e-02
## Dist_NameFatehpur -3.828e-02 7.108e-02
## Dist_NameFerozpur 6.784e-01 7.579e-02
## Dist_NameGanganagar -2.079e-02 6.878e-02
## Dist_NameGanjam -7.084e-02 6.848e-02
## Dist_NameGarhwal -4.999e-02 7.643e-02
## Dist_NameGaya 3.041e-02 7.225e-02
## Dist_NameGhazipur -2.732e-02 7.107e-02
## Dist_NameGoalpara -1.007e-01 7.635e-02
## Dist_NameGonda 4.850e-02 7.462e-02
## Dist_NameGorakhpur 3.763e-02 7.268e-02
## `Dist_NameGulbarga / Kalaburagi` -2.021e-01 6.741e-02
## Dist_NameGuna -1.341e-01 7.414e-02
## Dist_NameGuntur 6.201e-02 6.745e-02
## Dist_NameGurdaspur 1.820e-01 8.353e-02
## Dist_NameGurgaon 1.180e-01 7.580e-02
## Dist_NameGwalior -7.825e-03 7.368e-02
## Dist_NameHamirpur -1.241e-01 6.967e-02
## Dist_NameHardoi 4.046e-02 7.107e-02
## Dist_NameHassan 1.141e-02 7.038e-02
## Dist_NameHazaribagh -6.983e-02 7.834e-02
## Dist_NameHissar 3.772e-01 7.427e-02
## Dist_NameHooghly -2.345e-02 7.762e-02
## Dist_NameHoshangabad 3.453e-02 7.227e-02
## Dist_NameHoshiarpur 1.247e-01 8.157e-02
## Dist_NameHowrah -9.076e-02 7.986e-02
## Dist_NameHyderabad -3.763e-02 6.720e-02
## Dist_NameIndore -4.360e-02 8.355e-02
## Dist_NameJabalpur -2.426e-02 7.225e-02
## Dist_NameJaipur -5.341e-02 7.072e-02
## Dist_NameJaisalmer -9.948e-02 7.580e-02
## Dist_NameJalandhar 2.227e-01 8.251e-02
## Dist_NameJalaun -4.820e-02 7.109e-02
## Dist_NameJalgaon -1.240e-01 6.968e-02
## Dist_NameJalore -1.644e-01 7.273e-02
## Dist_NameJalpaiguri -5.976e-02 7.225e-02
## Dist_NameJamnagar -9.012e-02 7.188e-02
## Dist_NameJaunpur -1.743e-02 7.228e-02
## Dist_NameJhabua -3.188e-02 7.148e-02
## Dist_NameJhalawar -8.681e-02 6.968e-02
## Dist_NameJhansi -1.374e-01 6.967e-02
## Dist_NameJhunjhunu -4.220e-02 7.912e-02
## Dist_NameJind 2.202e-01 8.841e-02
## Dist_NameJodhpur -2.586e-01 7.276e-02
## Dist_NameJunagadh -3.373e-02 7.074e-02
## `Dist_NameKadapa YSR` -3.692e-02 6.719e-02
## Dist_NameKalahandi -1.042e-01 6.692e-02
## Dist_NameKamrup -8.644e-02 7.635e-02
## Dist_NameKangra -7.015e-02 7.467e-02
## Dist_NameKannur -4.178e-02 1.347e-01
## Dist_NameKanpur 5.479e-03 6.935e-02
## Dist_NameKanyakumari -4.242e-02 1.119e-01
## Dist_NameKapurthala 6.809e-02 8.980e-02
## `Dist_NameKarbi Anglong` -6.473e-02 7.464e-02
## Dist_NameKarimnagar 7.687e-02 7.003e-02
## Dist_NameKarnal 5.920e-01 8.163e-02
## Dist_NameKeonjhar -6.653e-02 6.820e-02
## Dist_NameKhammam 3.096e-02 7.318e-02
## `Dist_NameKhandwa / East Nimar` -7.002e-02 7.070e-02
## `Dist_NameKhargone / West Nimar` -3.188e-02 6.967e-02
## Dist_NameKheda 1.752e-02 6.879e-02
## Dist_NameKheri 2.456e-01 7.228e-02
## Dist_NameKinnaur -1.199e-01 9.323e-02
## `Dist_NameKodagu / Coorg` -1.034e-01 1.213e-01
## Dist_NameKolar -7.487e-03 7.188e-02
## Dist_NameKolhapur 1.419e-01 7.111e-02
## Dist_NameKollam -9.668e-02 1.081e-01
## Dist_NameKoraput -5.878e-02 6.692e-02
## Dist_NameKota -6.618e-02 6.969e-02
## Dist_NameKottayam -9.214e-02 1.020e-01
## Dist_NameKozhikode -4.319e-02 1.347e-01
## Dist_NameKrishna 1.148e-01 7.229e-02
## Dist_NameKullu -6.370e-02 8.078e-02
## Dist_NameKurnool -9.125e-02 6.607e-02
## Dist_NameKutch -4.073e-02 7.318e-02
## `Dist_NameLahul & Spiti` -7.125e-02 9.713e-02
## Dist_NameLakhimpur -1.074e-01 7.636e-02
## Dist_NameLucknow -5.077e-02 7.230e-02
## Dist_NameLudhiana 3.171e-01 8.159e-02
## Dist_NameMadurai 3.997e-02 7.005e-02
## Dist_NameMahabubnagar -1.151e-01 6.767e-02
## `Dist_NameMahendragarh / Narnaul` 3.554e-02 7.416e-02
## Dist_NameMainpuri 2.603e-02 7.108e-02
## Dist_NameMalappuram -9.432e-02 1.440e-01
## Dist_NameMalda -1.112e-02 7.517e-02
## Dist_NameMandi -6.568e-02 7.643e-02
## Dist_NameMandla -8.006e-02 7.314e-02
## Dist_NameMandsaur -1.052e-01 7.575e-02
## Dist_NameMandya -8.034e-03 7.639e-02
## Dist_NameMathura 1.465e-02 7.273e-02
## Dist_NameMayurbhanja -7.646e-02 7.316e-02
## Dist_NameMedak -2.112e-02 6.793e-02
## Dist_NameMeerut 3.523e-01 7.577e-02
## Dist_NameMehsana -1.973e-02 7.072e-02
## Dist_NameMidnapur 9.297e-02 7.410e-02
## Dist_NameMirzpur -6.528e-02 7.070e-02
## Dist_NameMoradabad 1.463e-01 7.271e-02
## Dist_NameMorena -6.309e-04 7.186e-02
## Dist_NameMungair 8.297e-03 6.967e-02
## Dist_NameMurshidabad -9.546e-03 7.360e-02
## Dist_NameMuzaffarnagar 3.476e-01 7.988e-02
## Dist_NameMuzaffarpur -5.156e-02 7.362e-02
## Dist_NameMysore -2.761e-02 7.004e-02
## Dist_NameNadia -3.409e-02 7.461e-02
## Dist_NameNagaon -6.894e-02 7.763e-02
## Dist_NameNagaur -2.624e-01 7.189e-02
## Dist_NameNagpur -1.190e-01 6.906e-02
## Dist_NameNainital 3.727e-02 7.523e-02
## Dist_NameNalgonda -2.956e-02 7.003e-02
## Dist_NameNanded -2.810e-01 6.905e-02
## Dist_NameNarsinghpur -3.199e-02 7.363e-02
## Dist_NameNasik -2.193e-02 6.795e-02
## Dist_NameNizamabad 3.149e-02 6.847e-02
## `Dist_NameNorth Arcot / Vellore` 8.912e-02 7.039e-02
## `Dist_NameNorth Cachar Hil / Dima hasao` -1.818e-02 8.075e-02
## Dist_NameOsmanabad -2.971e-01 6.671e-02
## Dist_NamePalakkad -7.837e-03 8.076e-02
## Dist_NamePalamau -8.740e-02 7.987e-02
## Dist_NamePali -1.545e-01 7.036e-02
## Dist_NamePanchmahal -7.278e-02 6.938e-02
## Dist_NamePanna -7.105e-02 7.365e-02
## Dist_NameParbhani -3.230e-01 6.822e-02
## Dist_NamePatiala 3.360e-01 7.764e-02
## Dist_NamePatna -1.432e-02 7.107e-02
## `Dist_NamePhulbani ( Kandhamal )` -4.726e-02 6.850e-02
## Dist_NamePilibhit 1.167e-01 7.909e-02
## Dist_NamePithorgarh -6.064e-02 7.368e-02
## Dist_NamePratapgarh -4.606e-02 7.318e-02
## Dist_NamePune -1.990e-02 6.908e-02
## Dist_NamePuri -9.228e-02 6.905e-02
## Dist_NamePurnea 8.067e-02 7.411e-02
## Dist_NamePurulia -4.746e-02 6.934e-02
## `Dist_NameRae-Bareily` -3.442e-02 7.034e-02
## Dist_NameRaichur -1.373e-01 6.791e-02
## Dist_NameRaigad -5.250e-03 8.705e-02
## Dist_NameRaigarh -1.063e-01 7.107e-02
## Dist_NameRaipur -8.120e-02 6.965e-02
## Dist_NameRaisen -6.120e-02 7.910e-02
## Dist_NameRajgarh -1.181e-01 7.466e-02
## Dist_NameRajkot -9.093e-02 7.072e-02
## Dist_NameRamananthapuram 1.660e-02 7.149e-02
## Dist_NameRampur 1.697e-02 7.273e-02
## Dist_NameRanchi -8.194e-02 7.763e-02
## Dist_NameRatlam -3.972e-02 7.574e-02
## Dist_NameRatnagiri -1.416e-02 8.162e-02
## Dist_NameRewa -4.436e-02 7.146e-02
## Dist_NameRohtak 1.726e-01 7.366e-02
## `Dist_NameRoopnagar / Ropar` 1.719e-02 7.909e-02
## `Dist_NameS.P.S. Nellore` 7.655e-02 6.823e-02
## Dist_NameSabarkantha -1.468e-02 7.148e-02
## Dist_NameSagar -1.490e-01 7.033e-02
## Dist_NameSaharanpur 2.019e-01 7.909e-02
## Dist_NameSaharsa -6.999e-02 7.363e-02
## Dist_NameSalem 4.369e-02 6.907e-02
## Dist_NameSambalpur -1.112e-01 6.906e-02
## Dist_NameSangli -3.603e-02 6.792e-02
## Dist_NameSangrur 5.217e-01 7.764e-02
## `Dist_NameSanthal Paragana / Dumka` -7.250e-02 7.763e-02
## Dist_NameSaran -2.117e-02 7.316e-02
## Dist_NameSatara -3.272e-02 6.718e-02
## Dist_NameSatna -5.289e-02 7.272e-02
## Dist_NameSehore -8.804e-02 7.271e-02
## `Dist_NameSeoni / Shivani` -2.849e-02 7.573e-02
## `Dist_NameShahabad (now part of Bhojpur district)` 1.023e-01 7.271e-02
## Dist_NameShahdol -8.644e-02 7.145e-02
## Dist_NameShahjahanpur 9.328e-02 7.108e-02
## Dist_NameShajapur -1.045e-01 7.466e-02
## Dist_NameShimla -6.867e-02 8.262e-02
## Dist_NameShimoge 3.128e-02 7.418e-02
## Dist_NameShivpuri -1.118e-01 7.228e-02
## Dist_NameSibsagar -8.881e-02 7.836e-02
## Dist_NameSidhi -6.324e-02 7.186e-02
## Dist_NameSikar -8.238e-02 7.636e-02
## Dist_NameSinghbhum -9.016e-02 7.834e-02
## Dist_NameSirmaur -6.455e-02 7.525e-02
## Dist_NameSirohi -3.583e-02 7.319e-02
## Dist_NameSitapur 8.996e-02 7.146e-02
## Dist_NameSolan -7.303e-02 7.915e-02
## Dist_NameSolapur -2.281e-01 6.717e-02
## `Dist_NameSouth Arcot / Cuddalore` 2.286e-01 7.149e-02
## Dist_NameSrikakulam 3.778e-02 7.073e-02
## Dist_NameSultanpur -1.397e-02 7.034e-02
## Dist_NameSundargarh -7.968e-02 6.849e-02
## Dist_NameSurat 4.435e-02 6.879e-02
## Dist_NameSurendranagar -1.317e-01 7.071e-02
## Dist_NameSurguja -1.083e-01 7.035e-02
## `Dist_NameSwami Madhopur` -5.739e-02 7.072e-02
## `Dist_NameTehri Garhwal` -5.322e-02 7.773e-02
## Dist_NameThane -5.344e-02 7.837e-02
## Dist_NameThanjavur 5.542e-02 7.074e-02
## `Dist_NameThe Nilgiris` -1.866e-01 1.726e-01
## Dist_NameThirunelveli 3.620e-03 7.150e-02
## Dist_NameThiruvananthapuram -5.445e-02 1.440e-01
## Dist_NameThrissur -1.049e-01 1.726e-01
## Dist_NameTikamgarh -9.847e-02 7.227e-02
## `Dist_NameTiruchirapalli / Trichy` 1.017e-01 7.004e-02
## Dist_NameTonk -1.048e-01 7.002e-02
## Dist_NameTumkur -5.359e-02 6.936e-02
## Dist_NameUdaipur -5.196e-02 6.793e-02
## Dist_NameUjjain -9.636e-02 7.835e-02
## Dist_NameUnnao -4.155e-02 7.070e-02
## `Dist_NameUttar Kashi` -5.075e-02 7.773e-02
## `Dist_NameUttara Kannada` -9.145e-04 8.837e-02
## `Dist_NameVadodara / Baroda` -4.705e-02 6.879e-02
## Dist_NameValsad -2.841e-02 7.322e-02
## Dist_NameVaranasi -7.801e-03 7.145e-02
## Dist_NameVidisha -1.417e-01 7.576e-02
## Dist_NameVisakhapatnam 4.321e-02 7.110e-02
## Dist_NameWarangal 5.041e-02 7.038e-02
## Dist_NameWardha -1.351e-01 7.416e-02
## `Dist_NameWest Dinajpur` 3.001e-02 7.462e-02
## `Dist_NameWest Godavari` 3.315e-01 7.146e-02
## Dist_NameYeotmal -2.740e-01 7.188e-02
## t value Pr(>|t|)
## (Intercept) 0.341 0.733116
## AREA 123.315 < 2e-16 ***
## CropCASTOR 2.029 0.042463 *
## CropCHICKPEA -3.133 0.001734 **
## CropCOTTON -13.521 < 2e-16 ***
## CropFINGER_MILLET 0.043 0.965612
## CropGROUNDNUT 0.194 0.846020
## CropKHARIF_SORGHUM -0.058 0.953873
## CropLINSEED 1.655 0.098040 .
## CropMAIZE 4.826 1.41e-06 ***
## CropMINOR_PULSES -7.588 3.47e-14 ***
## CropOILSEEDS -7.664 1.94e-14 ***
## CropPEARL_MILLET -2.995 0.002750 **
## CropPIGEONPEA -1.811 0.070190 .
## CropRABI_SORGHUM -4.943 7.78e-07 ***
## CropRAPESEED_AND_MUSTARD -1.739 0.082012 .
## CropRICE 10.730 < 2e-16 ***
## CropSAFFLOWER 2.644 0.008215 **
## CropSESAMUM -0.568 0.570323
## CropSORGHUM -2.953 0.003158 **
## CropSOYABEAN -6.211 5.43e-10 ***
## CropSUGARCANE 12.498 < 2e-16 ***
## CropSUNFLOWER -0.001 0.998817
## CropWHEAT 21.213 < 2e-16 ***
## Dist_NameAdilabad -1.229 0.219203
## Dist_NameAgra 0.193 0.847085
## Dist_NameAhmedabad -0.611 0.541414
## Dist_NameAhmednagar -3.493 0.000480 ***
## Dist_NameAjmer -2.036 0.041740 *
## Dist_NameAkola -3.301 0.000967 ***
## Dist_NameAlappuzha -0.874 0.382084
## Dist_NameAligarh 0.900 0.368302
## Dist_NameAllahabad -0.313 0.754261
## Dist_NameAlmorah -0.830 0.406387
## Dist_NameAlwar 0.117 0.907257
## Dist_NameAmarawati -3.204 0.001359 **
## Dist_NameAmbala 2.358 0.018382 *
## Dist_NameAmreli -1.784 0.074442 .
## Dist_NameAmritsar 4.103 4.11e-05 ***
## Dist_NameAnanthapur -3.389 0.000703 ***
## Dist_NameAurangabad -5.292 1.23e-07 ***
## Dist_NameAzamgarh 0.378 0.705493
## Dist_NameBahraich 0.116 0.907713
## Dist_NameBalaghat -1.237 0.216199
## Dist_NameBalasore -0.562 0.574342
## Dist_NameBallia -0.359 0.719588
## Dist_NameBanaskantha 0.158 0.874845
## Dist_NameBanda -1.406 0.159745
## Dist_NameBangalore -0.566 0.571486
## Dist_NameBankura -0.385 0.700117
## Dist_NameBanswara -0.862 0.388966
## Dist_NameBarabanki 0.090 0.928361
## Dist_NameBareilly 0.925 0.355195
## Dist_NameBarmer -5.776 7.83e-09 ***
## Dist_NameBastar -1.811 0.070146 .
## Dist_NameBasti 0.999 0.317705
## Dist_NameBeed -5.572 2.57e-08 ***
## Dist_NameBelgaum 0.551 0.581519
## Dist_NameBellary -0.294 0.768918
## Dist_NameBetul -1.345 0.178691
## Dist_NameBhagalpur -0.111 0.911752
## Dist_NameBhandara -1.217 0.223652
## Dist_NameBharatpur 0.060 0.951867
## Dist_NameBharuch -0.657 0.511182
## Dist_NameBhatinda 7.218 5.60e-13 ***
## Dist_NameBhavnagar -1.195 0.232182
## Dist_NameBhilwara -1.076 0.281804
## Dist_NameBhind 0.051 0.959277
## Dist_NameBidar -1.202 0.229425
## `Dist_NameBijapur / Vijayapura` -2.273 0.023063 *
## Dist_NameBijnor 3.326 0.000882 ***
## Dist_NameBikaner -2.294 0.021816 *
## Dist_NameBilashpur -0.638 0.523766
## Dist_NameBilaspur -1.114 0.265493
## Dist_NameBirbhum 0.211 0.832673
## Dist_NameBolangir -0.999 0.317947
## Dist_NameBombay -0.346 0.729392
## Dist_NameBudaun 0.200 0.841552
## `Dist_NameBuland Shahar` 1.663 0.096392 .
## Dist_NameBuldhana -2.297 0.021617 *
## Dist_NameBundi -0.109 0.913223
## Dist_NameBurdwan 0.542 0.587917
## Dist_NameCachar -0.713 0.476017
## Dist_NameChamba -0.901 0.367472
## Dist_NameChamoli -0.759 0.447864
## Dist_NameChamparan 0.233 0.816100
## Dist_NameChandrapur -1.990 0.046597 *
## `Dist_NameChengalpattu MGR / Kanchipuram` 0.717 0.473647
## Dist_NameChhatarpur -1.476 0.139942
## Dist_NameChhindwara 1.116 0.264448
## Dist_NameChickmagalur -0.257 0.797483
## Dist_NameChitradurga -0.266 0.789954
## Dist_NameChittoor 0.075 0.940411
## Dist_NameChittorgarh -0.457 0.647626
## Dist_NameChuru -4.699 2.64e-06 ***
## Dist_NameCoimbatore 0.056 0.955160
## `Dist_NameCooch Behar` -0.519 0.603836
## Dist_NameCuttack -1.556 0.119649
## `Dist_NameDakshina Kannada` -0.683 0.494575
## Dist_NameDamoh -1.407 0.159355
## Dist_NameDangs -0.780 0.435671
## Dist_NameDarbhanga -0.705 0.480676
## Dist_NameDarjeeling -0.869 0.384726
## Dist_NameDarrang -1.144 0.252789
## Dist_NameDatia -0.685 0.493209
## Dist_NameDehradun -0.727 0.467055
## Dist_NameDeoria 0.625 0.532191
## Dist_NameDewas -0.736 0.461691
## Dist_NameDhanbad -0.751 0.452506
## Dist_NameDhar -0.424 0.671494
## Dist_NameDharwad -2.776 0.005512 **
## Dist_NameDhenkanal -1.974 0.048446 *
## Dist_NameDhule -1.829 0.067446 .
## Dist_NameDibrugarh -1.331 0.183351
## Dist_NameDungarpur -0.625 0.531764
## Dist_NameDurg -2.788 0.005311 **
## `Dist_NameEast Godavari` 2.337 0.019453 *
## Dist_NameEranakulam -0.999 0.317669
## Dist_NameEtah 0.266 0.790080
## Dist_NameEtawah 0.187 0.851755
## Dist_NameFaizabad 0.491 0.623258
## Dist_NameFarrukhabad -0.004 0.996547
## Dist_NameFatehpur -0.539 0.590162
## Dist_NameFerozpur 8.952 < 2e-16 ***
## Dist_NameGanganagar -0.302 0.762430
## Dist_NameGanjam -1.034 0.300944
## Dist_NameGarhwal -0.654 0.513062
## Dist_NameGaya 0.421 0.673880
## Dist_NameGhazipur -0.384 0.700663
## Dist_NameGoalpara -1.318 0.187388
## Dist_NameGonda 0.650 0.515729
## Dist_NameGorakhpur 0.518 0.604621
## `Dist_NameGulbarga / Kalaburagi` -2.997 0.002730 **
## Dist_NameGuna -1.808 0.070573 .
## Dist_NameGuntur 0.919 0.357921
## Dist_NameGurdaspur 2.179 0.029329 *
## Dist_NameGurgaon 1.556 0.119680
## Dist_NameGwalior -0.106 0.915421
## Dist_NameHamirpur -1.782 0.074844 .
## Dist_NameHardoi 0.569 0.569180
## Dist_NameHassan 0.162 0.871185
## Dist_NameHazaribagh -0.891 0.372722
## Dist_NameHissar 5.079 3.86e-07 ***
## Dist_NameHooghly -0.302 0.762578
## Dist_NameHoshangabad 0.478 0.632808
## Dist_NameHoshiarpur 1.528 0.126430
## Dist_NameHowrah -1.136 0.255775
## Dist_NameHyderabad -0.560 0.575468
## Dist_NameIndore -0.522 0.601798
## Dist_NameJabalpur -0.336 0.737035
## Dist_NameJaipur -0.755 0.450071
## Dist_NameJaisalmer -1.312 0.189406
## Dist_NameJalandhar 2.700 0.006952 **
## Dist_NameJalaun -0.678 0.497786
## Dist_NameJalgaon -1.780 0.075113 .
## Dist_NameJalore -2.260 0.023839 *
## Dist_NameJalpaiguri -0.827 0.408189
## Dist_NameJamnagar -1.254 0.209933
## Dist_NameJaunpur -0.241 0.809472
## Dist_NameJhabua -0.446 0.655639
## Dist_NameJhalawar -1.246 0.212880
## Dist_NameJhansi -1.973 0.048544 *
## Dist_NameJhunjhunu -0.533 0.593823
## Dist_NameJind 2.491 0.012767 *
## Dist_NameJodhpur -3.555 0.000380 ***
## Dist_NameJunagadh -0.477 0.633520
## `Dist_NameKadapa YSR` -0.549 0.582690
## Dist_NameKalahandi -1.557 0.119551
## Dist_NameKamrup -1.132 0.257588
## Dist_NameKangra -0.939 0.347546
## Dist_NameKannur -0.310 0.756508
## Dist_NameKanpur 0.079 0.937033
## Dist_NameKanyakumari -0.379 0.704500
## Dist_NameKapurthala 0.758 0.448300
## `Dist_NameKarbi Anglong` -0.867 0.385845
## Dist_NameKarimnagar 1.098 0.272346
## Dist_NameKarnal 7.253 4.34e-13 ***
## Dist_NameKeonjhar -0.976 0.329307
## Dist_NameKhammam 0.423 0.672229
## `Dist_NameKhandwa / East Nimar` -0.990 0.322033
## `Dist_NameKhargone / West Nimar` -0.458 0.647293
## Dist_NameKheda 0.255 0.798945
## Dist_NameKheri 3.397 0.000683 ***
## Dist_NameKinnaur -1.286 0.198408
## `Dist_NameKodagu / Coorg` -0.852 0.393965
## Dist_NameKolar -0.104 0.917047
## Dist_NameKolhapur 1.995 0.046082 *
## Dist_NameKollam -0.894 0.371223
## Dist_NameKoraput -0.878 0.379752
## Dist_NameKota -0.950 0.342262
## Dist_NameKottayam -0.903 0.366513
## Dist_NameKozhikode -0.321 0.748538
## Dist_NameKrishna 1.588 0.112326
## Dist_NameKullu -0.788 0.430424
## Dist_NameKurnool -1.381 0.167239
## Dist_NameKutch -0.556 0.577896
## `Dist_NameLahul & Spiti` -0.734 0.463233
## Dist_NameLakhimpur -1.407 0.159527
## Dist_NameLucknow -0.702 0.482561
## Dist_NameLudhiana 3.887 0.000102 ***
## Dist_NameMadurai 0.571 0.568237
## Dist_NameMahabubnagar -1.701 0.088893 .
## `Dist_NameMahendragarh / Narnaul` 0.479 0.631732
## Dist_NameMainpuri 0.366 0.714242
## Dist_NameMalappuram -0.655 0.512405
## Dist_NameMalda -0.148 0.882446
## Dist_NameMandi -0.859 0.390118
## Dist_NameMandla -1.095 0.273681
## Dist_NameMandsaur -1.389 0.164954
## Dist_NameMandya -0.105 0.916240
## Dist_NameMathura 0.201 0.840319
## Dist_NameMayurbhanja -1.045 0.295960
## Dist_NameMedak -0.311 0.755883
## Dist_NameMeerut 4.649 3.37e-06 ***
## Dist_NameMehsana -0.279 0.780271
## Dist_NameMidnapur 1.255 0.209641
## Dist_NameMirzpur -0.923 0.355887
## Dist_NameMoradabad 2.012 0.044291 *
## Dist_NameMorena -0.009 0.992994
## Dist_NameMungair 0.119 0.905203
## Dist_NameMurshidabad -0.130 0.896805
## Dist_NameMuzaffarnagar 4.352 1.36e-05 ***
## Dist_NameMuzaffarpur -0.700 0.483742
## Dist_NameMysore -0.394 0.693429
## Dist_NameNadia -0.457 0.647697
## Dist_NameNagaon -0.888 0.374544
## Dist_NameNagaur -3.650 0.000263 ***
## Dist_NameNagpur -1.724 0.084820 .
## Dist_NameNainital 0.495 0.620269
## Dist_NameNalgonda -0.422 0.672960
## Dist_NameNanded -4.070 4.74e-05 ***
## Dist_NameNarsinghpur -0.434 0.663934
## Dist_NameNasik -0.323 0.746856
## Dist_NameNizamabad 0.460 0.645646
## `Dist_NameNorth Arcot / Vellore` 1.266 0.205493
## `Dist_NameNorth Cachar Hil / Dima hasao` -0.225 0.821834
## Dist_NameOsmanabad -4.454 8.50e-06 ***
## Dist_NamePalakkad -0.097 0.922693
## Dist_NamePalamau -1.094 0.273838
## Dist_NamePali -2.196 0.028126 *
## Dist_NamePanchmahal -1.049 0.294212
## Dist_NamePanna -0.965 0.334766
## Dist_NameParbhani -4.735 2.21e-06 ***
## Dist_NamePatiala 4.328 1.52e-05 ***
## Dist_NamePatna -0.202 0.840306
## `Dist_NamePhulbani ( Kandhamal )` -0.690 0.490202
## Dist_NamePilibhit 1.476 0.139924
## Dist_NamePithorgarh -0.823 0.410511
## Dist_NamePratapgarh -0.629 0.529089
## Dist_NamePune -0.288 0.773354
## Dist_NamePuri -1.336 0.181421
## Dist_NamePurnea 1.089 0.276382
## Dist_NamePurulia -0.685 0.493655
## `Dist_NameRae-Bareily` -0.489 0.624608
## Dist_NameRaichur -2.022 0.043202 *
## Dist_NameRaigad -0.060 0.951911
## Dist_NameRaigarh -1.496 0.134669
## Dist_NameRaipur -1.166 0.243706
## Dist_NameRaisen -0.774 0.439134
## Dist_NameRajgarh -1.581 0.113796
## Dist_NameRajkot -1.286 0.198559
## Dist_NameRamananthapuram 0.232 0.816367
## Dist_NameRampur 0.233 0.815523
## Dist_NameRanchi -1.055 0.291225
## Dist_NameRatlam -0.524 0.599988
## Dist_NameRatnagiri -0.174 0.862256
## Dist_NameRewa -0.621 0.534770
## Dist_NameRohtak 2.343 0.019160 *
## `Dist_NameRoopnagar / Ropar` 0.217 0.827986
## `Dist_NameS.P.S. Nellore` 1.122 0.261928
## Dist_NameSabarkantha -0.205 0.837294
## Dist_NameSagar -2.119 0.034143 *
## Dist_NameSaharanpur 2.553 0.010688 *
## Dist_NameSaharsa -0.951 0.341835
## Dist_NameSalem 0.632 0.527088
## Dist_NameSambalpur -1.610 0.107344
## Dist_NameSangli -0.530 0.595791
## Dist_NameSangrur 6.719 1.91e-11 ***
## `Dist_NameSanthal Paragana / Dumka` -0.934 0.350411
## Dist_NameSaran -0.289 0.772286
## Dist_NameSatara -0.487 0.626257
## Dist_NameSatna -0.727 0.467026
## Dist_NameSehore -1.211 0.225947
## `Dist_NameSeoni / Shivani` -0.376 0.706787
## `Dist_NameShahabad (now part of Bhojpur district)` 1.407 0.159470
## Dist_NameShahdol -1.210 0.226413
## Dist_NameShahjahanpur 1.312 0.189449
## Dist_NameShajapur -1.399 0.161738
## Dist_NameShimla -0.831 0.405916
## Dist_NameShimoge 0.422 0.673257
## Dist_NameShivpuri -1.547 0.121960
## Dist_NameSibsagar -1.133 0.257116
## Dist_NameSidhi -0.880 0.378848
## Dist_NameSikar -1.079 0.280700
## Dist_NameSinghbhum -1.151 0.249749
## Dist_NameSirmaur -0.858 0.391000
## Dist_NameSirohi -0.490 0.624458
## Dist_NameSitapur 1.259 0.208097
## Dist_NameSolan -0.923 0.356190
## Dist_NameSolapur -3.396 0.000687 ***
## `Dist_NameSouth Arcot / Cuddalore` 3.197 0.001391 **
## Dist_NameSrikakulam 0.534 0.593278
## Dist_NameSultanpur -0.199 0.842625
## Dist_NameSundargarh -1.163 0.244664
## Dist_NameSurat 0.645 0.519145
## Dist_NameSurendranagar -1.862 0.062657 .
## Dist_NameSurguja -1.539 0.123740
## `Dist_NameSwami Madhopur` -0.811 0.417148
## `Dist_NameTehri Garhwal` -0.685 0.493551
## Dist_NameThane -0.682 0.495352
## Dist_NameThanjavur 0.783 0.433392
## `Dist_NameThe Nilgiris` -1.081 0.279578
## Dist_NameThirunelveli 0.051 0.959618
## Dist_NameThiruvananthapuram -0.378 0.705426
## Dist_NameThrissur -0.608 0.543373
## Dist_NameTikamgarh -1.363 0.173050
## `Dist_NameTiruchirapalli / Trichy` 1.453 0.146370
## Dist_NameTonk -1.497 0.134367
## Dist_NameTumkur -0.773 0.439770
## Dist_NameUdaipur -0.765 0.444381
## Dist_NameUjjain -1.230 0.218776
## Dist_NameUnnao -0.588 0.556752
## `Dist_NameUttar Kashi` -0.653 0.513791
## `Dist_NameUttara Kannada` -0.010 0.991743
## `Dist_NameVadodara / Baroda` -0.684 0.494026
## Dist_NameValsad -0.388 0.697954
## Dist_NameVaranasi -0.109 0.913070
## Dist_NameVidisha -1.871 0.061399 .
## Dist_NameVisakhapatnam 0.608 0.543409
## Dist_NameWarangal 0.716 0.473856
## Dist_NameWardha -1.821 0.068584 .
## `Dist_NameWest Dinajpur` 0.402 0.687564
## `Dist_NameWest Godavari` 4.639 3.54e-06 ***
## Dist_NameYeotmal -3.812 0.000138 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3289 on 12280 degrees of freedom
## Multiple R-squared: 0.7022, Adjusted R-squared: 0.6941
## F-statistic: 86.94 on 333 and 12280 DF, p-value: < 2.2e-16Model with interaction effect of Crop and Area
train_control <- trainControl(
method = "cv", # Use k-fold cross-validation
number = 10 # Number of folds
)
set.seed(124)
model <- train(PRODUCTION ~ AREA * Crop + Dist_Name, data = df,
method = "lm",
trControl = train_control)## Warning in predict.lm(modelFit, newdata): prediction from rank-deficient fit;
## attr(*, "non-estim") has doubtful cases##
## Call:
## lm(formula = .outcome ~ ., data = dat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.62984 -0.03885 0.00025 0.03824 2.32087
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 2.828e-02 3.040e-02
## AREA 8.978e-01 1.271e-01
## CropCASTOR -3.255e-04 1.531e-02
## CropCHICKPEA 6.271e-03 1.278e-02
## CropCOTTON -2.331e-03 1.530e-02
## CropFINGER_MILLET 4.514e-03 1.607e-02
## CropGROUNDNUT 1.529e-02 1.277e-02
## CropKHARIF_SORGHUM 1.032e-02 1.362e-02
## CropLINSEED 2.512e-02 1.528e-02
## CropMAIZE 1.117e-02 1.274e-02
## CropMINOR_PULSES 2.594e-03 1.261e-02
## CropOILSEEDS 7.589e-02 1.791e-02
## CropPEARL_MILLET 4.255e-02 1.359e-02
## CropPIGEONPEA -2.542e-03 1.261e-02
## CropRABI_SORGHUM 3.341e-03 1.780e-02
## CropRAPESEED_AND_MUSTARD -8.075e-03 1.277e-02
## CropRICE 3.538e-02 1.351e-02
## CropSAFFLOWER 1.857e-02 1.927e-02
## CropSESAMUM 3.169e-03 1.269e-02
## CropSORGHUM 2.024e-02 1.308e-02
## CropSOYABEAN 1.954e-02 1.536e-02
## CropSUGARCANE -1.921e-02 1.290e-02
## CropSUNFLOWER -3.450e-03 1.417e-02
## CropWHEAT -1.873e-01 1.378e-02
## Dist_NameAdilabad 8.448e-04 3.803e-02
## Dist_NameAgra 6.758e-05 3.886e-02
## Dist_NameAhmedabad -6.404e-02 3.971e-02
## Dist_NameAhmednagar -7.785e-02 3.749e-02
## Dist_NameAjmer -5.124e-02 3.920e-02
## Dist_NameAkola -5.721e-02 3.859e-02
## Dist_NameAlappuzha -2.352e-02 6.207e-02
## Dist_NameAligarh -1.233e-02 3.945e-02
## Dist_NameAllahabad -8.733e-02 3.945e-02
## Dist_NameAlmorah -6.440e-02 4.242e-02
## Dist_NameAlwar 4.334e-02 3.932e-02
## Dist_NameAmarawati -6.237e-02 3.931e-02
## Dist_NameAmbala 6.978e-02 4.699e-02
## Dist_NameAmreli 6.329e-03 4.212e-02
## Dist_NameAmritsar 1.406e-01 4.638e-02
## Dist_NameAnanthapur -1.048e-01 3.795e-02
## Dist_NameAurangabad -1.204e-01 3.792e-02
## Dist_NameAzamgarh -9.976e-02 3.965e-02
## Dist_NameBahraich -9.488e-02 3.886e-02
## Dist_NameBalaghat -6.608e-02 4.217e-02
## Dist_NameBalasore -2.985e-02 4.112e-02
## Dist_NameBallia -5.447e-02 4.036e-02
## Dist_NameBanaskantha 5.243e-02 4.054e-02
## Dist_NameBanda -8.902e-02 3.907e-02
## Dist_NameBangalore -3.019e-02 4.077e-02
## Dist_NameBankura 3.676e-03 4.167e-02
## Dist_NameBanswara -8.798e-02 3.818e-02
## Dist_NameBarabanki -3.563e-02 3.988e-02
## Dist_NameBareilly -6.331e-02 3.967e-02
## Dist_NameBarmer -1.651e-01 4.153e-02
## Dist_NameBastar -1.525e-01 4.008e-02
## Dist_NameBasti -9.758e-02 4.113e-02
## Dist_NameBeed -1.271e-01 3.744e-02
## Dist_NameBelgaum -3.259e-02 3.708e-02
## Dist_NameBellary 4.528e-03 3.802e-02
## Dist_NameBetul -6.767e-02 4.013e-02
## Dist_NameBhagalpur -1.392e-02 3.904e-02
## Dist_NameBhandara -8.660e-02 4.203e-02
## Dist_NameBharatpur 2.963e-02 3.894e-02
## Dist_NameBharuch -4.083e-02 3.820e-02
## Dist_NameBhatinda 2.955e-01 4.442e-02
## Dist_NameBhavnagar 2.013e-02 4.039e-02
## Dist_NameBhilwara -7.746e-02 3.805e-02
## Dist_NameBhind 1.009e-02 4.091e-02
## Dist_NameBidar -3.345e-02 3.748e-02
## `Dist_NameBijapur / Vijayapura` -7.990e-02 3.826e-02
## Dist_NameBijnor -4.014e-02 4.541e-02
## Dist_NameBikaner -3.421e-02 4.076e-02
## Dist_NameBilashpur -3.961e-02 4.585e-02
## Dist_NameBilaspur -8.693e-02 3.829e-02
## Dist_NameBirbhum 2.110e-02 3.940e-02
## Dist_NameBolangir -4.466e-02 3.798e-02
## Dist_NameBombay -4.026e-02 1.847e-01
## Dist_NameBudaun -5.708e-02 3.967e-02
## `Dist_NameBuland Shahar` -1.860e-02 4.036e-02
## Dist_NameBuldhana -5.590e-02 3.789e-02
## Dist_NameBundi -2.113e-02 3.832e-02
## Dist_NameBurdwan 4.561e-02 4.080e-02
## Dist_NameCachar -4.545e-02 4.234e-02
## Dist_NameChamba -2.201e-02 4.987e-02
## Dist_NameChamoli -4.218e-02 4.394e-02
## Dist_NameChamparan -2.212e-01 4.038e-02
## Dist_NameChandrapur -9.168e-02 3.815e-02
## `Dist_NameChengalpattu MGR / Kanchipuram` 1.942e-02 4.061e-02
## Dist_NameChhatarpur -6.186e-02 3.912e-02
## Dist_NameChhindwara 3.691e-02 3.950e-02
## Dist_NameChickmagalur -3.696e-02 3.927e-02
## Dist_NameChitradurga -2.773e-02 3.751e-02
## Dist_NameChittoor -1.304e-02 3.928e-02
## Dist_NameChittorgarh -5.108e-02 3.818e-02
## Dist_NameChuru -1.118e-01 4.458e-02
## Dist_NameCoimbatore -1.626e-02 3.907e-02
## `Dist_NameCooch Behar` 3.411e-04 4.345e-02
## Dist_NameCuttack -4.446e-02 3.965e-02
## `Dist_NameDakshina Kannada` -2.493e-02 5.513e-02
## Dist_NameDamoh -2.979e-02 3.926e-02
## Dist_NameDangs -2.695e-02 4.208e-02
## Dist_NameDarbhanga -1.063e-01 3.964e-02
## Dist_NameDarjeeling -2.447e-02 4.011e-02
## Dist_NameDarrang -5.165e-02 4.268e-02
## Dist_NameDatia -5.509e-02 4.039e-02
## Dist_NameDehradun -3.024e-02 4.037e-02
## Dist_NameDeoria -1.175e-01 4.013e-02
## Dist_NameDewas -1.146e-02 4.213e-02
## Dist_NameDhanbad -3.125e-02 4.528e-02
## Dist_NameDhar -1.268e-02 3.993e-02
## Dist_NameDharwad -1.018e-01 3.695e-02
## Dist_NameDhenkanal -5.237e-02 4.038e-02
## Dist_NameDhule -4.641e-02 3.721e-02
## Dist_NameDibrugarh -4.040e-02 4.579e-02
## Dist_NameDungarpur -5.943e-02 3.818e-02
## Dist_NameDurg -2.026e-01 3.849e-02
## `Dist_NameEast Godavari` 9.871e-02 3.849e-02
## Dist_NameEranakulam -3.454e-02 6.450e-02
## Dist_NameEtah -2.765e-02 4.037e-02
## Dist_NameEtawah -1.447e-02 3.966e-02
## Dist_NameFaizabad -5.411e-02 4.011e-02
## Dist_NameFarrukhabad -3.696e-02 3.946e-02
## Dist_NameFatehpur -5.735e-02 3.944e-02
## Dist_NameFerozpur 3.286e-01 4.215e-02
## Dist_NameGanganagar -2.182e-02 3.848e-02
## Dist_NameGanjam -4.892e-02 3.800e-02
## Dist_NameGarhwal -3.656e-02 4.241e-02
## Dist_NameGaya -2.012e-02 4.009e-02
## Dist_NameGhazipur -6.695e-02 3.944e-02
## Dist_NameGoalpara -5.801e-02 4.234e-02
## Dist_NameGonda -1.439e-01 4.143e-02
## Dist_NameGorakhpur -9.039e-02 4.034e-02
## `Dist_NameGulbarga / Kalaburagi` -8.864e-03 3.768e-02
## Dist_NameGuna -7.204e-02 4.123e-02
## Dist_NameGuntur 8.024e-02 3.745e-02
## Dist_NameGurdaspur 5.544e-02 4.635e-02
## Dist_NameGurgaon 1.528e-02 4.208e-02
## Dist_NameGwalior -2.451e-02 4.089e-02
## Dist_NameHamirpur -8.504e-02 3.874e-02
## Dist_NameHardoi -6.966e-02 3.946e-02
## Dist_NameHassan -1.942e-02 3.910e-02
## Dist_NameHazaribagh -8.101e-02 4.346e-02
## Dist_NameHissar 2.203e-01 4.145e-02
## Dist_NameHooghly 3.374e-02 4.307e-02
## Dist_NameHoshangabad -8.040e-03 4.015e-02
## Dist_NameHoshiarpur 4.077e-02 4.528e-02
## Dist_NameHowrah -1.398e-02 4.430e-02
## Dist_NameHyderabad -2.678e-02 3.730e-02
## Dist_NameIndore 1.044e-02 4.639e-02
## Dist_NameJabalpur -4.380e-02 4.012e-02
## Dist_NameJaipur 6.163e-03 3.956e-02
## Dist_NameJaisalmer -5.136e-02 4.208e-02
## Dist_NameJalandhar 1.266e-01 4.579e-02
## Dist_NameJalaun -3.722e-02 3.947e-02
## Dist_NameJalgaon -1.136e-02 3.878e-02
## Dist_NameJalore -7.612e-02 4.042e-02
## Dist_NameJalpaiguri -2.447e-02 4.008e-02
## Dist_NameJamnagar -2.564e-03 3.999e-02
## Dist_NameJaunpur -7.968e-02 4.012e-02
## Dist_NameJhabua -3.401e-02 3.968e-02
## Dist_NameJhalawar -4.078e-02 3.869e-02
## Dist_NameJhansi -1.062e-01 3.880e-02
## Dist_NameJhunjhunu 2.093e-04 4.393e-02
## Dist_NameJind 5.474e-02 4.908e-02
## Dist_NameJodhpur -4.857e-02 4.052e-02
## Dist_NameJunagadh 1.902e-02 3.941e-02
## `Dist_NameKadapa YSR` -2.961e-02 3.729e-02
## Dist_NameKalahandi -5.373e-02 3.713e-02
## Dist_NameKamrup -5.601e-02 4.234e-02
## Dist_NameKangra -1.231e-01 4.146e-02
## Dist_NameKannur -4.588e-02 7.479e-02
## Dist_NameKanpur -3.133e-02 3.850e-02
## Dist_NameKanyakumari -3.348e-02 6.208e-02
## Dist_NameKapurthala 8.535e-02 4.982e-02
## `Dist_NameKarbi Anglong` -4.995e-02 4.140e-02
## Dist_NameKarimnagar 4.270e-02 3.887e-02
## Dist_NameKarnal 2.056e-01 4.537e-02
## Dist_NameKeonjhar -5.154e-02 3.784e-02
## Dist_NameKhammam 7.474e-03 4.061e-02
## `Dist_NameKhandwa / East Nimar` -4.270e-02 3.926e-02
## `Dist_NameKhargone / West Nimar` 1.265e-02 3.873e-02
## Dist_NameKheda -2.782e-02 3.817e-02
## Dist_NameKheri -4.911e-02 4.023e-02
## Dist_NameKinnaur -6.738e-03 5.174e-02
## `Dist_NameKodagu / Coorg` -4.037e-02 6.730e-02
## Dist_NameKolar -3.571e-02 3.999e-02
## Dist_NameKolhapur 4.910e-02 3.949e-02
## Dist_NameKollam -3.302e-02 6.002e-02
## Dist_NameKoraput -5.614e-02 3.715e-02
## Dist_NameKota -6.209e-03 3.874e-02
## Dist_NameKottayam -3.003e-02 5.663e-02
## Dist_NameKozhikode -4.612e-02 7.479e-02
## Dist_NameKrishna 8.015e-02 4.011e-02
## Dist_NameKullu -3.172e-02 4.483e-02
## Dist_NameKurnool 9.215e-03 3.672e-02
## Dist_NameKutch 3.023e-03 4.070e-02
## `Dist_NameLahul & Spiti` 7.441e-04 5.389e-02
## Dist_NameLakhimpur -5.359e-02 4.235e-02
## Dist_NameLucknow -4.495e-02 4.012e-02
## Dist_NameLudhiana 2.093e-01 4.528e-02
## Dist_NameMadurai 2.609e-02 3.888e-02
## Dist_NameMahabubnagar -6.920e-02 3.763e-02
## `Dist_NameMahendragarh / Narnaul` 6.885e-02 4.121e-02
## Dist_NameMainpuri -1.590e-02 3.946e-02
## Dist_NameMalappuram -4.493e-02 7.992e-02
## Dist_NameMalda 1.783e-02 4.170e-02
## Dist_NameMandi -8.835e-02 4.242e-02
## Dist_NameMandla -6.722e-02 4.062e-02
## Dist_NameMandsaur -1.564e-02 4.213e-02
## Dist_NameMandya -1.108e-02 4.243e-02
## Dist_NameMathura -3.284e-02 4.036e-02
## Dist_NameMayurbhanja -6.845e-02 4.058e-02
## Dist_NameMedak -1.176e-02 3.772e-02
## Dist_NameMeerut 1.201e-02 4.220e-02
## Dist_NameMehsana -1.582e-02 3.952e-02
## Dist_NameMidnapur 8.238e-02 4.116e-02
## Dist_NameMirzpur -7.926e-02 3.926e-02
## Dist_NameMoradabad -7.053e-02 4.040e-02
## Dist_NameMorena 3.837e-02 3.993e-02
## Dist_NameMungair -4.689e-02 3.868e-02
## Dist_NameMurshidabad 1.185e-02 4.082e-02
## Dist_NameMuzaffarnagar 1.906e-02 4.451e-02
## Dist_NameMuzaffarpur -1.425e-01 4.086e-02
## Dist_NameMysore -2.451e-02 3.889e-02
## Dist_NameNadia 5.058e-03 4.139e-02
## Dist_NameNagaon -3.826e-02 4.305e-02
## Dist_NameNagaur -4.980e-02 4.006e-02
## Dist_NameNagpur -8.199e-02 3.834e-02
## Dist_NameNainital -5.577e-03 4.174e-02
## Dist_NameNalgonda 3.535e-03 3.888e-02
## Dist_NameNanded -9.474e-02 3.844e-02
## Dist_NameNarsinghpur -3.006e-02 4.089e-02
## Dist_NameNasik -2.793e-02 3.774e-02
## Dist_NameNizamabad 2.849e-02 3.799e-02
## `Dist_NameNorth Arcot / Vellore` 4.724e-02 3.906e-02
## `Dist_NameNorth Cachar Hil / Dima hasao` -3.874e-02 4.481e-02
## Dist_NameOsmanabad -1.197e-01 3.746e-02
## Dist_NamePalakkad -3.371e-02 4.480e-02
## Dist_NamePalamau -8.312e-02 4.433e-02
## Dist_NamePali -7.077e-02 3.913e-02
## Dist_NamePanchmahal -1.271e-01 3.856e-02
## Dist_NamePanna -3.446e-02 4.089e-02
## Dist_NameParbhani -9.869e-02 3.805e-02
## Dist_NamePatiala 1.733e-01 4.309e-02
## Dist_NamePatna -2.611e-02 3.943e-02
## `Dist_NamePhulbani ( Kandhamal )` -4.436e-02 3.800e-02
## Dist_NamePilibhit -4.760e-03 4.390e-02
## Dist_NamePithorgarh -4.293e-02 4.088e-02
## Dist_NamePratapgarh -6.850e-02 4.061e-02
## Dist_NamePune -2.343e-03 3.841e-02
## Dist_NamePuri -5.475e-02 3.831e-02
## Dist_NamePurnea 4.027e-02 4.114e-02
## Dist_NamePurulia -3.576e-02 3.846e-02
## `Dist_NameRae-Bareily` -6.989e-02 3.903e-02
## Dist_NameRaichur -2.258e-02 3.786e-02
## Dist_NameRaigad -2.169e-02 4.829e-02
## Dist_NameRaigarh -1.022e-01 3.942e-02
## Dist_NameRaipur -1.294e-01 3.863e-02
## Dist_NameRaisen -6.248e-02 4.393e-02
## Dist_NameRajgarh -5.022e-02 4.150e-02
## Dist_NameRajkot 2.923e-02 3.938e-02
## Dist_NameRamananthapuram -3.403e-02 3.966e-02
## Dist_NameRampur -3.848e-02 4.036e-02
## Dist_NameRanchi -1.143e-01 4.305e-02
## Dist_NameRatlam -1.912e-02 4.205e-02
## Dist_NameRatnagiri -1.764e-02 4.528e-02
## Dist_NameRewa -6.075e-02 3.972e-02
## Dist_NameRohtak 3.635e-02 4.089e-02
## `Dist_NameRoopnagar / Ropar` 2.426e-02 4.389e-02
## `Dist_NameS.P.S. Nellore` 4.153e-02 3.786e-02
## Dist_NameSabarkantha -4.114e-02 3.971e-02
## Dist_NameSagar -6.911e-02 3.909e-02
## Dist_NameSaharanpur -9.270e-02 4.402e-02
## Dist_NameSaharsa -6.121e-02 4.085e-02
## Dist_NameSalem 6.545e-02 3.842e-02
## Dist_NameSambalpur -9.898e-02 3.830e-02
## Dist_NameSangli -1.301e-02 3.774e-02
## Dist_NameSangrur 3.051e-01 4.310e-02
## `Dist_NameSanthal Paragana / Dumka` -9.591e-02 4.307e-02
## Dist_NameSaran -1.293e-01 4.061e-02
## Dist_NameSatara -5.690e-03 3.730e-02
## Dist_NameSatna -3.476e-02 4.039e-02
## Dist_NameSehore -6.122e-02 4.043e-02
## `Dist_NameSeoni / Shivani` -7.574e-02 4.205e-02
## `Dist_NameShahabad (now part of Bhojpur district)` -3.132e-02 4.035e-02
## Dist_NameShahdol -9.603e-02 3.970e-02
## Dist_NameShahjahanpur -1.742e-02 3.945e-02
## Dist_NameShajapur -3.675e-02 4.150e-02
## Dist_NameShimla -2.627e-02 4.585e-02
## Dist_NameShimoge -2.284e-02 4.116e-02
## Dist_NameShivpuri -6.134e-02 4.014e-02
## Dist_NameSibsagar -5.219e-02 4.346e-02
## Dist_NameSidhi -6.291e-02 3.997e-02
## Dist_NameSikar -1.232e-02 4.247e-02
## Dist_NameSinghbhum -1.050e-01 4.348e-02
## Dist_NameSirmaur -3.807e-02 4.176e-02
## Dist_NameSirohi -4.469e-02 4.062e-02
## Dist_NameSitapur -8.906e-02 3.969e-02
## Dist_NameSolan -3.448e-02 4.393e-02
## Dist_NameSolapur -9.891e-02 3.758e-02
## `Dist_NameSouth Arcot / Cuddalore` 1.341e-01 3.968e-02
## Dist_NameSrikakulam -1.210e-02 3.924e-02
## Dist_NameSultanpur -5.205e-02 3.903e-02
## Dist_NameSundargarh -6.082e-02 3.799e-02
## Dist_NameSurat -3.487e-02 3.819e-02
## Dist_NameSurendranagar -9.103e-03 3.932e-02
## Dist_NameSurguja -1.135e-01 3.904e-02
## `Dist_NameSwami Madhopur` 2.860e-03 3.932e-02
## `Dist_NameTehri Garhwal` -3.616e-02 4.314e-02
## Dist_NameThane -2.630e-02 4.348e-02
## Dist_NameThanjavur 1.838e-02 3.924e-02
## `Dist_NameThe Nilgiris` -5.807e-02 9.583e-02
## Dist_NameThirunelveli -1.071e-02 3.968e-02
## Dist_NameThiruvananthapuram -4.732e-02 7.997e-02
## Dist_NameThrissur -3.258e-02 9.579e-02
## Dist_NameTikamgarh -5.963e-02 4.012e-02
## `Dist_NameTiruchirapalli / Trichy` 6.677e-02 3.888e-02
## Dist_NameTonk -2.892e-02 3.894e-02
## Dist_NameTumkur -4.873e-02 3.864e-02
## Dist_NameUdaipur -1.017e-01 3.776e-02
## Dist_NameUjjain -1.669e-02 4.361e-02
## Dist_NameUnnao -8.843e-02 3.924e-02
## `Dist_NameUttar Kashi` -2.695e-02 4.314e-02
## `Dist_NameUttara Kannada` -4.609e-02 4.902e-02
## `Dist_NameVadodara / Baroda` -2.889e-02 3.820e-02
## Dist_NameValsad -2.621e-02 4.062e-02
## Dist_NameVaranasi -5.930e-02 3.965e-02
## Dist_NameVidisha -6.595e-02 4.214e-02
## Dist_NameVisakhapatnam -3.367e-02 3.945e-02
## Dist_NameWarangal 3.774e-02 3.908e-02
## Dist_NameWardha -2.547e-02 4.118e-02
## `Dist_NameWest Dinajpur` 2.944e-02 4.140e-02
## `Dist_NameWest Godavari` 2.711e-01 3.964e-02
## Dist_NameYeotmal -7.444e-02 4.001e-02
## `AREA:CropCASTOR` -3.359e-01 1.365e-01
## `AREA:CropCHICKPEA` -6.202e-01 1.276e-01
## `AREA:CropCOTTON` -8.026e-01 1.273e-01
## `AREA:CropFINGER_MILLET` -4.744e-01 1.350e-01
## `AREA:CropGROUNDNUT` -5.183e-01 1.278e-01
## `AREA:CropKHARIF_SORGHUM` -6.835e-01 1.339e-01
## `AREA:CropLINSEED` -6.464e-01 3.108e-01
## `AREA:CropMAIZE` -8.136e-02 1.279e-01
## `AREA:CropMINOR_PULSES` -7.341e-01 1.273e-01
## `AREA:CropOILSEEDS` -6.930e-01 1.274e-01
## `AREA:CropPEARL_MILLET` -6.771e-01 1.273e-01
## `AREA:CropPIGEONPEA` -6.156e-01 1.284e-01
## `AREA:CropRABI_SORGHUM` -7.345e-01 1.277e-01
## `AREA:CropRAPESEED_AND_MUSTARD` -4.896e-01 1.277e-01
## `AREA:CropRICE` -2.196e-01 1.272e-01
## `AREA:CropSAFFLOWER` -4.928e-01 3.413e-01
## `AREA:CropSESAMUM` -7.708e-01 1.368e-01
## `AREA:CropSORGHUM` -7.344e-01 1.275e-01
## `AREA:CropSOYABEAN` -6.406e-01 1.274e-01
## `AREA:CropSUGARCANE` 1.211e+00 1.286e-01
## `AREA:CropSUNFLOWER` -6.839e-01 1.726e-01
## `AREA:CropWHEAT` 2.307e-01 1.272e-01
## t value Pr(>|t|)
## (Intercept) 0.930 0.352292
## AREA 7.064 1.70e-12 ***
## CropCASTOR -0.021 0.983034
## CropCHICKPEA 0.491 0.623684
## CropCOTTON -0.152 0.878929
## CropFINGER_MILLET 0.281 0.778831
## CropGROUNDNUT 1.198 0.231085
## CropKHARIF_SORGHUM 0.758 0.448666
## CropLINSEED 1.644 0.100176
## CropMAIZE 0.876 0.380923
## CropMINOR_PULSES 0.206 0.837007
## CropOILSEEDS 4.237 2.28e-05 ***
## CropPEARL_MILLET 3.132 0.001743 **
## CropPIGEONPEA -0.202 0.840256
## CropRABI_SORGHUM 0.188 0.851096
## CropRAPESEED_AND_MUSTARD -0.632 0.527173
## CropRICE 2.619 0.008826 **
## CropSAFFLOWER 0.964 0.335268
## CropSESAMUM 0.250 0.802854
## CropSORGHUM 1.548 0.121729
## CropSOYABEAN 1.273 0.203170
## CropSUGARCANE -1.489 0.136489
## CropSUNFLOWER -0.243 0.807711
## CropWHEAT -13.596 < 2e-16 ***
## Dist_NameAdilabad 0.022 0.982277
## Dist_NameAgra 0.002 0.998612
## Dist_NameAhmedabad -1.613 0.106797
## Dist_NameAhmednagar -2.077 0.037841 *
## Dist_NameAjmer -1.307 0.191235
## Dist_NameAkola -1.482 0.138276
## Dist_NameAlappuzha -0.379 0.704794
## Dist_NameAligarh -0.312 0.754674
## Dist_NameAllahabad -2.214 0.026853 *
## Dist_NameAlmorah -1.518 0.128993
## Dist_NameAlwar 1.102 0.270392
## Dist_NameAmarawati -1.587 0.112619
## Dist_NameAmbala 1.485 0.137570
## Dist_NameAmreli 0.150 0.880553
## Dist_NameAmritsar 3.031 0.002442 **
## Dist_NameAnanthapur -2.761 0.005780 **
## Dist_NameAurangabad -3.174 0.001505 **
## Dist_NameAzamgarh -2.516 0.011890 *
## Dist_NameBahraich -2.442 0.014624 *
## Dist_NameBalaghat -1.567 0.117194
## Dist_NameBalasore -0.726 0.467872
## Dist_NameBallia -1.350 0.177165
## Dist_NameBanaskantha 1.293 0.195942
## Dist_NameBanda -2.278 0.022719 *
## Dist_NameBangalore -0.740 0.459014
## Dist_NameBankura 0.088 0.929717
## Dist_NameBanswara -2.305 0.021206 *
## Dist_NameBarabanki -0.894 0.371562
## Dist_NameBareilly -1.596 0.110512
## Dist_NameBarmer -3.976 7.06e-05 ***
## Dist_NameBastar -3.806 0.000142 ***
## Dist_NameBasti -2.372 0.017688 *
## Dist_NameBeed -3.395 0.000689 ***
## Dist_NameBelgaum -0.879 0.379446
## Dist_NameBellary 0.119 0.905203
## Dist_NameBetul -1.686 0.091762 .
## Dist_NameBhagalpur -0.357 0.721418
## Dist_NameBhandara -2.060 0.039374 *
## Dist_NameBharatpur 0.761 0.446688
## Dist_NameBharuch -1.069 0.285126
## Dist_NameBhatinda 6.652 3.01e-11 ***
## Dist_NameBhavnagar 0.498 0.618196
## Dist_NameBhilwara -2.036 0.041804 *
## Dist_NameBhind 0.247 0.805094
## Dist_NameBidar -0.892 0.372155
## `Dist_NameBijapur / Vijayapura` -2.089 0.036763 *
## Dist_NameBijnor -0.884 0.376786
## Dist_NameBikaner -0.839 0.401257
## Dist_NameBilashpur -0.864 0.387654
## Dist_NameBilaspur -2.270 0.023214 *
## Dist_NameBirbhum 0.535 0.592351
## Dist_NameBolangir -1.176 0.239652
## Dist_NameBombay -0.218 0.827457
## Dist_NameBudaun -1.439 0.150218
## `Dist_NameBuland Shahar` -0.461 0.644949
## Dist_NameBuldhana -1.475 0.140173
## Dist_NameBundi -0.551 0.581339
## Dist_NameBurdwan 1.118 0.263728
## Dist_NameCachar -1.074 0.283025
## Dist_NameChamba -0.441 0.658995
## Dist_NameChamoli -0.960 0.337135
## Dist_NameChamparan -5.478 4.39e-08 ***
## Dist_NameChandrapur -2.403 0.016270 *
## `Dist_NameChengalpattu MGR / Kanchipuram` 0.478 0.632462
## Dist_NameChhatarpur -1.581 0.113863
## Dist_NameChhindwara 0.935 0.350056
## Dist_NameChickmagalur -0.941 0.346669
## Dist_NameChitradurga -0.739 0.459681
## Dist_NameChittoor -0.332 0.739932
## Dist_NameChittorgarh -1.338 0.180969
## Dist_NameChuru -2.509 0.012118 *
## Dist_NameCoimbatore -0.416 0.677326
## `Dist_NameCooch Behar` 0.008 0.993737
## Dist_NameCuttack -1.121 0.262152
## `Dist_NameDakshina Kannada` -0.452 0.651099
## Dist_NameDamoh -0.759 0.447899
## Dist_NameDangs -0.641 0.521801
## Dist_NameDarbhanga -2.683 0.007305 **
## Dist_NameDarjeeling -0.610 0.541713
## Dist_NameDarrang -1.210 0.226317
## Dist_NameDatia -1.364 0.172542
## Dist_NameDehradun -0.749 0.453752
## Dist_NameDeoria -2.929 0.003405 **
## Dist_NameDewas -0.272 0.785632
## Dist_NameDhanbad -0.690 0.490013
## Dist_NameDhar -0.318 0.750772
## Dist_NameDharwad -2.755 0.005873 **
## Dist_NameDhenkanal -1.297 0.194668
## Dist_NameDhule -1.247 0.212352
## Dist_NameDibrugarh -0.882 0.377532
## Dist_NameDungarpur -1.557 0.119588
## Dist_NameDurg -5.264 1.43e-07 ***
## `Dist_NameEast Godavari` 2.564 0.010354 *
## Dist_NameEranakulam -0.536 0.592310
## Dist_NameEtah -0.685 0.493413
## Dist_NameEtawah -0.365 0.715301
## Dist_NameFaizabad -1.349 0.177313
## Dist_NameFarrukhabad -0.937 0.348957
## Dist_NameFatehpur -1.454 0.145958
## Dist_NameFerozpur 7.794 7.02e-15 ***
## Dist_NameGanganagar -0.567 0.570767
## Dist_NameGanjam -1.287 0.197986
## Dist_NameGarhwal -0.862 0.388765
## Dist_NameGaya -0.502 0.615779
## Dist_NameGhazipur -1.698 0.089622 .
## Dist_NameGoalpara -1.370 0.170680
## Dist_NameGonda -3.474 0.000515 ***
## Dist_NameGorakhpur -2.241 0.025060 *
## `Dist_NameGulbarga / Kalaburagi` -0.235 0.814007
## Dist_NameGuna -1.747 0.080633 .
## Dist_NameGuntur 2.143 0.032152 *
## Dist_NameGurdaspur 1.196 0.231684
## Dist_NameGurgaon 0.363 0.716531
## Dist_NameGwalior -0.599 0.548936
## Dist_NameHamirpur -2.195 0.028181 *
## Dist_NameHardoi -1.765 0.077506 .
## Dist_NameHassan -0.497 0.619504
## Dist_NameHazaribagh -1.864 0.062333 .
## Dist_NameHissar 5.314 1.09e-07 ***
## Dist_NameHooghly 0.783 0.433351
## Dist_NameHoshangabad -0.200 0.841303
## Dist_NameHoshiarpur 0.900 0.367909
## Dist_NameHowrah -0.316 0.752360
## Dist_NameHyderabad -0.718 0.472837
## Dist_NameIndore 0.225 0.821904
## Dist_NameJabalpur -1.092 0.274899
## Dist_NameJaipur 0.156 0.876195
## Dist_NameJaisalmer -1.221 0.222264
## Dist_NameJalandhar 2.765 0.005696 **
## Dist_NameJalaun -0.943 0.345747
## Dist_NameJalgaon -0.293 0.769668
## Dist_NameJalore -1.883 0.059718 .
## Dist_NameJalpaiguri -0.611 0.541435
## Dist_NameJamnagar -0.064 0.948873
## Dist_NameJaunpur -1.986 0.047027 *
## Dist_NameJhabua -0.857 0.391518
## Dist_NameJhalawar -1.054 0.291887
## Dist_NameJhansi -2.737 0.006218 **
## Dist_NameJhunjhunu 0.005 0.996198
## Dist_NameJind 1.115 0.264701
## Dist_NameJodhpur -1.199 0.230638
## Dist_NameJunagadh 0.483 0.629383
## `Dist_NameKadapa YSR` -0.794 0.427118
## Dist_NameKalahandi -1.447 0.147931
## Dist_NameKamrup -1.323 0.185892
## Dist_NameKangra -2.968 0.003001 **
## Dist_NameKannur -0.614 0.539533
## Dist_NameKanpur -0.814 0.415765
## Dist_NameKanyakumari -0.539 0.589629
## Dist_NameKapurthala 1.713 0.086719 .
## `Dist_NameKarbi Anglong` -1.207 0.227628
## Dist_NameKarimnagar 1.099 0.271950
## Dist_NameKarnal 4.531 5.92e-06 ***
## Dist_NameKeonjhar -1.362 0.173172
## Dist_NameKhammam 0.184 0.853993
## `Dist_NameKhandwa / East Nimar` -1.088 0.276709
## `Dist_NameKhargone / West Nimar` 0.327 0.743902
## Dist_NameKheda -0.729 0.465998
## Dist_NameKheri -1.221 0.222206
## Dist_NameKinnaur -0.130 0.896398
## `Dist_NameKodagu / Coorg` -0.600 0.548566
## Dist_NameKolar -0.893 0.371893
## Dist_NameKolhapur 1.243 0.213730
## Dist_NameKollam -0.550 0.582172
## Dist_NameKoraput -1.511 0.130814
## Dist_NameKota -0.160 0.872657
## Dist_NameKottayam -0.530 0.595923
## Dist_NameKozhikode -0.617 0.537437
## Dist_NameKrishna 1.998 0.045737 *
## Dist_NameKullu -0.708 0.479269
## Dist_NameKurnool 0.251 0.801836
## Dist_NameKutch 0.074 0.940802
## `Dist_NameLahul & Spiti` 0.014 0.988984
## Dist_NameLakhimpur -1.265 0.205754
## Dist_NameLucknow -1.120 0.262588
## Dist_NameLudhiana 4.623 3.83e-06 ***
## Dist_NameMadurai 0.671 0.502142
## Dist_NameMahabubnagar -1.839 0.065959 .
## `Dist_NameMahendragarh / Narnaul` 1.670 0.094852 .
## Dist_NameMainpuri -0.403 0.686975
## Dist_NameMalappuram -0.562 0.574022
## Dist_NameMalda 0.428 0.668960
## Dist_NameMandi -2.083 0.037293 *
## Dist_NameMandla -1.655 0.098019 .
## Dist_NameMandsaur -0.371 0.710400
## Dist_NameMandya -0.261 0.793967
## Dist_NameMathura -0.814 0.415878
## Dist_NameMayurbhanja -1.687 0.091692 .
## Dist_NameMedak -0.312 0.755163
## Dist_NameMeerut 0.285 0.775899
## Dist_NameMehsana -0.400 0.688982
## Dist_NameMidnapur 2.001 0.045381 *
## Dist_NameMirzpur -2.019 0.043523 *
## Dist_NameMoradabad -1.746 0.080857 .
## Dist_NameMorena 0.961 0.336599
## Dist_NameMungair -1.212 0.225449
## Dist_NameMurshidabad 0.290 0.771697
## Dist_NameMuzaffarnagar 0.428 0.668480
## Dist_NameMuzaffarpur -3.487 0.000490 ***
## Dist_NameMysore -0.630 0.528543
## Dist_NameNadia 0.122 0.902729
## Dist_NameNagaon -0.889 0.374244
## Dist_NameNagaur -1.243 0.213857
## Dist_NameNagpur -2.138 0.032515 *
## Dist_NameNainital -0.134 0.893715
## Dist_NameNalgonda 0.091 0.927559
## Dist_NameNanded -2.465 0.013720 *
## Dist_NameNarsinghpur -0.735 0.462188
## Dist_NameNasik -0.740 0.459329
## Dist_NameNizamabad 0.750 0.453252
## `Dist_NameNorth Arcot / Vellore` 1.209 0.226534
## `Dist_NameNorth Cachar Hil / Dima hasao` -0.865 0.387252
## Dist_NameOsmanabad -3.196 0.001397 **
## Dist_NamePalakkad -0.752 0.451777
## Dist_NamePalamau -1.875 0.060801 .
## Dist_NamePali -1.808 0.070562 .
## Dist_NamePanchmahal -3.296 0.000982 ***
## Dist_NamePanna -0.843 0.399263
## Dist_NameParbhani -2.594 0.009510 **
## Dist_NamePatiala 4.023 5.77e-05 ***
## Dist_NamePatna -0.662 0.507860
## `Dist_NamePhulbani ( Kandhamal )` -1.167 0.243111
## Dist_NamePilibhit -0.108 0.913656
## Dist_NamePithorgarh -1.050 0.293679
## Dist_NamePratapgarh -1.687 0.091699 .
## Dist_NamePune -0.061 0.951358
## Dist_NamePuri -1.429 0.152983
## Dist_NamePurnea 0.979 0.327705
## Dist_NamePurulia -0.930 0.352532
## `Dist_NameRae-Bareily` -1.790 0.073418 .
## Dist_NameRaichur -0.596 0.550893
## Dist_NameRaigad -0.449 0.653354
## Dist_NameRaigarh -2.592 0.009543 **
## Dist_NameRaipur -3.349 0.000813 ***
## Dist_NameRaisen -1.422 0.154930
## Dist_NameRajgarh -1.210 0.226227
## Dist_NameRajkot 0.742 0.457972
## Dist_NameRamananthapuram -0.858 0.390943
## Dist_NameRampur -0.953 0.340430
## Dist_NameRanchi -2.655 0.007939 **
## Dist_NameRatlam -0.455 0.649292
## Dist_NameRatnagiri -0.390 0.696872
## Dist_NameRewa -1.529 0.126200
## Dist_NameRohtak 0.889 0.374019
## `Dist_NameRoopnagar / Ropar` 0.553 0.580494
## `Dist_NameS.P.S. Nellore` 1.097 0.272676
## Dist_NameSabarkantha -1.036 0.300217
## Dist_NameSagar -1.768 0.077095 .
## Dist_NameSaharanpur -2.106 0.035224 *
## Dist_NameSaharsa -1.498 0.134112
## Dist_NameSalem 1.704 0.088474 .
## Dist_NameSambalpur -2.584 0.009773 **
## Dist_NameSangli -0.345 0.730267
## Dist_NameSangrur 7.079 1.53e-12 ***
## `Dist_NameSanthal Paragana / Dumka` -2.227 0.025983 *
## Dist_NameSaran -3.184 0.001457 **
## Dist_NameSatara -0.153 0.878775
## Dist_NameSatna -0.861 0.389435
## Dist_NameSehore -1.514 0.129981
## `Dist_NameSeoni / Shivani` -1.801 0.071689 .
## `Dist_NameShahabad (now part of Bhojpur district)` -0.776 0.437716
## Dist_NameShahdol -2.419 0.015596 *
## Dist_NameShahjahanpur -0.441 0.658905
## Dist_NameShajapur -0.886 0.375883
## Dist_NameShimla -0.573 0.566683
## Dist_NameShimoge -0.555 0.578954
## Dist_NameShivpuri -1.528 0.126488
## Dist_NameSibsagar -1.201 0.229791
## Dist_NameSidhi -1.574 0.115509
## Dist_NameSikar -0.290 0.771700
## Dist_NameSinghbhum -2.415 0.015736 *
## Dist_NameSirmaur -0.912 0.362016
## Dist_NameSirohi -1.100 0.271275
## Dist_NameSitapur -2.244 0.024853 *
## Dist_NameSolan -0.785 0.432513
## Dist_NameSolapur -2.632 0.008497 **
## `Dist_NameSouth Arcot / Cuddalore` 3.379 0.000731 ***
## Dist_NameSrikakulam -0.308 0.757797
## Dist_NameSultanpur -1.333 0.182448
## Dist_NameSundargarh -1.601 0.109427
## Dist_NameSurat -0.913 0.361144
## Dist_NameSurendranagar -0.231 0.816931
## Dist_NameSurguja -2.908 0.003643 **
## `Dist_NameSwami Madhopur` 0.073 0.942021
## `Dist_NameTehri Garhwal` -0.838 0.401894
## Dist_NameThane -0.605 0.545304
## Dist_NameThanjavur 0.468 0.639561
## `Dist_NameThe Nilgiris` -0.606 0.544499
## Dist_NameThirunelveli -0.270 0.787255
## Dist_NameThiruvananthapuram -0.592 0.554010
## Dist_NameThrissur -0.340 0.733770
## Dist_NameTikamgarh -1.486 0.137206
## `Dist_NameTiruchirapalli / Trichy` 1.717 0.085985 .
## Dist_NameTonk -0.743 0.457706
## Dist_NameTumkur -1.261 0.207336
## Dist_NameUdaipur -2.694 0.007063 **
## Dist_NameUjjain -0.383 0.701997
## Dist_NameUnnao -2.254 0.024240 *
## `Dist_NameUttar Kashi` -0.625 0.532083
## `Dist_NameUttara Kannada` -0.940 0.347091
## `Dist_NameVadodara / Baroda` -0.756 0.449564
## Dist_NameValsad -0.645 0.518798
## Dist_NameVaranasi -1.496 0.134786
## Dist_NameVidisha -1.565 0.117596
## Dist_NameVisakhapatnam -0.854 0.393316
## Dist_NameWarangal 0.966 0.334176
## Dist_NameWardha -0.618 0.536274
## `Dist_NameWest Dinajpur` 0.711 0.476953
## `Dist_NameWest Godavari` 6.838 8.39e-12 ***
## Dist_NameYeotmal -1.860 0.062847 .
## `AREA:CropCASTOR` -2.460 0.013892 *
## `AREA:CropCHICKPEA` -4.861 1.18e-06 ***
## `AREA:CropCOTTON` -6.303 3.01e-10 ***
## `AREA:CropFINGER_MILLET` -3.513 0.000444 ***
## `AREA:CropGROUNDNUT` -4.056 5.03e-05 ***
## `AREA:CropKHARIF_SORGHUM` -5.105 3.36e-07 ***
## `AREA:CropLINSEED` -2.080 0.037547 *
## `AREA:CropMAIZE` -0.636 0.524831
## `AREA:CropMINOR_PULSES` -5.767 8.27e-09 ***
## `AREA:CropOILSEEDS` -5.438 5.50e-08 ***
## `AREA:CropPEARL_MILLET` -5.320 1.06e-07 ***
## `AREA:CropPIGEONPEA` -4.794 1.65e-06 ***
## `AREA:CropRABI_SORGHUM` -5.754 8.93e-09 ***
## `AREA:CropRAPESEED_AND_MUSTARD` -3.833 0.000127 ***
## `AREA:CropRICE` -1.727 0.084270 .
## `AREA:CropSAFFLOWER` -1.444 0.148812
## `AREA:CropSESAMUM` -5.634 1.80e-08 ***
## `AREA:CropSORGHUM` -5.759 8.64e-09 ***
## `AREA:CropSOYABEAN` -5.028 5.02e-07 ***
## `AREA:CropSUGARCANE` 9.418 < 2e-16 ***
## `AREA:CropSUNFLOWER` -3.962 7.49e-05 ***
## `AREA:CropWHEAT` 1.814 0.069650 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1823 on 12258 degrees of freedom
## Multiple R-squared: 0.9086, Adjusted R-squared: 0.906
## F-statistic: 343.4 on 355 and 12258 DF, p-value: < 2.2e-16Conclusion:
Based on the Results of the Model. This data set is best suitable for predicting the production of the Crop based on other features. The best Model for predicting the production of the Crop is Regression Model with the interaction effect of the Crop and Area this is the most well fitted model when compared to the other models. The GLM model is better than the simple MLR model but not as good as the model with interaction effect.
The other Logistic Regression model where we tried to predict the Crop based on the other variables had an accuracy of 3.5% which is very worse this can be explained as there is no additional information for predicting the Crop may be adding environment data which would yield a better Model.
Completing the course objectives:
This project effectively tackles the goals of the course by blending various statistical modeling techniques and data analysis methods. It builds on probability theory as the basis for statistical models, employing tools like generalized linear models (GLMs) and maximum likelihood estimation to create and evaluate these models accurately.
Depending on the nature of the data, different GLMs are applied - like linear regression for continuous outcomes or multinomial logistic regression for categorical outcomes - showing an ability to choose and apply suitable modeling approaches based on specific data scenarios.
Additionally, the project employed robust model selection methods such as cross-validation and performance metrics like Mean Squared Error (MSE), Root Mean Squared Error (RMSE), and AIC, ensuring the selection of the most effective model from a pool of candidates. The results generated by these models are presented clearly through well-designed visualizations and concise summaries, making statistical insights understandable even to those without a deep statistical background.
Finally, the project demonstrates adeptness in using programming tools like R for data manipulation, model building, and evaluation, which perfectly aligns with the course’s focus on practical and theoretical statistical skills.
References:
Data Extracted form ICRISAT website.
R Graph Gallery for Graphs.
Link: “https://r-graph-gallery.com/”