Data Analysis & Visualization - crop yield dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "FtEIe2eNAvGG"
   },
   "outputs": [],
   "source": [
    "# importing necessary libraries \n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "QlFU5GzNCLGo"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Other Kharif pulses</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.0</td>\n",
       "      <td>321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Banana</td>\n",
       "      <td>176.0</td>\n",
       "      <td>641.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Cashewnut</td>\n",
       "      <td>720.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246086</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Rice</td>\n",
       "      <td>306.0</td>\n",
       "      <td>801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246087</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>627.0</td>\n",
       "      <td>463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246088</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Sugarcane</td>\n",
       "      <td>324.0</td>\n",
       "      <td>16250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246089</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Rice</td>\n",
       "      <td>279151.0</td>\n",
       "      <td>597899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246090</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>175.0</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246091 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name District_Name  Crop_Year       Season  \\\n",
       "0       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "1       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "2       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "3       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "4       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "...                             ...           ...        ...          ...   \n",
       "246086                  West Bengal       PURULIA       2014  Summer        \n",
       "246087                  West Bengal       PURULIA       2014  Summer        \n",
       "246088                  West Bengal       PURULIA       2014  Whole Year    \n",
       "246089                  West Bengal       PURULIA       2014  Winter        \n",
       "246090                  West Bengal       PURULIA       2014  Winter        \n",
       "\n",
       "                       Crop      Area  Production  \n",
       "0                  Arecanut    1254.0      2000.0  \n",
       "1       Other Kharif pulses       2.0         1.0  \n",
       "2                      Rice     102.0       321.0  \n",
       "3                    Banana     176.0       641.0  \n",
       "4                 Cashewnut     720.0       165.0  \n",
       "...                     ...       ...         ...  \n",
       "246086                 Rice     306.0       801.0  \n",
       "246087              Sesamum     627.0       463.0  \n",
       "246088            Sugarcane     324.0     16250.0  \n",
       "246089                 Rice  279151.0    597899.0  \n",
       "246090              Sesamum     175.0        88.0  \n",
       "\n",
       "[246091 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# loading the dataset\n",
    "\n",
    "crop_data=pd.read_csv(\"crop_production.csv\")\n",
    "crop_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m_0fVx5nIsum"
   },
   "source": [
    "<b> Exploratory Data Analysis and Data Pre-processing </b> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TCCZqMyfI3qj",
    "outputId": "e4fddce3-468f-4689-dda1-98a6c779fa78"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(246091, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop_data.shape\n",
    "\n",
    "#rows X columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 178
    },
    "id": "vJM7qEq3wEEb",
    "outputId": "a147e6db-4b6b-448c-c950-1a9dadb7ef5a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['State_Name', 'District_Name', 'Crop_Year', 'Season', 'Crop', 'Area',\n",
       "       'Production'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dataset columns\n",
    "crop_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 297
    },
    "id": "1xDyXRn_S-8I",
    "outputId": "c178c432-3227-4909-97ae-155d045df728"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>246091.000000</td>\n",
       "      <td>2.460910e+05</td>\n",
       "      <td>2.423610e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2005.643018</td>\n",
       "      <td>1.200282e+04</td>\n",
       "      <td>5.825034e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.952164</td>\n",
       "      <td>5.052340e+04</td>\n",
       "      <td>1.706581e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1997.000000</td>\n",
       "      <td>4.000000e-02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2002.000000</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>8.800000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2006.000000</td>\n",
       "      <td>5.820000e+02</td>\n",
       "      <td>7.290000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>4.392000e+03</td>\n",
       "      <td>7.023000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>8.580100e+06</td>\n",
       "      <td>1.250800e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Crop_Year          Area    Production\n",
       "count  246091.000000  2.460910e+05  2.423610e+05\n",
       "mean     2005.643018  1.200282e+04  5.825034e+05\n",
       "std         4.952164  5.052340e+04  1.706581e+07\n",
       "min      1997.000000  4.000000e-02  0.000000e+00\n",
       "25%      2002.000000  8.000000e+01  8.800000e+01\n",
       "50%      2006.000000  5.820000e+02  7.290000e+02\n",
       "75%      2010.000000  4.392000e+03  7.023000e+03\n",
       "max      2015.000000  8.580100e+06  1.250800e+09"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# statistical inference of the dataset\n",
    "\n",
    "crop_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 178
    },
    "id": "t_37Y4Q6u1ez",
    "outputId": "abcf986b-ac6a-40ac-aa95-be83ae32a0ee"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Arecanut' 'Other Kharif pulses' 'Rice' 'Banana' 'Cashewnut' 'Coconut '\n",
      " 'Dry ginger' 'Sugarcane' 'Sweet potato' 'Tapioca' 'Black pepper'\n",
      " 'Dry chillies' 'other oilseeds' 'Turmeric' 'Maize' 'Moong(Green Gram)'\n",
      " 'Urad' 'Arhar/Tur' 'Groundnut' 'Sunflower' 'Bajra' 'Castor seed'\n",
      " 'Cotton(lint)' 'Horse-gram' 'Jowar' 'Korra' 'Ragi' 'Tobacco' 'Gram'\n",
      " 'Wheat' 'Masoor' 'Sesamum' 'Linseed' 'Safflower' 'Onion'\n",
      " 'other misc. pulses' 'Samai' 'Small millets' 'Coriander' 'Potato'\n",
      " 'Other  Rabi pulses' 'Soyabean' 'Beans & Mutter(Vegetable)' 'Bhindi'\n",
      " 'Brinjal' 'Citrus Fruit' 'Cucumber' 'Grapes' 'Mango' 'Orange'\n",
      " 'other fibres' 'Other Fresh Fruits' 'Other Vegetables' 'Papaya'\n",
      " 'Pome Fruit' 'Tomato' 'Rapeseed &Mustard' 'Mesta' 'Cowpea(Lobia)' 'Lemon'\n",
      " 'Pome Granet' 'Sapota' 'Cabbage' 'Peas  (vegetable)' 'Niger seed'\n",
      " 'Bottle Gourd' 'Sannhamp' 'Varagu' 'Garlic' 'Ginger' 'Oilseeds total'\n",
      " 'Pulses total' 'Jute' 'Peas & beans (Pulses)' 'Blackgram' 'Paddy'\n",
      " 'Pineapple' 'Barley' 'Khesari' 'Guar seed' 'Moth'\n",
      " 'Other Cereals & Millets' 'Cond-spcs other' 'Turnip' 'Carrot' 'Redish'\n",
      " 'Arcanut (Processed)' 'Atcanut (Raw)' 'Cashewnut Processed'\n",
      " 'Cashewnut Raw' 'Cardamom' 'Rubber' 'Bitter Gourd' 'Drum Stick'\n",
      " 'Jack Fruit' 'Snak Guard' 'Pump Kin' 'Tea' 'Coffee' 'Cauliflower'\n",
      " 'Other Citrus Fruit' 'Water Melon' 'Total foodgrain' 'Kapas' 'Colocosia'\n",
      " 'Lentil' 'Bean' 'Jobster' 'Perilla' 'Rajmash Kholar' 'Ricebean (nagadal)'\n",
      " 'Ash Gourd' 'Beet Root' 'Lab-Lab' 'Ribed Guard' 'Yam' 'Apple' 'Peach'\n",
      " 'Pear' 'Plums' 'Litchi' 'Ber' 'Other Dry Fruit' 'Jute & mesta']\n"
     ]
    }
   ],
   "source": [
    "# viewing unique crops available in the dataset\n",
    "\n",
    "print(crop_data['Crop'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "35J7kKr9WUJP",
    "outputId": "d47d2dfe-33d0-478a-9053-69fe1160eae1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 246091 entries, 0 to 246090\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   State_Name     246091 non-null  object \n",
      " 1   District_Name  246091 non-null  object \n",
      " 2   Crop_Year      246091 non-null  int64  \n",
      " 3   Season         246091 non-null  object \n",
      " 4   Crop           246091 non-null  object \n",
      " 5   Area           246091 non-null  float64\n",
      " 6   Production     242361 non-null  float64\n",
      "dtypes: float64(2), int64(1), object(4)\n",
      "memory usage: 13.1+ MB\n"
     ]
    }
   ],
   "source": [
    "crop_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "etWFlfIWWdbC",
    "outputId": "da1e9f9d-7be3-4f1e-82c5-2c13d90d6004"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State_Name          0\n",
       "District_Name       0\n",
       "Crop_Year           0\n",
       "Season              0\n",
       "Crop                0\n",
       "Area                0\n",
       "Production       3730\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking missing values of the dataset in each column\n",
    "crop_data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "dJXZbZ3kWl2y",
    "outputId": "966857aa-75e4-4ff3-f243-bca316011054"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Other Kharif pulses</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.0</td>\n",
       "      <td>321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Banana</td>\n",
       "      <td>176.0</td>\n",
       "      <td>641.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Cashewnut</td>\n",
       "      <td>720.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246086</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Rice</td>\n",
       "      <td>306.0</td>\n",
       "      <td>801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246087</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>627.0</td>\n",
       "      <td>463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246088</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Sugarcane</td>\n",
       "      <td>324.0</td>\n",
       "      <td>16250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246089</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Rice</td>\n",
       "      <td>279151.0</td>\n",
       "      <td>597899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246090</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>175.0</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>242361 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name District_Name  Crop_Year       Season  \\\n",
       "0       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "1       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "2       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "3       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "4       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "...                             ...           ...        ...          ...   \n",
       "246086                  West Bengal       PURULIA       2014  Summer        \n",
       "246087                  West Bengal       PURULIA       2014  Summer        \n",
       "246088                  West Bengal       PURULIA       2014  Whole Year    \n",
       "246089                  West Bengal       PURULIA       2014  Winter        \n",
       "246090                  West Bengal       PURULIA       2014  Winter        \n",
       "\n",
       "                       Crop      Area  Production  \n",
       "0                  Arecanut    1254.0      2000.0  \n",
       "1       Other Kharif pulses       2.0         1.0  \n",
       "2                      Rice     102.0       321.0  \n",
       "3                    Banana     176.0       641.0  \n",
       "4                 Cashewnut     720.0       165.0  \n",
       "...                     ...       ...         ...  \n",
       "246086                 Rice     306.0       801.0  \n",
       "246087              Sesamum     627.0       463.0  \n",
       "246088            Sugarcane     324.0     16250.0  \n",
       "246089                 Rice  279151.0    597899.0  \n",
       "246090              Sesamum     175.0        88.0  \n",
       "\n",
       "[242361 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping missing values \n",
    "crop_data = crop_data.dropna()\n",
    "crop_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "9fxHSTNWW59i",
    "outputId": "16b91af3-7003-4f9b-8d6c-3ecd70bd9099"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking\n",
    "crop_data.isnull().values.any()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5SRKh8GqXbfR",
    "outputId": "853e5dd9-c0eb-44a4-f783-b3aa4952f638"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Andaman and Nicobar Islands', 'Andhra Pradesh',\n",
       "       'Arunachal Pradesh', 'Assam', 'Bihar', 'Chandigarh',\n",
       "       'Chhattisgarh', 'Dadra and Nagar Haveli', 'Goa', 'Gujarat',\n",
       "       'Haryana', 'Himachal Pradesh', 'Jammu and Kashmir ', 'Jharkhand',\n",
       "       'Karnataka', 'Kerala', 'Madhya Pradesh', 'Maharashtra', 'Manipur',\n",
       "       'Meghalaya', 'Mizoram', 'Nagaland', 'Odisha', 'Puducherry',\n",
       "       'Punjab', 'Rajasthan', 'Sikkim', 'Tamil Nadu', 'Telangana ',\n",
       "       'Tripura', 'Uttar Pradesh', 'Uttarakhand', 'West Bengal'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying State Names present in the dataset\n",
    "crop_data.State_Name.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 663
    },
    "id": "N6W9rKGRQMbJ",
    "outputId": "b6b5a0c5-1f99-4cf4-e782-cabc8d10fa50"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-12-21ef19bb9e83>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  crop_data['Yield'] = (crop_data['Production'] / crop_data['Area'])\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1.594896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Other Kharif pulses</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>3.147059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Banana</td>\n",
       "      <td>176.0</td>\n",
       "      <td>641.0</td>\n",
       "      <td>3.642045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Cashewnut</td>\n",
       "      <td>720.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>0.229167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Coconut</td>\n",
       "      <td>18168.0</td>\n",
       "      <td>65100000.0</td>\n",
       "      <td>3583.223250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Dry ginger</td>\n",
       "      <td>36.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Sugarcane</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Sweet potato</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Tapioca</td>\n",
       "      <td>40.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>4.225000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    State_Name District_Name  Crop_Year       Season  \\\n",
       "0  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "1  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "2  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "3  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "4  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "5  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "6  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "7  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "8  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "9  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "\n",
       "                  Crop     Area  Production        Yield  \n",
       "0             Arecanut   1254.0      2000.0     1.594896  \n",
       "1  Other Kharif pulses      2.0         1.0     0.500000  \n",
       "2                 Rice    102.0       321.0     3.147059  \n",
       "3               Banana    176.0       641.0     3.642045  \n",
       "4            Cashewnut    720.0       165.0     0.229167  \n",
       "5             Coconut   18168.0  65100000.0  3583.223250  \n",
       "6           Dry ginger     36.0       100.0     2.777778  \n",
       "7            Sugarcane      1.0         2.0     2.000000  \n",
       "8         Sweet potato      5.0        15.0     3.000000  \n",
       "9              Tapioca     40.0       169.0     4.225000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding a new column Yield which indicates Production per unit Area. \n",
    "\n",
    "crop_data['Yield'] = (crop_data['Production'] / crop_data['Area'])\n",
    "crop_data.head(10) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i> Visualizing the dataset : </i>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 546
    },
    "id": "s119ih0JT0KV",
    "outputId": "b7c33fbd-721b-41e9-8058-e688d750f912"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Arunachal Pradesh'),\n",
       "  Text(3, 0, 'Assam'),\n",
       "  Text(4, 0, 'Bihar'),\n",
       "  Text(5, 0, 'Chandigarh'),\n",
       "  Text(6, 0, 'Chhattisgarh'),\n",
       "  Text(7, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(8, 0, 'Goa'),\n",
       "  Text(9, 0, 'Gujarat'),\n",
       "  Text(10, 0, 'Haryana'),\n",
       "  Text(11, 0, 'Himachal Pradesh'),\n",
       "  Text(12, 0, 'Jammu and Kashmir '),\n",
       "  Text(13, 0, 'Jharkhand'),\n",
       "  Text(14, 0, 'Karnataka'),\n",
       "  Text(15, 0, 'Kerala'),\n",
       "  Text(16, 0, 'Madhya Pradesh'),\n",
       "  Text(17, 0, 'Maharashtra'),\n",
       "  Text(18, 0, 'Manipur'),\n",
       "  Text(19, 0, 'Meghalaya'),\n",
       "  Text(20, 0, 'Mizoram'),\n",
       "  Text(21, 0, 'Nagaland'),\n",
       "  Text(22, 0, 'Odisha'),\n",
       "  Text(23, 0, 'Puducherry'),\n",
       "  Text(24, 0, 'Punjab'),\n",
       "  Text(25, 0, 'Rajasthan'),\n",
       "  Text(26, 0, 'Sikkim'),\n",
       "  Text(27, 0, 'Tamil Nadu'),\n",
       "  Text(28, 0, 'Telangana '),\n",
       "  Text(29, 0, 'Tripura'),\n",
       "  Text(30, 0, 'Uttar Pradesh'),\n",
       "  Text(31, 0, 'Uttarakhand'),\n",
       "  Text(32, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "sns.barplot(crop_data[\"State_Name\"], crop_data[\"Production\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 535
    },
    "id": "6kj7B8g-YHz9",
    "outputId": "569bf8f7-62d5-4aee-fc97-cfd85f9147cb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Arunachal Pradesh'),\n",
       "  Text(3, 0, 'Assam'),\n",
       "  Text(4, 0, 'Bihar'),\n",
       "  Text(5, 0, 'Chandigarh'),\n",
       "  Text(6, 0, 'Chhattisgarh'),\n",
       "  Text(7, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(8, 0, 'Goa'),\n",
       "  Text(9, 0, 'Gujarat'),\n",
       "  Text(10, 0, 'Haryana'),\n",
       "  Text(11, 0, 'Himachal Pradesh'),\n",
       "  Text(12, 0, 'Jammu and Kashmir '),\n",
       "  Text(13, 0, 'Jharkhand'),\n",
       "  Text(14, 0, 'Karnataka'),\n",
       "  Text(15, 0, 'Kerala'),\n",
       "  Text(16, 0, 'Madhya Pradesh'),\n",
       "  Text(17, 0, 'Maharashtra'),\n",
       "  Text(18, 0, 'Manipur'),\n",
       "  Text(19, 0, 'Meghalaya'),\n",
       "  Text(20, 0, 'Mizoram'),\n",
       "  Text(21, 0, 'Nagaland'),\n",
       "  Text(22, 0, 'Odisha'),\n",
       "  Text(23, 0, 'Puducherry'),\n",
       "  Text(24, 0, 'Punjab'),\n",
       "  Text(25, 0, 'Rajasthan'),\n",
       "  Text(26, 0, 'Sikkim'),\n",
       "  Text(27, 0, 'Tamil Nadu'),\n",
       "  Text(28, 0, 'Telangana '),\n",
       "  Text(29, 0, 'Tripura'),\n",
       "  Text(30, 0, 'Uttar Pradesh'),\n",
       "  Text(31, 0, 'Uttarakhand'),\n",
       "  Text(32, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(crop_data[\"State_Name\"], crop_data[\"Yield\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403
    },
    "id": "-ITsaDiLYoXY",
    "outputId": "0e84325f-a4d8-482d-cbd5-10afa8dca7d2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18]),\n",
       " [Text(0, 0, '1997'),\n",
       "  Text(1, 0, '1998'),\n",
       "  Text(2, 0, '1999'),\n",
       "  Text(3, 0, '2000'),\n",
       "  Text(4, 0, '2001'),\n",
       "  Text(5, 0, '2002'),\n",
       "  Text(6, 0, '2003'),\n",
       "  Text(7, 0, '2004'),\n",
       "  Text(8, 0, '2005'),\n",
       "  Text(9, 0, '2006'),\n",
       "  Text(10, 0, '2007'),\n",
       "  Text(11, 0, '2008'),\n",
       "  Text(12, 0, '2009'),\n",
       "  Text(13, 0, '2010'),\n",
       "  Text(14, 0, '2011'),\n",
       "  Text(15, 0, '2012'),\n",
       "  Text(16, 0, '2013'),\n",
       "  Text(17, 0, '2014'),\n",
       "  Text(18, 0, '2015')])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(crop_data[\"Crop_Year\"], crop_data[\"Production\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "id": "_CVEadqZYWEZ",
    "outputId": "2f5fa988-2969-4626-9c98-d64b8db1ad0a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18]),\n",
       " [Text(0, 0, '1997'),\n",
       "  Text(1, 0, '1998'),\n",
       "  Text(2, 0, '1999'),\n",
       "  Text(3, 0, '2000'),\n",
       "  Text(4, 0, '2001'),\n",
       "  Text(5, 0, '2002'),\n",
       "  Text(6, 0, '2003'),\n",
       "  Text(7, 0, '2004'),\n",
       "  Text(8, 0, '2005'),\n",
       "  Text(9, 0, '2006'),\n",
       "  Text(10, 0, '2007'),\n",
       "  Text(11, 0, '2008'),\n",
       "  Text(12, 0, '2009'),\n",
       "  Text(13, 0, '2010'),\n",
       "  Text(14, 0, '2011'),\n",
       "  Text(15, 0, '2012'),\n",
       "  Text(16, 0, '2013'),\n",
       "  Text(17, 0, '2014'),\n",
       "  Text(18, 0, '2015')])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(crop_data[\"Crop_Year\"], crop_data[\"Yield\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5],\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(crop_data[\"Season\"], crop_data[\"Yield\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5],\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(crop_data[\"Season\"], crop_data[\"Production\"])\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 659
    },
    "id": "uUddiX_Sf8Yg",
    "outputId": "b4a74c92-0144-4a7f-a123-278305e48147"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "         13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "         26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "         39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "         52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "         65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "         78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "         91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "        104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
       "        117, 118, 119, 120, 121, 122, 123]),\n",
       " [Text(0, 0, 'Arecanut'),\n",
       "  Text(1, 0, 'Other Kharif pulses'),\n",
       "  Text(2, 0, 'Rice'),\n",
       "  Text(3, 0, 'Banana'),\n",
       "  Text(4, 0, 'Cashewnut'),\n",
       "  Text(5, 0, 'Coconut '),\n",
       "  Text(6, 0, 'Dry ginger'),\n",
       "  Text(7, 0, 'Sugarcane'),\n",
       "  Text(8, 0, 'Sweet potato'),\n",
       "  Text(9, 0, 'Tapioca'),\n",
       "  Text(10, 0, 'Black pepper'),\n",
       "  Text(11, 0, 'Dry chillies'),\n",
       "  Text(12, 0, 'other oilseeds'),\n",
       "  Text(13, 0, 'Turmeric'),\n",
       "  Text(14, 0, 'Maize'),\n",
       "  Text(15, 0, 'Moong(Green Gram)'),\n",
       "  Text(16, 0, 'Urad'),\n",
       "  Text(17, 0, 'Arhar/Tur'),\n",
       "  Text(18, 0, 'Groundnut'),\n",
       "  Text(19, 0, 'Sunflower'),\n",
       "  Text(20, 0, 'Bajra'),\n",
       "  Text(21, 0, 'Castor seed'),\n",
       "  Text(22, 0, 'Cotton(lint)'),\n",
       "  Text(23, 0, 'Horse-gram'),\n",
       "  Text(24, 0, 'Jowar'),\n",
       "  Text(25, 0, 'Korra'),\n",
       "  Text(26, 0, 'Ragi'),\n",
       "  Text(27, 0, 'Tobacco'),\n",
       "  Text(28, 0, 'Gram'),\n",
       "  Text(29, 0, 'Wheat'),\n",
       "  Text(30, 0, 'Masoor'),\n",
       "  Text(31, 0, 'Sesamum'),\n",
       "  Text(32, 0, 'Linseed'),\n",
       "  Text(33, 0, 'Safflower'),\n",
       "  Text(34, 0, 'Onion'),\n",
       "  Text(35, 0, 'other misc. pulses'),\n",
       "  Text(36, 0, 'Samai'),\n",
       "  Text(37, 0, 'Small millets'),\n",
       "  Text(38, 0, 'Coriander'),\n",
       "  Text(39, 0, 'Potato'),\n",
       "  Text(40, 0, 'Other  Rabi pulses'),\n",
       "  Text(41, 0, 'Soyabean'),\n",
       "  Text(42, 0, 'Beans & Mutter(Vegetable)'),\n",
       "  Text(43, 0, 'Bhindi'),\n",
       "  Text(44, 0, 'Brinjal'),\n",
       "  Text(45, 0, 'Citrus Fruit'),\n",
       "  Text(46, 0, 'Cucumber'),\n",
       "  Text(47, 0, 'Grapes'),\n",
       "  Text(48, 0, 'Mango'),\n",
       "  Text(49, 0, 'Orange'),\n",
       "  Text(50, 0, 'other fibres'),\n",
       "  Text(51, 0, 'Other Fresh Fruits'),\n",
       "  Text(52, 0, 'Other Vegetables'),\n",
       "  Text(53, 0, 'Papaya'),\n",
       "  Text(54, 0, 'Pome Fruit'),\n",
       "  Text(55, 0, 'Tomato'),\n",
       "  Text(56, 0, 'Mesta'),\n",
       "  Text(57, 0, 'Cowpea(Lobia)'),\n",
       "  Text(58, 0, 'Lemon'),\n",
       "  Text(59, 0, 'Pome Granet'),\n",
       "  Text(60, 0, 'Sapota'),\n",
       "  Text(61, 0, 'Cabbage'),\n",
       "  Text(62, 0, 'Rapeseed &Mustard'),\n",
       "  Text(63, 0, 'Peas  (vegetable)'),\n",
       "  Text(64, 0, 'Niger seed'),\n",
       "  Text(65, 0, 'Bottle Gourd'),\n",
       "  Text(66, 0, 'Varagu'),\n",
       "  Text(67, 0, 'Garlic'),\n",
       "  Text(68, 0, 'Ginger'),\n",
       "  Text(69, 0, 'Oilseeds total'),\n",
       "  Text(70, 0, 'Pulses total'),\n",
       "  Text(71, 0, 'Jute'),\n",
       "  Text(72, 0, 'Peas & beans (Pulses)'),\n",
       "  Text(73, 0, 'Blackgram'),\n",
       "  Text(74, 0, 'Paddy'),\n",
       "  Text(75, 0, 'Pineapple'),\n",
       "  Text(76, 0, 'Barley'),\n",
       "  Text(77, 0, 'Sannhamp'),\n",
       "  Text(78, 0, 'Khesari'),\n",
       "  Text(79, 0, 'Guar seed'),\n",
       "  Text(80, 0, 'Moth'),\n",
       "  Text(81, 0, 'Other Cereals & Millets'),\n",
       "  Text(82, 0, 'Cond-spcs other'),\n",
       "  Text(83, 0, 'Turnip'),\n",
       "  Text(84, 0, 'Carrot'),\n",
       "  Text(85, 0, 'Redish'),\n",
       "  Text(86, 0, 'Arcanut (Processed)'),\n",
       "  Text(87, 0, 'Atcanut (Raw)'),\n",
       "  Text(88, 0, 'Cashewnut Processed'),\n",
       "  Text(89, 0, 'Cashewnut Raw'),\n",
       "  Text(90, 0, 'Cardamom'),\n",
       "  Text(91, 0, 'Rubber'),\n",
       "  Text(92, 0, 'Bitter Gourd'),\n",
       "  Text(93, 0, 'Drum Stick'),\n",
       "  Text(94, 0, 'Jack Fruit'),\n",
       "  Text(95, 0, 'Snak Guard'),\n",
       "  Text(96, 0, 'Tea'),\n",
       "  Text(97, 0, 'Coffee'),\n",
       "  Text(98, 0, 'Cauliflower'),\n",
       "  Text(99, 0, 'Other Citrus Fruit'),\n",
       "  Text(100, 0, 'Water Melon'),\n",
       "  Text(101, 0, 'Total foodgrain'),\n",
       "  Text(102, 0, 'Kapas'),\n",
       "  Text(103, 0, 'Colocosia'),\n",
       "  Text(104, 0, 'Lentil'),\n",
       "  Text(105, 0, 'Bean'),\n",
       "  Text(106, 0, 'Jobster'),\n",
       "  Text(107, 0, 'Perilla'),\n",
       "  Text(108, 0, 'Rajmash Kholar'),\n",
       "  Text(109, 0, 'Ricebean (nagadal)'),\n",
       "  Text(110, 0, 'Ash Gourd'),\n",
       "  Text(111, 0, 'Beet Root'),\n",
       "  Text(112, 0, 'Lab-Lab'),\n",
       "  Text(113, 0, 'Ribed Guard'),\n",
       "  Text(114, 0, 'Yam'),\n",
       "  Text(115, 0, 'Pump Kin'),\n",
       "  Text(116, 0, 'Apple'),\n",
       "  Text(117, 0, 'Peach'),\n",
       "  Text(118, 0, 'Pear'),\n",
       "  Text(119, 0, 'Plums'),\n",
       "  Text(120, 0, 'Litchi'),\n",
       "  Text(121, 0, 'Ber'),\n",
       "  Text(122, 0, 'Other Dry Fruit'),\n",
       "  Text(123, 0, 'Jute & mesta')])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(crop_data[\"Crop\"], crop_data[\"Yield\"])\n",
    "plt.xticks(rotation = 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-2000000.,        0.,  2000000.,  4000000.,  6000000.,  8000000.,\n",
       "        10000000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAGwCAYAAAD8N/E2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAx5UlEQVR4nO3de5hcd33f8fd3Znb2bmt1WTCWjC0jI18wARSDIRGC0MSm1E5oSOyQtqQmVghg2hQa06ZOH6VNS3iSFJ6aIJeYS/JgFyilSjB2AkERIbaxMNhGsmyclWNJYK8uK2lXe5nbt3+cGWl2dm4rzZlzZubzep59duecMzPfHdnns7/f+Z3fz9wdERGRuElEXYCIiEg1CigREYklBZSIiMSSAkpERGJJASUiIrGkgBIRkVjqyIAys7vNbNLMftCi17vIzP7KzJ40s71mdnErXldERM5eRwYU8Bnguha+3ueAj7r75cA1wGQLX1tERM5CRwaUu+8CjpVvM7NLzex+M/uumX3LzDY281pmdgWQcve/Lr72jLvPtr5qERFZjo4MqBruAt7v7q8BPgh8osnnXQYcN7Mvm9n3zOyjZpYMrUoREWlKKuoCWsHMRoDXA180s9Lm/uK+twPbqjztkLv/HMFn8NPAq4DngP8NvAv403CrFhGReroioAhagsfd/Scqd7j7l4Ev13nuQeD77j4BYGZfAV6HAkpEJFJd0cXn7ieB/Wb2DgALvLLJpz8CrDCzNcXHbwb2hlCmiIgsQ0cGlJndAzwIvNzMDprZLcA7gVvM7DFgD3BjM6/l7nmCa1bfMLMnAAP+VziVi4hIs0zLbYiISBx1ZAtKRES6nwJKRERiqRNH8alPUkS6jTU+pPeoBSUiIrGkgBIRkVjqxC6+s/L5h5+ruv1XXntRmysREZFmqAUlIiKxpIASEZFYUkCJiEgsKaBERCSWFFAiIhJLCigREYklBZSIiMSSAkpERGJJASUiIrGkgBIRkVhSQImISCwpoEREJJYUUCIiEksKKBERiSUFlIiIxJICSkREYkkBJSIisaSAEhGRWFJAiYhILCmgREQklhRQIiISSwooERGJJQWUiIjEkgJKRERiSQElIiKxpIASEZFYUkCJiEgsKaBERCSWFFAiIhJLCigREYklBZSIiMSSAkpERGJJASUiIrGkgBIRkVhSQImISCwpoEREJJYUUCIiEksKKBERiSUFlIiIxJICSkREYkkBJSIisaSAEhGRWFJAiYhILCmgREQklhRQIiISSwooERGJJQWUiIjEkgJKRERiKRV1AVE4OrPAw/uPMbOQ48GJo6xfPcyNP/ES1q8Zibo0EREpMnePuoblWnbBf733Bf5k5zOkUwlmM3l+cOgEZsZ5AynOG+zjuWOzuMNLVw0xPtrPiqE06WSCVNJIJoxUwkglE8H3RLA9YYZZGL+eiHSqt151Aa9Ye/7ZPFVnkyo6LqDM7H5gE3A+kAP2NHhKGrgYGAAWgAkgG2KJcbcaOBJ1ERHTZxDQ5xCIw+dwxN2va+ZAM7sbeBsw6e5XNTj2pcDdwBrgGPCr7n7wXIttl44LKAAz2wzMAJ9r4h/oi8BfAu8H/j3wa+7+L8KvMp7MbLe7b4q6jijpMwjocwh02udwNuc/d/+smb2ZDjv/deQgCXffRfDXwGlmdqmZ3W9m3zWzb5nZxuKuK4C/Kf78TeDGNpYqItJSvXT+68iAquEu4P3u/hrgg8AnitsfA95e/PkXgFEzWxVBfSLSZczsbjObNLMfNHn8L5nZXjPbY2afb2EpXXn+64pRfGY2Arwe+KKdGbnQX/z+QeB/AuPAG4FDQL7dNcbIXVEXEAP6DAL6HALn8jl8huD88rlGB5rZBuDDwBvcfcrMxs/hfctft+H5z8zeBeyiw85/HXkNCsDMLiboW73KzM4DnnL3Cxo8ZwTY5+5r21GjiHS/8nNR8fGlwJ0EAxNmgV93931m9gfA0+7+qVa+Zzef/7qii8/dTwL7zewdABZ4ZfHn1WZW+j0/TDCiRUQkLLW62y4DLjOzb5vZQ2bW1Ki9Rrr5/NeRAWVm9wAPAi83s4NmdgvwTuAWM3uMYOh56WLgFuApM3saeBHwXyMoWUR6QEV32/eB7UCpZZMCNhCck24G/peZrTiL9+iZ81/HdvGJiMRBs91tZvZJ4GF3/3Tx8TeA2939kbYW3EE6sgUlIhJH9brbgK8QtGgws9UEXX4TEZTZMRRQIiJnaZndbQ8AR81sL8E9SR9y96NR1N0pOq6L77rrrvP7778/6jJERFqpqbn4uvj8V/X377gW1JEjUU+ZJSISjV47/3VcQImISG9QQImISCwpoEREJJYUUCIiEksKKBERiSUFlIiIxJICSkREYkkBJSIisaSAEhGRWOqKFXWbtXPfJNt3TXBgapZ1Y0Ns3byeLRtbsqiliIi0WM+0oHbum+SOHXuYnJ5nxWAfk9Pz3LFjDzv3TUZdmoiIVNEzAbV91wR9SWMoncIs+N6XNLbv0mz3ItIZjp3KcGohF3UZbdMzAXVgapbBvuSibYN9SQ5OzUZUkYjI8hw6PseJuWzUZbRNzwTUurEh5rL5RdvmsnnWjg1FVJGIiNTTMwG1dfN6snlnNpPDPfiezTtbN6+PujQREamiZwJqy8Zxtt1wJeOjA5yYyzI+OsC2G67UKD4RkZjqqWHmWzaOK5BERDpEz7SgRESks/RUC0o36oqIdI6eaUHpRl0Rkc4SWkCZ2d1mNmlmP6ix/51m9riZPWFmf29mrwyrFtCNuiIinSbMFtRngOvq7N8PvNHdXwH8HnBXiLXoRl0RkQ4TWkC5+y7gWJ39f+/uU8WHDwFrw6oFdKOuiEinics1qFuAr4X5BrpRV0Sks0QeUGb2JoKA+u06x9xqZrvNbPfhw4fP6n10o66IdKLy81/UtbSbuXt4L252MfCX7n5Vjf1XA/8XuN7dn27mNTdt2uS7d/fcv5OIdDdr5qD+Czb4/icf5yUrBsOup92q/v6RtaDM7CLgy8C/aDacRESkd4R2o66Z3QNsAVab2UHgd4E+AHf/JHAHsAr4hJkB5Nx9U1j1iIhIZwktoNz95gb73w28O6z3FxGRzhb5IAkREZFqFFAiIhJLCigREYklBZSIiMSSAkpERGJJASUiIrGkgBIRkVhSQImISCwpoEREJJZCm0kirnbum2T7rgkOTM2ybmyIrZvXa0ZzEZEY6qkW1M59k9yxYw+T0/OsGOxjcnqeO3bsYee+yahLExGRCj0VUNt3TdCXNIbSKcyC731JY/uuiahLExGRCj0VUAemZhnsSy7aNtiX5ODUbEQViYhILT0VUOvGhpjL5hdtm8vmWTs2FFFFIiJSS08F1NbN68nmndlMDvfgezbvbN28PurSRESkQk8F1JaN42y74UrGRwc4MZdlfHSAbTdcqVF8IiIx1HPDzLdsHFcgiYh0gJ5qQYmISOdQQImISCwpoEREJJYUUCIiEksKKBERiSUFlIiIxFLPDTPXbOYiIp2hpwKqNJt5Np/nxGyWH5+Y49Hnpnjvlku57S2XRV2eiIiU6akuvu27Jsjm8xydyZJ36EsmKLhz585/0JIbIiIx01MBdWBqlhOzWcwgYYZhJM3IF1xLboiIxExPBdS6sSEW8gXMzmxzh/5UQktuiIjETE8F1NbN60klEuQLjrtTKDgFnNGBlJbcEBGJmZ4KqC0bx3nvlktJmJErOKmksWo4TTqV1JIbIiIx01Oj+ABue8tlXL12Bdt3TXBwapa1GmouIhJLPRdQoCU3REQ6QU918YmISOdQQImISCwpoEREJJYUUCIiEksKKBERiaXQRvGZ2d3A24BJd7+qyn4DPga8FZgF3uXuj4ZVT4lmMxcR6QxhtqA+A1xXZ//1wIbi163An4RYC3BmNvNnj85wbGaB7zx7lK1//l0+/vWnw35rERFZptACyt13AcfqHHIj8DkPPASsMLMLwqoHNJu5iEgnifIa1IXAgbLHB4vbQqPZzEVEOkdHDJIws1vNbLeZ7T58+PBZv45mMxeRTlN+/ou6lnaLMqAOAevKHq8tblvC3e9y903uvmnNmjVn/YaazVxEOk35+S/qWtotyoDaAfxLC7wOOOHuPw7zDTWbuYhI5whzmPk9wBZgtZkdBH4X6ANw908C9xEMMX+GYJj5r4VVSznNZi4i0hlCCyh3v7nBfgfeG9b716PZzEVE4q8jBkmIiEjvUUCJiEgsKaBERCSWem5FXc3FJyLSGXoqoHbum+S2ex5lJpOn4PCj43PsOXScj9/8aoWUiEjM9FQX3+985QlOLgThBFBwOLmQ53e+8kS0hYmIyBI9FVCHjs8va7uIiESnpwLKl7ldRESi01MBJSIinaOnAsqWuV1ERKLTWwFVI4lqbRcRkej0VECN9KdIVIRRwoLtIiISLz0VUD+zcc3pIeYlBQ+2i4hIvPRUQD1/MsOKwTOtqITBisEUz5/MRFuYiIgs0VN9WweK6z/NLOQ4PL1AJl8gkyvww8npqEsTEZEKPdWCWjc2xI+Oz/GPR2c5lcmTzTuz2QIn5rLs3DcZdXkiIlKmpwLq2vUrOTabXXJjbjbv/PevPRlJTSIiUl1PBdSDE8dq7vuHw6faWImIiDTSUwFV71pTrnJ4n4iIRKqnAiqTK9Tcl0rqbl0RkTjpqYAqeO2AunT1cBsrERGRRnoqoBKWqDrvngG3X395u8sREZE6eiqg0qkECVs6OezoQEor6oqIxExPBdSakX4Kvnj9JwMuXDEYVUkiIlJDTwXU9FxmyT1QXtwuIiLx0lMB9aMTC1W3H6qxXUREotNTAVVrDJ+DpjoSEYmZngqoerbvmoi6BBERKaOAKvrhCyejLkFERMr0VEDV+2UzeU11JCISJz0VUJe9aKTmvnSqpz4KEZHY66mz8ltfcUHV7cPpBBvGR9tcjYiI1NMTK+ru3DfJ9l0TPPrcFKmELZm5PJN3tm5eH1F1IiJSTdcH1M59k9yxYw99SSNfqD7QPK+lNkREYqfru/i275qgL2kMpVP0p5LkixmVMBjsS9KfTJBOJTTMXEQkZro+oA5MzTLYlwRgzWj/6amOCg6FglPAedFoPwenZqMrUkREluj6gFo3NsRcNg/A6EAfA8XRekawSOFLzh8klUywdmwowipFRKRSqAFlZteZ2VNm9oyZ3V5l/0Vm9k0z+56ZPW5mb211DVs3ryebd2YzOdydseE+kgnjRef1c8nqYVJJI6tBEiIisRNaQJlZErgTuB64ArjZzK6oOOx3gC+4+6uAm4BPtLqOLRvH2XbDlYyPDnBiLsvFq0b4wJtfxiWrRzgxl2V8dIBtN1yp9aBERGImzFF81wDPuPsEgJndC9wI7C07xoHzij+fD/wojEK2bBxfEkC3hfFGIiLSMmEG1IXAgbLHB4HXVhzzn4G/MrP3A8PAW6q9kJndCtwKcNFFF51TUaV7og5MzbJubIitm9er9SQisVV+/ku/+GURV9NeUQ+SuBn4jLuvBd4K/JmZLanJ3e9y903uvmnNmjVn/Wale6Imp+dZMdjH5PQ8d+zYo6U2RCS2ys9/UdfSbmEG1CFgXdnjtcVt5W4BvgDg7g8CA8DqMIrZuW+S2+79HoeOz/L8iXlmFnIMpVP0JU33QImIxFCYAfUIsMHMLjGzNMEgiB0VxzwH/AyAmV1OEFCHW11IqeU0m8mfnuroR8fnmZ7PMtiX1D1QIiIxFFpAuXsOeB/wAPAkwWi9PWa2zcxuKB7274BfN7PHgHuAd7l7y+cdKs0m0Z9KkC9ANl8gky/w3LFZjp5a0D1QIiIxFOpcfO5+H3BfxbY7yn7eC7whzBogmE1ixWAfQ+kkpzL509sLDpPTGW7+yZVhlyAiIssU9SCJtijNJjGbyZOyYB4+CL6vGUnz4MSxaAsUEZEleiKgSrNJLOQKJJNGXzJBOpngopVDrB7RPHwiInHUEwFVmk1iKJ0kV3BSCeMlKwYYHehjLpvXNSgRkRjqiYCCIKQ+ftOruHDFEC8+f4CR/hSzmZzm4RMRiameCShYOi+f5uETEYmvrl9Rt1K1eflERCR+eqoFJSIinaNnWlCaJFZEpLP0RECVpjrK5PJMz+d4/sQ8jz43xXu3XMptb7ks6vJERKSKnuji275rgpNzGV44ucCpTJ58wcnlC9y58x80k7mISEw13YIyswuBl5Y/x913hVFUqz1xaIqZhcLpxw7kHfK5Ah+5f5+6+kREYqipgDKzjwC/TLAabmkyOwdiH1A7901yqiycKj09OcPOfZMKKRGRmGm2BfXzwMvdfSHEWkKxfdcE9aZHL60HpYASEYmXZq9BTQB9YRYSlgMN5tkb7dd6UCIicdRsC2oW+L6ZfQM43Ypy99tCqaqF1o0N8ePjc+RrNKOmF/K8bPy89hYlIiINNRtQO1i6Gm5H2Lp5Pbv/8Rj5GgmlufhEROKpqYBy988Wl20v3TT0lLtnwyurdbZsHOf8wT6OzmSqXou6bHxE159ERGKo2VF8W4DPAs8CBqwzs3/VKcPMN4yPMp+ZYiazdDTf9Ve9OIKKRESkkWYHSfwh8LPu/kZ33wz8HPDH4ZXVWteuX1k1nIbTCa2mKyISU80GVJ+7P1V64O5P00Gj+u574sdVt+fyrhF8IiIx1ewgid1m9ingz4uP3wnsDqek1tt/tHoILeRdq+mKiMRUswH1HuC9QGlY+beAT4RSUQjyhdozSWgEn4hIPDU7im8B+KPiV8dJp5LkMvkl2w00gk9EJKbqXoMysy8Uvz9hZo9XfrWnxHM3lE5W3e7Ax7/+dHuLERGRpjRqQX2g+P1tYRcSpg3joxydObroPigjCKhP/d1+rQklIh2j3tyi3aZuC8rdS8PfftPd/7H8C/jN8Mtrja2b15/+RzULwgmgLwGnqnT9iYhI9JodZv5Pqmy7vpWFhGnLxnHSySCW3IO/QBIGmDFco/tPRESiVbeLz8zeQ9BSurTimtMo8PdhFtZKO/dNMphOkpnLnd6Wd8jnnfe/6ZIIKxMRkVoaXYP6PPA14L8Bt5dtn3b3jpmCYfuuCZJmjQ8UEZHYaHQN6oS7Pwt8DDhWdv0pZ2avbUeBrXBgapap2epz237ybyfaXI2IiDSj2WtQfwLMlD2eKW7rCOvGhmqOfJnNapCEiEgcNRtQ5u6nz/HuXqD5WSgid+36lVGXICIiy9T0ku9mdpuZ9RW/PkCwDHxHaDRj+c59k22qREREmtVsQP0G8HrgEHAQeC1wa1hFtdqBBjOWb9/VMVkrItIzmp2LbxK4KeRaQrNubIiDU3M192vJDRGR+Gl2Rd1PU2WGDXf/1y2vKATXrl/JgxNHa+7XkhsiIvHTbBffXwJfLX59AziPxaP6qjKz68zsKTN7xsxur3HML5nZXjPbY2afb7bw5Wh0DUpLboiIxE+zXXz/p/yxmd0D/F2955hZEriTYJqkg8AjZrbD3feWHbMB+DDwBnefMrNQ1r5odA1KS26IiMRPsy2oShuARmf1a4Bn3H3C3TPAvcCNFcf8OnCnu0/B6WtdLTfSYL49LbkhIhI/TQWUmU2b2cnSd+AvgN9u8LQLgQNljw8Wt5W7DLjMzL5tZg+Z2XXNFr4c1mCao0/93f4w3lZERM5Bs118oyG+/wZgC7AW2GVmr3D34+UHmdmtFIe1X3TRRct+k+mFXN39WnJDROKq/PyXfvHLIq6mvRrNZv7qevvd/dE6uw8B68oery1uK3cQeNjds8B+M3uaILAeqXifu4C7ADZt2rTs9bpG++vnsJbcEJG4Kj//9V+woZfWK2zYgvrD4vcBYBPwGMF6f1cDu4Fr6zz3EWCDmV1CEEw3Ab9SccxXgJuBT5vZaoIuv5bfNVs2S1NV7/4pLbkhIhI3jWYzf5O7vwn4MfBqd9/k7q8BXsXS1lDlc3PA+4AHgCeBL7j7HjPbZmY3FA97ADhqZnuBbwIfcvfaNyydpcMzC9S6CrV6JK0l30VEYqjZCV9f7u5PlB64+w/M7PJGT3L3+4D7KrbdUfazA79V/ArFzn2TzCzka85mvmHNcFhvLSIi56DZgHrczD4F/Hnx8TuBx+scHxvbd02wcriPH59YqLr/4Wen2lyRiIg0o9n7oH4N2AN8oPi1t7gt9g5MzbJquL/m/kJPXXIUEekczQ4znzezO4GvE8zJ91Rx5F3srRsbYv+RhrMyiYhIzDR7o+4W4IfA/wQ+ATxtZpvDK6t1rl2/ksMzmajLEBGRZWr2GtQfAj/r7k8BmNllwD3Aa8IqrFUenDjG+Gi65jUoERGJp2avQfWVwgnA3Z8G+sIpqbUaXYMSEZF4arYF9d0qo/h2h1NSa60bG2Jyej7qMkREZJmWs+T7XuC24tde4D1hFdVKWzevJ5vXUD0RkU7TsAVVXNfpMXffCPxR+CW11paN42wD3vWZRxoeKyIi8dGwBeXueeApM1v+NOIxoQUJRUQ6T7PXoMaAPWb2HeBUaaO731D7KfGxc18o6yCKiEiImg2o/xRqFSHbvqvlE6SLiEjIGq0HNUAwQOJlwBPAnxZnKe8oB6Zmoy5BRESWqdE1qM8SrAP1BHA9Z9aH6igjdRYkXDXUEbdziYj0nEZdfFe4+ysAzOxPge+EX1Lr1VvSfajBarsiIhKNRi2o0xPCdmLXXsnzJ2rfqLt2bKiNlYiISLMaNR9eaWYniz8bMFh8bATrDZ4XanUtkquz5PuLz0u3sRIREWlWoyXfk+5+XvFr1N1TZT93RDgBJGut9w7cv+eF9hUiIiJNa3aqo462YrD2QIi5bKGNlYiISLN6IqBmMwohEZFO0xMBtZCvHVD9qZ74CEREOk5PnJ2H69wHpYASEYmnnjg7/8zGNVGXICIiy9QTAfWtZ47W3JeuN8RPREQi0xMBdWQmU3Pfhhd1zGh5EZGe0hMBVc/WzeujLkFERKro+YDSYoYiIvHUEwHVl6h+nUkj+ERE4qvrz9A7902SK1Sfiy9ZI7hERCR6XR9Q23dNUGuq2Nk6y3CIiEi0uj6gGq2mu3PfZJsqERGR5ej6gFrXYL2n7bsm2lSJiIgsR9cHVKNh5AcbtLBERCQaXR9QjYaRj2jJdxGRWOr6gGrE66y2KyIi0en5gDqlkXwiIrHU8wFVbykOERGJTqgBZWbXmdlTZvaMmd1e57h/bmZuZpvCrKcataBEROIptIAysyRwJ3A9cAVws5ldUeW4UeADwMNh1NHoPqfJ6YUw3lZERM5RmC2oa4Bn3H3C3TPAvcCNVY77PeAjwHwYRTS6z6lQYxokERGJVpgBdSFwoOzxweK208zs1cA6d/9qWEU0mkkipQULRURiKbJBEmaWAP4I+HdNHHurme02s92HDx9e1vs0mkliWPdBiUiMlZ//oq6l3cIMqEPAurLHa4vbSkaBq4CdZvYs8DpgR7WBEu5+l7tvcvdNa9asWVYR165fWXf/6uH0sl5PRKSdys9/UdfSbmEG1CPABjO7xMzSwE3AjtJOdz/h7qvd/WJ3vxh4CLjB3Vv6V8KDE8fq7jdTF5+ISByFFlDungPeBzwAPAl8wd33mNk2M7shrPet1Oga1MxCrk2ViIjIcoR6Acbd7wPuq9h2R41jt4RRw7qxIQ5OzdXcv7bBNSoREYlG188k0Wg280b7RUQkGl0fUI00mu1cRESi0fUB1ehGXa2oKyIST10fUI0GSWhFXRGReOr6gGp0o+4PXzjZpkpERGQ5uj6gGg2CyOQ1F5+ISBx1fUA1kk71/EcgIhJLXX92bnSNacP4aJsqERGR5ej6gGo0SEL3QYmIxFPXB9Rog9nKdR+UiEg8dX1AuWsQhIhIJ+r6gJrJ5Gvu0/gIEZH46vpT9LqxIdI1Vs3VAAkRkfjq+oDaunk9uRr3Oq0Y1Gq6IiJx1fUBBVCosf3hZ6faWoeIiDSv6wOq3n1QBY2fEBGJra4PqCcOqZUkItKJuj6g5rJqJomIdKKuD6hCnX68vkT10X0iIhK9rg+oerK6CCUiEltdH1CKIBGRztT1ASUiIp1JASUiIrHU9QFVbxhE1//yIiIdrOvP0aMDtaczStWYo09ERKLX9QH17p+6pOa+vEbxiYjEVtcH1G1vuazmPuWTiEh8dX1A/dt7H625T/kkIhJfXR9QOx5/vuY+TSQhIhJfXR9Q9a4zaTV4EZH46vqAStZpJplaUCIisdX1AXXNS1fU3KcWlIhIfHV9QB2fy9Xcp3wSEYmvrg+oZyZnau5TD5+ISHx1fUDl6g2SaGMdIiKyPF0fUAohEZHO1PUBpVVzRUQ6U6gBZWbXmdlTZvaMmd1eZf9vmdleM3vczL5hZi9tdQ3nD9aeLFZEROIrtIAysyRwJ3A9cAVws5ldUXHY94BN7n418CXgD1pdx/HZbKtfUkRE2iDMFtQ1wDPuPuHuGeBe4MbyA9z9m+4+W3z4ELC21UXkdBFKRKQjhRlQFwIHyh4fLG6r5Rbga9V2mNmtZrbbzHYfPny4ZQXq6pSIxF35+S/qWtotFoMkzOxXgU3AR6vtd/e73H2Tu29as2bNMl+7BQWKiESk/PwXdS3tFuYIgkPAurLHa4vbFjGztwD/EXijuy+0uoj+pDGvfj4RkY4TZgvqEWCDmV1iZmngJmBH+QFm9ipgO3CDu0+GUUQ6lay5L6Eh6CIisRVaQLl7Dngf8ADwJPAFd99jZtvM7IbiYR8FRoAvmtn3zWxHjZc7a/VmkkgnFVAiInEV6k1C7n4fcF/FtjvKfn5LmO8PMJ/N19yXUgtKRCS2YjFIIkx1GlCYRlCIiMRW1wdUPeriExGJr54OqA0vOi/qEkREpIaeDqitm9dHXYKIiNTQ0zOpbtk4HnUJItJB3J1cwcnlnWyhQC7v5PIFsgVnsC/JyuF01CV2lZ4OKBGRSrl8gVzByeYLFUHk5AqFms9LJ3u6QyoUCigR6Sn5UvgUiq2fYvAEAeS4a+aZuFBAiUhXyRfKAqesBVQKJQVQ51BAiUhHKRSC0AlaQr6kS66gAOoaCigRiRV3P9PtVhyQUBqIkMsHwSS9QQElIm23ZABCkwMRpLcooESk5Sq73XIFDUSQ5VNAiciyVRsJV76tGwMokyswNZvh2KnqX8fnslxzyUp+959dGXWpXUMBJSJLlAYiVI6EK7WCumUggrtzcj7HsVMZpk5lOFoZPMVAmjqV4eR8ruHrnT/Y14aqe0dXB9TOfaGsgSjS8coHIlSOhMsXvOMHImRyBY6dynD01ALHTmWLgVP282wQOsdOZequGVfLQCrBypE0q4bTjA2lWTmc5oLzB3nluhWt/2V6WFcH1Efu3xd1CSKRqDclT6eOhCu4c3Iuu7R7bTZTDJ4zATSz0Li1UylhsGIozcqhNCtHit+H+1g53M/K4TRjw32sGk6zarifwfTSlbpHB/pYM9rfil9Viro6oCaOnIq6BJHQnO2UPHEzn80vDpuZM11r5V9Ts9mzCtahdPJ0K6f0tWo4zVjxe2nb+YN9JLWIaax0dUCJdLJSAHXilDz5gnNiLht0o5WFzdGKaz1TpzKcytRe9bqWhLEodEqBs7IsdEqPB/uWtnakM3R1QF2yaoh9L8xEXYZIVeWj3vIdMiXPXLG1U21AQXnoTM1m6q5mXctwf5KVQ2daN2PDQVfbqpHgWs+q4aD77fzBPhJaEbvrdXVA3X795bzrM49EXYb0qMqRcKWZEeI2JU+ptVPZylkUOrMZjs5kmMsuv7WTTFgxdPqWdrMVW0GlABpQa0fKdHVAab0nCVPlSLh8IT4DEdz9dGunauCcKg4smM1w/CxbOyP9qSVda0GLZ3EQndfFrR0zI2mGmZbbCENXB9THv/501CVIB6s6Ei7igQj5gi+5WXRx6JwZaDCfW359qYSdDpaxYtdaeZfbyuEzI9zSqe45IScTRsKMRCIInIRBorgtaUYiQfBzIgij5OmfuzN446KrA+qTfzsRdQkSc9VGwuVLoZRvTwC5O6cy+SWj1iqHUk+dynB8NsvZtMvOG0gF3Wkj1bvWSi2g0YFUx550E1YKmbLAKYZNMmGLAseK25LFUJJ46uqAmj2L/nLpLlEuTpfNFzg+m110w2i1azvHTmVYOIvWTl/SzrRyhkv37Sz9Guug1o6VWi/lrZlS68VKIbM4gJLFbZ0arFJbVweUwVn9tSmdo9aUPKUZEVo9EMHdmVnIlbVussUutQWOzWbPfD+V4cRc9qze47yBFKtG+oNrOcXvlffsrBruZ7g/GduT8qLusESp1XImTM50pRVbPHami02kpKsDSuHU+epNydPKkXDZfGHx/TmzS6/vlH7O5pf/nulUYsnMBGd+7jsdOmNDfaRicrHdKrrDqoXJ6cApa83oZldpla4OKIm/UgDlC62fksfdmZ7P1Z2doPTVzESglQxYMdS3ZJaCRQMMil1vUbZ2ygcAJIoX+DUAQDqBAkpCd2ZNoNZMyZPJFU4PGjg6k6kZQFOzZ9fa6U8llsxOUAqaUuiMDaXb2tqxJsLkTFfamVBSa0Y6mQJKzlnlTNhnMxCh4M70XNDaOVp2Had8AtBSN9vZTARaau1UtnTKp8Up/TzYF15rp9Zw5kXXY6qMQFNrRnqRAkoaOpcpeRay+bKWzeLQOXpqgamy5Q/OpjtvsC9Z0bXWV2zlBNdzVg2nWTXS39KJQCsHAFSOJqvafaYBACLLpoCSqiPh8nUGIhR88dQ49b7OdiLQFWX35oxVdK2Vj2artuxBM8qHM9caAKDhzCLRUkD1gGoj4YJBCYsHIixa9qDG7NOlaz9nM3ZhKJ1c1LVWmgi0stttOa2d08FRNgBg0fWYRPl1Gg1nFukkCqguUG9xuky2ULxJtPYMBaWfZ8922YMqAwhWDS8NnloTgVYOZ641AKCyxaMBACLdracD6uLbv7pk26qhFH/4S6+K3USzlff/nJjPMHlygRdOLnB4eqF4Xaf8xtHMOU0EWlr2oDQVztIbRYNt5cseLGc+Mw0AEJFGejqgqjk6m+M3/nw3n/zVTW0NqXzBmcvkODyT4YUTczx/coHJ6XkOTy9wZCazZHDBfPbsJwJd1OI5vQxCcMPo6uF+Vo/0M9if1HxmIjH0/753iBVD6ajLOGe/8tqLGh6jgKpiPuds3zXRkoAqTY3zwsl5fnxinhdOzjN5coHJ6aDlc3hmIRhWfQ4TgY4OpJbMOL1qJM3qkX5Wj/YzXvw+NtRHKpGoOpxZAwBEzt7OfZNs3zXBgalZ1o0NsXXz+tj1wnSiUAPKzK4DPgYkgU+5+3+v2N8PfA54DXAU+GV3fzbMmpp1cGq27v5svsDRmUwxZOZ54cQCz5+cZ3J6nsnpBY4UWz5HZhbOeSLQVcP9rBpJs2aknzWjQQtnfLSf8fP6GR8dYKAvGcv5zOL2P229eir3Xbt+JQ9OHGt77c1+ZnH7bHvZzn2T3LFjD31JY8VgH5PT89yxYw/b0Jp058rCms3ZzJLA08A/AQ4CjwA3u/vesmN+E7ja3X/DzG4CfsHdf7ne627atMl3797dVA3VrjHFQarYcinNojCSTjLcnyKbL/CSFUO8+6cuYXQgxV3f2t/yE1C1ExvQ8pPdzn2TfOhLjzE9nyNXKJBKJBgdSPHRX3zlktcOMxxKr/3DyWmm53OMDfWxeqSfuWyeE3NZ1oz0c3hmYdG+IzMLHJ7JMD4a/HEwl82TzTvbbrgy1BNO+YlusC9Z832bPU7a4+a7HmJyep6h9Jm/92czOcZHB7jn1tc1+zJN/VXZf8EG/+PPf60bu/iq/v5hztNyDfCMu0+4ewa4F7ix4pgbgc8Wf/4S8DPWA31MuYKTyReCLjXg5EKeyekFhvtTnMrk+L2v7uVD/+dxJqfnF/1FtnPf5Dm9b+nEVv66H/zSY3zoS4+1/L0+cv8+popdlqlkAgemZrN85P59dWvaf2SGj/3NMzx7dOac6yl/7dmFHAV3jp7KBKGZd47PZtl/5NSSfdPzORIGJ+dymBlD6RR9SWP7rnDXF9u+a4K+ZPB+9d632eOkPQ5MzTJYMUJ1sC/ZsBdGGgszoC4EDpQ9PljcVvUYd88BJ4BVIdYUKwU/M+N6ATgyk2EonWJ6PsfMQq7lJ6BqJ7aZheCE3Or3mjhy6vSwcOPMQIuJI6fq1tTKcCh/7WzBg+tsGEdmFjgys0DCIO++ZF/pj4dM2YKF7TjhNHui0wkxXtaNDTFXsfbcXDbP2rGhiCrqHh0xSMLMbgVuBbjoosYjPzrFot5VP3NCzBUKSwYrtOIEdGBqlhWDfYu25atMVdTOk11lTa0Mh/LXTicT5AqOlb22FbcDi/alk4nT30vaccJZNza0pKuo2vs2e5y0x9bN67ljxx5mM7lFXa6l7vNzVX7+G3jxpbz91Wt58fkDLXntuAuzBXUIWFf2eG1xW9VjzCwFnE8wWGIRd7/L3Te5+6Y1a9aEVG77mQVfwYMzJ8tUIrHkJtRWnICq/aWXTBipxOL/DFrxXpesGqLgwTRK7k6h4BQ82F6vpnQyQcFpSTiUv/aa0X7cgxZTOhl8vgUPtlfuGx1IUXA4bzCFuzObybX0hFPL1s3ryeaD96v3vs0eJ+2xZeM42264kvHRAU7MZRkfHWjp9cDy89+VF67omXCCcAPqEWCDmV1iZmngJmBHxTE7gH9V/PkXgb/xMNfgjpnSNSgI/iFWj6SZzeQYHUgx0p9q+Qmo2oltpD/F6EDr3+v26y9nxVAflghO/JYIZhO//frL69bUynAof+2R/hSrRoKbigf7Ely8coixoWBKpcp9l6we4QNvfhkXrxoJ5YRTS7MnurBPiLJ8WzaOc8+tr+Nbv/1m7rn1dfq3aJHQRvEBmNlbgf9BMMz8bnf/r2a2Ddjt7jvMbAD4M+BVwDHgJneve7FhOaP4IJ4j+dae348lEkxOLwCwZriP0cE0Mws51laMrDs4NXt6WytH8ZW/bjvfq96Q6dJxpVF8rainXg3N1ifSBk0NDlvu+a+DVP39Qw2oMHTxP5CI9C4FVBXtWQ5URERkmRRQIiISSwooERGJJQWUiIjEkgJKRERiSQElIiKxpIASEZFYUkCJiEgsKaBERCSWOm4mCTM7DPzjWTx1NXCkxeV0In0O+gxK9DkE4vA5HHH36xodZGb3N3Nct+i4gDpbZrbb3TdFXUfU9DnoMyjR5xDQ5xBf6uITEZFYUkCJiEgs9VJA3RV1ATGhz0GfQYk+h4A+hxrM7G4zmzSzH7To9f7AzPaY2ZNm9nGrXDq88vheuQYlIiLLY2abgRngc+5+1Tm+1uuBjwKbi5v+Dviwu++s9ZxeakGJiMgyuPsugsVkTzOzS83sfjP7rpl9y8w2NvtywACQBvqBPuCFek9QQImIyHLcBbzf3V8DfBD4RDNPcvcHgW8CPy5+PeDuT9Z7TuocCxURkR5hZiPA64Evll0+6i/uezuwrcrTDrn7z5nZy4DLgbXF7X9tZj/t7t+q9X5dG1DFZueNwIXFTYeAHY0Su9sUP4cLgYfdfaZs+3Xufn90lUXHzD7n7v8y6jraycxeCzzp7ifNbBC4HXg1sBf4fXc/EWmBbWBmaeAm4Efu/nUz+xWCk+2TwF3uno20wM6QAI67+09U7nD3LwNfrvPcXwAeKp2HzOxrwLVAzYDqyi4+M/tt4F6Cde6/U/wy4B4zuz3K2trJzG4D/h/wfuAHZnZj2e7fj6aq9jKzHRVffwG8vfQ46vra6G5gtvjzx4DzgY8Ut306qqLa7NPAPwU+YGZ/BrwDeBj4SeBTURbWKdz9JLDfzN4BYIFXNvn054A3mlnKzPqANxL8cVBTV47iM7OngSsr/yIq/gW1x903RFNZe5nZE8C17j5jZhcDXwL+zN0/Zmbfc/dXRVth+MzsUYJWwqcILtIacA/BX9K4+99GV137mNmT7n558edH3f3VZfu+X+0v4m5jZo+7+9VmliLoUXmJu+eLQ50fc/erIy4xdszsHmALwXRQLwC/C/wN8CfABQQDHe5192pde5WvlSS4XrWZ4P/F+939t+o9p1u7+ArAS1g6Z98FxX29IlFqTrv7s2a2BfiSmb2U4ETdCzYBHwD+I/Ahd/++mc31SjCV+YGZ/Zq7fxp4zMw2uftuM7sM6JWurUTxj9RhYIigFXmMMyPKpIK731xj17LnA3T3PLB1Oc/p1oD6N8A3zOyHwIHitouAlwHvi6qoCLxgZj/h7t8HKLak3kbQ3fOKSCtrE3cvAH9sZl8sfn+B7v3vvp53Ax8zs98hmBj1QTM7QPD/x7sjrax9/hTYByQJ/mD5oplNAK8juCQgMdOVXXwAZpYArmHxIIlHiineE8xsLZBz9+er7HuDu387grIiZWb/FHiDu/+HqGuJgpmdB1xCENIH3b3ufSjdxsxeAuDuPzKzFcBbgOfc/TuRFiZVdW1AiYhIZ+vKUXwiItL5FFAiImdpuZOpmtkvmdne4oSpnw+7vk6ngJKeZGY/b2a+jHnERKr5DE2OaDOzDcCHCa6BXkkwmEvqUEBJr7qZYDblJcNoi/fJiDS0zMlUfx24092nis+dbHO5HUcBJT2nOJ/YTwG3ULxh18y2FE8mO4C9ZpY0s4+a2SNm9riZbS0918y+YWaPmtkTFbNziEDtyVQvAy4zs2+b2UNmtux7iXqN/lKUXnQjwV3sT5vZUTN7TXH7q4Gr3H2/md0KnHD3nzSzfuDbZvZXBPcN/UJxTrvVwENmtsM1HFaoP5kqwfl2A8HMDGuBXWb2Cnc/3uYyO4YCSnrRzQTz0UFwg+bNwF8C33H3/cXtPwtcbWa/WHx8PsHJ5SDw+8WF3AoE99m9CFhyr5n0pJqTqRL8t/NwcQq2/cUp2TYAj7Sxvo6igJKeYmYrgTcDrzAzJ5hVwIGvAqfKDyXopnmg4vnvAtYAr3H3rJk9S7AImwjFlvV+M3uHu3+xOM/f1e7+GPAVgj+GPl1sfV8GTERYbuzpGpT0ml8kmDD3pe5+sbuvA/YDP11x3APAe4qzLmNml5nZMEFLarIYTm8CXtrO4iVeipOpPgi83MwOmtktwDuBW8zsMWAPQZcyBP9NHTWzvQQL933I3Y9GUXen0EwS0lPM7JvAR8rXwiouS/Ie4B/c/W3FbQngvwD/jKA1dRj4eYJJRf8CGAF2E8zjdr27P9u+30KkNyigREQkltTFJyIisaSAEhGRWFJAiYhILCmgREQklhRQIiISSwooERGJJQWUiIjEkgJKRERi6f8Do0MMnDEMRZQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=crop_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "H_bdl-r9kwFb"
   },
   "source": [
    "Conclusions Obtained from the dataset:\n",
    "\n",
    "1. Kerela is the largest producer of crop in India.\n",
    "2. Production per unit area (Yield ) of Puducherry is maximum.\n",
    "3. In the year 2011, crop yield was maximum.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UI9Drxw5fguu"
   },
   "source": [
    "Analyzing each type of Crop \n",
    "\n",
    "<B> 1. RICE </B> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 504
    },
    "id": "z9guJYg4fuIu",
    "outputId": "b117176c-7259-4c0b-c7f8-cc1a66be631e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.00</td>\n",
       "      <td>321.00</td>\n",
       "      <td>3.147059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2001</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>83.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>3.614458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2002</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>189.20</td>\n",
       "      <td>510.84</td>\n",
       "      <td>2.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2003</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>52.00</td>\n",
       "      <td>90.17</td>\n",
       "      <td>1.734038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2004</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>52.94</td>\n",
       "      <td>72.57</td>\n",
       "      <td>1.370797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246049</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Rice</td>\n",
       "      <td>516.00</td>\n",
       "      <td>1274.00</td>\n",
       "      <td>2.468992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246052</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Rice</td>\n",
       "      <td>302274.00</td>\n",
       "      <td>730136.00</td>\n",
       "      <td>2.415477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246058</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Autumn</td>\n",
       "      <td>Rice</td>\n",
       "      <td>264.00</td>\n",
       "      <td>721.00</td>\n",
       "      <td>2.731061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246086</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Rice</td>\n",
       "      <td>306.00</td>\n",
       "      <td>801.00</td>\n",
       "      <td>2.617647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246089</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Rice</td>\n",
       "      <td>279151.00</td>\n",
       "      <td>597899.00</td>\n",
       "      <td>2.141848</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15082 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name District_Name  Crop_Year       Season  \\\n",
       "2       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "12      Andaman and Nicobar Islands      NICOBARS       2001  Kharif        \n",
       "18      Andaman and Nicobar Islands      NICOBARS       2002  Kharif        \n",
       "27      Andaman and Nicobar Islands      NICOBARS       2003  Kharif        \n",
       "36      Andaman and Nicobar Islands      NICOBARS       2004  Kharif        \n",
       "...                             ...           ...        ...          ...   \n",
       "246049                  West Bengal       PURULIA       2013  Summer        \n",
       "246052                  West Bengal       PURULIA       2013  Winter        \n",
       "246058                  West Bengal       PURULIA       2014  Autumn        \n",
       "246086                  West Bengal       PURULIA       2014  Summer        \n",
       "246089                  West Bengal       PURULIA       2014  Winter        \n",
       "\n",
       "        Crop       Area  Production     Yield  \n",
       "2       Rice     102.00      321.00  3.147059  \n",
       "12      Rice      83.00      300.00  3.614458  \n",
       "18      Rice     189.20      510.84  2.700000  \n",
       "27      Rice      52.00       90.17  1.734038  \n",
       "36      Rice      52.94       72.57  1.370797  \n",
       "...      ...        ...         ...       ...  \n",
       "246049  Rice     516.00     1274.00  2.468992  \n",
       "246052  Rice  302274.00   730136.00  2.415477  \n",
       "246058  Rice     264.00      721.00  2.731061  \n",
       "246086  Rice     306.00      801.00  2.617647  \n",
       "246089  Rice  279151.00   597899.00  2.141848  \n",
       "\n",
       "[15082 rows x 8 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rice_data = crop_data[crop_data[\"Crop\"]==\"Rice\"]\n",
    "rice_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MaS4FyS7hO1r",
    "outputId": "6dee7313-16e3-4599-c5e2-d130b09eab7a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15082, 8)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rice_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 405
    },
    "id": "AWAUTeO3haMK",
    "outputId": "18c7263b-c848-43c6-ad7c-397a98bff471"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5]),\n",
       " [Text(0, 0, 'Kharif     '),\n",
       "  Text(1, 0, 'Autumn     '),\n",
       "  Text(2, 0, 'Rabi       '),\n",
       "  Text(3, 0, 'Whole Year '),\n",
       "  Text(4, 0, 'Summer     '),\n",
       "  Text(5, 0, 'Winter     ')])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Yield\",data = rice_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 535
    },
    "id": "rznr5yBvbAcy",
    "outputId": "80710637-4441-4625-9f36-7c1b0a6b06c7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Arunachal Pradesh'),\n",
       "  Text(3, 0, 'Assam'),\n",
       "  Text(4, 0, 'Bihar'),\n",
       "  Text(5, 0, 'Chandigarh'),\n",
       "  Text(6, 0, 'Chhattisgarh'),\n",
       "  Text(7, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(8, 0, 'Goa'),\n",
       "  Text(9, 0, 'Gujarat'),\n",
       "  Text(10, 0, 'Haryana'),\n",
       "  Text(11, 0, 'Himachal Pradesh'),\n",
       "  Text(12, 0, 'Jammu and Kashmir '),\n",
       "  Text(13, 0, 'Jharkhand'),\n",
       "  Text(14, 0, 'Karnataka'),\n",
       "  Text(15, 0, 'Kerala'),\n",
       "  Text(16, 0, 'Madhya Pradesh'),\n",
       "  Text(17, 0, 'Maharashtra'),\n",
       "  Text(18, 0, 'Manipur'),\n",
       "  Text(19, 0, 'Meghalaya'),\n",
       "  Text(20, 0, 'Mizoram'),\n",
       "  Text(21, 0, 'Nagaland'),\n",
       "  Text(22, 0, 'Odisha'),\n",
       "  Text(23, 0, 'Puducherry'),\n",
       "  Text(24, 0, 'Punjab'),\n",
       "  Text(25, 0, 'Rajasthan'),\n",
       "  Text(26, 0, 'Sikkim'),\n",
       "  Text(27, 0, 'Tamil Nadu'),\n",
       "  Text(28, 0, 'Telangana '),\n",
       "  Text(29, 0, 'Tripura'),\n",
       "  Text(30, 0, 'Uttar Pradesh'),\n",
       "  Text(31, 0, 'Uttarakhand'),\n",
       "  Text(32, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Yield\",data=rice_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "id": "QaWXeujXbOrl",
    "outputId": "06c613c2-a81c-4bf6-a950-e8f09852ffd8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18]),\n",
       " [Text(0, 0, '1997'),\n",
       "  Text(1, 0, '1998'),\n",
       "  Text(2, 0, '1999'),\n",
       "  Text(3, 0, '2000'),\n",
       "  Text(4, 0, '2001'),\n",
       "  Text(5, 0, '2002'),\n",
       "  Text(6, 0, '2003'),\n",
       "  Text(7, 0, '2004'),\n",
       "  Text(8, 0, '2005'),\n",
       "  Text(9, 0, '2006'),\n",
       "  Text(10, 0, '2007'),\n",
       "  Text(11, 0, '2008'),\n",
       "  Text(12, 0, '2009'),\n",
       "  Text(13, 0, '2010'),\n",
       "  Text(14, 0, '2011'),\n",
       "  Text(15, 0, '2012'),\n",
       "  Text(16, 0, '2013'),\n",
       "  Text(17, 0, '2014'),\n",
       "  Text(18, 0, '2015')])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Crop_Year\",\"Production\",data=rice_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "id": "RsL-w5kkhqjt",
    "outputId": "63cdaa07-7087-46b8-8ea2-4144f93590be"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18]),\n",
       " [Text(0, 0, '1997'),\n",
       "  Text(1, 0, '1998'),\n",
       "  Text(2, 0, '1999'),\n",
       "  Text(3, 0, '2000'),\n",
       "  Text(4, 0, '2001'),\n",
       "  Text(5, 0, '2002'),\n",
       "  Text(6, 0, '2003'),\n",
       "  Text(7, 0, '2004'),\n",
       "  Text(8, 0, '2005'),\n",
       "  Text(9, 0, '2006'),\n",
       "  Text(10, 0, '2007'),\n",
       "  Text(11, 0, '2008'),\n",
       "  Text(12, 0, '2009'),\n",
       "  Text(13, 0, '2010'),\n",
       "  Text(14, 0, '2011'),\n",
       "  Text(15, 0, '2012'),\n",
       "  Text(16, 0, '2013'),\n",
       "  Text(17, 0, '2014'),\n",
       "  Text(18, 0, '2015')])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Crop_Year\",\"Yield\",data=rice_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "0KyHfOyKjteS",
    "outputId": "bfb3fc06-5acb-4646-bbb1-c1d1d31663b5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-100000.,       0.,  100000.,  200000.,  300000.,  400000.,\n",
       "         500000.,  600000.,  700000.,  800000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=rice_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SSNTcSs8kL9z"
   },
   "source": [
    "Observations : \n",
    "\n",
    "1. Rice yield is maximum in Rabi season.\n",
    "2. Rice yield is maximum in Chandigarh.\n",
    "3. Rice yield has been growing a little from the year 2009 to 2014.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3ZMUhuXKkeIX"
   },
   "source": [
    "<B> WHEAT </B>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "sBT9wF6PlCx_",
    "outputId": "17e272df-960f-468e-ec58-acd5382cb07d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1997</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>300.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1998</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>400.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1999</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>439.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>0.669704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2000</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>520.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>0.571154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>307.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>0.693811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245949</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>5152.0</td>\n",
       "      <td>2.559364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245980</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2011</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>1880.0</td>\n",
       "      <td>4206.0</td>\n",
       "      <td>2.237234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246012</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2012</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>1648.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>2.008495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246047</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>2675.0</td>\n",
       "      <td>2.253580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246084</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Wheat</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>3663.0</td>\n",
       "      <td>2.258323</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7878 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            State_Name District_Name  Crop_Year       Season   Crop    Area  \\\n",
       "230     Andhra Pradesh     ANANTAPUR       1997  Rabi         Wheat   300.0   \n",
       "255     Andhra Pradesh     ANANTAPUR       1998  Rabi         Wheat   400.0   \n",
       "284     Andhra Pradesh     ANANTAPUR       1999  Rabi         Wheat   439.0   \n",
       "326     Andhra Pradesh     ANANTAPUR       2000  Rabi         Wheat   520.0   \n",
       "372     Andhra Pradesh     ANANTAPUR       2001  Rabi         Wheat   307.0   \n",
       "...                ...           ...        ...          ...    ...     ...   \n",
       "245949     West Bengal       PURULIA       2010  Rabi         Wheat  2013.0   \n",
       "245980     West Bengal       PURULIA       2011  Rabi         Wheat  1880.0   \n",
       "246012     West Bengal       PURULIA       2012  Rabi         Wheat  1648.0   \n",
       "246047     West Bengal       PURULIA       2013  Rabi         Wheat  1187.0   \n",
       "246084     West Bengal       PURULIA       2014  Rabi         Wheat  1622.0   \n",
       "\n",
       "        Production     Yield  \n",
       "230          200.0  0.666667  \n",
       "255          200.0  0.500000  \n",
       "284          294.0  0.669704  \n",
       "326          297.0  0.571154  \n",
       "372          213.0  0.693811  \n",
       "...            ...       ...  \n",
       "245949      5152.0  2.559364  \n",
       "245980      4206.0  2.237234  \n",
       "246012      3310.0  2.008495  \n",
       "246047      2675.0  2.253580  \n",
       "246084      3663.0  2.258323  \n",
       "\n",
       "[7878 rows x 8 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wheat_data = crop_data[crop_data[\"Crop\"]==\"Wheat\"]\n",
    "wheat_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 356
    },
    "id": "xYl3GS1ftcsi",
    "outputId": "5755d6fd-eb62-4929-8ab1-e63f67d03d84"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Season', ylabel='Yield'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Yield\",data = wheat_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "3vZ4uCGJtssi",
    "outputId": "4c90df18-24c3-499b-8043-0bdbcbab0669"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]),\n",
       " [Text(0, 0, 'Andhra Pradesh'),\n",
       "  Text(1, 0, 'Arunachal Pradesh'),\n",
       "  Text(2, 0, 'Assam'),\n",
       "  Text(3, 0, 'Bihar'),\n",
       "  Text(4, 0, 'Chandigarh'),\n",
       "  Text(5, 0, 'Chhattisgarh'),\n",
       "  Text(6, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(7, 0, 'Gujarat'),\n",
       "  Text(8, 0, 'Haryana'),\n",
       "  Text(9, 0, 'Himachal Pradesh'),\n",
       "  Text(10, 0, 'Jammu and Kashmir '),\n",
       "  Text(11, 0, 'Jharkhand'),\n",
       "  Text(12, 0, 'Karnataka'),\n",
       "  Text(13, 0, 'Kerala'),\n",
       "  Text(14, 0, 'Madhya Pradesh'),\n",
       "  Text(15, 0, 'Maharashtra'),\n",
       "  Text(16, 0, 'Meghalaya'),\n",
       "  Text(17, 0, 'Mizoram'),\n",
       "  Text(18, 0, 'Nagaland'),\n",
       "  Text(19, 0, 'Odisha'),\n",
       "  Text(20, 0, 'Punjab'),\n",
       "  Text(21, 0, 'Rajasthan'),\n",
       "  Text(22, 0, 'Sikkim'),\n",
       "  Text(23, 0, 'Tamil Nadu'),\n",
       "  Text(24, 0, 'Telangana '),\n",
       "  Text(25, 0, 'Tripura'),\n",
       "  Text(26, 0, 'Uttar Pradesh'),\n",
       "  Text(27, 0, 'Uttarakhand'),\n",
       "  Text(28, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Production\",data = wheat_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 401
    },
    "id": "WV4MmFH0t3PI",
    "outputId": "3d08c5e2-9600-4f82-c704-f796b406cd18"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1995. , 1997.5, 2000. , 2002.5, 2005. , 2007.5, 2010. , 2012.5,\n",
       "        2015. , 2017.5]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\"Crop_Year\",\"Yield\",data=wheat_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "fJMgeVPSuGw2",
    "outputId": "7100c002-0017-49ee-8e18-ea295ade967c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-100000.,       0.,  100000.,  200000.,  300000.,  400000.,\n",
       "         500000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=wheat_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "f4pSDN14utbn"
   },
   "source": [
    "Conclusions obtained :\n",
    "\n",
    "1. Rice yield is maximum in Rabi season.\n",
    "2. Rice yield is maximum in Chandigarh.\n",
    "3. Rice yield has been growing a little from the year 2009 to 2014.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "T4mYlGWzvB46"
   },
   "source": [
    "<B> 3. COCONUT <b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "gB3GWaDrvUdf",
    "outputId": "c74d4416-6bf1-4e07-e389-1a89fdb216f4"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Urad</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.773333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NORTH AND MIDDLE ANDAMAN</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Urad</td>\n",
       "      <td>1059.5</td>\n",
       "      <td>458.79</td>\n",
       "      <td>0.433025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>SOUTH ANDAMANS</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Urad</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.05</td>\n",
       "      <td>0.442647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1999</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Urad</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Urad</td>\n",
       "      <td>135.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0.059259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246000</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2012</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Urad</td>\n",
       "      <td>9258.0</td>\n",
       "      <td>2910.00</td>\n",
       "      <td>0.314323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246011</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2012</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Urad</td>\n",
       "      <td>259.0</td>\n",
       "      <td>133.00</td>\n",
       "      <td>0.513514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246033</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Urad</td>\n",
       "      <td>12986.0</td>\n",
       "      <td>2877.00</td>\n",
       "      <td>0.221546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246070</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Urad</td>\n",
       "      <td>11493.0</td>\n",
       "      <td>3287.00</td>\n",
       "      <td>0.286000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246083</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Urad</td>\n",
       "      <td>220.0</td>\n",
       "      <td>113.00</td>\n",
       "      <td>0.513636</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9710 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name             District_Name  Crop_Year  \\\n",
       "75      Andaman and Nicobar Islands                  NICOBARS       2010   \n",
       "125     Andaman and Nicobar Islands  NORTH AND MIDDLE ANDAMAN       2010   \n",
       "199     Andaman and Nicobar Islands            SOUTH ANDAMANS       2010   \n",
       "270                  Andhra Pradesh                 ANANTAPUR       1999   \n",
       "309                  Andhra Pradesh                 ANANTAPUR       2000   \n",
       "...                             ...                       ...        ...   \n",
       "246000                  West Bengal                   PURULIA       2012   \n",
       "246011                  West Bengal                   PURULIA       2012   \n",
       "246033                  West Bengal                   PURULIA       2013   \n",
       "246070                  West Bengal                   PURULIA       2014   \n",
       "246083                  West Bengal                   PURULIA       2014   \n",
       "\n",
       "             Season  Crop     Area  Production     Yield  \n",
       "75      Rabi         Urad      1.5        1.16  0.773333  \n",
       "125     Rabi         Urad   1059.5      458.79  0.433025  \n",
       "199     Rabi         Urad     34.0       15.05  0.442647  \n",
       "270     Kharif       Urad      4.0        2.00  0.500000  \n",
       "309     Kharif       Urad    135.0        8.00  0.059259  \n",
       "...             ...   ...      ...         ...       ...  \n",
       "246000  Kharif       Urad   9258.0     2910.00  0.314323  \n",
       "246011  Rabi         Urad    259.0      133.00  0.513514  \n",
       "246033  Kharif       Urad  12986.0     2877.00  0.221546  \n",
       "246070  Kharif       Urad  11493.0     3287.00  0.286000  \n",
       "246083  Rabi         Urad    220.0      113.00  0.513636  \n",
       "\n",
       "[9710 rows x 8 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coconut_data = crop_data[crop_data[\"Crop\"]==\"Urad\"]\n",
    "coconut_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 357
    },
    "id": "H0uGT9Usv7rK",
    "outputId": "bc909df9-fee3-4ee6-d0a4-d96607018c69"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Season', ylabel='Yield'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Yield\",data = coconut_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 535
    },
    "id": "E8lZpXTmwkx2",
    "outputId": "a069de44-134d-4c5b-e418-a8fbeba4843e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Assam'),\n",
       "  Text(3, 0, 'Bihar'),\n",
       "  Text(4, 0, 'Chandigarh'),\n",
       "  Text(5, 0, 'Chhattisgarh'),\n",
       "  Text(6, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(7, 0, 'Gujarat'),\n",
       "  Text(8, 0, 'Haryana'),\n",
       "  Text(9, 0, 'Himachal Pradesh'),\n",
       "  Text(10, 0, 'Jammu and Kashmir '),\n",
       "  Text(11, 0, 'Karnataka'),\n",
       "  Text(12, 0, 'Madhya Pradesh'),\n",
       "  Text(13, 0, 'Maharashtra'),\n",
       "  Text(14, 0, 'Mizoram'),\n",
       "  Text(15, 0, 'Nagaland'),\n",
       "  Text(16, 0, 'Odisha'),\n",
       "  Text(17, 0, 'Puducherry'),\n",
       "  Text(18, 0, 'Punjab'),\n",
       "  Text(19, 0, 'Rajasthan'),\n",
       "  Text(20, 0, 'Sikkim'),\n",
       "  Text(21, 0, 'Tamil Nadu'),\n",
       "  Text(22, 0, 'Telangana '),\n",
       "  Text(23, 0, 'Tripura'),\n",
       "  Text(24, 0, 'Uttar Pradesh'),\n",
       "  Text(25, 0, 'Uttarakhand'),\n",
       "  Text(26, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Yield\",data = coconut_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 535
    },
    "id": "B1GaDXeK4aLB",
    "outputId": "ca5d873c-5f7b-4d9d-df2e-29173a0cd29b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Assam'),\n",
       "  Text(3, 0, 'Bihar'),\n",
       "  Text(4, 0, 'Chandigarh'),\n",
       "  Text(5, 0, 'Chhattisgarh'),\n",
       "  Text(6, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(7, 0, 'Gujarat'),\n",
       "  Text(8, 0, 'Haryana'),\n",
       "  Text(9, 0, 'Himachal Pradesh'),\n",
       "  Text(10, 0, 'Jammu and Kashmir '),\n",
       "  Text(11, 0, 'Karnataka'),\n",
       "  Text(12, 0, 'Madhya Pradesh'),\n",
       "  Text(13, 0, 'Maharashtra'),\n",
       "  Text(14, 0, 'Mizoram'),\n",
       "  Text(15, 0, 'Nagaland'),\n",
       "  Text(16, 0, 'Odisha'),\n",
       "  Text(17, 0, 'Puducherry'),\n",
       "  Text(18, 0, 'Punjab'),\n",
       "  Text(19, 0, 'Rajasthan'),\n",
       "  Text(20, 0, 'Sikkim'),\n",
       "  Text(21, 0, 'Tamil Nadu'),\n",
       "  Text(22, 0, 'Telangana '),\n",
       "  Text(23, 0, 'Tripura'),\n",
       "  Text(24, 0, 'Uttar Pradesh'),\n",
       "  Text(25, 0, 'Uttarakhand'),\n",
       "  Text(26, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAGTCAYAAADp6S9cAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABXU0lEQVR4nO2dd7wcZfX/3x9CD4QaQGlBQBSRZhQEQRGlCNIUBVEQUexgjfK1oKI/BUVFFBQpBlA6CCgdQRBpCR0BjQGESAClg5SE8/vjPJs7u3d2dmbuvbv3Zs/79drX7jzzzMwzuztz5jlVZkYQBEEQ1GGBXg8gCIIgGLuEEAmCIAhqE0IkCIIgqE0IkSAIgqA2IUSCIAiC2oQQCYIgCGqzYK8H0G2WX355mzRpUq+HEQRBMKaYPn36f8xsYmt73wmRSZMmMW3atF4PIwiCYEwh6f689lBnBUEQBLUJIRIEQRDUJoRIEARBUJsQIkEQBEFtQogEQRAEtQkhEgRBENQmhEgQBEFQm76LExkOpkyZwuzZs1lppZU47LDDej2cIAiCnhFCpAazZ89m1qxZvR5GEARBzwl1VhAEQVCbECJBEARBbUKIBEEQBLUJIRIEQRDUJoRIEARBUJsQIkEQBEFtQogEQRAEtRkxISLpeEmPSLoj0/ZDSXdLuk3SOZKWzqw7SNIMSfdI2jbTvl1qmyHpq5n2NSRdn9pPk7TwSJ1LEARBkM9IzkR+A2zX0nYpsJ6ZrQ/8HTgIQNK6wB7A69I2R0kaJ2kc8Atge2BdYM/UF+BQ4CdmthbwOLDfCJ5LEARBkMOICREzuwp4rKXtEjObkxavA1ZJn3cGTjWzF8zsXmAG8Kb0mmFmM83sReBUYGdJAt4OnJm2nwrsMlLnEgRBEOTTS5vIR4AL0+eVgQcy6x5Mbe3alwOeyAikRnsukvaXNE3StEcffXSYhh8EQRD0RIhI+howB/htN45nZseY2WQzmzxx4sRuHDIIgqAv6HoCRkkfBnYEtjYzS82zgFUz3VZJbbRp/y+wtKQF02wk2z8IgiDoEl2diUjaDpgC7GRmz2VWnQfsIWkRSWsAawM3ADcCaydPrIVx4/t5SfhcAbw3bb8PcG63ziMIgiBwRtLF9xTgWmAdSQ9K2g/4ObAkcKmkWyT9EsDM7gROB/4GXAR82szmplnGZ4CLgbuA01NfgK8AX5A0A7eRHDdS5xIEQRDkM2LqLDPbM6e57Y3ezL4HfC+n/QLggpz2mbj3VhAEQdAjImI9CIIgqE0IkSAIgqA2IUSCIAiC2oQQCYIgCGoTQiQIgiCoTQiRIAiCoDYhRIIgCILahBAJgiAIahNCJAiCIKhNCJEgCIKgNiFEgiAIgtqEEAmCIAhqE0IkCIIgqE0IkSAIgqA2IUSCIAiC2oQQCYIgCGoTQiQIgiCoTQiRIAiCoDYhRIIgCILahBAJgiAIarNgrwcwFnjklz9pWp775BPz3rPrVvjE57s5rCAIgp4TM5EgCIKgNiFEgiAIgtqMmBCRdLykRyTdkWlbVtKlkv6R3pdJ7ZL0M0kzJN0maePMNvuk/v+QtE+m/Q2Sbk/b/EySRupcgiAIgnxGcibyG2C7lravApeb2drA5WkZYHtg7fTaHzgaXOgABwObAG8CDm4IntTnY5ntWo8VBEEQjDAjJkTM7CrgsZbmnYGp6fNUYJdM+4nmXAcsLekVwLbApWb2mJk9DlwKbJfWTTCz68zMgBMz+wqCIAi6RLdtIiua2UPp82xgxfR5ZeCBTL8HU1tR+4M57UEQBEEX6ZlhPc0grBvHkrS/pGmSpj366KPdOGQQBEFf0G0h8nBSRZHeH0nts4BVM/1WSW1F7avktOdiZseY2WQzmzxx4sQhn0QQBEHgdFuInAc0PKz2Ac7NtO+dvLQ2BZ5Maq+LgW0kLZMM6tsAF6d1T0naNHll7Z3ZVxAEQdAlRixiXdIpwNuA5SU9iHtZ/QA4XdJ+wP3A+1L3C4B3ATOA54B9AczsMUmHADemft8xs4ax/lO4B9hiwIXpFQRBEHSRERMiZrZnm1Vb5/Q14NNt9nM8cHxO+zRgvaGMMQiCIBgaEbEeBEEQ1CaESBAEQVCbECJBEARBbUKIBEEQBLUJIRIEQRDUJoRIEARBUJsQIkEQBEFtQogEQRAEtQkhEgRBENQmhEgQBEFQmxAiQRAEQW1CiARBEAS1CSESBEEQ1CaESBAEQVCbECJBEARBbUKIBEEQBLUJIRIEQRDUJoRIEARBUJsQIkEQBEFtQogEQRAEtQkhEgRBENQmhEgQBEFQmxAiQRAEQW1CiARBEAS16YkQkfR5SXdKukPSKZIWlbSGpOslzZB0mqSFU99F0vKMtH5SZj8HpfZ7JG3bi3MJgiDoZ0oLEUkrS9pM0paNV50DSloZOACYbGbrAeOAPYBDgZ+Y2VrA48B+aZP9gMdT+09SPyStm7Z7HbAdcJSkcXXGFARBENRjwTKdJB0KvB/4GzA3NRtw1RCOu5ikl4DFgYeAtwMfSOunAt8CjgZ2Tp8BzgR+Lkmp/VQzewG4V9IM4E3AtTXHVJqJ4xdreg+CIOhXSgkRYBdgnXTDHhJmNkvSj4B/Af8DLgGmA0+Y2ZzU7UFg5fR5ZeCBtO0cSU8Cy6X26zK7zm4zovzflpt24zBBEASjnrJCZCawEDBkISJpGXwWsQbwBHAGro4aMSTtD+wPsNpqq43koYKgFlOmTGH27NmstNJKHHbYYb0eThCUpqwQeQ64RdLlZASJmR1Q45jvAO41s0cBJJ0NbA4sLWnBNBtZBZiV+s8CVgUelLQgsBTw30x7g+w2TZjZMcAxAJMnT7YaYw6CEWX27NnMmpX79w2CUU1Zw/p5wCHAX3HVU+NVh38Bm0paPNk2tsZtLVcA70199gHOzRx7n/T5vcCfzMxS+x7Je2sNYG3ghppjCoIgCGpQaiZiZlOTy+2rU9M9ZvZSnQOa2fWSzgRuAuYAN+OzhD8Cp0r6bmo7Lm1yHHBSMpw/hntkYWZ3SjodF0BzgE+b2VyCIAiCrlHWO+ttuMfUfYCAVSXtY2a1vLPM7GDg4Jbmmbh3VWvf54Hd2+zne8D36owhCIIgGDplbSKHA9uY2T0Akl4NnAK8YaQGFgRBEIx+ytpEFmoIEAAz+zvurRUEQRD0MWVnItMkHQucnJb3AqaNzJCCIAiCsUJZIfJJ4NN4uhKAq4GjRmREQRAEwZihrHfWC8CP0ysIgiAIgA5CRNLpZvY+SbfjubKaMLP1R2xkQRAEwain00zkwPS+40gPJAiCIBh7FHpnmdlD6eOnzOz+7Av41MgPLwiCIBjNlHXxfWdO2/bDOZAgCIJg7NHJJvJJfMaxpqTbMquWxPNoBUEQBH1MJ5vI74ALge8DX820P21mj43YqIIgCIIxQaEQMbMngSclHQE8ZmZPA0iaIGkTM7u+G4MMgvmNHc/6TdPy8888BcC/n3mqad0f3vPh7g0qCGpQ1iZyNPBMZvmZ1BYEQRD0MWWFiFINDwDM7GXKR7sHQRAE8yllhchMSQdIWii9DsRTtwdBEAR9TFkh8glgM7z87IPAJqSa5UEQBEH/UjZ31iOkioJBEARB0KBsZcMTyM+d9ZFhH1EQBEEwZihrHP9D5vOiwK7Av4d/OEEQBMFYoqw666zssqRTgL+MyIiCIAiCMUNZw3orawMrDOdAgiAIgrFHWZvI07hNROl9NvCVERxXEARBMAYoq85acqQHEgRBEIw9OmXx3bhovZndNLzDCYIgCMYSnWYih6f3RYHJwK24Smt9YBrw5joHlbQ0cCywHq4e+whwD3AaMAm4D3ifmT0uScARwLuA54APN4SXpH2Ar6fdftfMptYZTxAEQVCPTpUNtzKzrYCHgI3NbLKZvQHYCI9er8sRwEVm9hpgA+AuPNX85Wa2NnA5A6nnt8cN+WvjUfJHA0haFjgYj55/E3CwpGWGMKYgCIKgImW9s9Yxs9sbC2Z2B/DaOgeUtBSwJXBc2teLZvYEsDPQmElMBXZJn3cGTjTnOmBpSa8AtgUuNbPHzOxx4FJguzpjCoJeoyWXQEstiZZcotdDCYJKlA02vE3SscDJaXkv4LaC/kWsATwKnCBpA2A6cCCwYqam+2xgxfR5ZeCBzPYPprZ27YOQtD8p19dqq61Wc9hBMHIsstM7ej2EIKhF2ZnIvsCd+M3+QOBvqa0OCwIbA0eb2UbAszRXTSSlnR+UZqUuZnZMUsVNnjhx4nDtNgiCoO8p6+L7vKRfAJfhN/d7zOylmsd8EHgwUxXxTFyIPCzpFWb2UFJXPZLWzwJWzWy/SmqbBbytpf3KmmMKgiAIalBqJiLpbcA/gJ8DRwF/l7RlnQOa2WzgAUnrpKat8ZnNecA+qW0f4Nz0+TxgbzmbAk8mtdfFwDaSlkkG9W1SWxAEQdAlytpEDge2MbN7ACS9GjgFeEPN434W+K2khfHiVvviAu10SfsB9wPvS30vwN17Z+AuvvsCmNljkg4Bbkz9vmNmj9UcTxAEQVCDskJkoYYAATCzv0taqO5BzewWPO6kla1z+hrw6Tb7OR44vu44giAIgqFRVohMz/HOmjYyQwqCIAjGCmWFyCfw2cABaflq3DYSBEEQ9DEdhYikccCtKbr8xyM/pCAIgmCs0NE7y8zmAvdIiii9IAiCoImy6qxlgDsl3YAHBwJgZjuNyKiCIAiCMUFZIfKNER1FEARBMCbpVE9kUdyovhZwO3Ccmc3pxsCCIAiC0U+nmchU4CXcG2t7YF08d1YQBMF8yZQpU5g9ezYrrbQShx12WK+HM+rpJETWNbPXA0g6Drhh5IcUBEHQO2bPns2sWUMpl9RfdPLOmpdkMdRYQRAEQSudZiIbSHoqfRawWFoWnpFkwoiOLgiCIBjVFAoRMxvXrYEEQRAEY4+yRamCIAiCYBAhRIIgCILahBAJgiAIahNCJAiCIKhNCJEgCIKgNiFEgiAIgtqUTcAYBEEwX3LNiY82LT//9Nx579l1m+89savjGivETCQIgiCoTQiRIAiCoDYhRIIgCILahBAJgiAIatMzISJpnKSbJf0hLa8h6XpJMySdJmnh1L5IWp6R1k/K7OOg1H6PpG17dCpBEAR9Sy9nIgcCd2WWDwV+YmZrAY8D+6X2/YDHU/tPUj8krQvsAbwO2A44SlIkjAyCIOgiPREiklYBdgCOTcsC3g6cmbpMBXZJn3dOy6T1W6f+OwOnmtkLZnYvMAN4U1dOIAiCIAB6NxP5KTAFeDktLwc8kSl89SCwcvq8MvAAzCuM9WTqP689Z5sgCIKgC3RdiEjaEXjEzKZ38Zj7S5omadqjjz7aeYMgCIKgFL2YiWwO7CTpPuBUXI11BLC0pEYE/SpAo8jxLGBVgLR+KeC/2facbZows2PMbLKZTZ44MaJOgyAIhouuCxEzO8jMVjGzSbhh/E9mthdwBfDe1G0f4Nz0+by0TFr/JzOz1L5H8t5aA1gbuKFLpxEEwXzK0uMnstyElVh6fDxwlmE05c76CnCqpO8CNwPHpfbjgJMkzQAewwUPZnanpNOBvwFzgE+b2dzuDzsIgvmJfbb5Wq+HMKboqRAxsyuBK9PnmeR4V5nZ88Dubbb/HvC9kRthEARBUERErAdBEAS1CSESBEEQ1GY02USCYL5hypQpzJ49m5VWWonDDjus18MJghEjhEgQjACzZ89m1qxcj/MgmK8IdVYQBEFQmxAiQRAEQW1CiARBEAS1CSESBEEQ1CaESBAEQVCbECJBEARBbcLFNwiGgR3OPqpp+YVnngTg38882bTuj7t9qqvjCrpDP8cFhRAJRpR+vriC/qGf44JCiAQjSj9fXEHQD4RNJAiCIKhNCJEgCIKgNiFEgiAIgtqETSQIgjFFOGuMLkKIBMEIoAmLN70Hw0c4a4wuQogEw8ovTt62afnJp+ek91lN6z79wYu7Oq5us/BOW/R6CEHQFUKIBEEQVORvRz/ctPzik3PnvWfXrfvJFbs6rl4QhvUgCIKgNiFEgiAIgtqEEAmCIAhqE0IkCIIgqE3XDeuSVgVOBFYEDDjGzI6QtCxwGjAJuA94n5k9LknAEcC7gOeAD5vZTWlf+wBfT7v+rplN7ea5BJ1ZfAkBlt6DoDq/PLvZiP3kM3PnvTfWfWK3+d+APVrphXfWHOCLZnaTpCWB6ZIuBT4MXG5mP5D0VeCrwFeA7YG102sT4GhgkyR0DgYm48JouqTzzOzxrp9R0Ja3bDuu10MIgmAE6bo6y8weaswkzOxp4C5gZWBnoDGTmArskj7vDJxoznXA0pJeAWwLXGpmjyXBcSmwXffOJAiCwFlu8YlMXGIlllt8Yq+H0nV6GiciaRKwEXA9sKKZPZRWzcbVXeAC5oHMZg+mtnbtQRAEXeXTWx404scYreleeiZEJC0BnAV8zsyectOHY2YmyYbxWPsD+wOsttpqw7XbIAiCrjFa0730xDtL0kK4APmtmZ2dmh9OairS+yOpfRawambzVVJbu/ZBmNkxZjbZzCZPnNh/080gCIKRoutCJHlbHQfcZWY/zqw6D9gnfd4HODfTvrecTYEnk9rrYmAbSctIWgbYJrUFQRAEFZkyZQp77703U6ZMqbRdL9RZmwMfAm6XdEtq+z/gB8DpkvYD7gfel9ZdgLv3zsBdfPcFMLPHJB0C3Jj6fcfMHuvKGQRBEMxn1FWXdV2ImNlfgHZBA1vn9Dfg0232dTxw/PCNLgiC0c74CROb3udXHv7JbU3Lc594cd57Y92Kn1+/6+NqJbL4BkEwpthyp5H3hArKE0IkKM1odTEMgqB3hBAJSjNaXQyDIKjOIz//Y9Py3CeenfeeXbfCZ3Yo3E8IkSDoQMzAgqA9IUSCoAMxAwuC9oQQCYIgGANMXGyZpvfRQgiRoC0n/WbbpuWnn5qT3mc1rfvQhyPGMwhGmoM2/WSvh5BLCJEgCIKAieOXanovSwiRPiYMxkEQNPi/zd9Ta7sQIn1MGIzzedc5329afvEZr3P272ceb1p3wa4R9BYEIUS6RDz1B0EwPxJCpEuMhqf+847fvmn52adeTO+zmtbt9JELc7dfItVLXyLqpQfDRDxcjX1CiIwQD/78403Lc554ZN57dt0qn/lVV8c1FLZ5R9RLD4aXbjxchaAaWUKIBEGQy/xy8x0NWoD5mRAiXWL58Qs2vY8GJox39ZS/9w/zy81xpImbb1CG0XNHm8+ZsvnKvR7CIHbdeqFeD6EnVL45TljUC+BMWHSkhhQMI+ed8Z+m5WefeXnee3bdTrsv39Vxza+EEBmlxNPy6GHhnTfu9RC6wq5n/blp+Zln/gfAQ8/8r2ndOe95a1fHFYxuQoiMUkKVUJ4QuGOHA855oGn50WfmzHvPrvvZrqt2dVzzI926LkKIjBJuO3qnpuUXn3wuvf+7ad36nzyvq+MaC3QSuNv//sCm5ReffRSAWc8+2rTuwl2OGJkBjlG05NIskN7HMhOWnNj03i9060E0hAjxJBsEeYzf6YO9HsKwsOuOX+v1ELrCwz+7uml57hP/m/eeXbfiAVsM63FDiBCqo7HGvuds17T88DMvpfdZ89adsOtFXR9XEPQjIURGKcssrqb3YPjQkgth6T3oLQtNWL7pPRh7hBAZpXxyy8V6PYQxw4ITPN7F3zuz0C5rjOyA+piqquFJO3+5C6PqTyYuvnTT+0gRQiQY86ywc/yNRwuhGh49HLTZ3l05zpi/+iRtBxwBjAOONbMf9HhIwRAIJ4exxXvPurVp+clnPKnnQ8+82LTuzPds0NVxBd1jTAsRSeOAXwDvBB4EbpR0npn9rWi7R48+uWl57pNPz3vPrpv4yfnDO2UsEU+yI0cI6GAkGNNCBHgTMMPMZgJIOhXYGSgUIsHo4ZDTmuu4P5aCzx57ZlbTum+8P+q4D5UQ0L3jocMeLNXvFVNWGeGRDD8ys16PoTaS3gtsZ2YfTcsfAjYxs8+09Nsf2D8trgPck7O75YH/5LS3o2r/+eUYo3FM3TjGaBxTN44xGsfUjWOMxjF14xhF/Vc3s8ERm2Y2Zl/Ae3E7SGP5Q8DPa+5r2kj2n1+OMRrHFOc9evrPL8cYjWMaree9QEe5NLqZBWST7KyS2oIgCIIuMNaFyI3A2pLWkLQwsAcQyaWCIAi6xJg2rJvZHEmfAS7GXXyPN7M7a+7umBHuP78cYzSOqRvHGI1j6sYxRuOYunGM0Timbhyj8pjGtGE9CIIg6C1jXZ0VBEEQ9JAQIkEQBEFtQogAkhaQNKHX4wiCIBhr9K1NRNLvgE8Ac3EvrwnAEWb2wzb9Xw18GVidjEOCmb19GMe0APBeMzt9uPY5hLF80MxOlvSFvPVm9uOCbRcxsxc6tQ1hbIsA7wEm0fxbfGc49h/0H5K+mdc+3P8pSTsArwMW7XQMSZsD32LgniPvbq8ahnHkXteZMbW9vlsZ095ZQ2RdM3tK0l7AhcBXgelArhABzgB+CfwaFzylkLQ+g292Z+f1NbOXJU0BRkyISJoIfCxnTB9p6To+vS9Z4zDXAhuXaGsd23rAujRfYCfmdD0XeBL/vYZFMLUZz9rA93PGlHsRS9oNOBRYAb/gGxd94Sy3wnk3+q8BfJbBv+FO7bapQtXzTtscTkXvSEkr4amLDLjRzGZ36F/5plrh+ns283lRYEfgrjLnURZJvwQWB7YCjsWDpW8o2OQ44PP4/7zjPUfSkfh3mYuZHZBZrHNd59LPQmQhSQsBu+BR7i9JKpqWzTGzo6scQNLxwPrAncDLqdmAXCGSuEzSl4DTyPyxzeyxNseoeuM6F7gauIyCP6aZ/Sq9f7tgrK1jWQlYGVhM0kZpLOCzvMU7bHsw8Db8xnUBsD3wFyDvZrqKmW2X056333HAAWb2kzL9WzgBOBj4CX7h70uxCvgw4N1mVvrmU/G8G/wev8Gcz8D/Km/fT1N8U2n3H6l63uA33GMkLZi2P8XMniwY20eBbwJ/wv8nR0r6jpkdX3CMqjfV0tefmR3esu2P8NCB4WQzM1tf0m1m9u0keC8s6P+kmRWtb2Vaet8c/z+dlpZ3pyWfYJXruhP9rM46APgKcCuwA7AacLKZbdHSb9n08QDgEeAcMk+/7W7uadu/mdm6Fcd1b05z26ctSTOocOOSdIuZbVii38+K1rc81TS22Qf4MDCZgT80wNPAb9rNwNK2twMbADeb2QaSVsR/j3fm9D0GONLMbu90Hqn/DWb2pjJ9W7abbmZvkHS7mb0+29am/zVmtnnFY5Q+78w215vZJhWOcQjwEHASfsPeC3iFmeWqcKqed8u26+BCZ0/gGuDXZnZFTr978Jvqf9PycsBfzWydgn1XPe/K119m22Xw2dFadbZvs88bzOxNkq4DdgP+C9zZegxJjRn7+/D4t7Npvufc1OE41wFvMbM5aXkh4Goz2zSn76LAfgxWsbVqJtrStzMRM/sZkL1R3i9pq5yu0/Gnl8ZTdbYUmwFF+slrJa1rHVLTt4yratm9h6s8+QJ/kPQuM7ugQ7/pFceBmU0Fpkp6j5mdVXHz/yV13pzk5PAIzSltGjdcw/+3+0qaiV9cjdnX+m32fY2knzN4dld4MQIvJDvVP1JQ6yxgidZOaTYIME3SafhMIXvRF808O553DkekGcwllLu57GRm2YIeR0u6FZ8J5FHqvFtJs77XpNd/8Ae0L0j6uJnt0dL9v/jDRYOnU1sRV0j6IeVvqqWvv8x/C/zGPREotIfUUPudL2lpXGV+Uzrer3P6Hd6yPDnz2YBOdthl8Nl/4wF3idSWx0nA3cC2+PnuRUU1Xt8JkU4GJaDJoFTjpp7lRPyPPJtyN7vGGDvqyKveuDKqDQH/J+kF4KXMmJpUG0kgZLdf3Mye63TCaduzqhgQM+exNH5RTQeewe0oWXYsc/wcNkzv2eOXuRgPxNVwBwCHpP555eLenfn8HLBNy3GKhEiZ827l9Xiy0bfTrKZpdz7PJtvfqanfnjTbAFrJO+99igYk6Sf47/Mn4P+ZWUPXf2iadTT6Na6/GcD1ks5NY9oZuK3oGEBjFlL2plrl+sv+t+bgD2dzOoyntNovCeXLzewJ4CxJfwAWzVP5mVnew2wVfgDcLOkK/Jy3xG1JeaxlZrtL2tnMpsodjq6ucrC+U2elJzjwlPBvZCDX1ruBG8wstxKVpN2Bi8zsaUlfx43Eh5jZzQXHmgF8AbidjO7azO7vML630aIjN7P3tvQ7oeA0LW86mv7Ibzazawq2bd3mzbguegkzW03SBsDHzexTBdvkGhDNbL+Sx5wETDCz3JuKpDWBB83sBUlvw/XeJ6YLdNiQ9AYzm97StqOZ/WGY9i/cvvNAWp5EwXlntpuBO4a8WPI4k/Dqn5vjN91rgM+Z2X21B9+8fwFfB35sZoOEk6SlGjfLzPWXy7Dq6ktcfxl1dbvxFKmrq6o7bzazjSqM/0BcUD2NP2RsDHzVzC4pse1KDAjd662N00JGxXYV8ClgNn6tlvcAs4ppf+eXF3AVsGRmeUngqoL+t6X3twBX4naU6zsc49oa47odf5q5NS2vCFzapu844EcV939zxf7X4+qVmzNtd3TY5raW9yVwnWynY60MbIY/OW0JbNmm3y34LHot4O+4euCCnH4fTO9fyHuVGM9NwHqZ5T2KfnPcsD4BWAi4HHi0MYai37vGf+T3wApVt6uw/1fjN61L8JnFn4A/Dfd51BzbDsAUXBX3TeCbBX07Xn/AvcDM9D4XV8P9N32+t8O2f03X6tnAZ4BdgXsK+v8Id01XyXNt3AO2xW2xrwNuKrlt2Wvpo7iq663pe3gE+ESV36Tv1FkZVgSyT3IvprZ2NLxBdgCOMbM/Svpuh2PcnKaH5zMCOnIzmyt3e6zC5ZLeA5xt6V/UCTN7wB8259HJM+b59P6cpFfiF+UrijaQdCjwftyLpLF/w4V9Ky+bJ9/cDTewHykpb0Y4FDdl8BnUmZI+AGyBq7K2Kei/jZlNkbQrcB9uPL0KOLlgm5skvdHMbqwwrqWBuyXdSPP/KtfFV+XduhvUcWevdB5pTFMYrPJsq2JsN8MtOEzH68+SulrSr4FzLNkKJW2Pe24WUVXt93H8AWaOpOfp7EnZuOjehc+071TLhZi70cC11OqVNuhaMrNj08c/U2zfbUs/C5ETgRsknZOWdwGmtu/OLEm/wuu5HyoPeOvk9rgY/ucdSR35LZLOwy/8rNG43TGq/pEfkLQZYMnL40A6G97KGhCz7AKsY+UCEl+StCd+U2/YIxZq7WQ13JRbtp8paQ/8yf9fuJD4X8EmjetpB+AMM3uyxDW/CbCXpPvx36+M3axQJZRDKbfuDJXd2al+Hr/FHR12xIN+98FnbkVUdZGtcv1tamYfm9fJ7EJJhYXoMwLzGdweUoiZVX2YmS7pEmAN4CBJS1Lg0p1hF0peS21sxE8C083sljKD7DubSBZJb8DVU+CqrCL7xuLAdvi0/R+SXgG83kroJ4cwvkl00JG3sY1YwVNm1TEsj+vT34HfGC4BDrTkmpnTfwH8gvxrWl6ENgbElu0uBHY3s2dKjGld/MZzrZmdIg++e5+ZHdqmf6XgvBZPHfAYnCdJT7PtboySfoBfwP/Dg+iWBv5gBW6pklbPa7cCu1lVVN6tu5Y7e3o63gIYNOZ255GxJ9zW+D4l3WhmbywY3/Vmtok6uMjWQdLFuKBtzBr3wlVA2xZsUymLhaQt89rNLG+23biWNgRmmtkTcjfolYvuB2m7KtfS73BHhfNT0464g8Mk/EGoUJBCCJFxuAor+wf4V0H/twBrm9kJaTq+hJnlxXU0+tfywZa0MoP/mLl/tDrIfeDXbhlTuz/yRDPr9ITYus3NVsGAmLY5C4+XuJzmG9egeJTUfzFgNTO7J299S99bceeAVgPrn9v0z72xZ7YrcoxYFg8SmytpPG53axuJLekkM/tQp7aW9ZsCRwKvBRbGbWPPtptNJrXrX62DW7c8Rinrzp7FrDgyfJ5xuQySrjOzTdPN+2fAv4EzzWzNgm2+gZ/31sAv0liPNbNvtPSbYmaHqU0Ed95/Kv1uB+P2A3DVz7fbCc60za242q8p+NFanDEy/c/PLC6KP2hMLxA6jZieV5nZdyStBqxkA55v7cZV+lpKBvV3NQSOpCWAP+IPzNOtRJxN36qzJH0W/9M8jP8BhP/h2j1lHoxL7HVwj4mF8KeWIptEZR/siraByoJKHil8IF5K+BZgU1xd1k4XfY2k+3DVw1lWzgOqst0F95IrVZVS0rtxI+XCwBqSNgS+025mATxvHhdUilYhIWkFMt9twbgWxz1cVgP2B16J/1+KvLle17KPcUCnoL6f40b+M/D/5N64MbwdB1LOrXso7uxVbTvflbQU8EVcMEzAo9HbYmaHpI+FLrIMXGPTcta12/dj+PdUhUpqPzPLuoIjaVXgpwWbHIU/9Lwdv388DZyFe5UWUfpawmfZWbXXS8CKZva/9H/pjHXBo2I0vnA/9eUq9L8Fv/huzrTd1mGbm7P9cMFzXYdt7gEWqTCuM3Cj3j9xvfIleCLJdv1vx2+It6Tl1+A3+6JjvAmPn5mJ3xA7eRw9jf/5XwSeSstPDeNvNx1YipIeY8AH8AeGN+NukhsDG5c4zk7AP3Ad/73pnO4s6H8abiy+Iy0v3viec/oelL6XOek7anxP/wW+32Fc01r/f1T0uuuw/91Jnou46+7ZwEYdtrkbf+j5J64Oub3T9VFzbJul33Pvxqug7xo5bW9s03ciycuP8h5p38IfGl4BLNt4VTgXAX8rWH9T629L8tgaxu/zG7jd8uD0moZ7vY0HfltmH307EwEewPXcZXnRzEwpv1ZSVXTipfT+hDyAcDYu+YuYiQubsokFqwYLPW9mz0tCnln3bnmqiraYT59vkPT/cGEylQKPI6tuQKwa/fuSDTZaFxkcqwbnNTgEn6ldZmYbyTMa5MYRJdY0s/cnoz9m9lw7bxoz+z7wfUnfN7ODOoyjleckLYw7VRyGpzQpdPKoosIEvmFmZyT17Tvwm+svGYg7yKOt7aBlHEWqJsOjrE82s3/mbHsSsCb+QJedpbfLM3ampJ3MbFba/q34LC5P7VbH0N/wxCqVxaLlnBv2jqKsCS+lmWnjnjOREob1KteSmR0i6SJcOIO79zZmcHt1Ohb0sToLv1lfKemPNOsNf9ym/+ly76ylJX0M+AidPY6OSRfv1/Hp5RK0STWR+YM9h98cStkGqC6oHpR7Tv0euFTS4+QYRDPjmoD7v++BX8Dn4DOTQiretKBa0r875W6349IFcwDus9+O3XG9cqngvAwvmdl/5fVmFjCzKyT9tKD/i8lW07jo16TDw4CZHVTDBvYh/Lv5DK4CWhWPP8ilhgqzsju7md2fZzPM6dpJ1bQcPvPZIGfdZDzIsqyK9BPA75P6c2P8xvqudsc1s+MkHWhuK/uz3IW6LVZd/Zc95zl4ksqiwN+f4dfbCpK+h7s0f73EcapcS+CCbBbp/ydpNSuwDbfSt4Z1tYmctQJ3UEnvxN0FBVxsZpcO43iK/MuxljQkme0+iutJ18f/PEvgAVi/LHHMt+JqoYva3WCTsfX3wOlm1ikdR3ZMg25aVhwDUDr6N9kevkbmt8CzBzzf2jf1/z2wv5k9Umb8me0uw72tvg8sj3ssvdHMNmvT/534Rb4urlbcHPiwmV1ZcIwf4AK6yQZm7T3HxuExA6WeEtM2t+N69OvMbENJr8FTk+zWpv8f8JvKO/Gb7//wKOa8G3tjm3k2QzN7tTw+6AyrmJAy7evjltyzW9rPwDMyP1RhX28GfoXHLu1gbZxE6hj603ZV0/gvjKuQDQ9MLHywSb/V1vj//HIrkSev4rWUaxu2DqmZmvbRr0KkG2gIaQtGcEx5aR6eNrOXctqRpApPfo1tKt200jZ/xd2tz8T10bOAH1hBVtcK47kSF7KlgvMy243Hb6AL4FP7pXBVS5HHznK40BR+/v/pcIx7gPWtQsEuSX8B3l52ZqXkOivpFmAT83Qxd5rZ69r0r+zOnva9Ea7H3yi13dbuZiR3j/0Sg92uBz1oyL2aDA8a3RAPMGz7O2b6N1gXV/k9ntc/bbMjrgZelQFD/7fNrK2BWiVTFGX6vwsXaP/E/x9r4CmELmzpVzsVS9q+9LUkTw2zibVx2S9D36qzVDJiVvVrMgB8xMyOkLQtPk3/EO6xNehilHS6mb1Pg2MUGsdpdzFWDRa6Cb9QHsf/yEsDsyU9DHzMBrsnLi8vlFU6spgadhcGR/9uRUv0b87NoYkCoVA1OK/BN83sK7geemoaw6F4CYHsuDZu2a7xpLxaUg0U6b2r2sAa21wjDzLNBpi2U8WWUmFKmmBmT+G/85Wpbdk0tk6eTlVtho2o+GPpHAD5ow7rh9ofG8iH9iT+3yvDexlI47+vUhr/gv4/BrYysxkwT935RwYHTGYzh69G87X6L1z4FNF6LRVF0le1DQ+ib4UIJQ1pDSOx2tRk6HCMKmkLGu6FVTPVTiY/WOgTkvKChS7Fp+kXA0jaBtenn4C7FLYaT+sYHCvZXRLPm/uqF0X/Nm4OuwErMXDB7olPx3OxNvEgJXgnLQIDf9psbWuk7l4U/y1uxX/79fGb75tbdzwEGxj4k+w/8RlSRycGM9s1ffyWPLPrUsBFOV1/h//OreUPoMBgnKhqMyztHtv4/SQdmoT6PJJQ/3Ob/tvnPOV/IttfbcriDuxqnltxHlXT+D/dECCJmTSnw28cdCipWLBqkfRVbcOD6Ft1lipGzEq6tVUnnNfWsv4EPBHaGvgTyzjgyjzdZJvtlwf+W6ROUsVgIeUEhTW+A+VENlf9nnLG19HukvpdDSwC/AZ3LWz7dCRpmplN7tSWWbcbFao/Svok7rr5Kvxm3WBJ4Bprn+n5bOBgS8Wykr78W3nqDdW0gbXsY4nUNzcyeahqkaqogs1Q0reoXuTtJjPbuKWtSGX2V+DrZvantDwFnwlsn+nzxZxNx+OxV8uZWds6KpKOAv4Pt2l9Eb9p32JmuTduSUfjDhSn40J5d3xmcRkMTlXU5lrtGNSpCpH0qmEbbqWfZyING8BD8toX/8b9vNtRtSYD+B9xQzxtwXPpom73B9sUrwPwGD4FPQk35i4gaW8zy3tyhOrBQg9J+ko6D/DAxoflBts898HS31NDHdJy82pUHxwvaa6Z5aouzGwLuafVR/CcQTfiNbvzbkTjJb3KzGam467BQLLFPKqWrf0drmL4PvDVTPvTHW6861im2qKZ3SHptXkd84SE3KNtVeuc1mI9/P+xbFr+Dx4v0VrfPG9GMW8ItMwsctRyrWMuUsuRfquyzial3WMzQn1NSdnvZkk8rX07dsKLsH0Zf6h6DV63JDvmeQWg5LmpDsSv0VMZXByqCRsoh/BLuZtspzT+i+Iz5rem5Ufx/F7vJj+n17/lZSeyqVj+XTSmROkEmg1hoQr1gvJ20pcvfNq+FLAecAV+we1U0H8SnsjuP/iP/3tgUodjbA6MT58/iOtEV2/Tdxr+FLc7rgPdNLW/hoJAMioGC+GC6Ujg5vQ6Eg+0WhiPOan9PeF5oqA5vXb29ShuYC/6zsbh6rVZuDvo3cBuLX22w5/grsRVE/cB2xbs85oh/ldWwHXTq+GpVtr1OwXX8b8tvX6Nu3EW7ftK3Ii7bPqOrsfrchRt81f8ibqx/DY8rclQr4kr0uta/OFhWvq9X6JDWnVcxfgPXL8+rAGm6f83KX2/q2deHQP70m93G66uzU3Bnr7776bv/1vAMiXHtXHOa01gwWE672XxvHWNa/WIkuc8vcIx3ox7Bv4rLW8AHFVlnH2rzuoG6alpA1w3/hv8BvM+M3trTt9bLKmSJN1lZq/NrLvZCnJRSZrMQPqVa2wgWKjT+MbhQu6pcmc0NNLx7sieW2bd+vgT4A740+xxZnaT3FX0WjNbvaX/IriABbjbcrybNFD98a24DeX3lE/Jjzy+4Md4+pJH8BvXXdbeq2lR4JM051862tq4HqdtbjYPZPwoPgs5uEhFk7apo1qtki+ttFous80MKsz2JO2d127F7rGlipGpuYqn4Q9Ic9Jns4waU15udzfgGOAXViJpYWbb63DBcVs61np4+vWlgE9a8mZTjVxedVCNBJqSrscdBM6zAa+6O8xsvbLH7Tt1VrsfskG7H1T1kinOMTOTtDPwc/NgpnbV/bKqpNZ044PG26I6mplejXXL5v1h0rrf4QbyubjL6wRJR5jZD1v61fqe0rZF2Upz1Tv4jOhY4P8sk27dzBpT+lbWxvNSLQpsICnvBjSUsrXgT6elI9aTsPhJepVlQbkL7fvw2JcyzJQnIzwpLX+QzO/fiqoHG5ZWy2V4uKwASWRtaovisRA30T76HDwearKktfCb/rm46rEpgNCqZUz4In6j/TrwNQ34vXQqkQCuWtrPkhpRnl36O7jX59kMeGFWzuWV9le15kqr+rJUJL1VrxfURN8JESr+kBkqJ1MEnpZ0EO7au4U8tXO773wDSU/hf4DF0mfScl7yv1ZPGjL9izxp1k3CZy9c7//VtI8ftvTLfk/fppqbbPbPOy9bKW1uWmmGMsvMTspb39quNv75tNyArI2BswKVItZVLXVLg+/gwZJ/MbMbJb0KVwsV8RH8Nzkb/62vTm3tOJCBuJ2tlOJ2CvrfLulYmnXxubr+zGxvmqTTKDnbM7PPtuxnaQbsdO0oVYxM0mvM3cpzbTyWse2YWWG6mA682jJ2KDP7Wzr2zOxN2czOT//x15vZlyrsv5JnpA14dS1gZk32zfQQnEedekGDDtz3L9xVckKHPjen9yrJFFfCC0C9JS1vCfyzx+d6Zxr7GcBbU1thUjeGmNwPd3s8q0Ofq4GFS+6vdAnhtL5y2dq03WV4BoAjcX38ERTYHnBBtjV+w10d169/ZwR+wy2AcS1tbRNKAjem91tIyT0pTiS5GG5ruwx3Bf4cnjE3r+8JBa/jK5zTQhSUlk19rscdWu4gJVckJ/EmnqoFBmw8V1AyqWLF3+E04GhcXfpW3EX+dNzL8MZMvwXTe6Vy2STbBs2JNm8ssd3xLcvj8Wj3vL7L48LqYVwFdjIVEtOa9XECxrJqnQyVkyma2Wy5X/4HJJ2MG+5+Okzjr+tJ8yvcEH0rcJW8dkYnm8hQDWcP0l6N1eBeygfQVfXPr1O2FtyT53k8P1UjYv07Bf0XM7PLJck8nfy3JE2nTb40qK0mvRi4UdLuNpDK5VhcP59H2WDDBfEZyr54EBq4M8HttFFxWM3ZnpoDRxfAZ2+nd9hsX/ya/Z6Z3Zu88vJmr8dKWsnMtkrH2gd31rgPF+zDxYdxr7HPpeVr8Cj8l2gOWLwB/21uUbUqpFU9SBvMknSUmX0q2cL+SJuYHfOMCqVT6OTRt0KE8mqdBnnJFL+R11Hup71nev0Hf2JR4089TFQOcAMwr6vxs0zT/UnXP2xocLbSjSjOVgrVAuiqlhCuU7YWM8u6cHeM2wBeSCrLf0j6DO5h1jbOIFFHTXoP/j/9s6T9zKtItj0hKx9s+EP8u3+VmT0N89xeD8cDPQ9sdwxJU/GKl0+k5WWAwwuEYTaqfA5wv5k92G7/6Tz+hhuNG8v34vE/rfwSzz7csM99H69suSFuS2nrIFAFc9vd4eS7AucZ6BfFU/2/nWbDfzshUrnmShrXNyQdJq9J/wY85clZ2T7p4eX9uCfo+bgKekv8GjzEOqTradpXmtL0HZLuxP9Uv8ON3n9u5+GSbgzvNbNOT0qN/i/j6pn9bCDFwUwr1o3XoqwnjaQPmtnJyk+TMuiJX83pXhbHDdNQwuCogUA6w28Q96Ub3ZCR3/1XMbMH0vIkOpcQrly2Nm1XNUjxjbgAWBqP9ZkA/NDMris4xs3mRvtGwOdCwNVmtmnBNjeZ2cbJBnMacDyeYid3JqKS+dIk/QPX81tL+zjcA27tTudRom1RfDaxFj7DOc7M5rTbb8u2pWxO2etY0i+AR83sW2n5FitRKrjkeDbHZzar0xzU1zqeB3Evv4bQaMoEkDfbTt/5AWZW2kkjY58iHeMb+CzoonSgszN9T8dnOuOBZXAV4fl4zq0Nzax05ox+nomUVusk1ckUOk+3G+yGR7FeIQ9COpWCJ8UhUtaTphGMl/eUn+d2WKcmyM74Df4XafkGPAbF5G6OZxZsW8oTxcxM0gWkmhBmdl+ncZnZV+V1Nxpla5+lJeisDaWDFNNF/35zw2mZdBMN6tScEYB5csQtcSFSlHW1bL40axUgqXGuUk6sAhaQtIyZPQ7zBFfe/WUqfs5X4w4R61K+ouAJlEtxPk7Sgkk4bY1XmWzQNCa1z41XxjvrOHxm0FQeN288+Iy0XdDn4Eb/zvekmqffu1uWb8ZtTXnBjOua2XpJhfmgDYQdXCQv+1ueKgaU+f1FQZAQHk3+JfxiXJYSVczwG/cHcAn/LG6E22aYx1wpwA3YvExbzbFcg8c6NJZvSd/TarQx7GX6XoLbBu7CjZTHA4e26TuVNhXqCva/Hu5GuzcdKuJlz6fiMQodLdps81H8SXBL3E33ETyza9X9FAVB/ppMMCbu6vwr3NX3+kz77/O+F9yF+LwOx98bV8sdgrtG3w18KKff7ZnPC5Kq95U8x+k5+xgUWIe7Sl+DuwDfzIDGZa2qv2mH8Vxfsl/pc2zZ7id4Ea0tqFCRs+qYWsdXdbx9p85qp85pYG0Sj8nrauR0L6eiSjri3fGn1a3LbFNyv5UC3JSff2hQW82xNOXUkvRzM/tM+nydFatoSufoknQ3HidyHy6cG0+N7XIoHUyFlN2Z7Y6gQpCiPDfSypQ0nNZQkzaC1n6Wt97axziVypcmL451Nq72a8xOJuPeWrtaqhBYML51GXDj/pO5DaO1T9N/rcp/T9VSnG+KJ0i9xJJtK9kql7CM04nyU/XMw4pzef0An2WcTfP/46aWfjdbQbBwwf6vyB9SYQbtUs4akh5hQEPyfgbcq4UHRK9Ydpz9qM6qrKaBAR/suphP849Jr2HDSga4yYvzbAZMbBGkE/ALYThYpmVsn8ksTuywbRVPlFKlWDNUTdndYALVghSzhtOO/a26mrShVmtN19+JUvnSkpDYRNLb8RsQwAVmdnmnA0haDVfjnZdts8EV8hrxUNAcE1VGfXQgJVOcW44dysz+ntN1KJmLGza1bOJPY3A8VN2Hxt2tgoE7QxlnjWwsV2vsXLWgyH6biVRF0ib4jX9N3BD4EasWmTuiVDDuvRV/Gv8E7r3S4GngfDMbFOCWbjKXWUmvMkm/xbMU/7ql/ePA28xsz4JtOxYFkrQCnjW1YZT9vpVI2SLpBjN7k9zddiv8nO8ys9cUbDMOV6eVCg5LNp3VgRnWkoajw3Y/YMCDLzt7GbYMu/Js0AfjT/Hgqp5v43muVrPm9OR1j5Gtg7MYnrn6HmuTIiZojzzdzvH4g9XL+MygtGNKHWeNIY03hEgxkqYBB+Fqop2Aj5pZ1SfhESOpdgYZ96xNpbKGSqSlbXczO6NN/8vxBIhtU7Nn+q7AgOqnMaV/Ax58tYuZta35UYbkpDAd/y12BJY0sw+X2K5Syu7MdteaWa6rdEu/j+LxFf/Eb577W0FFvJZtS6tJ5TEGbbEOlRq7iTyO6VNm9tFh2NdPzexzyi9KZnjm61/lzT4qHmd9Blda7JRfbQcGq42KYonKjOM2XHDcnR5iD7OcfHsF2zcemq7C41hm4+WNh907FEKIdGQoOtxuIOl66+Cq2tK/kk1E0rl4nMelND8pF+XOyqpD7rRUz6FN39I5utTigt3pt5C0kA12Y52Ez3KeNo8zaEtZG4ekO4CtzOxRedqS35YRPlWR9CgeBHgKHr3d5O1jbYpvlfV8G27ybDE19/MGM5ueZtN5LI/HNqzbZn2ZYzQ83O5kQMVnVhD0KY/DWByf3R6Lq01vMLN2+fHKjmVI95z0UHMW7sH4G1JMm+XUrR8O+tEmUtWgubSa/a+bljs9qXSBK+SZSDsZ97bHE9Wt3GKYnYDHcrTjbDonKmwiCY22gqOFSjm6koNC4+Y5LrucowI6V9IulimGZWb3SdoAT4UxqcPYyto4XjSzR9P+Z8ozDJdG7trbGvuQl4hwJbza4p64198fcU+81joirdSpTlmJFjvbArgnUZnaFx2x5ILcTkim45eqN1/ApjWE0GZJXXSbmX1b0uEMLnVbhxVavs+mZSuoOpjubU8lG+xVFNt0kLS5mV3Tqa1wH/06E1FBJbyWficUrC58UukGZT040o1zQ9zQlk3D8TRwRfrT9ZROXiyS7sOfEnP97XPsQN/FI/ffbangjjyF+Em4batsAaVO4254ujTYI7vcYdZW13NsEVyY/BC3Hf28oO+QqlOWQc0V8ubgnnNnWUEa/BrHqJPgsuy+j8Mj7Ad5lBVsc72ZbSJPCb8b/sBxp5mtNcSxFD5IWYeqg2XvbanvkL01+3ImkrhM0pfoYNDspDfvNWWN3mZ2K3CrpN+1qniKGMkLN4fCJxozm1RpZ2Zfl6eRvzjNxLbBc5ftaiVqrqh8XqsvtyxX8Z6q5DmWhMcOuACZhKewOafDMermYCpNpxvbMFE22LAOJwLXSpqNz+gL3cYTf5Cn3/khbgM0XK01JIbhu+x4b9Mwemv2sxB5f3r/dKatk0vfqKSicW+SpCpCYSQv3BHHzL4r6Tn8xi7g7RW8kUrltbIS9dALKJ1MUtKJeNDkBfjs446Sx6iVg6kMbYzd8xhmY3/lBJcVOA4v2XA7+WWiB2Fmh6SPZ0n6A57puKMDShcoc29bGLeVLEhz2MNTVMwt1rfqrPmFqsY9SX9hQCi8myQUzCz3QsyoQuYZSRttwzT+2jm6Suy7cYMTXvlxBu6pAnS+wakLrpJVPMfkOdkaT5bZC3fI31VdMsbu3XCbTWMWtSdeqGpYhFU6Vulgwxr7LuWJl/ruVrR+FNhJSyNp9SSQG/aUJaxipdO+FiIVDJqjlswNrvG+BHChmW3Rpn8loTCSF+5IU+DNAxQbatP23XWVLJFMsuL+ip7QLfMkPRzHGqSHr6KbL3mM1gSXS+GxPNcPw76PSvs9nw7ZCbphJ63o/JO3fal7m3JKYgBFJTEG0bfqrHYGTQrKc45SodMoJfucvB75f/F0D+2omq68dJTwSKM2qSka5NizCoVECUqn/x8K8nQj84JFJW1pbeqfV+TZnLbxuJ1nOfz3HC7GS3qVmc0EkNf6GN9hm0qY2Y3p4zPAvvKA0D1wd+ehshguPDpmJ+iGndSqZzOYR8V7W9WSGLmD7csX1avjHYy7hT6M2wlmA2eOgvP4Bv4E9Z40podwn/l2/d+I3wxXSedxNu7e2PPfpMS53osnKbw35zVzGI+zasG6HQvWLYrroY/CI46Pp0N1PzzV/H3pYj8/vQqTHdY8pyVxYXhvOuYKw7z/7YB/AVcCf07ntO0w7XsCHvD7c/wmL+Az6VzO7eH/cUXclnJhWl4XL/8wXPuvnPQ1bVf63kaNSqetr75VZ6liKgx5WoeGF80GDS8aM3tn90ZdTPLcGVbjXhvD6ZN4fMevbBhdOEcL8iwA21lLmnlJ+wJfN7M122x3Bm6I/wAZQ7yZHVhwrHuA9c3shXZ9hkKavX0hjWUqrqoYEXfu9P9rXD93D9c5yQNeH8cLj23NQH2XA83slmE6RuUKk5IuxB/EvpbuCQvi94chB1im/ddK+lrl3ibpAOAreEmMHfCM2ydbG3V4Hn2rzqJ6dbyqJVm7hqTNyKRrkIS1UbPJM5l+mcG5ttpFL8/Ekyeekpbfj/8pX41/dx8a+hlUJ6mZ1qb5gh8OFRD4TfcSSTtYyikm6SBcOBTZWdYys90l7WxmU5O++eoOx5qJPwkOuxCRB6Huhud+e72Z5VXbG65j7d3StEHR/7Air7IB+92x+Gx7tWF+gCldYVIDtUqWN7PT038DM5sjqaiuSCWsftLX0vc2G4ZKp30rRMzsU+njL+U5mToZNKsKna4g6SQ8OeQtDOTOMtrbds7AEzD+muJCOg02s+agtPOVAtXk1SG7jjytw4G4Su4WvC7GtbRkT63rfmpmF0h6AbhQ0i54zY83AVt2eIovXWBKA+lensNrb19Os0G3bYBiBb6Y9vl14GsaKAk8Et5c2f/IoviM4SYKbIwVmBfXZF6s6cHhEiAZgVDlAaBRM/1ZScuR/mPy9PPD6uJbxw5b5d6WNCr/D3ilmW0vT+f/ZlxNV4q+FSIwz1XvLfif4C9Auy9aeMbYJygvdLrFZNw4VlYvOcfMjq6w/yWUSektT/ndMMQPNdVEXQ7Eb1rXmdlWkl6DXwitNOp457qfFh3APB5hX1zH/1c8vqTTjathiP8GnQ3xjWDH6WTSpw8nZta1eB4z+2x2OT1wnZrfuzJDSR/fiYZAqFJhsiGNv4D/dmtKugafsQ9L/Xao5/yTtrvcUs2ihko229bCb0gqubT8dzxIMYRIJ5JL31oMqGk+LukdZvbp1r5m1UuydpE78BvkQ0WdMp5N50v6FB7lnH3ybZd6/IvAXyT9E7941gA+JWk8rmPvBc+b2fOSkLSIebbTQS7HlryzJB1uza6m58uzM+eigdgV4RmItwYeSQ8TRTetE8xsLm5YLtRb29ACFMcCz+L/lSFjZsNV76aIKp542Sjvc/AbvPDr6R20eRitQdVsBovinpTLqznH3AQ8kWgeQ1bJ9a0QwVUfr208wUuainsqtOMmSW+0ATfDnpJR1SwJ/E1ezzwrFFpVNa1Fd7KpOtpG6ifVztoMGEzvyTyR/3Qo5zAEHkxPur8HLpX0OHB/Qf9K7qdWo7584h+SzsKFSakcTOpuWpkRo0V1uAB+PrViHLpMNrlhw3X3F+m93X+kXc30xYd5bFXtsB8HPge8koEMDeBR6O1yqw1ZJdfPQmQG7onQuPmsmtrasQmwl6T7KVGStQuch7vutepttyBnVjIEIx24AXsd/CY3nAbTWpjZrunjt+QJKJcCLirY5PPAlZJm4r/b6vgFN9xsgMctHCuPxTkeONWKI4DHdFqZDD/KfJ4D3G9mD/ZqMBVoJxCgvT3tIRtizZCSVLLDmtkRwBGSDkgG83mofWbpLzJElVzfufhmnpiWwvXqN6RVb8Kjkd/WZrvV89otpQzoNvJcPQeZ2e0t7a8H/p+Zvbtg2yZvLmhvrGunl7UOWWZHGnmg2Yo0n8O/CvqPiPtpwfHeipdeXRqP9j/EcnJ2aYTTyow0SYXyCQaqTR6XDNVjAtWoD6SaNdOHgipkM8g7p9Y2SZ/DbX2NkhHr4IL0HquQoBX6cybyo85dBmNm9+fduHrIiq0CBMDMbk9/uFxqeHPVrU8+Ykj6LP70/jCZAkJ4UaF2vIEBwTkis6n0/9gBn01MAg7Ha3lsgQvgV+dsVjWDwGhjKm6Uvhp/wFgXd3wYK+TNQDpRt2Z6JSoayJG0Em77WExeWbLBBAar2lbB1dGvwYX/NbhQ+TdeKbI0o+Fm2FUskwoj3RAbrok3mNkj7bareeMaSZYuWLdYwbqq3lyjMT7mQGAda1MCuJUagrMu/8CzGvzQmmtinylpyzbbjJq0MjVZNzODOo6Bmf1YobJAKHBCGRZqGsjBY1w+jAuI7MPy03iSz3mY2ZfSsRbG7wmb4Q8/x0h6wioU6Oo7IdJA0vvw/DBX4j/SkZK+bGZnttmk0o2rC0yT9DEz+3W2UR5DUVTPopQ3V8txlmZ0xcc8QDXjX1XBWZf1rU1AX7u4D2vJBzVSAxtBsjEcc6Q6D/a9Y6QFQk3qGMjBywT/Ib3AH5QexdXPedHv4A+cE3D1/lL4TGSQhqOIvrOJNJB0K/DOxuxDXof6MsvU8G7pf0XqPyr0vWkWdQ4eq9EQGpPxOgG7mtnslv5Zb64N8SfGIm+uvGNOoofxMRkvmtfhOtw/0nwOuWVD5elIDjCzsoKz7vgmAh9jsL1pUOoMSYWxIWV+j9FAcgdtJHoUflN6jpEJaOwr2hnI29nzlF8RcVl8hvItMzs10/cY/Dp6Gk9geR0ed1U5JU7fzkTwGhpZ9dV/yfGKydy4ZuIePqVuXCONmT0MbCZPUbBeav6jeX3zPCp5c8mDClt5GQ/Gmhd82GUarrf/Sq+F06sTy1PODXqonIt/v5fRORvAm/EZ1Sn4RTy2HuETXYrh6Fc+THNKEnAtQK4jgLWpiJhixC6jOfhzNTwG6h+4He5B4Ik6g+xnIXKRpItpzgl1YU6/ujeurmBmV+B6+E7sTL4312N4tHdrhOofaY4rIS1PxCN5u37zaHeRlOBbwzmOAhY3s6+U7LsS8E48ev4D+Pd9ipn1JJVMMHpoMZBvRLNNpHIsipk9phY9o5ltl9peh9tDvgisl+4H15pZ3qwmf7z9qs6CprQn4BXrzunleEYSpXxXbdbNcy8t2H4Snu3zHcDPzOzI4R9lOSRdCuxunoamkYzxVDPbtldjSuP4LvBXM7ug4naL4MLkh3jZ2yK9dzCfI2kffBYymYH0OOA2kalWsXJi0lZ8w9okWZW0Cl75czNgR2A5M1u69P77VYikqOWHGtHXkhbD3Wbva+nXzRrSI4akf5jZ2m3WzTCztdqsWxvPq7MJ7rI6taof+XAj6RYz27Clra3vforCPRJ4LT6LHAc8O1z6ejWnSRmPq8xeooNdIAmPHXABMglXOR5vZrOGY1zB2EbSe8zsrAr9b2fwvWpZ3Fi+t5ndnel7AC40NsP/q3/NvG43s1J15qG/1Vln4F9gg7mprfVpvXYSv1FGJW8ueRK6r+HT3cPwYjvDluZ6iMxVc1LI1SkQ9LhHyx747zsZ2Jv8mI1aWI00KZJOxG1ZF+CzjzuGazzB2CZjh218NuA/FHtZgc8ishjwXzPLq3A5Cb8ePj9Uh5N+nonkPc3eWuCdNeI1pEeSGt5cc3HD7x/JMRK3c1ntBpK2w2tk/Bl/2t8C2N/MLm7Tf5qZTVaqQ5/ahi3quCWwaxBmdlNrm6SXGfBqyl6E4dXU51TxshoN9PNM5FFJO5nZeQCSdsalfTtGvIb0SFLDm6ttRbdeY2YXpRv3pqnpc2ZW9Ns9l4KqbpF0GO6NNpz5qQ5P74vigvlWXBisj+u039y6gXUxTXswtqjoZdVz+nkmsiaekuKV+AX/AK43zE3CmHn6bUri1+7pNxhZVKGyYVJ3PYzPuj6PB1Ud1e63HsKYzgYObnjAJZXgt6zHecaC+YfhnEEPF30rRBpIWgKgXaRxS9+uJvEL8lGbyobtvE+6OK47zex1ndqCoA6dvKx6Rd+psyR90MxOzhqvUjvQMXhwxJP4BaUoW9mw29wmrwHecL7Yi+ErUBT0CZ28rLo/omL6TogwYMeo5FHTxSR+QWdKVTbsAfsCn2Qgi+1VQJVSxEEA1bysek7fq7PKIukuupPEb1Qg6UiK42N66Z11Dn7D/hye9fZxYCEze1evxhQE/UrfzUQkfbNgtZnZIW3WVc1+O9ZpRMpujteIOC0t7w6UKv06UljFyoapzyCBONy6Zc0npW6DoAp9NxOR9MWc5vHAfni4f25BoHQj2pAa2W/HMpKuA97SyF4saSE8RcymxVuO+LiWweuaZLPlDorHSH2zVQIXBd4DzDGzKcM8pr8wUOr23aRSt2ZW9OASBGOavhMiWSQtieuv9wNOBw63NoWp5OVOB2GZIlfzI5LuAd5sqe5CunlfZ2Y9s0FIOgTPLTSTTIGwKjMLSTeY2ZuGeVxjutRtENSh79RZMC9o5wu498xUYGPrkEe/VVhIegue+mS+FiLAD4Cb00xMwJZ0LytuO94HrGlmL5bpnH7vBgvgXnZLjcC4xnqp2yCoTN8JEUk/xPNgHQO8vkx8SGbbjfC03bsD9wKlk6ONVczsBEkX4gkYAb7SmiKlB9yBlwduW864hekMJEicg/92+43AuMZ6qdsgqEzfqbNSzqIX8JtJx5xFkl6Nzzj2xNOinAZ8ycxW786Ie4+klfEI/az9ITc6vEvjmYwXgLqDPrJPBcFopO+ESFWS0Lkaz2I7I7XN7BePG0mH4gW77qTZ/tCzG7akO4Ff4bWg56WsbmefkjQOT7k+iWZBOCxVKTWflLoNgjr0nTqrBrvhacSvkHQRnvxsTJYyrckuwDqjLMXLc9ZSe7oD5wPP0yJ0hpH5otRtENQhZiIlkTQeLzG7J67rPhE4x8wu6enARphkD9m9iu1opJH0Y1yNdR7N6qx2Lr7zUsCP0HjGMVDqdn2i1G3QR4QQqUFyc90deL+Zbd3r8Ywkks4CNgAup/mG3cuI9bya8m1dfJNK7vJuCPwodRv0GyFEgkJSvedBmNnUbo+lLpJ2xZMiLkCJsrU1jxGlboO+pO+ESKYedi5RUW700i4Dc4N2hnJJ9+KqyNtHIvdZS6nbU6PUbdBP9J1h3VI97BT1/BBwEv5kuhfwih4ObVQyyvJB1crAjBu97xjB5JkfxEvdHggc0CgrQJS6DfqAvpuJNMirp15UY71fmR/yQUn6DfAq4EKa7TrD4uIbBP1M381EMjwraS/cZddwXfaozNffYxYzs8slyczuxzPnTge6LkQkFbr1Fhj7702vhdMrCIJhop+FyAeAI9LLgGtSW9DMaMoHNT3z+dv4DKkjZvbtkRlOEAR9q84KyiHpjcBdeK6qQ4AJwA/N7Loej+tmM9uoZN/JwNcYnLplxGJHgqBf6FshImki8DEGp8L4SK/GFJRH0k1mtnHJvvcAX2ZwmpT7R2h4QdA39LM661w8J9ZlDNRMD+ZPHjWzwvxWQRDUo59nIreY2Ya9HkdQnpYYn8WB5xqrKHCllbQ17jjRGnV/9siNNgj6g36eifxB0rvM7IJeDyQoRyPGpwb7Aq8BFiKTiRgIIRIEQ6SfZyJP48FrLzBCqTDmByQtihdweh3NwYZjxnYk6Z5elvMNgvmZBXo9gF5hZkua2QJmtpiZTUjLIUAGcxKwErAtXgp4FeDpno6oOn+VtG6vBxEE8yN9OxOBedl416b5CbtnFftGIw1X2kY6dUkLAVeb2aa9HltZJN0FrIkHHL7AwKwzXHyDYIj0rU1E0kfxXEerALcAmwLX4rVCggFeSu9PSFoPmA2s0MPx1GG7Xg8gCOZX+ladhQuQNwL3m9lWwEbAEz0d0ejkmDRj+zqe3vxvwKG9HVI1zOz+FBPyP9yg3ngFQTBE+nYmAjxvZs9LQtIiZna3pDC+ZkjpTp4ys8eBq/AkhmMOSTsBhwOvBB7BI9fvwp0FgiAYAv08E3lQ0tLA74FLJZ0LRARzBjN7GZjS63EMA4fg6sq/m9kawNZAT9O2BMH8Ql8b1htIeiuwFHCRmb3Y6/GMJiT9APgPcBqZLMdm9ljPBlURSdPMbLKkW4GNzOzlSPsfBMNDCJGgkFQVsBXrUVGqWki6DNgF+AGwHK7SeqOZbdbLcQXB/EAIkWC+R9LiwPO4a+8H8UzEvx1Ls6kgGK2EEAlykbRb0fqxkHeqJdfWvOb0/jzwT+BrZnZ5VwcWBPMR/eydFRTz7vS+ArAZ8Ke0vBXwV8ZA3qmiXFuSxgHrAb9N70EQ1KBvhUh60j4Uv0mKyJ3VhJntCyDpEmBdM3soLb8C+E0PhzYsmNlc4FZJR/Z6LEEwlulbdZakGcC7zeyuXo9lNCPpLjN7bWZ5AeDObFsQBP1L385EgIdDgJTickkXA6ek5ffjhbyCIAj6eiZyBJ6d9vdEoaJCkupvi7R4lZmd08vxBEEweuhnIXJCTrONpToZQRAEvaZvhUhQDkmbAkcCrwUWBsYBz4YDQhAE0Mc2kfmhYl+X+DmwB3AGMBnYG3h1T0cUBMGooZ8TMM4PFfu6gpnNAMaZ2VwzO4GozxEEQaJvZyLAWma2u6SdzWyqpN8BV/d6UKOQ5yQtDNwi6TDgIfr74SMIggz9fDNordi3FGOvYl83+BD+P/kMnsV3VeA9PR1REASjhr41rKfyuGcB6wMnAEsA3zSzX/Z0YKMQSRMBzOzRXo8lCILRRd8KkaAYSQIOxmcgC+BpYeYAR5rZd3o5tiAIRg99axNJVQ33BiaR+R7M7IAeDWm08Xlgc7zuxr0Akl4FHC3p82b2k56OLgiCUUHfzkQk/RUvkXo78HKj3cym9mxQowhJNwPvNLP/tLRPBC4xs416M7IgCEYTfTsTARY1sy/0ehCjmIVaBQi4XUTSQr0YUBAEo49+9s46SdLHJL1C0rKNV68HNYooqjUfdeiDIAD6W531aeB7wBMMVL8bU7XDRxJJc3GX3kGr8FlczEaCIOhrITITeFOeyiYIgiAoRz+rs2YAz/V6EEEQBGOZfjasP4un8riC5noi4eIbBEFQkn4WIr9PryAIgqAmfWsTCYIgCIZO385EJK0NfB9Yl+Z6IuGdFQRBUJJ+NqyfAByN54PaCjgROLmnIwqCIBhj9K06S9J0M3uDpNvN7PXZtl6PLQiCYKzQt+os4AVJCwD/kPQZYBaeDj4IgiAoST/PRN4I3AUsDRyCF6U6zMyu6+W4giAIxhJ9K0SCIAiCodN36ixJ5zOQK2sQZrZTF4cTBEEwpuk7IQL8KL3vBqzEgEfWnsDDPRlREATBGKVv1VmSppnZ5E5tQRAEQXv6OU5kfCr3CoCkNYDxPRxPEATBmKMf1VkNPg9cmVLCC1gd+HhvhxQEQTC26Ft1FoCkRYDXpMW7zeyFov5BEARBM/0uRDYDJpGZkZnZiT0bUBAEwRijb9VZkk4C1gRuAeamZsNzaAVBEAQl6NuZiKS7gHWtX7+AIAiCYaCfvbPuwONEgiAIgpr0rToLWB74m6QbaC6PGxHrQRAEJelnIfKtXg8gCIJgrNO3NpFWJL0F2NPMPt3rsQRBEIwV+nkmgqSNgA8AuwP3Amf1dkRBEARji74TIpJejSdb3BP4D3AaPiPbqqcDC4IgGIP0nTpL0svA1cB+ZjYjtc00s1cVbxkEQRC00o8uvrsBDwFXSPq1pK3x3FlBEARBRfpuJtJA0nhgZ1yt9XY8Uv0cM7ukpwMLgiAYQ/StEMkiaRncuP5+M9u61+MJgiAYK4QQCYIgCGrTjzaRIAiCYJgIIRIEQRDUJoRIEARBUJsQIkGQg6SvSbpT0m2SbpG0iaTPSVq8xLal+rXZ9kpJ0zLLkyVdWWdfQdANQogEQQuS3gzsCGxsZusD7wAeAD4HlBEOZfu1YwVJ2w9h+yDoGiFEgmAwrwD+Y2YvAJjZf4D3Aq/Eg1SvAJB0tKRpacby7dR2QE6/bSRdK+kmSWdIWqLD8X8IfK21UdIkSVen/dyUyjsj6W2S/izpXEkzJf1A0l6SbpB0u6Q1U7+Jks6SdGN6bT4cX1bQ55hZvOIVr8wLWAIvm/x34Cjgran9PmD5TL9l0/s44Epg/dZ+eN2aq4DxafkrwDcLjn0lMBn4E7BV+nxlWrc4sGj6vDYwLX1+G/AELvwWAWYB307rDgR+mj7/DnhL+rwacFevv+t4jf1X3yVgDIJOmNkzkt4AbIHfyE+T9NWcru+TtD+eyPQVwLrAbS19Nk3t10gCWBi4tsQwvgt8HRc6DRYCfi5pQ2Au8OrMuhvN7CEASf8EGpkXbk/nAK6WWzeNA2CCpCXM7JkS4wmCXEKIBEEOZjYXnxVcKel2YJ/seklrAF8C3mhmj0v6DbBozq4EXGpme1Y8/p8kfRcXQg0+DzwMbICrop/PrHsh8/nlzPLLDFznCwCbmll2uyAYEmETCYIWJK0jae1M04bA/cDTwJKpbQLwLPCkpBWBrCE82+86YHNJa6V9j0/lCMrwXWBKZnkp4CEzexn4EK5Gq8IlwGcbC2lGEwRDImYiQTCYJYAjJS0NzAFmAPvjyTovkvRvM9tK0s3A3bjn1jWZ7Y9p6fdh4BRJi6T1X8ftLYWY2QWSHs00HQWcJWlv4CJciFXhAOAXkm7Dr/2rgE9U3EcQNBG5s4IgCILahDorCIIgqE2os4KgB0g6B1ijpfkrZnZxL8YTBHUJdVYQBEFQm1BnBUEQBLUJIRIEQRDUJoRIEARBUJsQIkEQBEFtQogEQRAEtfn/J8ys29ph8oAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Production\",data = coconut_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 401
    },
    "id": "WupOnvhVxMOS",
    "outputId": "7107a4a7-b936-4829-ba83-ca25b282011d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1995. , 1997.5, 2000. , 2002.5, 2005. , 2007.5, 2010. , 2012.5,\n",
       "        2015. , 2017.5]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\"Crop_Year\",\"Yield\",data=coconut_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "TwueOLxLxVAs",
    "outputId": "aa82f4e9-41dc-48ca-aea8-578e7574f6cb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-25000.,      0.,  25000.,  50000.,  75000., 100000., 125000.,\n",
       "        150000., 175000., 200000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=coconut_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jQ22pqWXzHAo"
   },
   "source": [
    "Observations obtained :\n",
    "\n",
    "1. Andhra Pradesh is the largest producing cocnut states.\n",
    "2. Production per unit area is higher in Mizoram ans Sikkim.\n",
    "3. Coconut yield is decreasing in the year 2012 to 2015.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7waU7K-rvCrP"
   },
   "source": [
    "<B> 4. POTATO </B>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "fWAxVgYfkwMr",
    "outputId": "9327bfb7-ac4b-4ba0-d763-d3436452a145"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Potato</td>\n",
       "      <td>4.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2002</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Potato</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2004</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Potato</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2010</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Potato</td>\n",
       "      <td>21.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11.238095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2011</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Potato</td>\n",
       "      <td>18.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>10.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245945</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Potato</td>\n",
       "      <td>977.0</td>\n",
       "      <td>15920.0</td>\n",
       "      <td>16.294780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245976</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2011</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Potato</td>\n",
       "      <td>1077.0</td>\n",
       "      <td>17412.0</td>\n",
       "      <td>16.167131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246008</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2012</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Potato</td>\n",
       "      <td>913.0</td>\n",
       "      <td>17203.0</td>\n",
       "      <td>18.842278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246043</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Potato</td>\n",
       "      <td>1726.0</td>\n",
       "      <td>43703.0</td>\n",
       "      <td>25.320394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246080</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Potato</td>\n",
       "      <td>477.0</td>\n",
       "      <td>9995.0</td>\n",
       "      <td>20.953878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6914 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            State_Name District_Name  Crop_Year       Season    Crop    Area  \\\n",
       "331     Andhra Pradesh     ANANTAPUR       2000  Whole Year   Potato     4.0   \n",
       "433     Andhra Pradesh     ANANTAPUR       2002  Whole Year   Potato     2.0   \n",
       "530     Andhra Pradesh     ANANTAPUR       2004  Whole Year   Potato     2.0   \n",
       "745     Andhra Pradesh     ANANTAPUR       2010  Whole Year   Potato    21.0   \n",
       "792     Andhra Pradesh     ANANTAPUR       2011  Whole Year   Potato    18.0   \n",
       "...                ...           ...        ...          ...     ...     ...   \n",
       "245945     West Bengal       PURULIA       2010  Rabi         Potato   977.0   \n",
       "245976     West Bengal       PURULIA       2011  Rabi         Potato  1077.0   \n",
       "246008     West Bengal       PURULIA       2012  Rabi         Potato   913.0   \n",
       "246043     West Bengal       PURULIA       2013  Rabi         Potato  1726.0   \n",
       "246080     West Bengal       PURULIA       2014  Rabi         Potato   477.0   \n",
       "\n",
       "        Production      Yield  \n",
       "331           34.0   8.500000  \n",
       "433           17.0   8.500000  \n",
       "530           20.0  10.000000  \n",
       "745          236.0  11.238095  \n",
       "792          181.0  10.055556  \n",
       "...            ...        ...  \n",
       "245945     15920.0  16.294780  \n",
       "245976     17412.0  16.167131  \n",
       "246008     17203.0  18.842278  \n",
       "246043     43703.0  25.320394  \n",
       "246080      9995.0  20.953878  \n",
       "\n",
       "[6914 rows x 8 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "potato_data = crop_data[crop_data[\"Crop\"]==\"Potato\"]\n",
    "potato_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 356
    },
    "id": "a-MtRwb0mtSe",
    "outputId": "cec2b492-5984-40e1-94c3-4caac924272d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Season', ylabel='Production'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Production\",data = potato_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 489
    },
    "id": "JqM34Kddnbjm",
    "outputId": "c8133f91-5f3c-4398-8c89-adcc3ff5c29c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26]),\n",
       " [Text(0, 0, 'Andhra Pradesh'),\n",
       "  Text(1, 0, 'Arunachal Pradesh'),\n",
       "  Text(2, 0, 'Assam'),\n",
       "  Text(3, 0, 'Bihar'),\n",
       "  Text(4, 0, 'Chandigarh'),\n",
       "  Text(5, 0, 'Chhattisgarh'),\n",
       "  Text(6, 0, 'Gujarat'),\n",
       "  Text(7, 0, 'Haryana'),\n",
       "  Text(8, 0, 'Himachal Pradesh'),\n",
       "  Text(9, 0, 'Jammu and Kashmir '),\n",
       "  Text(10, 0, 'Jharkhand'),\n",
       "  Text(11, 0, 'Karnataka'),\n",
       "  Text(12, 0, 'Kerala'),\n",
       "  Text(13, 0, 'Madhya Pradesh'),\n",
       "  Text(14, 0, 'Manipur'),\n",
       "  Text(15, 0, 'Meghalaya'),\n",
       "  Text(16, 0, 'Mizoram'),\n",
       "  Text(17, 0, 'Nagaland'),\n",
       "  Text(18, 0, 'Odisha'),\n",
       "  Text(19, 0, 'Rajasthan'),\n",
       "  Text(20, 0, 'Sikkim'),\n",
       "  Text(21, 0, 'Tamil Nadu'),\n",
       "  Text(22, 0, 'Telangana '),\n",
       "  Text(23, 0, 'Tripura'),\n",
       "  Text(24, 0, 'Uttar Pradesh'),\n",
       "  Text(25, 0, 'Uttarakhand'),\n",
       "  Text(26, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Production\",data = potato_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 401
    },
    "id": "PVdcDuHFnlnL",
    "outputId": "7b0b74bb-bac9-46a7-9cb2-67a79eae2fda"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1995. , 1997.5, 2000. , 2002.5, 2005. , 2007.5, 2010. , 2012.5,\n",
       "        2015. , 2017.5]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\"Crop_Year\",\"Yield\",data=potato_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "Sj_UnKATokCk",
    "outputId": "58533e8d-3520-4856-fb69-84eb2dcfe481"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-20000.,      0.,  20000.,  40000.,  60000.,  80000., 100000.,\n",
       "        120000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=potato_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fbLqd3dtuJ2B"
   },
   "source": [
    "Conclusions obtained :\n",
    "\n",
    "1. Potato is a Rabi crop.\n",
    "2. West Bengal is the largest producer of potatoes.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4gXoFH_Wvjv5"
   },
   "source": [
    "<B> 5. ONION </B>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "YCyJHMQjo8nK",
    "outputId": "494b8c44-14ae-4532-ad6d-67a422c835de"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1999</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>1770.0</td>\n",
       "      <td>32364.0</td>\n",
       "      <td>18.284746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Onion</td>\n",
       "      <td>1103.0</td>\n",
       "      <td>15470.0</td>\n",
       "      <td>14.025385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2000</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Onion</td>\n",
       "      <td>482.0</td>\n",
       "      <td>11514.0</td>\n",
       "      <td>23.887967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2001</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Onion</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>19232.0</td>\n",
       "      <td>16.508155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Onion</td>\n",
       "      <td>380.0</td>\n",
       "      <td>8465.0</td>\n",
       "      <td>22.276316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236375</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>UTTAR KASHI</td>\n",
       "      <td>2010</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>47.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>6.510638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236398</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>UTTAR KASHI</td>\n",
       "      <td>2011</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>8.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236420</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>UTTAR KASHI</td>\n",
       "      <td>2012</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>23.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>6.521739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236443</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>UTTAR KASHI</td>\n",
       "      <td>2013</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>32.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>6.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236473</th>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>UTTAR KASHI</td>\n",
       "      <td>2014</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Onion</td>\n",
       "      <td>26.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>6.615385</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6984 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            State_Name District_Name  Crop_Year       Season   Crop    Area  \\\n",
       "286     Andhra Pradesh     ANANTAPUR       1999  Whole Year   Onion  1770.0   \n",
       "300     Andhra Pradesh     ANANTAPUR       2000  Kharif       Onion  1103.0   \n",
       "320     Andhra Pradesh     ANANTAPUR       2000  Rabi         Onion   482.0   \n",
       "348     Andhra Pradesh     ANANTAPUR       2001  Kharif       Onion  1165.0   \n",
       "365     Andhra Pradesh     ANANTAPUR       2001  Rabi         Onion   380.0   \n",
       "...                ...           ...        ...          ...    ...     ...   \n",
       "236375     Uttarakhand   UTTAR KASHI       2010  Whole Year   Onion    47.0   \n",
       "236398     Uttarakhand   UTTAR KASHI       2011  Whole Year   Onion     8.0   \n",
       "236420     Uttarakhand   UTTAR KASHI       2012  Whole Year   Onion    23.0   \n",
       "236443     Uttarakhand   UTTAR KASHI       2013  Whole Year   Onion    32.0   \n",
       "236473     Uttarakhand   UTTAR KASHI       2014  Whole Year   Onion    26.0   \n",
       "\n",
       "        Production      Yield  \n",
       "286        32364.0  18.284746  \n",
       "300        15470.0  14.025385  \n",
       "320        11514.0  23.887967  \n",
       "348        19232.0  16.508155  \n",
       "365         8465.0  22.276316  \n",
       "...            ...        ...  \n",
       "236375       306.0   6.510638  \n",
       "236398        52.0   6.500000  \n",
       "236420       150.0   6.521739  \n",
       "236443       212.0   6.625000  \n",
       "236473       172.0   6.615385  \n",
       "\n",
       "[6984 rows x 8 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "onion_data = crop_data[crop_data[\"Crop\"]==\"Onion\"]\n",
    "onion_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 356
    },
    "id": "GOsBnhc3phIm",
    "outputId": "0910695e-0a91-4125-e903-ca932120408f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Season', ylabel='Yield'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Yield\",data = onion_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 473
    },
    "id": "WrCtbV60pxoi",
    "outputId": "ad7480ce-e02b-4234-ea71-4698cef305e9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20]),\n",
       " [Text(0, 0, 'Andhra Pradesh'),\n",
       "  Text(1, 0, 'Assam'),\n",
       "  Text(2, 0, 'Bihar'),\n",
       "  Text(3, 0, 'Chandigarh'),\n",
       "  Text(4, 0, 'Chhattisgarh'),\n",
       "  Text(5, 0, 'Gujarat'),\n",
       "  Text(6, 0, 'Haryana'),\n",
       "  Text(7, 0, 'Himachal Pradesh'),\n",
       "  Text(8, 0, 'Jammu and Kashmir '),\n",
       "  Text(9, 0, 'Jharkhand'),\n",
       "  Text(10, 0, 'Karnataka'),\n",
       "  Text(11, 0, 'Madhya Pradesh'),\n",
       "  Text(12, 0, 'Maharashtra'),\n",
       "  Text(13, 0, 'Manipur'),\n",
       "  Text(14, 0, 'Odisha'),\n",
       "  Text(15, 0, 'Puducherry'),\n",
       "  Text(16, 0, 'Rajasthan'),\n",
       "  Text(17, 0, 'Tamil Nadu'),\n",
       "  Text(18, 0, 'Telangana '),\n",
       "  Text(19, 0, 'Uttar Pradesh'),\n",
       "  Text(20, 0, 'Uttarakhand')])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAFlCAYAAAAnPKUfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABISUlEQVR4nO2dd7gkVZn/P98ZcgYZgqRhBXERQWEUFMXAT4KiIIKCAURWVHRB1xVhDRh3BQOCARcJgiIoQUEkyBJEUcIMaQBBRhCZgYFRMggy8P7+OKfn1u3bt29Vd93u23e+n+fpp7tO1ak6neo9542KCIwxxpg6mdLvARhjjJl8WLgYY4ypHQsXY4wxtWPhYowxpnYsXIwxxtSOhYsxxpjaWWK8TizpRGAX4IGI2Kxp3yeArwPTIuJvkgQcDbwJeBJ4X0Rcl4/dF/hM7vrliDg5t28F/BBYFjgfODgiQtJqwE+B6cBfgHdExENjjXf11VeP6dOnd/OWjTFmsWPWrFl/i4hpze3jJlxIN/7vAKcUGyWtB+wA/LXQvDOwcX5sDRwLbJ0FxeHADCCAWZLOzcLiWOADwNUk4bITcAFwKHBJRHxV0qF5+1NjDXb69OnMnDmz4zdrjDGLI5LubtU+bmqxiLgCeLDFrqOAQ0jCosGuwCmRuApYRdLawI7AxRHxYBYoFwM75X0rRcRVkaJATwF2K5zr5Pz65EK7McaYHtFTm4ukXYF5EXFj0651gHsK23NzW7v2uS3aAdaMiPvy6/nAmm3Gc4CkmZJmLliwoOrbMcYYMwo9Ey6SlgP+C/hcr66ZVzWj5reJiOMiYkZEzJg2bYTK0BhjTIf0cuXyAmBD4EZJfwHWBa6TtBYwD1ivcOy6ua1d+7ot2gHuz2oz8vMDtb8TY4wxbemZcImI2RGxRkRMj4jpJFXWlhExHzgX2EeJbYBHsmrrImAHSatKWpXkCHBR3veopG2yp9k+wDn5UucC++bX+xbajTHG9IhxEy6STgP+AGwiaa6k/dscfj5wJzAH+AFwIEBEPAh8Cbg2P76Y28jHHJ/7/JnkKQbwVeCNku4A/l/eNsYY00PklPuJGTNmhF2RjTGmGpJmRcSM5vbxjHMxxgw4hxxyCPPnz2ettdbiyCOP7PdwzABh4WKMGZX58+czb968sQ80pgnnFjPGGFM7Fi7GGGNqx8LFGGNM7Vi4GGOMqR0LF2OMMbVj4WKMMaZ2LFyMMcbUjoWLMcaY2rFwMcYYUzsWLsYYY2rHwsUYY0ztWLgYY4ypHQsXY4wxtWPhYowxpnYsXIwxxtSOhYsxxpjasXAxxhhTOxYuxhhjasfCxRhjTO1YuBhjjKmdcRMukk6U9ICkmwttX5N0m6SbJP1c0iqFfYdJmiPpdkk7Ftp3ym1zJB1aaN9Q0tW5/aeSlsrtS+ftOXn/9PF6j8YYY1ozniuXHwI7NbVdDGwWEZsDfwIOA5C0KbAX8OLc53uSpkqaCnwX2BnYFNg7HwtwBHBURGwEPATsn9v3Bx7K7Ufl44wxxvSQcRMuEXEF8GBT268jYmHevApYN7/eFTg9Ip6OiLuAOcAr8mNORNwZEf8ETgd2lSTgDcCZuf/JwG6Fc52cX58JbJ+PN8YY0yP6aXN5P3BBfr0OcE9h39zcNlr784CHC4Kq0T7sXHn/I/n4EUg6QNJMSTMXLFjQ9RsyxhiT6ItwkfRpYCFwaj+u3yAijouIGRExY9q0af0cijHGTCqW6PUFJb0P2AXYPiIiN88D1isctm5uY5T2vwOrSFoir06KxzfONVfSEsDK+XhjjDE9oqcrF0k7AYcAb42IJwu7zgX2yp5eGwIbA9cA1wIbZ8+wpUhG/3OzULoM2CP33xc4p3CuffPrPYBLC0LMGGNMDxi3lYuk04DXAatLmgscTvIOWxq4ONvYr4qID0XELZJ+BtxKUpd9JCKezef5KHARMBU4MSJuyZf4FHC6pC8D1wMn5PYTgB9JmkNyKNhrvN6jMcaY1oybcImIvVs0n9CirXH8V4CvtGg/Hzi/RfudJG+y5vangD0rDdYYY0ytOELfGGNM7Vi4GGOMqR0LF2OMMbVj4WKMMaZ2LFyMMcbUjoWLMcaY2rFwMcYYUzsWLsYYY2rHwsUYY0ztWLgYY4ypHQsXY4wxtWPhYowxpnYsXIwxxtSOhYsxxpjasXAxxhhTOxYuxhhjasfCxRhjTO1YuBhjjKkdCxdjjDG1Y+FijDGmdixcjDHG1M64CRdJJ0p6QNLNhbbVJF0s6Y78vGpul6RjJM2RdJOkLQt99s3H3yFp30L7VpJm5z7HSFK7axhjjOkd47ly+SGwU1PbocAlEbExcEneBtgZ2Dg/DgCOhSQogMOBrYFXAIcXhMWxwAcK/XYa4xrGGGN6xLgJl4i4AniwqXlX4OT8+mRgt0L7KZG4ClhF0trAjsDFEfFgRDwEXAzslPetFBFXRUQApzSdq9U1jDHG9Ihe21zWjIj78uv5wJr59TrAPYXj5ua2du1zW7S3u4Yxxpge0TeDfl5xRD+vIekASTMlzVywYMF4DsUYYxYrei1c7s8qLfLzA7l9HrBe4bh1c1u79nVbtLe7xggi4riImBERM6ZNm9bxmzLGGDOcXguXc4GGx9e+wDmF9n2y19g2wCNZtXURsIOkVbMhfwfgorzvUUnbZC+xfZrO1eoaxhhjesQS43ViSacBrwNWlzSX5PX1VeBnkvYH7gbekQ8/H3gTMAd4EtgPICIelPQl4Np83BcjouEkcCDJI21Z4IL8oM01jDHG9IhxEy4Rsfcou7ZvcWwAHxnlPCcCJ7Zonwls1qL9762uYYwxpnc4Qt8YY0ztWLgYY4ypHQsXY4wxtWPhYowxpnYsXIwxxtSOhYsxxpjasXAxxhhTOxYuxhhjasfCxRhjTO1YuBhjjKkdCxdjjDG1Y+FijDGmdixcjDHG1I6FizHGmNqxcDHGGFM7peu5SFoH2KDYJyKuGI9BGWOMGWxKCRdJRwDvBG4Fns3NAVi4GGOMGUHZlctuwCYR8fQ4jsUYY8wkoazN5U5gyfEciDHGmMlD2ZXLk8ANki4BFq1eIuKgcRmVMcaYgaascDk3P4wxxpgxKSVcIuJkSUsBL8xNt0fEM+M3LGOMMYNMKZuLpNcBdwDfBb4H/EnSdp1eVNLHJd0i6WZJp0laRtKGkq6WNEfST7MwQ9LSeXtO3j+9cJ7DcvvtknYstO+U2+ZIOrTTcRpjjOmMsgb9bwA7RMRrI2I7YEfgqE4umONlDgJmRMRmwFRgL+AI4KiI2Ah4CNg/d9kfeCi3H5WPQ9Kmud+LgZ2A70maKmkqSQjuDGwK7J2PNcYY0yPKCpclI+L2xkZE/InuvMeWAJaVtASwHHAf8AbgzLz/ZJL7M8CueZu8f3tJyu2nR8TTEXEXMAd4RX7MiYg7I+KfwOn5WNMnDjnkEPbZZx8OOeSQfg/FGNMjyhr0Z0o6Hvhx3n43MLOTC0bEPElfB/4K/AP4NTALeDgiFubD5gLr5NfrAPfkvgslPQI8L7dfVTh1sc89Te1btxqLpAOAAwDWX3/9Tt6OKcH8+fOZN29ev4dhjOkhZVcuHyZF5x+UH7fmtspIWpW0ktgQeD6wPEmt1XMi4riImBERM6ZNm9aPIRhjzKSkrLfY08A386Nb/h9wV0QsAJB0NrAtsIqkJfLqZV2gMdWdB6wHzM1qtJWBvxfaGxT7jNZujDGmB7RduUj6WX6eLemm5keH1/wrsI2k5bLtZHvSSugyYI98zL7AOfn1uXmbvP/SiIjcvlf2JtsQ2Bi4BrgW2Dh7ny1FMvo7RscYY3rIWCuXg/PzLnVdMCKulnQmcB2wELgeOA74FXC6pC/nthNylxOAH0maAzxIEhZExC1Z+N2az/ORiHgWQNJHgYtInmgnRsQtdY3fGGPM2LQVLhFxX355YER8qrgvZ0r+1MheYxMRhwOHNzXfSfL0aj72KWDPUc7zFeArLdrPB87vZGzGGGO6p6xB/40t2naucyDGGGMmD21XLpI+DBwIvKDJxrIi8PvxHJgxxpjBZSyby0+AC4D/AYppVB6LiAfHbVTGGGMGmrZqsYh4JCL+AhwNPBgRd0fE3cBCSS0DE40xxpiyNpdjgccL24/nNmOMMWYEZYWLcmwJABHxHOVTxxhjjFnMKF3mWNJBkpbMj4NJrsPGGGPMCMoKlw8BryKlUWkkgjxgvAZljDFmsCmbW+wBcmS8McYYMxalhIukk4Bobo+I99c+ImOMMQNPWaP8eYXXywBvA+6tfzjGGGMmA2XVYmcVtyWdBvxuXEZkjDFm4Clr0G9mY2CNOgdijDFm8lDW5vIYyeai/DyfDjMiG2OMmfyUVYutON4DMcYYM3kYKyvylu32R8R19Q7HGGPMZGCslcs38vMywAzgRpJqbHNgJvDK8RuaMcaYQWWsrMivj4jXA/cBW0bEjIjYCngZKVrfGGOMGUFZb7FNImJ2YyMibgb+dXyGZIwxZtApG0R5k6TjgR/n7XcDN7U53hgzYOx65kUj2p54/EkA7n38yZb7z9ljx3EflxlMygqX/YAPAwfn7StwPRdjjDGjUEotFhFPAd8FPgd8FvhObusISatIOlPSbZL+KOmVklaTdLGkO/LzqvlYSTpG0hxJNxU92CTtm4+/Q9K+hfatJM3OfY6RpE7HaowxpjplgyhfB5wM/IXkLbaepH0j4ooOr3s0cGFE7CFpKWA54L+ASyLiq5IOBQ4lBWruTMoIsDEp1f+xwNaSVgMOJ3mxBTBL0rkR8VA+5gPA1cD5wE7ABR2O1ZTkhFN2aNn+6GPP5ud5I47Zf59fj/u4jDG9p6xB/xvADhHx2ojYDtgROKqTC0paGdgOOAEgIv4ZEQ8Du5IEGPl5t/x6V+CUSFwFrCJp7TyGiyPiwSxQLgZ2yvtWioircvXMUwrnMsYY0wPKCpclI+L2xkZE/AlYssNrbggsAE6SdL2k4yUtD6wZEfflY+YDa+bX6wD3FPrPzW3t2ue2aDfGGNMjygqXWVkIvC4/fkAKouyEJYAtgWMj4mXAEyQV2CLyimNE/Zi6kXSApJmSZi5YsGC8L2eMMYsNVcoc3woclB+3krzHOmEuMDcirs7bZ5KEzf1ZpUV+fiDvnwesV+i/bm5r175ui/YRRMRxOTB0xrRp0zp8O8YYY5oZU7hImgrcGBHfjIjd8+OoiHi6kwtGxHzgHkmb5KbtScLqXKDh8bUvcE5+fS6wT/Ya2wZ4JKvPLgJ2kLRq9izbAbgo73tU0jbZS2yfwrmMMcb0gDG9xSLiWUm3S1o/Iv5a03X/HTg1e4rdSYqjmQL8TNL+wN3AO/Kx5wNvAuYAT+ZjiYgHJX0JuDYf98WIeDC/PhD4IbAsyUvMnmLGGNNDygZRrgrcIukako0EgIh4aycXjYgbSC7EzWzf4tgAPjLKeU4ETmzRPhPYrJOxGWOM6Z6ywuWz4zoKY4wxk4qx6rksQzLmbwTMBk6IiIW9GJgxxpjBZSyD/skk9dVsUqT8N9ofbowxxoytFts0Il4CIOkE4JrxH5IxxphBZ6yVyzONF1aHGWOMKctYK5ctJD2aXwtYNm+L5Mi10riOzhhjzEDSVrhExNReDcQYY8zkoWz6F2OMMaY0Fi7GGGNqx8LFGGNM7Vi4GGOMqR0LF2OMMbVj4WKMMaZ2LFyMMcbUjoWLMcaY2rFwMcYYUzsWLsYYY2rHwsUYY0ztlK1EaUzHLL/88GdjzOTHwsWMO2/YwflPjVncsFrMGGNM7Vi4GGOMqZ2+CRdJUyVdL+m8vL2hpKslzZH0U0lL5fal8/acvH964RyH5fbbJe1YaN8pt82RdGjP35wxxizm9HPlcjDwx8L2EcBREbER8BCwf27fH3gotx+Vj0PSpsBewIuBnYDvZYE1FfgusDOwKbB3PtYYY0yP6ItwkbQu8Gbg+Lwt4A3AmfmQk4Hd8utd8zZ5//b5+F2B0yPi6Yi4C5gDvCI/5kTEnRHxT+D0fKwxxpge0a+Vy7eAQ4Dn8vbzgIcjYmHengusk1+vA9wDkPc/ko9f1N7UZ7T2EUg6QNJMSTMXLFjQ5VsyxhjToOfCRdIuwAMRMavX124mIo6LiBkRMWPatGn9Ho4xxkwa+hHnsi3wVklvApYBVgKOBlaRtERenawLzMvHzwPWA+ZKWgJYGfh7ob1Bsc9o7cYYY3pAz1cuEXFYRKwbEdNJBvlLI+LdwGXAHvmwfYFz8utz8zZ5/6UREbl9r+xNtiGwMXANcC2wcfY+Wypf49wevDVjjDGZiRSh/yngdElfBq4HTsjtJwA/kjQHeJAkLIiIWyT9DLgVWAh8JCKeBZD0UeAiYCpwYkTc0tN3Yowxizl9FS4RcTlweX59J8nTq/mYp4A9R+n/FeArLdrPB86vcajGGGMq4Ah9Y4wxtWPhYowxpnYsXIwxxtSOhYsxxpjasXAxxhhTOxYuxhhjasfCxRhjTO1YuBhjjKkdCxdjjDG1Y+FijDGmdixcjDHG1I6FizHGmNqxcDHGGFM7Fi7GGGNqx8LFGGNM7UykYmETlkMOOYT58+ez1lprceSRR/Z7OMYYM+GxcCnB/PnzmTdvXr+HYYwxA4PVYsYYY2rHwsUYY0ztWC1mjDETlEG291q4GGPMBGWQ7b1WixljjKmdngsXSetJukzSrZJukXRwbl9N0sWS7sjPq+Z2STpG0hxJN0nasnCuffPxd0jat9C+laTZuc8xktTr92mMMYsz/Vi5LAQ+ERGbAtsAH5G0KXAocElEbAxckrcBdgY2zo8DgGMhCSPgcGBr4BXA4Q2BlI/5QKHfTj14X8YYYzI9Fy4RcV9EXJdfPwb8EVgH2BU4OR92MrBbfr0rcEokrgJWkbQ2sCNwcUQ8GBEPARcDO+V9K0XEVRERwCmFcxljjOkBfTXoS5oOvAy4GlgzIu7Lu+YDa+bX6wD3FLrNzW3t2ue2aG91/QNIqyHWX3/9Lt6JMcZ0x/yv3T2i7dmHFi56bt6/1ic36Mm4OqVvwkXSCsBZwMci4tGiWSQiQlKM9xgi4jjgOIAZM2YEwIJjfzziuGcfeWzRc/P+aR9+z3gP0xhjBo6+CBdJS5IEy6kRcXZuvl/S2hFxX1ZtPZDb5wHrFbqvm9vmAa9rar88t6/b4nhjBo5BjnMwizf98BYTcALwx4j4ZmHXuUDD42tf4JxC+z7Za2wb4JGsPrsI2EHSqtmQvwNwUd73qKRt8rX2KZzLmIGiEecwf/78fg/FmEr0Y+WyLfBeYLakG3LbfwFfBX4maX/gbuAded/5wJuAOcCTwH4AEfGgpC8B1+bjvhgRD+bXBwI/BJYFLsgPYxY7vPIx/aLnwiUifgeMFneyfYvjA/jIKOc6ETixRftMYLMuhmnMpGCQI7zNYOMIfWOMMbXj3GLGTBB2OeukEW1PPf4oAPc+/mjL/ee9fb9xH5fpH6svu/qw50HCwsWYScIuZ54xou2pxx8H4N7HH2+5/7w99hz3cZnOOezln+j3EDrGajFjjDG145VLCaYtt8KwZ2OMMe2xcCnBp7fbsd9DMIspWnGFYc+mt3Tryr04u4JbuBgzgVn6rSO88yuhFVcc9myq0a0r9+LsCm7hYswkZum37NJV/ykrrsxz+dmYKli4GGNGZdm3vGPsgwwAN//v/SPa/vnIs4uem/dv9sE1Rxw/mbBwMcZMWBZnm8WgY+FijJmw9NJmcclPFoxo+8djzy56bt6//bum9WRcg4qFizHGjBOrLT9t2PPihIWLMWZCcNDP7xnRtuDxhYuem/cf87b1Rhw/0TjwtYf1ewh9wxH6xhhjascrF2PMhGXJlVYf9txrVl5h2rBnUx4LFzPhscfQ4sv0XT/Z1+vvvfOn+3r9QcbCxUx4FucoZ2MGFQuXAcAzd2PMoGHhMoG44zu7tmy/57YneOCJ4JmH7x1xzMYfPacXQ+sJR5zeOkHoQ48tzM/zRhzzqb0uGvdxGbO40s3E1sLFGGNMS7pRSVu4DADPW34K8Fx+7j1Wyxkzsbn/W9dW7rPmx14+DiMZYtIKF0k7AUcDU4HjI+KrfR5Sxxy87bJ9vX6/DerLrigg8vNgYcFsBoEHvtNavfzsw08uem4+Zo2Ptq9zNSmFi6SpwHeBNwJzgWslnRsRt/Z3ZBObX5y4c8v2Jx79Z36eN+KY3d5/wbiPa6s3TR33a9TBm8/+1oi2p+fcRjzyBPc+/nDL/b/a/WPjPi5j+sGkFC7AK4A5EXEngKTTgV2BcRUu9x/735X7rPnh/xqHkdTLisunlUN6nrjs9/OdKvc56W0XjsNIjDGKiH6PoXYk7QHsFBH/lrffC2wdER9tOu4A4IC8uQlwe5vTrg78rYthuf/g9h/ksbu/+493/w0iYkQKg8m6cilFRBwHHFfmWEkzI2JGp9dy/8HtP8hjd3/371f/yZq4ch5QTJm6bm4zxhjTAyarcLkW2FjShpKWAvYCzu3zmIwxZrFhUqrFImKhpI8CF5FckU+MiFu6PG0p9Zn7T8r+gzx293f/vvSflAZ9Y4wx/WWyqsWMMcb0EQsXY4wxtWPhYowxpnYmpUF/MiBpCrBHRPys32PpBElLR8TTY7WN5/WBtwPTKfzOI+KLvbi+WXyR9LlW7Yvbb8/CZRQkvRD4JLABw29Ob6hwjs0ZeXM7u0zfiHhO0iHAQAoX4A/AliXa2iJpM2BTYJlGW0ScUqLrOcAjwCygVwLt28CoHjIRcVCPxrE7cASwBqD8iIhYqeJ5Ovrsc26/UyLi3VWuVyeSvkE9XqKd8ETh9TLALsAfe3VxSdsCn2fo3tX4/v+lV2MAC5d2nAF8H/gB8GzVzpJOBDYHbgGey80BlBIumf+T9J/ATyn8YCPiwRLX7+oGI2ka8AFGCsf3j9FvLWAdYFlJL8vXBVgJWK7MtQvnOhx4HekGdz6wM/A7oIxwWTciqicb646Z+Xlb0ph/mrf3pGJeO0kbA//DyJt7mRvEkcBbIqLjG1o3n31EPCtpA0lLRcQ/O7x+N+8f0s38OElLACcBp0XEIxWu3/ENOiK+0XSur5PCInrFCcDHSROrSveuOidIFi6jszAiju2i/zYRsWmXY3hnfv5IoS2AXtxgzgF+C/wf1X6gOwLvI2VF+Gah/TGgapbOPYAtgOsjYj9JawI/Ltn395JeEhGzq1wwz7oPioijKo6ViDg5n+PDwKsjYmHe/j7ps6zCScDhwFHA64H9KG8jvb8bwZLp5rMHuBO4UtK5DJ8YfXP0LsPo5v0TEccDx0vaJPe9SdKVwA8i4rISp+j4Bt2C5Uj/h17xSER0mq68tgmShUsTklbLL38p6UDg5xTUKmVWDZk/SNq0mzT/EbFhp33p/gazXER8qmqnfIM9WdLbI+KsLq4P8I+sHlwoaSXgAYan9RmBpNkkAbwEsJ+kO0nfX2PmufkY439W0t6km1qnrEpaqTV+KyvktiosGxGXSFJE3A18XtIsoKU+HxatVgFmSvop8AuG/3arrJorf/ZN/Dk/pgArVujXoPL7byZPFF6UH38DbgT+Q9IHI2KvMbp3fIMu/AYhBXFPA0rbWzpdtUlqqJwvk/Q1kpak+P1fN9a165wgWbiMZBbph9FQ53yysK/sqgGS+uAPkuZT4ebWTFW9d403mPMkvSkizq8y3sJ1zpL0ZuDFDB97FaPmTEmrkFSTs4DHSXabduxScaituFLSdxipjhzzz5n5KnC9pMtI3/t2JBVLFZ7OTh135GwT80hCqh1vKbx+EtihsF1VJdvJZz90sYgvVLhWKzp5/4uQdBTpt3Ap8N8RcU3edYSkdtnPG3R8g2b4b3AhaaK3sNzIgc5Xbd9o2i4mmwygtL2YGiZIjtAfJyTNAf4DmM2QzYU8Cyt7jpZ674jYo02fk9qcMkrYTB5jSLguT/pjPUN1m833SeqA1wPHk9Qs10TE/mX6tzjfdGCliLip5PEvAOZGxNOSXkeyf50SEQ+X6NtKbRIVnTnWArbOm1dHxPyyfXP/l5PsBqsAXwJWBo6IiKurnKcTJIlks7onb0+nwmef+1xGC9192c9wlPd/ZERcVXL8nwG+GRFPtNi/8lj2l05+AwWtR0vKaj0kzYqIrSTNjoiXFNvK9K8DSfuRJkTDJkiNlU0pIsKPFg+SjnHF/PozpBnMyyr0/0MNY5hNmrHcmLfXBC4u0W8q8PUurjsF2LbLsd/U9LwC8NsOzrMO8Kr8494O2K5kvxtIK/ONgD8BXwPO7+Hvp6NxF/pv1aJtl5J9jyTNOpcELgEWAO+p+tvr8v1vVXhsS7K/HdnDz7+r8Xd4zbtItqa7SHaavwF/z6/vqnCe3+f/4NnAR4G3AbdX6H9w/v5FmthdB+zQwftZi1RkcVdgrar9rRYbnc9GxBmSXg38P9LN6fsMzUbH4npJPwF+SY/13pHsBttWuE5z/+eyWuhlnZ4DeCo/Pynp+aQ/2dpVTiDpCJJTw60MGVUDuKJE9+ciJTDdHfh2RHxb0vVjXO89EfFjSf/Ran+UNEYXxt3sKVhm3A1+IGmfiLg5n3MvkoH5vBJ9d4iIQyS9DfgLsHu+dhWD/HWSXh4R11bos4iImNXUdKWka1oe3IIaQgG6Gn8eQyW1bmQbqaQfAD+PrFKWtDOwW4VLH0xa9R9EWrW9Adi3Qv/3R8TRknYEnge8F/gR8OsK54A0SV1A+vxfKOmFEVH6N2zhMjqNm9mbgeMi4leSvlyh/7IkodIvvfcN2VPnDIbbDcpe/xJJbwfOjjyNqcgv89i/Rpo5Bel9VGE3YJPoLPDymWyY34chW8SSY/RZPj93YoAushudj7vBHsCZkt4FvIb0PnZo32URjf/1m4EzIuKRpCmqxNbAuyXdTfr9VLIZNqmIppBWMCtXuH5XoQB0P/6Wat2S194mIj7Q2IiICyQdWXbgBYH4OMneUpXGl/0mkir4FlX8AdQxQbLNZRQknUcyIr6RFPj3D5LNYIs+jWc61WwOrWwvEWPYXAr9HyPdbBeSViGlbS7ZELtNRPw+by8NLBMV4gxyvwuAPSPi8Sr9ct9NgQ+R1JOnSdoQeEdEHFH1XB1cu+NxN53nhSSHjL8Cb4uIf5Ts91WSgPsH8AqS3eK8iCi76kbSBq3ao6TNUNJdDNnuFpJURV+MiN+V7N+xjSHfSF8DjBhrhfHfFBGbF55XAC6IiNeU6HsRybOqsVJ8N0ktumPJa3e1asv//XWADUnu5FOBy6t8ntnpYfNuJkgWLqMgaTlgJ5Lu9g5JawMviYhSS0tJywD7M3JZXermXjjPOoz8kVVRr/QFSddHRDdqNSSdRfpzXMJw1WKpQC5JywLrR0QZ76Bivw2Bf2dkAOlbS/bveNxNbqyQgmAfaZyn4srhkawiXZ5kPyztVCDpRxHx3rHa6qaw4jmIpAbuKBSgaAzvcBxXR8TWkq4iqRX/DtwSERuV6Lsaydtru9x0BfCFCmO/kbRqGxZj00LVOFr/KcBLgTsj4mFJzwPWKTsxzefoeoJktdgoRMSTkh4AXg3cQZp93VHhFD8CbiMFFX6RNHupFHfSjc2hDuEmaVVg46b+ZQVbt2o1SNVDO6ogKuktwNeBpYANJb2UNHMuIyB+QQqi+yUFT78KdDxuanClzhOjA4H1gQOA5wObUM5e0+DFTeecSlJtlR3DMnkMryb9Zn8LfD8inmrbsb5QgG5tLue1UOseX6ZjFiIHd3hd6D6AO0gepruQ7j3LU/gPl+RJkmq9o4kdeOUyKtkNeAZJd/7CbJQ+IyJKGcobM/fCsnpJkrfUNhXG0PHSVNIZJOH2LgrCLSJK/egl/RvpD7IuyfNqG5KKqezSvGO1Wh0oBdy9gaQOeFluuzkiNivR9+oqKqTxRNIaDBfufy3R56ekm/Q+EbFZFja/j4iXluh7GCmTwrKkGwyk7+6fJNvjYSXH/TNSVoaGauhdwCoRsWeZ/t0i6TbSxOgvdGBzaTpXJbWuUuqkQxg5sSv73/k83a3ajiVNit4QEf+aJ4m/joiXl+mfz9HSgSDsilyLW+ENpB/k9YW2myr0vyY/XwFsBqxOWqZWGcMFwAodjv/64phJxuyrKvSfTfpj3JC3X0RahfTyO9gYOJO0cruz8SjZ96ri51Dl+yPdCA8HXkmyt20JbNmLcRfO8VbSSvkJkr3iOZJapkzfmS3e+40Vr/8/XX53t5Zpa9O/21CADVo9Kr6HV+Xfwj6NR8l+vyZpDf4IvBY4kRSjVPa6d7V4lP79ANd1+/3X8bBabHT+GREhKQCy3roKx+UZw2dIKpIVKJm6QkPJ47pZmj6Tnx9WivKfT9Lfl+WpiHhKEkqp8m9TytNUmi7VatBdfqlbsqfVVKV0GgeR4gfK8BKS++YbGO4pU9YNtptxN/gSabX4f5FWwK8H3lOy7z+zvanx230BFTNDR8RhXdr7rpO0TeSgR0lbM5S3qgxdhQJExN2578YRcVJeTVSJ8P8R8ALSJLOoki6TNPV5EXGCpIMj4jfAbySVVs9Fd2mfIHlKTmXo+59GRfWuuk8cauHShp9J+l9gFUkfAN5PBVfaSInzIK1cqqa6bvwJZ9G57r4h3D5LReGWmZt1zr8ALpb0EC28b0ZjNLUa1VJQdJNf6t+BT5NuqqeRstJ+qeR19wT+JTrM6EsNebGAZyLi75KmSJoSEZdJ+lbJvocDFwLrSTqVFMT4vipvIHuc7UVnMUaQ7DO/l9RQ460P3N5wWIix1VNdhQIU1dokYb8kSUVXNv5rBrBp5Gl/RRoTu/uUYmXuBdpG7zejzktNABxDUqmtIekrJDfqz1S5PnVMkHq9VBqkB8kN+Wskw/AbK/atJUp2IjxIS/u3AktV6NO1Wo0uI5W7eL+/ANboon/X4yZlo14B+DZJOB5NspuU7f880o15F2D1Dt7D7cDSXXwGLdVSlFRPkZwP/pekUlwFWJoKqh26V2ufAazd4XvfhRTTsxkpfcos4K0V+h+e+91PusnPB86sOIYXkbKpfxT41w7ew6z8PLu5rezDBv1xQtKNEbGFUpTsh0gzhx9FxJjFsiT9LCLe0cItFSjnjqrWUeaPkH4gN5To32qm9VhEPNOivVX/ayPi5ZJuALaOlOPrloh48Vh9C+dozi+1EvC1aJNfStIvaV+PYkxvMUmXk3KRXctwdWRZV+SO82IVzrE8KU5lCskZY2Xgx9HGqKuhrLgtifKJNzt2RZW0UkQ8Osrvh3bjbzpPt6EA10TEKyRdFxFb5s/zD2P9dwq/nxVJ7rzX0MFvoBvy/34LkmDcQrncQUS8cYx+teQ2y+f6PcnT70xS8s95wFcjorRq3GqxJjSUuLElUd7bqZso2YZHVzduqTPy45eFc90EfEjSGRExVsTwdaRUMw+R3ssqwHxJ9wMfiLF97rtSq2Weyje3KpHKX8/Pu5NyIzW8lfYmzQTLcHjpEbYguo+wBvhcpJIHzwGNNOhHAO3KIDSy4i5D+u5vJH13m5NUra8c66I12Pt+QvqtNbsUQwlX4oZwyu/h8ty2Wh5DFZtNp2rtr499SGs0SnnjTEREWbVsp+UOip/5+gz/7/6VFFRZloPpLgWNVy6jIelLwH2keBWRZo9rR0RZo/xJdBkl23S+1YG/R8kvTNIVwJsaM0+lCONfkWaDs2KMQmZK+ZHOjIiL8vYOpJr0JwFHR7Vo79eSZt4XRgU7hqTfktQhPwROjWqVBGdGxIyx2sYD1VMi+7rmVa6yW3uJvmcDh0culJb195+PNtm0C33b3kCiiitqB0g6LyJ20fAI/8LlyxuUJb2RlDJHwEURcXGFvkdEUz2jVm1N+z/Ronl5kufY8yKilEOBpO+R3MH3Aj5BmqTcEBGlJioaJbdZRHywTP/aqKqLW1wetNDvtmpr038KyYV1lby9GilmpUzfbUiztrNJySNvJuldHwB2KnmO24AlC9tLA7fl19eX6D8iqyxDbs03tOm3UuH9Nj9WBaZW/B4aXitzSLaHUrYvklrqXwrbG5LifMr03Z3kBvwI8CgpXuPRKr8d4MOk1CuLsgOX7Pthkr3qCdJKs/G4i6QaKXOOES7LrdoqvJ9Vy/52m/p1lRm6nw+yO29TWxWbzYokVfhd5HLjHY5jetXPfpT/bqUs0cALSSu9X5PUYpcCl1Y5h9Vio/OEpHcDp5NmUHtTSABZgleSbsJPSHoPSdAcXbLvd0gzl5VJX+rOEXGVpBeRbrAXljjHqcDVks7J228BfpJ1z2WqY94n6VOk9w8pU8D92cWxnVtjO7UIwAqSfhARpUoeR9K3f4akEjkGeGlWL/5XtE/C+XHgcqVKlCKtIsrO3LotEd1NhPVPSPFN/wMcWmh/LMrrzG+SdDzDc1uVTv0Bi+xObyWtvGYBD0i6MiJaZoxu0b+j7BJ12Y2UsmEfQXK/FyWDeJUqMB4IvEBS8TNbEbiyxHVXI9VxejdJnbllRDxUZsyFc4z4DJTcye+OckXH7s3/meL3f2+VMdB94lCvXMaYMZxDqsmwgGQ7mF6h/02kH/QWwPUkz43flOx7Q+H1H5v2XV9hDDNIutODgRkV3//qJE+l6/Pj26RyrUsBG3XxuU5tfk9tjt2c5Ar5J+C75EBGUjqTu0v0Xzp//ltQwfMJuLLD99ZYoX2edINau9C2WofnXIOkP1+flCetTJ9lSML15/nxcVKEeZXrXp+f/42UFwuqzdw78jYjeUldRnJbf4Y0qZiVX5eukURa6XbiJbVy/u+fxnAPtzG/P5Jn6Z9JdrGOgp/zea4iZURovPenSTbQP1PC4zT/3o4u/HePrvr7o6JnWKuHbS7jRMFL5XPAvEhBVSP06O36Nr9utd2iby3eOk3nnAosH8nQWrbPdq3ao0IQpaTfkNy4z4ymjMCS3hsRPxqjf6clol9Lcgb4BRVq8YxiJyh0r2QveAupwNbzSerQDUhCubS3XTdkj6UdSLPvT0fEtWVtPrl/V4kPu7Eb5eOvjJKpmkbpX7mSqaTnSL+XhQx3CqpaxfVsUhDpLXl7U1IKp0NI7vwvrfp+yqKaEoeCvcVGRd0nfnxMKU/Te4HXKGUqLft5byHpUdKPctn8mrw9VgK6ZrVUA1Eh8Z9SobMPkZbE1wIrSTo6Ir5W8j0UEw4uQ7I/NPJ9lbn+VJJQbilASgiWw2lRIpr2EdZd1aCPoWJRUyJimOow/56q8GU6jNBXDdHVpJvZRaSy2tdK+heqJW7tNvHhJg3BkvvdLOlfx+pUmCDMVMqx9gs6K9Z3FjBD0kbAcSQtxk9I3p8tiYiqWRhG44UNwZLPe6ukF0XEnWUcTtVdbrO6EodauLSh26zG7yTlJdovIubnmXypFDIRMbXiWIt9d8nP3aaQ2DSvgN5NsgEcSvrhlRIuEVG8USNpPeBbZS8eKVX8epKWis4i5fdgKFZgv0aswBjX7NRtuJnjSa6vwKKYlXOB7Suco5sI/ZPoMro6Is4g6d0b23eSvAXL0k1maIDZHdqNupogFKhcybRGblFKPlm0d96qlECzTJzZqcBPSZPMD5FciBeUuXCdEyQLl9HZKCL2lLRrRJycZ/K/Lds5C5TLgHdJ+jHJa+Rb4zTWRdRlEAWWVMrkvBvwnYh4RjnPWofMBcaceTZxF6k87rkMr6ZZptxwp7ECKFUN/DIpiPFCkkrk4xFRtkzwPEnfi4gDlVLw/IrqVTgfVnIfvwI4Van8Q1mHkq7Tz3S7co/uXZb3A/6T5HG1kPQ9fL/EdeuaIHRSybQu3key2X0sb19J+iyeIU0WxqKr3GaZridIFi6j01HiR6UYh73z42+kGYQiosyPog66DqTL/C8pXfmNwBVKlQmr2FwawXiQZs0vIxklq/Dn/JhC9dLD3ZSI7qoGfUR8VtKRSqVytyJFNp9Vcfy7kkoVfJyhCP0vluz7dFbD3iHpo6To6tJJGzNdrdw7Vc1JWgL4b5JwuSc3r09yzy7ttSTpZODgho0kC/lvVFBr70ea9X8lIu5SKiDXVhVbF9m++A2G/stFytiwus5tRh0TpG49Aibrg+QlsyrJP/9O0sz3gyX6PQf8hoJHFRXTrdc0/rNJ6TIa25tRMT9Ri3MuUeHYffNjH5J68FU9fO8C1itsT6dCrABwc34+nhxXRIkYJ5IQajzeTspvdVyjrYfv/+UkYbIuSUV2FqnsdJVzXJ+fOy3Z8DvSLPcmkjPC50nF2sbqd1T+3FcstK2YP8ejq45/rLaJ+CAl17yY5CVZuWQDXeY2K5znSNJq8Vrg7VX7e+XSgjzrezSSf3rVrMa7kyJrL5N0IUlvWjbtS510ahB9T0T8WK1zk0HyYGrXf1dg3Yj4bt6+huTCHJIOiYgzy76BTg2TERGSzielzici/lL2mpnzlIpN/QP4cB7HWBUUYbi+H5Ib6JK5vYq+v5s4janAOyPiP+ku/Uy3JRs6Vc3tQjJoL1LBRsRjSvEnt1G+wuMUSavm/3DDC6r0/a6TlZdGTx1VtVDeCaQV67Ayx2XI3//GEXEeKQi4ksak4BABcDUpq/o1pP/v7lHeIcLCpRWRdPWHAD/roO8vgF9kHeWuJL3pGtlA9/MomXivBjoNpGs4HbRSQ5WxuRxCEq4NliKphlYgzaJLCxe6MEzSRZnbiDg0210aNeifIH2XY/XbL/+5D4qIo6pet4mOAjnzeF/d5bWhdT2iz1bo36lqLoqCpdD4bEWb3zeAPyhVZBXJweMrFfpXdoqIiKqq29F4JCIu6KRj/pz2Jo27E+qbILX4Hg2gVM+iYTMpGpM7iRNZlVQj5J0RUcVjqGOyQfbDJLUepBXYsTF2DfNG/20j4sqx2lr0uzYK5VQlfSciPppfXxXVyjzPioitVIivaD5/m75dlblVF/U0lDPyljm2zTk6jtPIE5l1SN5exd9uqRtDFgp7RETlyVXhHB1lhpb0C1IsxylN7e8B3hEVshIrxYc0VrmXRkSZzBSNvo3f3uyIeEmxrU2fujJCf5UUbHw2w92oy2YnOIokEJrvXVVtnl1h4TIKSgFxzUS7ZfFkQq0TJ44ZBCppTkRsNMq+P0fECyqM4aqI2EbSRaTUL/eS7EZjniM7IIwgq2jG6tsyRibKB/B1/eeWdDQdBHLmvie1aI4ob8xGPUry2eK665Buqv8gqYUgOaYsC7wtIuaVPM/6rdoj4q8l+1dOOa+akm5mL9MWQy+X+LTb/vkc3cb5WbhMViRtSzKibsDwzLxjeeu8kpRs8GMMX1qvRPpzbzFG/1NJ2Z9/0NT+QeB1EbF3hfewC8n9ez1S+pmVSKlIRo2fkLQGKS/bRiQPo/+JCpkF8jk6qqdR6F/Hn7sjAZHtQxsAc6JNNHmJ63e0cldyGx+VsisPSW8g3dgAbo2IS8r0K/Qv1kJalpS49PYomeGg05XXREDS6hHxty7PcQbJxvUuCt6CEVHW5mXh0oxSre/jSPWzZwPvr6r3nghktdAIo2BE/H2Mfq8lzdo/xPC4gseAX0ZE2yjtfHP/BUP5kCDZXJYmpf0uW1OlI7ITxSySGnAXktfR+yqeo1FoahZJ3/4Y6Y/1orrHO8r1pwJHZKN8lX7/RnLj/TPpZnpAO0E8xrk6WrlLWkByIT6NZBAe5swSKe6i5yjFfx0YEf/Wo+ttTvJSLE7sqjh0vJmRq4a2ruhKKYNOJDljPEdSI/6+0sCHznV9pMwQN0XE5koxb7+tota2QX8k3yUFLF1Bygr7LZKv/6DRkVEwhoKu/hFNBcUk7ckYKUAi4gHgVU0zz19FxKVlx6DhMTKtrtEuhcjaEfHp/PoiSZ3ombuJkQE6uzkUjns2rzyr8jHgxRGxQCldy6l0GCUfnWd4WItUHnxv0qz3V8BpUUhn0g8i4ro8cWyLpG9FxMfUuqJpAA8C/9tuBSPpRFJc2S0MZRAvbQxXio9ajjSxOZ7kjHBNia5fAV4TEbfl93okKU9eJ3TrLeiVSzPNdoUydoaJSA1GwY5sLnWg4QWrvkBTZchoE/0t6UbSyqsxY76suN1OrSNpyWgq4yxpOkkd91hEtJrNtzpPy5tDROxfpn8+R2WjfN2/3W6cGnL/pUlC5mskdeZ3Oh1LVTTclX4KqeTF8yKi7URR0lYRMSuv4FuxOvClaFNsT9Kt7faPRWG10HheAbggIl4zRr/avv+8Cj6L5M7/Q7K3YET8b9lzeOUyklU03Nd72HaVpW2faczSikbZYIzEkUpV694ErCPpmMKulUhpOMadovCQ9LF2wqQFK5NWG0V1TEOgjpV47xxJu0Uhl1lE/EXSFiQhNb3kGF5VuDl8QdI3SPnZqrAM8HeGf19jzX7XbfrOhm2PseIbxmhODbRP/NnouzTwZpJgmU5yxvh52WvXRNEteCFpBTVmloTI5bvbqe8kjZXr7g+SNo0K3mlNNDKAPynp+aTfwdol+q3RJFSHbUe5tEkNb8FO4/wWYeEykt8w3Ne7uF3Jz7ufROfpZu4lpYl5K0PeOpDsDh/vdlwdUGlpHRHTu7jWdcAFkt4SEU8CKKVb/xGFPEsl6PTmsIjoLEfWJ5u2Z7U8qhyVE38CSDqFFBl+Pmm1cnMXY+iYiPhCN/3VJogyIn45RvdTSAJmPklrUMkNnhTEuwppxXcd6T9wfIl+P2C4UG3eLkV0EedXxGqxSUw3ev9WKqJ+0Gu1pFIFvx1JM/UdSDa33SNiZoVzfJbk3bY9yYYXwPERUToIsQ5X0G7o1KlBqaZJQ403ouRDlI9S74hRbCWLqOCt9juGgijfQg6ijIgxk39KmkOqRjmbQtXWKOEG3+JcS5MKvT1StW83dOotWMQrl0lKF0bBBtMldVsTpCM0PI3Gchpez2Zcb1AR8WVJTzKkWntDRMypeI4v5ZdnSTqPzm4O3ZZ86JaOnBqivpomnfL1/Lw7ybmgsdraG6jiqdhNZukFnXjpNanjm/f1WiX/zvz8kUJbpXouXrlMUjo1Chb6dzxzG1QKs16RkgfOIXnJAOVnvflcr2KkK2oVY3jXrqB10XBqiIgy6YMmBGoRBNqqrU3/ykGUhb7fI8XH/JJqlUxbxTYVuvdm1VoXXrlMXrrV+3ddE6QfaJTUGw3GWNZ/fZTXVcfwI1Kc1A0MxRgFJYzhBbp2Be0WpWj5RUG4kraLCmWq+8zykv4lUpEzlFLmlyrWlzmYtPI/iBRE+QZShu8yLEsSKlUrmXZdi0Y1pO4pnKsrb0ELlzZ0++H2mU6Ngg3qqAnSD5rLtBZpu6xv5yFUkRmkSp7dqAU6ThxZh71G0hHkCogMF5CDIlw+Dlwu6U7Sb2ED4INlO8dQwtPHgf2UAlv3IgWGjtW3KyGRnSf+G3h+ROyslCPtlRFxQolr12OM78JbcNE5rBZrzWgfbpTMLzWR6MQoqAFOf9FvlFJnHBQR93XQd72IuGeUfbtESqVe5vrdpe6QbifVwHl6zIMnKPl333BAuK3Me1GqWvoRUozRuaS6Kh8BPkGqbTNmduxuhbukC0hZmT8dKf3QEiSvvZeU7N+1MV5dpkACC5dRqePD7Tfd6v0HnTzz35jhf/Bxm3kXbDYrAi8lOVAUXVHHtNkope3ZKZpq0EjaD/hMlEva2bW9Jt/g9oyIMpUPJxySWqqwxvr9SzoHeIjkvLA9Q/V0Do6IG0peuyPhLmmJiFionPm78T3mfTdExEtLXr/rpLudegsWsVpsdDquwT4R6Fbvr1Su+ZOMTHxZOvliP1GKMD6YVI3xBmAb0g1jPMf/dYa83FR4XYX/AH4t6c2R87hJOox0oyqbyqNje42GUu88Cdwg6RKGG6VLB2L2mWJZhmVIguI6xv79/0sMpdg/HrgPWD9KlKpoCAdSFdo9Je0aESdL+gkpAetYXEPKJPCEpOeRfz+StiEV/ipFdJ66p0jXKZAsXEan6w+3z3Sr9z+DlLjyB1SshjdBOJh0g7kqIl4v6UUkPfao1BAjcR5D9p5mu89Tkv5MUnWMmuE3Is6X9DQpmHM3UrntVwDbRa6qWIKGveazVC/01YjnmUWHeckmAhHx78Xt/F8+vUTXRbFdkXK8zS0jWDIN4dCpcG/8Xv6D9Nm/QNKVpEquldTx3dqLI+LA/PL7SslgK3sLWi3WAkkileq9J29PZ/BcMTvW++f+bQsjTXQKqoUbgK0j4mlJt0SblOsayifVMkYiIjrOUJANwpsBp0bEZiWOfw0pZcrvSdlty97gkDQ1IgZxQjBuZNXgzWO5Ekt6liE7hUieX09SIsZKOeBXHeblkjSXoTLiU0iZxEVaOT4b5dO3dG0vlnRJNBU2bNXWDq9cWhDRdQ32vtGk979VqYZ9Ua3RdvZdcOX9paQDSTe4Yv/KlTj7xNw8W/0FcLGkh4C2EdINbzFJ32iKh/ilpNIR+qOc+1ngxqx2GhUNBZCKdHPZHnggT3ja3twK3CHpLOCk6DC/lTqoIT+RaFqFTiG9jzE9qCJiaheXLebyaniMfTc/l3GDnkoSRM2ejstVHEdHqXtgkTPCcsDqefXbGMtKJCeH0li4jE7HNdj7zLnAmozU8b6GpD8ei2ZX3mK+qkoRuv0kIt6WX35eqXjXysCFJbt3GyPRblxtZ69RTx32LUhus8dnd/ITgdOjWtG0yjXkJxjFOKWFwN0RMXecrzmacIBy9rf7omR6pjHoxl78QVLphuczPAHso0ClrNZWi41C9trZiDTbrVyDvV8opRs5LCJmN7W/BPjviHhL656Tj6yKWpPhDgljlrmVtBOpYNywGImIuGichjpuZFXfT0gu5WeS0sWPmc5GHdSQnwjkmfeHGKpEekI2svfi2t2WOFjkHdblOL5Hqsa6F8mF+nHghqgQfyPpoIg4pqlt6Squ6RYuo6AuarD3k4atYZR9i24UJc81sK7Mkv6dNPO+n0LBprKTA3UQIzFRyEL1zaTVxnRSnrJTSavX/46IF5Y4R8fpT/qJpJ+SDOq/Jdka7h7LBbjGa3clHCStVrfauVN7cStBWVV4Wi02ChFxd6uZ7wCwSpt9y5Y9SbeuzBOAg4FNYoyyzm3YiiHBuoVS4sBBee93kOrPfC2Gl7k9U9J2Jc/RKv3Jvm17TAw2Lay0TqBastZuKW3sbkVdgqVoeG/Yi8sa4yWtRbKtLKtUGrrBSlS0/QzSTbOnjDbzJZUvncjMlPSBiPhBsTF7sFSp71FHCpN+cg8VYgOKTALBunmMEvxYNk4lmtKf1DWwHlB0JV6Y/CB6Q7+dXWoyxu8IvI8UH1a0Wz1GUrWVH8/g3jvGF6WaDFt3MfPtC9kz5OfAPxkSJjOApYC3RcT80fo2nacrV+Z+UfDWeTGwCakCYdHbbUx3Tkl/ZIAFq6RpwAcYqdIcM/2IpLaxLSViffpKN67Eg46kgxkyxs9juDH+B1GizLSkTzQ1BbCA5Mpcqsx3A69cRqfjmW8/iYj7gVdJej0prgLgVxFxaZn+3boyTwAa3lZ/zY+l8qMKN5PiXAZKsBY4h2Rz+D+qB8C+kvTbP42UpLF3U/8a6NKVeKCJiKOBo0czxpc8TavktBsAn5b0+YgoE4iarjmgk7Nxo46Z7yAj6QO0cWWOEplZB53suvxShnKDAQMhWIFqeaha9J0KvJEUOLo56fd/WkTcUt8IzXhShzG+xTlXA/7PBv3uqGPmO8jsSmtX5gdJ6VMGQrhIupiUePHhvL0qKdZjxxLdPz+OQ+sF50l6U0ScX7VjDva8ELgwz3b3JqWu/0IZtYrpH03G+Jcx3OZSNRBzGBHxoCoasCxcmoiIL/R7DH1mzWbBAhARs7Nb46AwrSFYACLiIUmlkjdGfXVdekpTdP9/KeUoe4aK9oYsVN5MEizTgWNIdjwzsSka44salkepaIxvJqvZy+a2AyxcRqDukxcOOqu02VfalXkC8Kyk9RtBkzluqZQOWCkL7beBfyWtWqcCT0x0Y3Ad0f2STiHZ6s4HvhARN3c9MNMTIuJk4GRJb4+Iszo5h1Kpkeb/yWrAvZSvxJnOZZvLcDSOyQsHAUmnAZeO4sr8xoh4Z39GVo1ClP1vSDP31wAHlImyz3nE9iJlhp5B+lO9MCIOG78Rd09TXMIIIuK6Eud4jiFvq+LNYdJ7Ww06BXtxgyAVDSvt6dUieDyAv0fEE62Ob3suC5fWSJoZw5MXtmybbNTlyjwRkLQ6qY4LpNT7fyvZb2ZEzFAutpXbaknNMZ5kRwRIiSZnADeShMLmwMyIeGW/xmbGH6VsyM2sRlKXVfL0qgOrxUZn3JIXTmS6dWWeYDxLStq3DLBpjrIvU4nySUlLkYplHUlySZ7wSRsj4vUAks4GtmzYzpRqe3y+j0MzPWA0e3HD04ty9WxqwyuXUZhMyQsXRzRKJcooUUkzqwbuJ63WPk7KqPy9MgkfJwJqUbemVZtZfOjHytvCpQ2DnLxwcScbJhuVKF+qXIkyInbv89DGnWw3e4Ihe+G7gRUiYu/+jcr0i6yF+GyZiVWdWC3WnkFOXri481REPCWpkSr8NkkTOqNvjewHfJi0cgO4Aji2f8MxvaBOT69axuOVS2tGS15YNvGf6S+Sfk66yX6MlNH3IWDJiHhTP8dlzHhRp6dXLeOxcGnNoCcvNENk9/KVgQsj4p/9Hs94owEvUWwmB1aLjc6gJy9c7MkpX9YjpQt/jOT9VibW4zJaBFz2WmfdBYNeothMAixcRmd1BjMrsAEkfYmUCuNOhtfjKSMg/rPwehng7aQ67IPCshFxiSRFqpz6eUmzgM/1e2Bm8cHCZXQ+3+8BmK54B/CCTtRgEdFcVO3KPMkYFJ6WNAW4Q9JHSbU9WqVSN2bcsHAZhebkhZJeTUoBM5BJDRdDbiblSXugasccdNZgCslrcOV6htUTBrVEsZlE2KDfhpy2+l3AnsBdwFlOOz4YSJpBKpp1MxXVmpLuYii78ELSd//FiPjd+IzWmMmHVy5NSHohaYWyNynp209JQvj1fR2YqcrJwBHAbIZsLqWIiA3HZUTjzKCXKDaTC69cmshZYX8L7N9I9yHpTrtxDhaSro2Il3fYdyqpnsl0htegn9BVSCUtoE2J4kGtU2MGE69cRrI7Kd36ZZIuJCV7G6g64gaA30r6H+BchqvFxnRFBn4JPEUHq54+sxZDJYrfhUsUmz7ilcsoSFqeVPJ3b5JB9BTg5xHx674OzJSikH6+SJRMXLko1f6gUihR/DVS0S/bCk1PsXApQQ7G2xN4Z0Rs3+/xmPFF0hHAJYM4kWhRovhc4MSImNfPcZnFDwsXM6mQ9J6I+HGLqnxAObuJpLeRMgpPoYMa9P2iqUTx6S5RbPqJbS5mstEo6NZNPflvAq8EZg9Ybrn3kFLtHwwcJC0yFQ6EcDSTC69cjGlC0hXA6yJikIz5xkwovHIxkwpJx7TbX7Jkwp3A5ZIuYLin2YR2RTZmImHhYiYbxbxgXyBlB67KXfmxVH4YYypitZiZtPSjbrgxJuGVi5nMdDRzynnJPg1swPAI/YGOfTGml1i4GDOSU4FPMngR+sZMGCxczKRC0mMMrViWk/RoYxfl3XEXRETbJJDGmPbY5mJME5K2J0W4X8Jwb7Gz+zYoYwYMr1yMGcl+wIuAJRleItnCxZiSeOViTBOSbo+ITfo9DmMGmSn9HoAxE5DfS9q034MwZpDxysWYJiT9EXgBKZDyaYacAeyKbExJLFyMaULSBq3aI+LuXo/FmEHFBn1jmmgIEUlrAMv0eTjGDCS2uRjThKS3SrqDpBb7DfAX4IK+DsqYAcPCxZiRfAnYBvhTRGwIbA9c1d8hGTNYWLgYM5JnIuLvwBRJUyLiMmBGvwdlzCBhm4sxI3lY0grAb4FTJT1AqvBojCmJvcWMaULScsBTJBfk9wArAadGxIN9HZgxA4SFizGZpqSXi5rz81PAn4FPR8QlPR2YMQOIhYsxJZA0FdiMtILZrN/jMWaiY4O+MSWIiGcj4kbg2/0eizGDgFcuxhhjascrF2OMMbVj4WKMMaZ2LFyMMcbUjoWLMRWR9GlJt0i6SdINkraW9LEcHzNW31LHjdL3ckkzC9szJF3eybmMGW8sXIypgKRXArsAW+b6Lv8PuAf4GFBGaJQ9bjTWkLRzF/2N6QkWLsZUY23gbxHxNEBE/A3YA3g+cJmkywAkHStpZl7hfCG3HdTiuB0k/UHSdZLOyGln2vE14NPNjZKmS/ptPs91kl6V218n6TeSzpF0p6SvSnq3pGskzZb0gnzcNElnSbo2P7at48MyizER4YcffpR8ACsANwB/Ar4HvDa3/wVYvXDcavl5KnA5sHnzccDqwBXA8nn7U8Dn2lz7clICzUuB1+fXl+d9ywHL5NcbAzPz69cBD5OE4tLAPOALed/BwLfy658Ar86v1wf+2O/P2o/BfjhxpTEViIjHJW0FvIZ0g/+ppENbHPoOSQeQksOuDWwK3NR0zDa5/UpJAEsBfygxjC8DnyEJowZLAt+R9FLgWeCFhX3XRsR9AJL+DPw6t8/O7wGSem/TPA6AlSStEBGPlxiPMSOwcDGmIhHxLGkVcbmk2cC+xf2SNgT+E3h5RDwk6Ye0rmgp4OKI2Lvi9S+V9GWScGrwceB+YAuSuvupwr6nC6+fK2w/x9A9YAqwTUQU+xnTMba5GFMBSZtI2rjQ9FLgbuAxYMXcthIpRf8jktYEigb44nFXAdtK2iife3lJxRVHO74MHFLYXhm4LyKeA95LUsdV4dfAvzc28grImI7xysWYaqwAfFvSKsBCYA5wALA3cKGkeyPi9ZKuB24jeZJdWeh/XNNx7wNOk7R03v8Zkj2nLRFxvqQFhabvAWdJ2ge4kOr1Zw4CvivpJtJ94QrgQxXPYcwinFvMGGNM7VgtZowxpnasFjNmgiHp58CGTc2fioiL+jEeYzrBajFjjDG1Y7WYMcaY2rFwMcYYUzsWLsYYY2rHwsUYY0zt/H8mJuqtUBl7YAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Production\",data = onion_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 401
    },
    "id": "V9Wize5Eq7EZ",
    "outputId": "f4f88ea3-55c8-4e4d-bec5-f6259aaaf21d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1995. , 1997.5, 2000. , 2002.5, 2005. , 2007.5, 2010. , 2012.5,\n",
       "        2015. ]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\"Crop_Year\",\"Yield\",data=onion_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "DwV8pMFbp2Cl",
    "outputId": "6123f337-fef6-4a8c-d139-c8a71e05fc34"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-10000.,      0.,  10000.,  20000.,  30000.,  40000.,  50000.,\n",
       "         60000.,  70000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=onion_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pLC5e4B0uCwt"
   },
   "source": [
    "Observations :\n",
    "\n",
    "1. Onion is a Rabi crop.\n",
    "2. Gujrat and Maharastra are the major onion-producing states.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eguX52c40Fdp"
   },
   "source": [
    "<B> 6. MAIZE </B>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 470
    },
    "id": "doOjmJstrxBd",
    "outputId": "81f9f9f8-adec-4227-d99a-6c4f47306c6f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Maize</td>\n",
       "      <td>3.84</td>\n",
       "      <td>18.22</td>\n",
       "      <td>4.744792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NORTH AND MIDDLE ANDAMAN</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Maize</td>\n",
       "      <td>86.70</td>\n",
       "      <td>96.40</td>\n",
       "      <td>1.111880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>SOUTH ANDAMANS</td>\n",
       "      <td>2010</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Maize</td>\n",
       "      <td>73.00</td>\n",
       "      <td>253.00</td>\n",
       "      <td>3.465753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1997</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Maize</td>\n",
       "      <td>2800.00</td>\n",
       "      <td>4900.00</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>ANANTAPUR</td>\n",
       "      <td>1997</td>\n",
       "      <td>Rabi</td>\n",
       "      <td>Maize</td>\n",
       "      <td>600.00</td>\n",
       "      <td>2400.00</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246013</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2012</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Maize</td>\n",
       "      <td>290.00</td>\n",
       "      <td>476.00</td>\n",
       "      <td>1.641379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246020</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Autumn</td>\n",
       "      <td>Maize</td>\n",
       "      <td>6189.00</td>\n",
       "      <td>10665.00</td>\n",
       "      <td>1.723219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246048</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2013</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Maize</td>\n",
       "      <td>325.00</td>\n",
       "      <td>522.00</td>\n",
       "      <td>1.606154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246056</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Autumn</td>\n",
       "      <td>Maize</td>\n",
       "      <td>6317.00</td>\n",
       "      <td>13337.00</td>\n",
       "      <td>2.111287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246085</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Maize</td>\n",
       "      <td>325.00</td>\n",
       "      <td>2039.00</td>\n",
       "      <td>6.273846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13787 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name             District_Name  Crop_Year  \\\n",
       "71      Andaman and Nicobar Islands                  NICOBARS       2010   \n",
       "120     Andaman and Nicobar Islands  NORTH AND MIDDLE ANDAMAN       2010   \n",
       "194     Andaman and Nicobar Islands            SOUTH ANDAMANS       2010   \n",
       "212                  Andhra Pradesh                 ANANTAPUR       1997   \n",
       "226                  Andhra Pradesh                 ANANTAPUR       1997   \n",
       "...                             ...                       ...        ...   \n",
       "246013                  West Bengal                   PURULIA       2012   \n",
       "246020                  West Bengal                   PURULIA       2013   \n",
       "246048                  West Bengal                   PURULIA       2013   \n",
       "246056                  West Bengal                   PURULIA       2014   \n",
       "246085                  West Bengal                   PURULIA       2014   \n",
       "\n",
       "             Season   Crop     Area  Production     Yield  \n",
       "71      Rabi         Maize     3.84       18.22  4.744792  \n",
       "120     Rabi         Maize    86.70       96.40  1.111880  \n",
       "194     Rabi         Maize    73.00      253.00  3.465753  \n",
       "212     Kharif       Maize  2800.00     4900.00  1.750000  \n",
       "226     Rabi         Maize   600.00     2400.00  4.000000  \n",
       "...             ...    ...      ...         ...       ...  \n",
       "246013  Summer       Maize   290.00      476.00  1.641379  \n",
       "246020  Autumn       Maize  6189.00    10665.00  1.723219  \n",
       "246048  Summer       Maize   325.00      522.00  1.606154  \n",
       "246056  Autumn       Maize  6317.00    13337.00  2.111287  \n",
       "246085  Summer       Maize   325.00     2039.00  6.273846  \n",
       "\n",
       "[13787 rows x 8 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maize_data = crop_data[crop_data[\"Crop\"]==\"Maize\"]\n",
    "maize_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 356
    },
    "id": "5NUnxWyar_xF",
    "outputId": "ade21f07-5cf1-436a-fb28-900f47cebdb2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Season', ylabel='Yield'>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"Season\",\"Yield\",data = maize_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 535
    },
    "id": "6x5p6dSDr6P-",
    "outputId": "9f074cd1-448b-4b48-fe95-363361c6226e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]),\n",
       " [Text(0, 0, 'Andaman and Nicobar Islands'),\n",
       "  Text(1, 0, 'Andhra Pradesh'),\n",
       "  Text(2, 0, 'Arunachal Pradesh'),\n",
       "  Text(3, 0, 'Assam'),\n",
       "  Text(4, 0, 'Bihar'),\n",
       "  Text(5, 0, 'Chandigarh'),\n",
       "  Text(6, 0, 'Chhattisgarh'),\n",
       "  Text(7, 0, 'Dadra and Nagar Haveli'),\n",
       "  Text(8, 0, 'Gujarat'),\n",
       "  Text(9, 0, 'Haryana'),\n",
       "  Text(10, 0, 'Himachal Pradesh'),\n",
       "  Text(11, 0, 'Jammu and Kashmir '),\n",
       "  Text(12, 0, 'Jharkhand'),\n",
       "  Text(13, 0, 'Karnataka'),\n",
       "  Text(14, 0, 'Kerala'),\n",
       "  Text(15, 0, 'Madhya Pradesh'),\n",
       "  Text(16, 0, 'Maharashtra'),\n",
       "  Text(17, 0, 'Manipur'),\n",
       "  Text(18, 0, 'Meghalaya'),\n",
       "  Text(19, 0, 'Mizoram'),\n",
       "  Text(20, 0, 'Nagaland'),\n",
       "  Text(21, 0, 'Odisha'),\n",
       "  Text(22, 0, 'Punjab'),\n",
       "  Text(23, 0, 'Rajasthan'),\n",
       "  Text(24, 0, 'Sikkim'),\n",
       "  Text(25, 0, 'Tamil Nadu'),\n",
       "  Text(26, 0, 'Telangana '),\n",
       "  Text(27, 0, 'Tripura'),\n",
       "  Text(28, 0, 'Uttar Pradesh'),\n",
       "  Text(29, 0, 'Uttarakhand'),\n",
       "  Text(30, 0, 'West Bengal')])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\"State_Name\",\"Production\",data = maize_data)\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 401
    },
    "id": "C_NgH2_FtKfs",
    "outputId": "8bdf9c50-a5e4-42c5-d863-82f69ea464d8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1995. , 1997.5, 2000. , 2002.5, 2005. , 2007.5, 2010. , 2012.5,\n",
       "        2015. , 2017.5]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\"Crop_Year\",\"Yield\",data=maize_data)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "id": "ygE_8PGOtdHf",
    "outputId": "7762e912-c054-4949-8dc2-365643252591"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-50000.,      0.,  50000., 100000., 150000., 200000., 250000.]),\n",
       " [Text(0.0, 0, '0.0'),\n",
       "  Text(0.2, 0, '0.2'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.6000000000000001, 0, '0.6'),\n",
       "  Text(0.8, 0, '0.8'),\n",
       "  Text(1.0, 0, '1.0'),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Area\",\"Production\",data=maize_data,kind=\"reg\")\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "F-VZCtfqt3Mh"
   },
   "source": [
    "Observations Obtained - \n",
    "\n",
    "1. Maize is produced in the autumn season\n",
    "2. Telangana is the major maize-producing states.\n",
    "3. There was a sudden decline in maize production from the year 2000.\n"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "CropYieldPrediction.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}