{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9d4cfdea",
   "metadata": {},
   "source": [
    "## Use Different scales on rainfall prediction dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "87d60140",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8371df74",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dist=pd.read_csv(\"district wise rainfall normal.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "61de3bc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATE_UT_NAME</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>JAN</th>\n",
       "      <th>FEB</th>\n",
       "      <th>MAR</th>\n",
       "      <th>APR</th>\n",
       "      <th>MAY</th>\n",
       "      <th>JUN</th>\n",
       "      <th>JUL</th>\n",
       "      <th>AUG</th>\n",
       "      <th>SEP</th>\n",
       "      <th>OCT</th>\n",
       "      <th>NOV</th>\n",
       "      <th>DEC</th>\n",
       "      <th>ANNUAL</th>\n",
       "      <th>Jan-Feb</th>\n",
       "      <th>Mar-May</th>\n",
       "      <th>Jun-Sep</th>\n",
       "      <th>Oct-Dec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ANDAMAN And NICOBAR ISLANDS</td>\n",
       "      <td>NICOBAR</td>\n",
       "      <td>107.3</td>\n",
       "      <td>57.9</td>\n",
       "      <td>65.2</td>\n",
       "      <td>117.0</td>\n",
       "      <td>358.5</td>\n",
       "      <td>295.5</td>\n",
       "      <td>285.0</td>\n",
       "      <td>271.9</td>\n",
       "      <td>354.8</td>\n",
       "      <td>326.0</td>\n",
       "      <td>315.2</td>\n",
       "      <td>250.9</td>\n",
       "      <td>2805.2</td>\n",
       "      <td>165.2</td>\n",
       "      <td>540.7</td>\n",
       "      <td>1207.2</td>\n",
       "      <td>892.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ANDAMAN And NICOBAR ISLANDS</td>\n",
       "      <td>SOUTH ANDAMAN</td>\n",
       "      <td>43.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>18.6</td>\n",
       "      <td>90.5</td>\n",
       "      <td>374.4</td>\n",
       "      <td>457.2</td>\n",
       "      <td>421.3</td>\n",
       "      <td>423.1</td>\n",
       "      <td>455.6</td>\n",
       "      <td>301.2</td>\n",
       "      <td>275.8</td>\n",
       "      <td>128.3</td>\n",
       "      <td>3015.7</td>\n",
       "      <td>69.7</td>\n",
       "      <td>483.5</td>\n",
       "      <td>1757.2</td>\n",
       "      <td>705.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ANDAMAN And NICOBAR ISLANDS</td>\n",
       "      <td>N &amp; M ANDAMAN</td>\n",
       "      <td>32.7</td>\n",
       "      <td>15.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>53.4</td>\n",
       "      <td>343.6</td>\n",
       "      <td>503.3</td>\n",
       "      <td>465.4</td>\n",
       "      <td>460.9</td>\n",
       "      <td>454.8</td>\n",
       "      <td>276.1</td>\n",
       "      <td>198.6</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2913.3</td>\n",
       "      <td>48.6</td>\n",
       "      <td>405.6</td>\n",
       "      <td>1884.4</td>\n",
       "      <td>574.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ARUNACHAL PRADESH</td>\n",
       "      <td>LOHIT</td>\n",
       "      <td>42.2</td>\n",
       "      <td>80.8</td>\n",
       "      <td>176.4</td>\n",
       "      <td>358.5</td>\n",
       "      <td>306.4</td>\n",
       "      <td>447.0</td>\n",
       "      <td>660.1</td>\n",
       "      <td>427.8</td>\n",
       "      <td>313.6</td>\n",
       "      <td>167.1</td>\n",
       "      <td>34.1</td>\n",
       "      <td>29.8</td>\n",
       "      <td>3043.8</td>\n",
       "      <td>123.0</td>\n",
       "      <td>841.3</td>\n",
       "      <td>1848.5</td>\n",
       "      <td>231.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ARUNACHAL PRADESH</td>\n",
       "      <td>EAST SIANG</td>\n",
       "      <td>33.3</td>\n",
       "      <td>79.5</td>\n",
       "      <td>105.9</td>\n",
       "      <td>216.5</td>\n",
       "      <td>323.0</td>\n",
       "      <td>738.3</td>\n",
       "      <td>990.9</td>\n",
       "      <td>711.2</td>\n",
       "      <td>568.0</td>\n",
       "      <td>206.9</td>\n",
       "      <td>29.5</td>\n",
       "      <td>31.7</td>\n",
       "      <td>4034.7</td>\n",
       "      <td>112.8</td>\n",
       "      <td>645.4</td>\n",
       "      <td>3008.4</td>\n",
       "      <td>268.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 STATE_UT_NAME       DISTRICT    JAN   FEB    MAR    APR  \\\n",
       "0  ANDAMAN And NICOBAR ISLANDS        NICOBAR  107.3  57.9   65.2  117.0   \n",
       "1  ANDAMAN And NICOBAR ISLANDS  SOUTH ANDAMAN   43.7  26.0   18.6   90.5   \n",
       "2  ANDAMAN And NICOBAR ISLANDS  N & M ANDAMAN   32.7  15.9    8.6   53.4   \n",
       "3            ARUNACHAL PRADESH          LOHIT   42.2  80.8  176.4  358.5   \n",
       "4            ARUNACHAL PRADESH     EAST SIANG   33.3  79.5  105.9  216.5   \n",
       "\n",
       "     MAY    JUN    JUL    AUG    SEP    OCT    NOV    DEC  ANNUAL  Jan-Feb  \\\n",
       "0  358.5  295.5  285.0  271.9  354.8  326.0  315.2  250.9  2805.2    165.2   \n",
       "1  374.4  457.2  421.3  423.1  455.6  301.2  275.8  128.3  3015.7     69.7   \n",
       "2  343.6  503.3  465.4  460.9  454.8  276.1  198.6  100.0  2913.3     48.6   \n",
       "3  306.4  447.0  660.1  427.8  313.6  167.1   34.1   29.8  3043.8    123.0   \n",
       "4  323.0  738.3  990.9  711.2  568.0  206.9   29.5   31.7  4034.7    112.8   \n",
       "\n",
       "   Mar-May  Jun-Sep  Oct-Dec  \n",
       "0    540.7   1207.2    892.1  \n",
       "1    483.5   1757.2    705.3  \n",
       "2    405.6   1884.4    574.7  \n",
       "3    841.3   1848.5    231.0  \n",
       "4    645.4   3008.4    268.1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "418a15bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SUBDIVISION</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>JAN</th>\n",
       "      <th>FEB</th>\n",
       "      <th>MAR</th>\n",
       "      <th>APR</th>\n",
       "      <th>MAY</th>\n",
       "      <th>JUN</th>\n",
       "      <th>JUL</th>\n",
       "      <th>AUG</th>\n",
       "      <th>SEP</th>\n",
       "      <th>OCT</th>\n",
       "      <th>NOV</th>\n",
       "      <th>DEC</th>\n",
       "      <th>ANNUAL</th>\n",
       "      <th>Jan-Feb</th>\n",
       "      <th>Mar-May</th>\n",
       "      <th>Jun-Sep</th>\n",
       "      <th>Oct-Dec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ANDAMAN &amp; NICOBAR ISLANDS</td>\n",
       "      <td>1901</td>\n",
       "      <td>49.2</td>\n",
       "      <td>87.1</td>\n",
       "      <td>29.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>528.8</td>\n",
       "      <td>517.5</td>\n",
       "      <td>365.1</td>\n",
       "      <td>481.1</td>\n",
       "      <td>332.6</td>\n",
       "      <td>388.5</td>\n",
       "      <td>558.2</td>\n",
       "      <td>33.6</td>\n",
       "      <td>3373.2</td>\n",
       "      <td>136.3</td>\n",
       "      <td>560.3</td>\n",
       "      <td>1696.3</td>\n",
       "      <td>980.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ANDAMAN &amp; NICOBAR ISLANDS</td>\n",
       "      <td>1902</td>\n",
       "      <td>0.0</td>\n",
       "      <td>159.8</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>446.1</td>\n",
       "      <td>537.1</td>\n",
       "      <td>228.9</td>\n",
       "      <td>753.7</td>\n",
       "      <td>666.2</td>\n",
       "      <td>197.2</td>\n",
       "      <td>359.0</td>\n",
       "      <td>160.5</td>\n",
       "      <td>3520.7</td>\n",
       "      <td>159.8</td>\n",
       "      <td>458.3</td>\n",
       "      <td>2185.9</td>\n",
       "      <td>716.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ANDAMAN &amp; NICOBAR ISLANDS</td>\n",
       "      <td>1903</td>\n",
       "      <td>12.7</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>235.1</td>\n",
       "      <td>479.9</td>\n",
       "      <td>728.4</td>\n",
       "      <td>326.7</td>\n",
       "      <td>339.0</td>\n",
       "      <td>181.2</td>\n",
       "      <td>284.4</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2957.4</td>\n",
       "      <td>156.7</td>\n",
       "      <td>236.1</td>\n",
       "      <td>1874.0</td>\n",
       "      <td>690.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ANDAMAN &amp; NICOBAR ISLANDS</td>\n",
       "      <td>1904</td>\n",
       "      <td>9.4</td>\n",
       "      <td>14.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>202.4</td>\n",
       "      <td>304.5</td>\n",
       "      <td>495.1</td>\n",
       "      <td>502.0</td>\n",
       "      <td>160.1</td>\n",
       "      <td>820.4</td>\n",
       "      <td>222.2</td>\n",
       "      <td>308.7</td>\n",
       "      <td>40.1</td>\n",
       "      <td>3079.6</td>\n",
       "      <td>24.1</td>\n",
       "      <td>506.9</td>\n",
       "      <td>1977.6</td>\n",
       "      <td>571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ANDAMAN &amp; NICOBAR ISLANDS</td>\n",
       "      <td>1905</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>26.9</td>\n",
       "      <td>279.5</td>\n",
       "      <td>628.7</td>\n",
       "      <td>368.7</td>\n",
       "      <td>330.5</td>\n",
       "      <td>297.0</td>\n",
       "      <td>260.7</td>\n",
       "      <td>25.4</td>\n",
       "      <td>344.7</td>\n",
       "      <td>2566.7</td>\n",
       "      <td>1.3</td>\n",
       "      <td>309.7</td>\n",
       "      <td>1624.9</td>\n",
       "      <td>630.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 SUBDIVISION  YEAR   JAN    FEB   MAR    APR    MAY    JUN  \\\n",
       "0  ANDAMAN & NICOBAR ISLANDS  1901  49.2   87.1  29.2    2.3  528.8  517.5   \n",
       "1  ANDAMAN & NICOBAR ISLANDS  1902   0.0  159.8  12.2    0.0  446.1  537.1   \n",
       "2  ANDAMAN & NICOBAR ISLANDS  1903  12.7  144.0   0.0    1.0  235.1  479.9   \n",
       "3  ANDAMAN & NICOBAR ISLANDS  1904   9.4   14.7   0.0  202.4  304.5  495.1   \n",
       "4  ANDAMAN & NICOBAR ISLANDS  1905   1.3    0.0   3.3   26.9  279.5  628.7   \n",
       "\n",
       "     JUL    AUG    SEP    OCT    NOV    DEC  ANNUAL  Jan-Feb  Mar-May  \\\n",
       "0  365.1  481.1  332.6  388.5  558.2   33.6  3373.2    136.3    560.3   \n",
       "1  228.9  753.7  666.2  197.2  359.0  160.5  3520.7    159.8    458.3   \n",
       "2  728.4  326.7  339.0  181.2  284.4  225.0  2957.4    156.7    236.1   \n",
       "3  502.0  160.1  820.4  222.2  308.7   40.1  3079.6     24.1    506.9   \n",
       "4  368.7  330.5  297.0  260.7   25.4  344.7  2566.7      1.3    309.7   \n",
       "\n",
       "   Jun-Sep  Oct-Dec  \n",
       "0   1696.3    980.3  \n",
       "1   2185.9    716.7  \n",
       "2   1874.0    690.6  \n",
       "3   1977.6    571.0  \n",
       "4   1624.9    630.8  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rf=pd.read_csv('rainfall in india 1901-2015.csv')\n",
    "df_rf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9536c8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 641 entries, 0 to 640\n",
      "Data columns (total 19 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   STATE_UT_NAME  641 non-null    object \n",
      " 1   DISTRICT       641 non-null    object \n",
      " 2   JAN            641 non-null    float64\n",
      " 3   FEB            641 non-null    float64\n",
      " 4   MAR            641 non-null    float64\n",
      " 5   APR            641 non-null    float64\n",
      " 6   MAY            641 non-null    float64\n",
      " 7   JUN            641 non-null    float64\n",
      " 8   JUL            641 non-null    float64\n",
      " 9   AUG            641 non-null    float64\n",
      " 10  SEP            641 non-null    float64\n",
      " 11  OCT            641 non-null    float64\n",
      " 12  NOV            641 non-null    float64\n",
      " 13  DEC            641 non-null    float64\n",
      " 14  ANNUAL         641 non-null    float64\n",
      " 15  Jan-Feb        641 non-null    float64\n",
      " 16  Mar-May        641 non-null    float64\n",
      " 17  Jun-Sep        641 non-null    float64\n",
      " 18  Oct-Dec        641 non-null    float64\n",
      "dtypes: float64(17), object(2)\n",
      "memory usage: 95.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df_dist.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a03c9fce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4116 entries, 0 to 4115\n",
      "Data columns (total 19 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   SUBDIVISION  4116 non-null   object \n",
      " 1   YEAR         4116 non-null   int64  \n",
      " 2   JAN          4112 non-null   float64\n",
      " 3   FEB          4113 non-null   float64\n",
      " 4   MAR          4110 non-null   float64\n",
      " 5   APR          4112 non-null   float64\n",
      " 6   MAY          4113 non-null   float64\n",
      " 7   JUN          4111 non-null   float64\n",
      " 8   JUL          4109 non-null   float64\n",
      " 9   AUG          4112 non-null   float64\n",
      " 10  SEP          4110 non-null   float64\n",
      " 11  OCT          4109 non-null   float64\n",
      " 12  NOV          4105 non-null   float64\n",
      " 13  DEC          4106 non-null   float64\n",
      " 14  ANNUAL       4090 non-null   float64\n",
      " 15  Jan-Feb      4110 non-null   float64\n",
      " 16  Mar-May      4107 non-null   float64\n",
      " 17  Jun-Sep      4106 non-null   float64\n",
      " 18  Oct-Dec      4103 non-null   float64\n",
      "dtypes: float64(17), int64(1), object(1)\n",
      "memory usage: 611.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df_rf.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "41e75997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SUBDIVISION    0\n",
       "YEAR           0\n",
       "JAN            0\n",
       "FEB            0\n",
       "MAR            0\n",
       "APR            0\n",
       "MAY            0\n",
       "JUN            0\n",
       "JUL            0\n",
       "AUG            0\n",
       "SEP            0\n",
       "OCT            0\n",
       "NOV            0\n",
       "DEC            0\n",
       "ANNUAL         0\n",
       "Jan-Feb        0\n",
       "Mar-May        0\n",
       "Jun-Sep        0\n",
       "Oct-Dec        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rf.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f0e2ed35",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rf.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d28d5560",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ANNUAL RAINFALL IN STATES AND UT')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x2800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,28))\n",
    "plt.xticks(rotation=90)\n",
    "sns.boxplot(x='STATE_UT_NAME',y=\"ANNUAL\",data=df_dist)\n",
    "plt.title(\"ANNUAL RAINFALL IN STATES AND UT\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a32008b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ANNUAL RAINFALL IN STATES AND UT')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x2800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,28))\n",
    "plt.xticks(rotation=90)\n",
    "sns.barplot(x='STATE_UT_NAME',y=\"ANNUAL\",data=df_dist)\n",
    "plt.title(\"ANNUAL RAINFALL IN STATES AND UT\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "930996f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "l1=df_rf.columns.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "42fe4bde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ANNUAL'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l1.pop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ef37a1ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['JAN',\n",
       " 'FEB',\n",
       " 'MAR',\n",
       " 'APR',\n",
       " 'MAY',\n",
       " 'JUN',\n",
       " 'JUL',\n",
       " 'AUG',\n",
       " 'SEP',\n",
       " 'OCT',\n",
       " 'NOV',\n",
       " 'DEC']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ed1dec21",
   "metadata": {},
   "outputs": [],
   "source": [
    "totrf=df_dist.groupby(['STATE_UT_NAME']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2f892430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='STATE_UT_NAME'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(totrf[l1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8c5e9859",
   "metadata": {},
   "outputs": [],
   "source": [
    "l2=df_rf.columns.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "95e5c2e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SUBDIVISION',\n",
       " 'YEAR',\n",
       " 'JAN',\n",
       " 'FEB',\n",
       " 'MAR',\n",
       " 'APR',\n",
       " 'MAY',\n",
       " 'JUN',\n",
       " 'JUL',\n",
       " 'AUG',\n",
       " 'SEP',\n",
       " 'OCT',\n",
       " 'NOV',\n",
       " 'DEC',\n",
       " 'ANNUAL',\n",
       " 'Jan-Feb',\n",
       " 'Mar-May',\n",
       " 'Jun-Sep',\n",
       " 'Oct-Dec']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "cbe50a88",
   "metadata": {},
   "outputs": [],
   "source": [
    "l2=l2[-4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5fc9e164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Jan-Feb', 'Mar-May', 'Jun-Sep', 'Oct-Dec']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "49274c53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='STATE_UT_NAME'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(totrf[l2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c4251c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_rf=df_rf.groupby(['YEAR']).sum()\n",
    "y_rf['YEAR']=y_rf.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "3ee07102",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='YEAR', ylabel='ANNUAL'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6000x7000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(60,70))\n",
    "sns.barplot(x='YEAR',y='ANNUAL',data=y_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "90d6d919",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1733: UserWarning: You passed a edgecolor/edgecolors ([(0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), 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(0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255), (0.5019607843137255, 0.5019607843137255, 0.5019607843137255)]) for an unfilled marker ('x').  Matplotlib is ignoring the edgecolor in favor of the facecolor.  This behavior may change in the future.\n",
      "  ax.scatter(x, y,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(28,10))\n",
    "ax=sns.pointplot(x='YEAR',y='ANNUAL',data=y_rf,color='gray');\n",
    "ax=sns.pointplot(x='YEAR',y='ANNUAL',data=y_rf,color='gray',markers=['x','o'],join=False);\n",
    "plt.xticks(rotation=90)\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f7dc562",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}