current_comoodity_price.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df=pd.read_csv(\"commodities_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Chandigarh', 'Chattisgarh', 'Gujarat', 'Haryana',\n",
       "       'Himachal Pradesh', 'Jammu and Kashmir', 'Karnataka', 'Kerala',\n",
       "       'Madhya Pradesh', 'Maharashtra', 'Nagaland', 'Odisha', 'Punjab',\n",
       "       'Rajasthan', 'Telangana', 'Tripura', 'Uttar Pradesh', 'Uttrakhand',\n",
       "       'West Bengal', 'Andhra Pradesh', 'Bihar'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['State'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Chandigarh',\n",
       " 'Chattisgarh',\n",
       " 'Gujarat',\n",
       " 'Haryana',\n",
       " 'Himachal Pradesh',\n",
       " 'Jammu and Kashmir',\n",
       " 'Karnataka',\n",
       " 'Kerala',\n",
       " 'Madhya Pradesh',\n",
       " 'Maharashtra',\n",
       " 'Nagaland',\n",
       " 'Odisha',\n",
       " 'Punjab',\n",
       " 'Rajasthan',\n",
       " 'Telangana',\n",
       " 'Tripura',\n",
       " 'Uttar Pradesh',\n",
       " 'Uttrakhand',\n",
       " 'West Bengal',\n",
       " 'Andhra Pradesh',\n",
       " 'Bihar']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['State'].unique().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['State', 'District', 'Market', 'Commodity', 'Variety', 'Grade',\n",
       "       'Arrival_Date', 'Min_x0020_Price', 'Max_x0020_Price',\n",
       "       'Modal_x0020_Price'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "State: Chandigarh\n",
      "Districts: Chandigarh\n",
      "\n",
      "State: Chattisgarh\n",
      "Districts: Raipur, Dantewada, Kabirdham, Kanker, Narayanpur, Balodabazar\n",
      "\n",
      "State: Gujarat\n",
      "Districts: Gandhinagar, Surat, Morbi, Amreli, Anand, Narmada, Vadodara(Baroda)\n",
      "\n",
      "State: Haryana\n",
      "Districts: Mewat, Panchkula, Karnal, Jind, Yamuna Nagar, Ambala, Jhajar, Rohtak, Kurukshetra\n",
      "\n",
      "State: Himachal Pradesh\n",
      "Districts: Kullu, Chamba, Kangra\n",
      "\n",
      "State: Jammu and Kashmir\n",
      "Districts: Kathua\n",
      "\n",
      "State: Karnataka\n",
      "Districts: Raichur\n",
      "\n",
      "State: Kerala\n",
      "Districts: Pathanamthitta, Thiruvananthapuram, Wayanad, Thirssur, Palakad, Ernakulam, Kollam, Kottayam, Kasargod, Alappuzha, Kannur\n",
      "\n",
      "State: Madhya Pradesh\n",
      "Districts: Seoni, Chhatarpur, Vidisha, Sagar, Jabalpur, Raisen, Chhindwara, Sheopur, Shivpuri, Tikamgarh\n",
      "\n",
      "State: Maharashtra\n",
      "Districts: Satara, Raigad\n",
      "\n",
      "State: Nagaland\n",
      "Districts: Kohima\n",
      "\n",
      "State: Odisha\n",
      "Districts: Boudh, Bargarh, Rayagada, Kalahandi, Dhenkanal, Sundergarh, Balasore\n",
      "\n",
      "State: Punjab\n",
      "Districts: Jalandhar, Hoshiarpur, Tarntaran, Mohali, Amritsar, Gurdaspur, Bhatinda, Ropar (Rupnagar), Ludhiana\n",
      "\n",
      "State: Rajasthan\n",
      "Districts: Ganganagar, Hanumangarh, Jalore, Tonk, Churu, Udaipur\n",
      "\n",
      "State: Telangana\n",
      "Districts: Ranga Reddy, Khammam, Nizamabad, Karimnagar, Warangal, Nalgonda, Hyderabad\n",
      "\n",
      "State: Tripura\n",
      "Districts: South District, North Tripura, Khowai\n",
      "\n",
      "State: Uttar Pradesh\n",
      "Districts: Bulandshahar, Muzaffarnagar, Farukhabad, Lalitpur, Jalaun (Orai), Firozabad, Jyotiba Phule Nagar, Hathras, Etah, Mau(Maunathbhanjan), Khiri (Lakhimpur), Shravasti, Bijnor, Sitapur, Badaun, Ambedkarnagar, Pillibhit, Banda, Baghpat, Saharanpur, Unnao, Hamirpur, Fatehpur, Muradabad, Aligarh, Rampur, Raebarelli, Bareilly, Allahabad, Maharajganj, Shahjahanpur, Jhansi\n",
      "\n",
      "State: Uttrakhand\n",
      "Districts: Haridwar, Nanital\n",
      "\n",
      "State: West Bengal\n",
      "Districts: Darjeeling, Hooghly, Malda\n",
      "\n",
      "State: Andhra Pradesh\n",
      "Districts: Kurnool\n",
      "\n",
      "State: Bihar\n",
      "Districts: Madhubani\n",
      "\n"
     ]
    }
   ],
   "source": [
    "state_district_map = {}\n",
    "\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    state = row['State']\n",
    "    district = row['District']\n",
    "    \n",
    "    \n",
    "    if state in state_district_map:\n",
    "        state_district_map[state].add(district)\n",
    "\n",
    "    else:\n",
    "        state_district_map[state] = {district}\n",
    "\n",
    "\n",
    "for state, districts in state_district_map.items():\n",
    "    print(f\"State: {state}\")\n",
    "    print(\"Districts:\", \", \".join(districts))\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Chandigarh': ['Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh', 'Chandigarh'], 'Chattisgarh': ['Kanker', 'Balodabazar', 'Kanker', 'Balodabazar', 'Dantewada', 'Narayanpur', 'Kanker', 'Kanker', 'Balodabazar', 'Dantewada', 'Kabirdham', 'Kanker', 'Raipur', 'Balodabazar', 'Kabirdham', 'Kanker', 'Narayanpur', 'Raipur'], 'Gujarat': ['Anand', 'Gandhinagar', 'Morbi', 'Morbi', 'Morbi', 'Morbi', 'Morbi', 'Surat', 'Surat', 'Surat', 'Amreli', 'Morbi', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Amreli', 'Anand', 'Anand', 'Anand', 'Gandhinagar', 'Morbi', 'Narmada', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Anand', 'Anand', 'Gandhinagar', 'Morbi', 'Narmada', 'Amreli', 'Amreli', 'Amreli', 'Anand', 'Anand', 'Gandhinagar', 'Morbi', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Anand', 'Anand', 'Anand', 'Gandhinagar', 'Gandhinagar', 'Gandhinagar', 'Morbi', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Vadodara(Baroda)', 'Amreli', 'Amreli', 'Amreli', 'Anand', 'Anand', 'Gandhinagar', 'Gandhinagar', 'Narmada', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Vadodara(Baroda)', 'Amreli', 'Amreli', 'Amreli', 'Anand', 'Gandhinagar', 'Gandhinagar', 'Gandhinagar', 'Morbi', 'Morbi', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Anand', 'Gandhinagar', 'Gandhinagar', 'Gandhinagar', 'Morbi', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Surat', 'Amreli', 'Amreli', 'Amreli', 'Anand', 'Anand', 'Anand', 'Gandhinagar', 'Morbi', 'Morbi', 'Morbi', 'Narmada', 'Surat'], 'Haryana': ['Jhajar', 'Jind', 'Jind', 'Jind', 'Karnal', 'Mewat', 'Mewat', 'Yamuna Nagar', 'Yamuna Nagar', 'Jind', 'Jind', 'Jind', 'Karnal', 'Panchkula', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Jind', 'Jind', 'Karnal', 'Mewat', 'Mewat', 'Panchkula', 'Panchkula', 'Panchkula', 'Panchkula', 'Rohtak', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Yamuna Nagar', 'Jhajar', 'Jhajar', 'Jind', 'Jind', 'Karnal', 'Karnal', 'Kurukshetra', 'Mewat', 'Mewat', 'Panchkula', 'Jhajar', 'Jind', 'Jind', 'Karnal', 'Kurukshetra', 'Panchkula', 'Panchkula', 'Rohtak', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Jind', 'Jind', 'Jind', 'Jind', 'Karnal', 'Kurukshetra', 'Mewat', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Yamuna Nagar', 'Yamuna Nagar', 'Yamuna Nagar', 'Jind', 'Jind', 'Jind', 'Kurukshetra', 'Kurukshetra', 'Panchkula', 'Rohtak', 'Yamuna Nagar', 'Jind', 'Jind', 'Kurukshetra', 'Mewat', 'Panchkula', 'Panchkula', 'Panchkula', 'Rohtak', 'Yamuna Nagar', 'Yamuna Nagar', 'Yamuna Nagar', 'Ambala', 'Jhajar', 'Jind', 'Jind', 'Jind', 'Jind', 'Karnal', 'Kurukshetra', 'Mewat', 'Panchkula', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Yamuna Nagar', 'Yamuna Nagar', 'Yamuna Nagar', 'Ambala', 'Jhajar', 'Jind', 'Kurukshetra', 'Mewat', 'Panchkula', 'Panchkula', 'Panchkula', 'Rohtak', 'Rohtak', 'Rohtak', 'Rohtak', 'Yamuna Nagar', 'Yamuna Nagar'], 'Himachal Pradesh': ['Chamba', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Chamba', 'Chamba', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Chamba', 'Chamba', 'Chamba', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Chamba', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Chamba', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Kullu', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Chamba', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kangra', 'Kullu', 'Kullu', 'Kullu', 'Kullu'], 'Jammu and Kashmir': ['Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua', 'Kathua'], 'Karnataka': ['Raichur', 'Raichur', 'Raichur', 'Raichur', 'Raichur', 'Raichur', 'Raichur', 'Raichur'], 'Kerala': ['Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Kannur', 'Kannur', 'Kannur', 'Kasargod', 'Kasargod', 'Kollam', 'Kollam', 'Kollam', 'Kollam', 'Kollam', 'Kottayam', 'Kottayam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Pathanamthitta', 'Pathanamthitta', 'Pathanamthitta', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Wayanad', 'Wayanad', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kollam', 'Kollam', 'Kollam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Pathanamthitta', 'Pathanamthitta', 'Pathanamthitta', 'Pathanamthitta', 'Thirssur', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Wayanad', 'Wayanad', 'Ernakulam', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kollam', 'Kollam', 'Kollam', 'Kollam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Pathanamthitta', 'Pathanamthitta', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Wayanad', 'Wayanad', 'Wayanad', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Pathanamthitta', 'Pathanamthitta', 'Pathanamthitta', 'Pathanamthitta', 'Thirssur', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Thiruvananthapuram', 'Wayanad', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Kannur', 'Kannur', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kollam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Kottayam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Alappuzha', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Ernakulam', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kannur', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kasargod', 'Kollam', 'Kollam', 'Kollam', 'Kollam', 'Kottayam', 'Kottayam', 'Kottayam', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 'Palakad', 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'Vidisha', 'Chhindwara', 'Shivpuri', 'Jabalpur', 'Shivpuri', 'Jabalpur', 'Seoni', 'Shivpuri', 'Chhindwara', 'Sheopur', 'Shivpuri', 'Raisen', 'Raisen', 'Sagar', 'Sagar', 'Seoni', 'Chhindwara', 'Sagar', 'Seoni', 'Seoni', 'Tikamgarh'], 'Maharashtra': ['Raigad', 'Satara', 'Satara', 'Satara', 'Satara', 'Satara', 'Satara', 'Raigad', 'Satara', 'Satara', 'Raigad', 'Satara', 'Satara', 'Satara', 'Raigad', 'Satara', 'Satara', 'Satara', 'Satara', 'Satara', 'Satara', 'Satara'], 'Nagaland': ['Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima', 'Kohima'], 'Odisha': ['Balasore', 'Balasore', 'Bargarh', 'Bargarh', 'Boudh', 'Boudh', 'Boudh', 'Boudh', 'Boudh', 'Dhenkanal', 'Kalahandi', 'Kalahandi', 'Kalahandi', 'Rayagada', 'Rayagada', 'Rayagada', 'Sundergarh', 'Sundergarh', 'Sundergarh', 'Sundergarh', 'Balasore', 'Balasore', 'Balasore', 'Bargarh', 'Bargarh', 'Boudh', 'Boudh', 'Dhenkanal', 'Kalahandi', 'Rayagada', 'Rayagada', 'Sundergarh', 'Sundergarh', 'Balasore', 'Bargarh', 'Bargarh', 'Bargarh', 'Boudh', 'Boudh', 'Dhenkanal', 'Dhenkanal', 'Dhenkanal', 'Dhenkanal', 'Kalahandi', 'Rayagada', 'Rayagada', 'Rayagada', 'Sundergarh', 'Sundergarh', 'Sundergarh', 'Sundergarh', 'Balasore', 'Balasore', 'Balasore', 'Bargarh', 'Bargarh', 'Bargarh', 'Bargarh', 'Boudh', 'Boudh', 'Boudh', 'Boudh', 'Boudh', 'Dhenkanal', 'Dhenkanal', 'Dhenkanal', 'Kalahandi', 'Kalahandi', 'Rayagada', 'Rayagada', 'Sundergarh', 'Sundergarh', 'Balasore', 'Balasore', 'Balasore', 'Bargarh', 'Boudh', 'Boudh', 'Boudh', 'Dhenkanal', 'Dhenkanal', 'Dhenkanal', 'Dhenkanal', 'Kalahandi', 'Kalahandi', 'Kalahandi', 'Rayagada', 'Sundergarh', 'Balasore', 'Boudh', 'Boudh', 'Boudh', 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'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Tarntaran', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Gurdaspur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Ludhiana', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Tarntaran', 'Tarntaran', 'Amritsar', 'Amritsar', 'Bhatinda', 'Gurdaspur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Jalandhar', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 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'Jalandhar', 'Jalandhar', 'Ludhiana', 'Ludhiana', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Tarntaran', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Bhatinda', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Ludhiana', 'Ludhiana', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Amritsar', 'Amritsar', 'Amritsar', 'Bhatinda', 'Gurdaspur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Jalandhar', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Bhatinda', 'Gurdaspur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Jalandhar', 'Jalandhar', 'Ludhiana', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Tarntaran', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Amritsar', 'Gurdaspur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Hoshiarpur', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Mohali', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Ropar (Rupnagar)', 'Tarntaran'], 'Rajasthan': ['Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Jalore', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Hanumangarh', 'Jalore', 'Tonk', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Churu', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Jalore', 'Jalore', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Ganganagar', 'Hanumangarh', 'Jalore', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Jalore', 'Jalore', 'Jalore', 'Jalore', 'Jalore', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Jalore', 'Jalore', 'Jalore', 'Jalore', 'Tonk', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Hanumangarh', 'Hanumangarh', 'Hanumangarh', 'Jalore', 'Tonk', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Ganganagar', 'Ganganagar', 'Tonk', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Churu', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Jalore', 'Jalore', 'Tonk', 'Tonk', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Ganganagar', 'Hanumangarh', 'Jalore', 'Jalore', 'Jalore', 'Jalore', 'Jalore', 'Tonk', 'Udaipur', 'Udaipur', 'Udaipur', 'Udaipur'], 'Telangana': ['Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Warangal', 'Hyderabad', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Warangal', 'Warangal', 'Karimnagar', 'Karimnagar', 'Khammam', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Warangal', 'Warangal', 'Warangal', 'Karimnagar', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nizamabad', 'Warangal', 'Warangal', 'Warangal', 'Hyderabad', 'Karimnagar', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Warangal', 'Warangal', 'Warangal', 'Warangal', 'Karimnagar', 'Karimnagar', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Warangal', 'Karimnagar', 'Nalgonda', 'Nalgonda', 'Nizamabad', 'Ranga Reddy', 'Warangal', 'Warangal', 'Karimnagar', 'Khammam', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Nalgonda', 'Ranga Reddy', 'Warangal', 'Warangal', 'Warangal', 'Warangal', 'Warangal'], 'Tripura': ['Khowai', 'Khowai', 'Khowai', 'South District', 'Khowai', 'Khowai', 'North Tripura', 'North Tripura', 'South District', 'Khowai', 'South District', 'South District', 'Khowai', 'North Tripura', 'South District', 'Khowai', 'Khowai', 'Khowai', 'South District', 'Khowai', 'North Tripura', 'North Tripura', 'North Tripura', 'North Tripura', 'South District', 'South District', 'Khowai', 'North Tripura', 'Khowai', 'Khowai', 'Khowai', 'Khowai', 'North Tripura', 'North Tripura', 'Khowai', 'Khowai', 'Khowai', 'Khowai', 'Khowai', 'Khowai', 'North Tripura', 'North Tripura', 'South District', 'South District'], 'Uttar Pradesh': ['Ambedkarnagar', 'Badaun', 'Badaun', 'Badaun', 'Baghpat', 'Baghpat', 'Bareilly', 'Bareilly', 'Bareilly', 'Bareilly', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Fatehpur', 'Firozabad', 'Firozabad', 'Hathras', 'Jalaun (Orai)', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Raebarelli', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shravasti', 'Sitapur', 'Aligarh', 'Ambedkarnagar', 'Badaun', 'Baghpat', 'Baghpat', 'Baghpat', 'Banda', 'Bareilly', 'Bareilly', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Fatehpur', 'Fatehpur', 'Hathras', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Lalitpur', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Pillibhit', 'Pillibhit', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Aligarh', 'Allahabad', 'Ambedkarnagar', 'Badaun', 'Baghpat', 'Baghpat', 'Baghpat', 'Baghpat', 'Banda', 'Bijnor', 'Bijnor', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Etah', 'Fatehpur', 'Fatehpur', 'Firozabad', 'Jhansi', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Raebarelli', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shahjahanpur', 'Sitapur', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Farukhabad', 'Farukhabad', 'Firozabad', 'Hathras', 'Hathras', 'Hathras', 'Hathras', 'Jalaun (Orai)', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Aligarh', 'Aligarh', 'Allahabad', 'Ambedkarnagar', 'Ambedkarnagar', 'Badaun', 'Badaun', 'Baghpat', 'Baghpat', 'Baghpat', 'Baghpat', 'Bareilly', 'Bareilly', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shahjahanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Unnao', 'Aligarh', 'Aligarh', 'Aligarh', 'Allahabad', 'Allahabad', 'Ambedkarnagar', 'Baghpat', 'Baghpat', 'Baghpat', 'Bareilly', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Firozabad', 'Hamirpur', 'Hathras', 'Hathras', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Maharajganj', 'Maharajganj', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Raebarelli', 'Raebarelli', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Unnao', 'Unnao', 'Unnao', 'Aligarh', 'Allahabad', 'Allahabad', 'Allahabad', 'Allahabad', 'Ambedkarnagar', 'Badaun', 'Badaun', 'Badaun', 'Baghpat', 'Bareilly', 'Bijnor', 'Bijnor', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Firozabad', 'Firozabad', 'Firozabad', 'Hathras', 'Jhansi', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Raebarelli', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Unnao', 'Aligarh', 'Ambedkarnagar', 'Ambedkarnagar', 'Ambedkarnagar', 'Badaun', 'Badaun', 'Badaun', 'Badaun', 'Baghpat', 'Baghpat', 'Baghpat', 'Baghpat', 'Bareilly', 'Bareilly', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Farukhabad', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Mau(Maunathbhanjan)', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Pillibhit', 'Pillibhit', 'Rampur', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Aligarh', 'Aligarh', 'Aligarh', 'Allahabad', 'Allahabad', 'Allahabad', 'Ambedkarnagar', 'Ambedkarnagar', 'Baghpat', 'Baghpat', 'Banda', 'Bareilly', 'Bareilly', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Fatehpur', 'Firozabad', 'Firozabad', 'Hamirpur', 'Jhansi', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Lalitpur', 'Mau(Maunathbhanjan)', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Pillibhit', 'Raebarelli', 'Raebarelli', 'Rampur', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Sitapur', 'Unnao', 'Aligarh', 'Aligarh', 'Allahabad', 'Allahabad', 'Allahabad', 'Allahabad', 'Allahabad', 'Ambedkarnagar', 'Ambedkarnagar', 'Badaun', 'Banda', 'Bareilly', 'Bareilly', 'Bareilly', 'Bijnor', 'Bijnor', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Farukhabad', 'Firozabad', 'Firozabad', 'Firozabad', 'Firozabad', 'Hathras', 'Hathras', 'Hathras', 'Jhansi', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Lalitpur', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Pillibhit', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Shahjahanpur', 'Shahjahanpur', 'Shahjahanpur', 'Shravasti', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Sitapur', 'Ambedkarnagar', 'Ambedkarnagar', 'Badaun', 'Badaun', 'Badaun', 'Baghpat', 'Baghpat', 'Baghpat', 'Bareilly', 'Bareilly', 'Bareilly', 'Bijnor', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Bulandshahar', 'Etah', 'Etah', 'Etah', 'Firozabad', 'Firozabad', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Jyotiba Phule Nagar', 'Khiri (Lakhimpur)', 'Khiri (Lakhimpur)', 'Maharajganj', 'Maharajganj', 'Maharajganj', 'Muradabad', 'Muradabad', 'Muradabad', 'Muradabad', 'Muzaffarnagar', 'Muzaffarnagar', 'Muzaffarnagar', 'Raebarelli', 'Rampur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Saharanpur', 'Sitapur'], 'Uttrakhand': ['Haridwar', 'Haridwar', 'Haridwar', 'Nanital', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Nanital', 'Haridwar', 'Haridwar', 'Haridwar', 'Nanital', 'Nanital', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Nanital', 'Haridwar', 'Haridwar', 'Nanital', 'Nanital', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Haridwar', 'Nanital', 'Nanital', 'Nanital', 'Haridwar', 'Haridwar', 'Nanital', 'Nanital'], 'West Bengal': ['Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Malda', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Hooghly', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Hooghly', 'Hooghly', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Hooghly', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Hooghly', 'Hooghly', 'Hooghly', 'Malda', 'Malda', 'Malda', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Darjeeling', 'Malda', 'Malda'], 'Andhra Pradesh': ['Kurnool', 'Kurnool'], 'Bihar': ['Madhubani', 'Madhubani']}\n"
     ]
    }
   ],
   "source": [
    "print(state_district_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'cod': '200', 'message': 0, 'cnt': 40, 'list': [{'dt': 1712448000, 'main': {'temp': 283.65, 'feels_like': 281.93, 'temp_min': 282.13, 'temp_max': 283.65, 'pressure': 1012, 'sea_level': 1012, 'grnd_level': 1011, 'humidity': 45, 'temp_kf': 1.52}, 'weather': [{'id': 804, 'main': 'Clouds', 'description': 'overcast clouds', 'icon': '04n'}], 'clouds': {'all': 100}, 'wind': {'speed': 4.81, 'deg': 352, 'gust': 7.49}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-07 00:00:00'}, {'dt': 1712458800, 'main': {'temp': 282.29, 'feels_like': 279.65, 'temp_min': 279.56, 'temp_max': 282.29, 'pressure': 1012, 'sea_level': 1012, 'grnd_level': 1013, 'humidity': 53, 'temp_kf': 2.73}, 'weather': [{'id': 803, 'main': 'Clouds', 'description': 'broken clouds', 'icon': '04n'}], 'clouds': {'all': 75}, 'wind': {'speed': 5.04, 'deg': 357, 'gust': 9.06}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-07 03:00:00'}, {'dt': 1712469600, 'main': {'temp': 280.5, 'feels_like': 277.64, 'temp_min': 278.92, 'temp_max': 280.5, 'pressure': 1013, 'sea_level': 1013, 'grnd_level': 1013, 'humidity': 58, 'temp_kf': 1.58}, 'weather': [{'id': 803, 'main': 'Clouds', 'description': 'broken clouds', 'icon': '04n'}], 'clouds': {'all': 54}, 'wind': {'speed': 4.52, 'deg': 345, 'gust': 9.6}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-07 06:00:00'}, {'dt': 1712480400, 'main': {'temp': 277.84, 'feels_like': 274.45, 'temp_min': 277.84, 'temp_max': 277.84, 'pressure': 1015, 'sea_level': 1015, 'grnd_level': 1015, 'humidity': 66, 'temp_kf': 0}, 'weather': [{'id': 801, 'main': 'Clouds', 'description': 'few clouds', 'icon': '02n'}], 'clouds': {'all': 20}, 'wind': {'speed': 4.31, 'deg': 343, 'gust': 8.82}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-07 09:00:00'}, {'dt': 1712491200, 'main': {'temp': 278.13, 'feels_like': 274.61, 'temp_min': 278.13, 'temp_max': 278.13, 'pressure': 1017, 'sea_level': 1017, 'grnd_level': 1016, 'humidity': 66, 'temp_kf': 0}, 'weather': [{'id': 801, 'main': 'Clouds', 'description': 'few clouds', 'icon': '02d'}], 'clouds': {'all': 17}, 'wind': {'speed': 4.7, 'deg': 345, 'gust': 7.7}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-07 12:00:00'}, {'dt': 1712502000, 'main': {'temp': 281.79, 'feels_like': 279.03, 'temp_min': 281.79, 'temp_max': 281.79, 'pressure': 1018, 'sea_level': 1018, 'grnd_level': 1017, 'humidity': 47, 'temp_kf': 0}, 'weather': [{'id': 801, 'main': 'Clouds', 'description': 'few clouds', 'icon': '02d'}], 'clouds': {'all': 13}, 'wind': {'speed': 5.03, 'deg': 12, 'gust': 6.79}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-07 15:00:00'}, {'dt': 1712512800, 'main': {'temp': 283.8, 'feels_like': 281.94, 'temp_min': 283.8, 'temp_max': 283.8, 'pressure': 1018, 'sea_level': 1018, 'grnd_level': 1018, 'humidity': 39, 'temp_kf': 0}, 'weather': [{'id': 803, 'main': 'Clouds', 'description': 'broken clouds', 'icon': '04d'}], 'clouds': {'all': 53}, 'wind': {'speed': 6.08, 'deg': 10, 'gust': 7.95}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-07 18:00:00'}, {'dt': 1712523600, 'main': {'temp': 284.19, 'feels_like': 282.39, 'temp_min': 284.19, 'temp_max': 284.19, 'pressure': 1019, 'sea_level': 1019, 'grnd_level': 1018, 'humidity': 40, 'temp_kf': 0}, 'weather': [{'id': 804, 'main': 'Clouds', 'description': 'overcast clouds', 'icon': '04d'}], 'clouds': {'all': 90}, 'wind': {'speed': 5.12, 'deg': 22, 'gust': 6.74}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-07 21:00:00'}, {'dt': 1712534400, 'main': {'temp': 282.66, 'feels_like': 280.49, 'temp_min': 282.66, 'temp_max': 282.66, 'pressure': 1020, 'sea_level': 1020, 'grnd_level': 1020, 'humidity': 47, 'temp_kf': 0}, 'weather': [{'id': 803, 'main': 'Clouds', 'description': 'broken clouds', 'icon': '04n'}], 'clouds': {'all': 70}, 'wind': {'speed': 4.12, 'deg': 28, 'gust': 5.79}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-08 00:00:00'}, {'dt': 1712545200, 'main': {'temp': 280.97, 'feels_like': 278.82, 'temp_min': 280.97, 'temp_max': 280.97, 'pressure': 1021, 'sea_level': 1021, 'grnd_level': 1021, 'humidity': 54, 'temp_kf': 0}, 'weather': [{'id': 800, 'main': 'Clear', 'description': 'clear sky', 'icon': '01n'}], 'clouds': {'all': 7}, 'wind': {'speed': 3.36, 'deg': 0, 'gust': 7.18}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-08 03:00:00'}, {'dt': 1712556000, 'main': {'temp': 279.49, 'feels_like': 277.38, 'temp_min': 279.49, 'temp_max': 279.49, 'pressure': 1022, 'sea_level': 1022, 'grnd_level': 1021, 'humidity': 59, 'temp_kf': 0}, 'weather': [{'id': 800, 'main': 'Clear', 'description': 'clear sky', 'icon': '01n'}], 'clouds': {'all': 4}, 'wind': {'speed': 2.84, 'deg': 4, 'gust': 4.99}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-08 06:00:00'}, {'dt': 1712566800, 'main': {'temp': 278.72, 'feels_like': 277.08, 'temp_min': 278.72, 'temp_max': 278.72, 'pressure': 1022, 'sea_level': 1022, 'grnd_level': 1021, 'humidity': 61, 'temp_kf': 0}, 'weather': [{'id': 800, 'main': 'Clear', 'description': 'clear sky', 'icon': '01n'}], 'clouds': {'all': 0}, 'wind': {'speed': 2.1, 'deg': 340, 'gust': 5.15}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'n'}, 'dt_txt': '2024-04-08 09:00:00'}, {'dt': 1712577600, 'main': {'temp': 279.43, 'feels_like': 277.76, 'temp_min': 279.43, 'temp_max': 279.43, 'pressure': 1023, 'sea_level': 1023, 'grnd_level': 1022, 'humidity': 61, 'temp_kf': 0}, 'weather': [{'id': 802, 'main': 'Clouds', 'description': 'scattered clouds', 'icon': '03d'}], 'clouds': {'all': 30}, 'wind': {'speed': 2.27, 'deg': 302, 'gust': 3.44}, 'visibility': 10000, 'pop': 0, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-08 12:00:00'}, {'dt': 1712588400, 'main': {'temp': 283.76, 'feels_like': 282.03, 'temp_min': 283.76, 'temp_max': 283.76, 'pressure': 1023, 'sea_level': 1023, 'grnd_level': 1022, 'humidity': 44, 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'deg': 160, 'gust': 20.12}, 'visibility': 5200, 'pop': 0.55, 'rain': {'3h': 0.49}, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-11 15:00:00'}, {'dt': 1712858400, 'main': {'temp': 286.28, 'feels_like': 286.16, 'temp_min': 286.28, 'temp_max': 286.28, 'pressure': 1005, 'sea_level': 1005, 'grnd_level': 1004, 'humidity': 96, 'temp_kf': 0}, 'weather': [{'id': 501, 'main': 'Rain', 'description': 'moderate rain', 'icon': '10d'}], 'clouds': {'all': 100}, 'wind': {'speed': 12.24, 'deg': 155, 'gust': 24.74}, 'visibility': 1902, 'pop': 1, 'rain': {'3h': 9.46}, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-11 18:00:00'}, {'dt': 1712869200, 'main': {'temp': 286.74, 'feels_like': 286.61, 'temp_min': 286.74, 'temp_max': 286.74, 'pressure': 1003, 'sea_level': 1003, 'grnd_level': 1003, 'humidity': 94, 'temp_kf': 0}, 'weather': [{'id': 501, 'main': 'Rain', 'description': 'moderate rain', 'icon': '10d'}], 'clouds': {'all': 100}, 'wind': {'speed': 10.52, 'deg': 173, 'gust': 21.21}, 'visibility': 10000, 'pop': 1, 'rain': {'3h': 6.83}, 'sys': {'pod': 'd'}, 'dt_txt': '2024-04-11 21:00:00'}], 'city': {'id': 5128581, 'name': 'New York', 'coord': {'lat': 40.7143, 'lon': -74.006}, 'country': 'US', 'population': 8175133, 'timezone': -14400, 'sunrise': 1712399427, 'sunset': 1712445942}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "def get_hourly_weather(api_key, city_name):\n",
    "    url = f\"http://api.openweathermap.org/data/2.5/forecast?q={city_name}&appid={api_key}\"\n",
    "    response = requests.get(url)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "# Replace '9fbad4ea130c7759ec312350195588c1' with your actual OpenWeatherMap API key\n",
    "api_key = '9fbad4ea130c7759ec312350195588c1'\n",
    "city_name = 'New York'  # Replace with the name of the city you want to get weather data for\n",
    "\n",
    "hourly_weather = get_hourly_weather(api_key, city_name)\n",
    "print(hourly_weather)\n"
   ]
  }
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