{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TF-IDF Vectorization and clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## importing libraries\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# import seaborn as sns\n",
    "import os\n",
    "\n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import PorterStemmer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to C:\\Users\\Akhil\n",
      "[nltk_data]     PC\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package wordnet to C:\\Users\\Akhil\n",
      "[nltk_data]     PC\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "nltk.download('stopwords')\n",
    "nltk.download('wordnet')\n",
    "\n",
    "stop_words = set(stopwords.words('english'))\n",
    "stemmer = PorterStemmer()\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(text):\n",
    "    text = re.sub(r'[^\\w\\s]', '', text)\n",
    "    text = text.lower()\n",
    "    text = [word for word in text.split() if word not in stop_words]\n",
    "    text = [stemmer.stem(word) for word in text] \n",
    "    text = [lemmatizer.lemmatize(word) for word in text]\n",
    "    return ' '.join(text)\n",
    "\n",
    "def clean_data(df):\n",
    "    df['Map Data'] = df['Map Data'].fillna('')\n",
    "    df = df[df['Map Data'].str.len() > 0]\n",
    "    df = df[df['Map Data'].str.len() < 5000]\n",
    "    # df['Map Data'] = df['Map Data'].apply(clean_text)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "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>row</th>\n",
       "      <th>col</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Map Data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.784597</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.794102</td>\n",
       "      <td>Prongs Reef is a Natural;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.803607</td>\n",
       "      <td>United Services Club Golf Course is a Leisure ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.813112</td>\n",
       "      <td>Indian Meterological Department is a Commercia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.822617</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   row  col  latitude  longitude  \\\n",
       "0    0    0  18.89433  72.784597   \n",
       "1    0    1  18.89433  72.794102   \n",
       "2    0    2  18.89433  72.803607   \n",
       "3    0    3  18.89433  72.813112   \n",
       "4    0    4  18.89433  72.822617   \n",
       "\n",
       "                                            Map Data  \n",
       "0                                                NaN  \n",
       "1                         Prongs Reef is a Natural;   \n",
       "2  United Services Club Golf Course is a Leisure ...  \n",
       "3  Indian Meterological Department is a Commercia...  \n",
       "4                                                NaN  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_folder = os.path.join(os.path.dirname(os.getcwd()), 'data')\n",
    "data_file = os.path.join(data_folder, 'MMR_DATA.csv')\n",
    "df = pd.read_csv(data_file)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "791\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>row</th>\n",
       "      <th>col</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Map Data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.794102</td>\n",
       "      <td>Prongs Reef is a Natural;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.803607</td>\n",
       "      <td>United Services Club Golf Course is a Leisure ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.813112</td>\n",
       "      <td>Indian Meterological Department is a Commercia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.908163</td>\n",
       "      <td>Uran Naval Base is a Landuse: Military;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>18.89433</td>\n",
       "      <td>72.917668</td>\n",
       "      <td>Uran Naval Base is a Landuse: Military;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    row  col  latitude  longitude  \\\n",
       "1     0    1  18.89433  72.794102   \n",
       "2     0    2  18.89433  72.803607   \n",
       "3     0    3  18.89433  72.813112   \n",
       "13    0   13  18.89433  72.908163   \n",
       "14    0   14  18.89433  72.917668   \n",
       "\n",
       "                                             Map Data  \n",
       "1                          Prongs Reef is a Natural;   \n",
       "2   United Services Club Golf Course is a Leisure ...  \n",
       "3   Indian Meterological Department is a Commercia...  \n",
       "13           Uran Naval Base is a Landuse: Military;   \n",
       "14           Uran Naval Base is a Landuse: Military;   "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean = clean_data(df)\n",
    "print(len(df_clean))\n",
    "df_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TF-IDF Vectorization\n",
    "\n",
    "X = df_clean['Map Data']\n",
    "vectorizer = TfidfVectorizer()\n",
    "X = vectorizer.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'prongs': 5378,\n",
       " 'reef': 5609,\n",
       " 'is': 3129,\n",
       " 'natural': 4614,\n",
       " 'united': 7179,\n",
       " 'services': 6144,\n",
       " 'club': 1566,\n",
       " 'golf': 2630,\n",
       " 'course': 1676,\n",
       " 'leisure': 3786,\n",
       " 'entertainment': 2192,\n",
       " 'defence': 1844,\n",
       " 'station': 6603,\n",
       " 'colaba': 1581,\n",
       " 'landuse': 3746,\n",
       " 'military': 4300,\n",
       " 'kendriya': 3516,\n",
       " 'vidyalaya': 7355,\n",
       " 'no': 4776,\n",
       " 'educational': 2118,\n",
       " 'mumbai': 4483,\n",
       " 'shoal': 6315,\n",
       " 'indian': 3058,\n",
       " 'meterological': 4263,\n",
       " 'department': 1864,\n",
       " 'commercial': 1602,\n",
       " 'naval': 4624,\n",
       " 'maritime': 4113,\n",
       " 'academy': 206,\n",
       " 'soma': 6502,\n",
       " 'hospital': 2965,\n",
       " 'healthcare': 2862,\n",
       " 'agastya': 264,\n",
       " 'building': 1221,\n",
       " 'residential': 5660,\n",
       " 'vatsala': 7289,\n",
       " 'vishaka': 7409,\n",
       " 'vandhana': 7259,\n",
       " 'army': 583,\n",
       " 'public': 5390,\n",
       " 'school': 6096,\n",
       " 'institute': 3101,\n",
       " 'of': 4832,\n",
       " 'geomagnetism': 2544,\n",
       " 'inhs': 3083,\n",
       " 'asvini': 653,\n",
       " 'uran': 7197,\n",
       " 'base': 886,\n",
       " 'dumping': 2071,\n",
       " 'ground': 2708,\n",
       " 'landfill': 3743,\n",
       " 'dongri': 2031,\n",
       " 'funde': 2423,\n",
       " 'jnpt': 3306,\n",
       " 'township': 7041,\n",
       " 'cidco': 1517,\n",
       " 'nhava': 4707,\n",
       " 'sheva': 6257,\n",
       " 'railway': 5470,\n",
       " 'navghar': 4631,\n",
       " 'kunde': 3682,\n",
       " 'container': 1639,\n",
       " 'corporation': 1664,\n",
       " 'india': 3056,\n",
       " 'concor': 1626,\n",
       " 'industrial': 3071,\n",
       " 'pagote': 4947,\n",
       " 'ransai': 5547,\n",
       " 'reservoir': 5654,\n",
       " 'karnala': 3471,\n",
       " 'wls': 7557,\n",
       " 'jagadish': 3167,\n",
       " 'canteen': 1286,\n",
       " 'food': 2369,\n",
       " 'drink': 2055,\n",
       " 'maratha': 4101,\n",
       " 'store': 6627,\n",
       " 'tata': 6871,\n",
       " 'fundamental': 2422,\n",
       " 'research': 5649,\n",
       " 'bramhagupta': 1171,\n",
       " 'panini': 4998,\n",
       " 'raman': 5517,\n",
       " 'meghnad': 4231,\n",
       " 'parashara': 5027,\n",
       " 'ramanujan': 5521,\n",
       " 'satyendra': 6051,\n",
       " 'patanjali': 5076,\n",
       " 'bhaskara': 999,\n",
       " 'tifr': 6987,\n",
       " 'colony': 1590,\n",
       " 'tennis': 6915,\n",
       " 'court': 1677,\n",
       " 'cricket': 1705,\n",
       " 'football': 2374,\n",
       " 'badminton': 775,\n",
       " 'tt': 7104,\n",
       " 'almond': 359,\n",
       " 'grove': 2712,\n",
       " 'new': 4698,\n",
       " 'navy': 4644,\n",
       " 'nagar': 4535,\n",
       " 'shiv': 6287,\n",
       " 'mandir': 4044,\n",
       " 'dalit': 1782,\n",
       " 'backbay': 765,\n",
       " 'best': 951,\n",
       " 'bus': 1237,\n",
       " 'depot': 1867,\n",
       " 'dolphin': 2024,\n",
       " 'apartments': 519,\n",
       " 'oyster': 4924,\n",
       " 'port': 5265,\n",
       " 'trust': 7100,\n",
       " 'garden': 2490,\n",
       " 'sassoon': 6033,\n",
       " 'docks': 2014,\n",
       " 'rock': 5727,\n",
       " 'jawaharlal': 3243,\n",
       " 'nehru': 4678,\n",
       " 'jaskhar': 3232,\n",
       " 'sonari': 6510,\n",
       " 'children': 1461,\n",
       " 'cafe': 1258,\n",
       " 'coffee': 1580,\n",
       " 'day': 1821,\n",
       " 'king': 3587,\n",
       " 'plaza': 5218,\n",
       " 'santoor': 5989,\n",
       " 'nature': 4615,\n",
       " 'basket': 889,\n",
       " 'flamboyanté': 2346,\n",
       " 'the': 6955,\n",
       " 'village': 7384,\n",
       " 'noble': 4778,\n",
       " 'plus': 5224,\n",
       " 'tikamdas': 6989,\n",
       " 'motiram': 4422,\n",
       " 'jewellers': 3276,\n",
       " 'kamats': 3412,\n",
       " 'royal': 5757,\n",
       " 'consulate': 1633,\n",
       " 'general': 2537,\n",
       " 'saudi': 6053,\n",
       " 'arabia': 548,\n",
       " 'deputy': 1869,\n",
       " 'high': 2899,\n",
       " 'commission': 1605,\n",
       " 'bangladesh': 847,\n",
       " 'family': 2279,\n",
       " 'clinic': 1558,\n",
       " 'mvirdc': 4517,\n",
       " 'world': 7579,\n",
       " 'trade': 7047,\n",
       " 'centre': 1350,\n",
       " 'revile': 5679,\n",
       " 'venus': 7320,\n",
       " 'maker': 3994,\n",
       " 'tower': 7038,\n",
       " 'jolly': 3323,\n",
       " 'wing': 7552,\n",
       " 'sunita': 6705,\n",
       " 'satnam': 6043,\n",
       " 'ii': 3031,\n",
       " 'adarsh': 223,\n",
       " 'sunflower': 6702,\n",
       " 'woods': 7572,\n",
       " 'arcade': 556,\n",
       " 'cuffe': 1731,\n",
       " 'parade': 5015,\n",
       " 'construction': 1632,\n",
       " 'police': 5244,\n",
       " 'government': 2666,\n",
       " 'park': 5048,\n",
       " 'fire': 2332,\n",
       " 'moshe': 4417,\n",
       " 'treehouse': 7068,\n",
       " 'student': 6630,\n",
       " 'mtnl': 4449,\n",
       " 'customer': 1742,\n",
       " 'somani': 6504,\n",
       " 'international': 3111,\n",
       " 'mira': 4319,\n",
       " 'pre': 5326,\n",
       " 'art': 592,\n",
       " 'and': 457,\n",
       " 'fashion': 2292,\n",
       " 'technology': 6895,\n",
       " 'jean': 3257,\n",
       " 'claude': 1549,\n",
       " 'biguine': 1055,\n",
       " 'go': 2610,\n",
       " 'bonkers': 1125,\n",
       " 'telephone': 6909,\n",
       " 'exchange': 2240,\n",
       " 'indu': 3070,\n",
       " 'arab': 547,\n",
       " 'emirates': 2166,\n",
       " 'malpani': 4017,\n",
       " 'infertility': 3076,\n",
       " 'batteries': 898,\n",
       " 'cpra': 1685,\n",
       " 'greens': 2699,\n",
       " 'taj': 6816,\n",
       " 'president': 5341,\n",
       " 'bayview': 908,\n",
       " 'marina': 4111,\n",
       " 'sagar': 5832,\n",
       " 'sangeet': 5953,\n",
       " 'sea': 6108,\n",
       " 'wind': 7544,\n",
       " 'raheja': 5464,\n",
       " 'mittal': 4342,\n",
       " 'hotel': 2972,\n",
       " 'supreme': 6729,\n",
       " 'durgamata': 2078,\n",
       " 'house': 2974,\n",
       " 'municipal': 4492,\n",
       " 'secondary': 6116,\n",
       " 'sidhwa': 6394,\n",
       " 'atur': 674,\n",
       " 'terraces': 6924,\n",
       " 'officers': 4835,\n",
       " 'transit': 7054,\n",
       " 'flats': 2351,\n",
       " 'lovely': 3872,\n",
       " 'home': 2946,\n",
       " 'dalamal': 1780,\n",
       " 'iii': 3032,\n",
       " 'jupiter': 3351,\n",
       " 'mehr': 4238,\n",
       " 'dad': 1759,\n",
       " 'castle': 1318,\n",
       " 'lord': 3864,\n",
       " 'basant': 885,\n",
       " 'casablanca': 1311,\n",
       " 'palm': 4966,\n",
       " 'springs': 6571,\n",
       " 'persepolis': 5143,\n",
       " 'iris': 3123,\n",
       " 'dunne': 2073,\n",
       " 'sainara': 5869,\n",
       " 'memorial': 4247,\n",
       " 'icse': 3019,\n",
       " 'education': 2117,\n",
       " 'hindi': 2915,\n",
       " 'jaikiran': 3179,\n",
       " 'chambers': 1380,\n",
       " 'quest': 5433,\n",
       " 'end': 2176,\n",
       " 'naz': 4650,\n",
       " 'guesthouse': 2721,\n",
       " 'shore': 6327,\n",
       " 'mezban': 4272,\n",
       " 'kuckeliku': 3669,\n",
       " 'breakfast': 1179,\n",
       " 'harbour': 2815,\n",
       " 'view': 7364,\n",
       " 'courtyard': 1679,\n",
       " 'rahat': 5463,\n",
       " 'enterprises': 2191,\n",
       " 'fun': 2420,\n",
       " 'planet': 5208,\n",
       " 'nariman': 4598,\n",
       " 'point': 5237,\n",
       " 'german': 2546,\n",
       " 'kailash': 3376,\n",
       " 'parbat': 5030,\n",
       " 'switzerland': 6797,\n",
       " 'nikhil': 4720,\n",
       " 'transport': 7056,\n",
       " 'little': 3837,\n",
       " 'theatre': 6957,\n",
       " 'box': 1154,\n",
       " 'office': 4833,\n",
       " 'gallery': 2454,\n",
       " 'ristorante': 5708,\n",
       " 'prego': 5328,\n",
       " 'status': 6607,\n",
       " 'brazil': 1175,\n",
       " 'poland': 5240,\n",
       " 'boston': 1143,\n",
       " 'consulting': 1636,\n",
       " 'group': 2711,\n",
       " 'vinod': 7401,\n",
       " 'sharma': 6226,\n",
       " 'medical': 4207,\n",
       " 'spectrum': 6548,\n",
       " 'health': 2861,\n",
       " 'care': 1296,\n",
       " 'dr': 2043,\n",
       " 'amins': 420,\n",
       " 'abhishek': 197,\n",
       " 'eleven': 2144,\n",
       " 'kitchens': 3604,\n",
       " 'jamie': 3202,\n",
       " 'pizzeria': 5203,\n",
       " 'blue': 1102,\n",
       " 'tokai': 7018,\n",
       " 'turkish': 7123,\n",
       " 'niu': 4763,\n",
       " 'nau': 4619,\n",
       " 'cooperage': 1649,\n",
       " 'maharashtra': 3957,\n",
       " 'vidhan': 7342,\n",
       " 'bhavan': 1010,\n",
       " 'jamshed': 3205,\n",
       " 'bhabha': 958,\n",
       " 'bootleggers': 1136,\n",
       " 'wellington': 7523,\n",
       " 'mews': 4270,\n",
       " 'cusrow': 1739,\n",
       " 'baug': 900,\n",
       " 'nazara': 4651,\n",
       " 'games': 2461,\n",
       " 'ncpa': 4657,\n",
       " 'chandrmukhi': 1397,\n",
       " 'yashwantrao': 7606,\n",
       " 'chavan': 1420,\n",
       " 'pratishtan': 5321,\n",
       " 'national': 4612,\n",
       " 'for': 2377,\n",
       " 'performing': 5140,\n",
       " 'arts': 600,\n",
       " 'pavillion': 5101,\n",
       " 'community': 1613,\n",
       " 'center': 1347,\n",
       " 'brady': 1165,\n",
       " 'chander': 1389,\n",
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       " 'mall': 4014,\n",
       " 'mafatlal': 3925,\n",
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       " 'state': 6601,\n",
       " 'bank': 851,\n",
       " 'head': 2857,\n",
       " 'advent': 244,\n",
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       " 'sunrise': 6714,\n",
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       " 'post': 5271,\n",
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       " 'expt': 2249,\n",
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       " 'block': 1098,\n",
       " 'experimental': 2247,\n",
       " 'godrej': 2617,\n",
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       " 'villa': 7383,\n",
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       " 'trident': 7082,\n",
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       " 'bulk': 1222,\n",
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       " 'sachivalaya': 5813,\n",
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       " 'maharshtra': 3960,\n",
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       " 'middle': 4293,\n",
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       " 'battery': 899,\n",
       " 'dockyard': 2015,\n",
       " 'belpada': 939,\n",
       " 'creek': 1698,\n",
       " 'shivaji': 6290,\n",
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       " 'jijamata': 3290,\n",
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       " 'dome': 2025,\n",
       " 'sarvodaya': 6028,\n",
       " 'samrat': 5919,\n",
       " 'oxford': 4922,\n",
       " 'bookstore': 1133,\n",
       " '210': 45,\n",
       " 'relish': 5637,\n",
       " 'eros': 2200,\n",
       " 'cinema': 1523,\n",
       " 'green': 2695,\n",
       " 'intercontinental': 3106,\n",
       " 'iran': 3119,\n",
       " 'ice': 3014,\n",
       " 'cream': 1694,\n",
       " 'sassy': 6034,\n",
       " 'spoon': 6564,\n",
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       " 'by': 1244,\n",
       " 'bay': 905,\n",
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       " 'tea': 6884,\n",
       " 'spain': 6536,\n",
       " 'mckinsey': 4196,\n",
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       " 'पश': 7699,\n",
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       " 'sk': 6433,\n",
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       " 'rolls': 5736,\n",
       " '26': 59,\n",
       " '11': 9,\n",
       " 'peace': 5115,\n",
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       " 'nksha': 4770,\n",
       " 'beer': 923,\n",
       " 'lic': 3801,\n",
       " 'bjp': 1089,\n",
       " 'party': 5065,\n",
       " 'marine': 4112,\n",
       " 'oval': 4918,\n",
       " 'maidan': 3982,\n",
       " 'recreation_ground': 5599,\n",
       " 'churchgate': 1515,\n",
       " 'mantralaya': 4092,\n",
       " 'soona': 6518,\n",
       " 'mahal': 3945,\n",
       " 'st': 6590,\n",
       " 'james': 3200,\n",
       " 'framroz': 2398,\n",
       " 'astoria': 652,\n",
       " 'mahatma': 3962,\n",
       " 'gandhi': 2466,\n",
       " 'brabourne': 1163,\n",
       " 'stadium': 6591,\n",
       " 'oceana': 4821,\n",
       " 'riviera': 5718,\n",
       " 'shalimar': 6186,\n",
       " 'thakur': 6945,\n",
       " 'niwas': 4767,\n",
       " 'jyoti': 3360,\n",
       " 'sadan': 5818,\n",
       " 'college': 1587,\n",
       " 'star': 6598,\n",
       " 'bazaar': 909,\n",
       " 'petroleum': 5156,\n",
       " 'annex': 488,\n",
       " 'sunder': 6697,\n",
       " 'baroda': 880,\n",
       " 'express': 2248,\n",
       " 'podar': 5231,\n",
       " 'jai': 3177,\n",
       " 'hind': 2914,\n",
       " 'sydenham': 6798,\n",
       " 'queen': 5432,\n",
       " 'fort': 2384,\n",
       " 'ganga': 2471,\n",
       " 'vihar': 7371,\n",
       " 'excellency': 2237,\n",
       " 'restaurant': 5667,\n",
       " 'jimmy': 3293,\n",
       " 'boy': 1155,\n",
       " 'britannia': 1199,\n",
       " 'asiatic': 634,\n",
       " 'library': 3800,\n",
       " 'co': 1573,\n",
       " 'rbi': 5585,\n",
       " 'monetary': 4388,\n",
       " 'museum': 4507,\n",
       " 'horniman': 2961,\n",
       " 'circle': 1531,\n",
       " 'grand': 2679,\n",
       " 'bombay': 1120,\n",
       " 'model': 4352,\n",
       " 'market': 4116,\n",
       " 'retail': 5673,\n",
       " 'mint': 4318,\n",
       " 'mbpt': 4190,\n",
       " 'society': 6484,\n",
       " 'old': 4844,\n",
       " 'customs': 1743,\n",
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       " 'बई': 7700,\n",
       " 'malabar': 4002,\n",
       " 'banganga': 846,\n",
       " 'tank': 6848,\n",
       " 'kenorita': 3522,\n",
       " 'super': 6719,\n",
       " 'back': 764,\n",
       " 'real': 5592,\n",
       " 'chemist': 1435,\n",
       " 'paris': 5042,\n",
       " 'bakery': 803,\n",
       " 'domminos': 2029,\n",
       " 'liberty': 3799,\n",
       " 'kakkad': 3380,\n",
       " 'shreeji': 6337,\n",
       " 'monginis': 4389,\n",
       " 'poonam': 5257,\n",
       " 'various': 7271,\n",
       " 'at': 655,\n",
       " 'dhobi': 1935,\n",
       " 'talao': 6822,\n",
       " 'drive': 2058,\n",
       " 'honorary': 2954,\n",
       " 'czech': 1753,\n",
       " 'republic': 5647,\n",
       " 'shroff': 6357,\n",
       " 'eye': 2251,\n",
       " 'zain': 7637,\n",
       " 'gughan': 2722,\n",
       " 'veg': 7306,\n",
       " 'leelabai': 3783,\n",
       " 'thackersey': 6936,\n",
       " 'nursing': 4803,\n",
       " 'blossom': 1100,\n",
       " 'english': 2184,\n",
       " 'primary': 5347,\n",
       " 'sassanian': 6032,\n",
       " 'central': 1349,\n",
       " 'touring': 7033,\n",
       " 'guest': 2720,\n",
       " 'समद': 7721,\n",
       " 'motors': 4427,\n",
       " 'mahindra': 3973,\n",
       " 'hockey': 2938,\n",
       " 'parsi': 5059,\n",
       " 'टल': 7692,\n",
       " 'west': 7525,\n",
       " 'cross': 1716,\n",
       " 'shri': 6346,\n",
       " 'bhagwandastodi': 968,\n",
       " 'walter': 7488,\n",
       " 'de': 1827,\n",
       " 'souza': 6528,\n",
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       " 'kunj': 3683,\n",
       " 'sonawala': 6511,\n",
       " 'seksaria': 6127,\n",
       " 'kapur': 3454,\n",
       " 'keval': 3531,\n",
       " 'matruchhaya': 4161,\n",
       " 'krishna': 3656,\n",
       " 'zaver': 7646,\n",
       " 'sndt': 6467,\n",
       " 'women': 7562,\n",
       " 'university': 7183,\n",
       " 'lines': 3828,\n",
       " 'meghdoot': 4229,\n",
       " 'xavier': 7587,\n",
       " 'boys': 1157,\n",
       " 'shanti': 6210,\n",
       " 'niketan': 4719,\n",
       " 'gobind': 2613,\n",
       " 'parijat': 5037,\n",
       " 'bharat': 987,\n",
       " 'firdaus': 2331,\n",
       " 'hem': 2882,\n",
       " 'prabha': 5279,\n",
       " 'bharatiya': 990,\n",
       " 'al': 331,\n",
       " 'sabah': 5798,\n",
       " 'jabreya': 3160,\n",
       " 'wankhede': 7491,\n",
       " 'garware': 2499,\n",
       " 'grounds': 2710,\n",
       " 'city': 1539,\n",
       " 'palace': 4955,\n",
       " 'manama': 4032,\n",
       " 'farhang': 2285,\n",
       " 'sun': 6686,\n",
       " 'reliance': 5633,\n",
       " 'ventures': 7318,\n",
       " 'limited': 3824,\n",
       " 'heraa': 2887,\n",
       " 'fedex': 2305,\n",
       " 'operations': 4869,\n",
       " 'service': 6142,\n",
       " 'indira': 3061,\n",
       " 'dock': 2013,\n",
       " 'we': 7512,\n",
       " 'wake': 7475,\n",
       " 'ramesh': 5526,\n",
       " 'stores': 6628,\n",
       " 'seventh': 6155,\n",
       " 'sky': 6439,\n",
       " 'patel': 5078,\n",
       " 'merchant': 4254,\n",
       " 'uniforms': 7173,\n",
       " 'maharastra': 3958,\n",
       " 'bread': 1178,\n",
       " 'biscuit': 1082,\n",
       " 'shop': 6319,\n",
       " 'gpo': 2672,\n",
       " 'george': 2545,\n",
       " 'universal': 7181,\n",
       " 'ruttonsee': 5787,\n",
       " 'mujee': 4459,\n",
       " 'fountain': 2391,\n",
       " 'chhatrapati': 1445,\n",
       " 'terminus': 6921,\n",
       " 'olympus': 4850,\n",
       " 'faredoon': 2284,\n",
       " 'berth': 948,\n",
       " 'csmt': 1723,\n",
       " 'dakshinayan': 1778,\n",
       " 'khimji': 3569,\n",
       " 'jeeva': 3262,\n",
       " 'sanitorium': 5964,\n",
       " 'gitanjali': 2591,\n",
       " 'joshi': 3330,\n",
       " 'walsingham': 7487,\n",
       " 'aditya': 232,\n",
       " 'birla': 1077,\n",
       " 'dariya': 1800,\n",
       " 'hanuman': 2810,\n",
       " 'madhu': 3909,\n",
       " 'seva': 6151,\n",
       " 'pleasant': 5220,\n",
       " 'symphony': 6800,\n",
       " 'daisy': 1775,\n",
       " 'lea': 3776,\n",
       " 'elizabeth': 2152,\n",
       " 'hill': 2904,\n",
       " 'manav': 4036,\n",
       " 'lands': 3745,\n",
       " 'vandan': 7256,\n",
       " 'purnima': 5406,\n",
       " 'pool': 5256,\n",
       " 'fair': 2264,\n",
       " 'ridge': 5694,\n",
       " 'road': 5724,\n",
       " 'shops': 6326,\n",
       " 'kamala': 3406,\n",
       " 'il': 3041,\n",
       " 'palazzo': 4959,\n",
       " 'suneeta': 6700,\n",
       " 'el': 2128,\n",
       " 'cid': 1516,\n",
       " 'gopi': 2648,\n",
       " 'amalfi': 378,\n",
       " 'varsha': 7272,\n",
       " 'kaivalyadham': 3379,\n",
       " 'girgaum': 2580,\n",
       " 'chowpatty': 1502,\n",
       " 'beach': 915,\n",
       " 'bath': 896,\n",
       " 'saifee': 5865,\n",
       " 'bal': 807,\n",
       " 'lokmanya': 3858,\n",
       " 'tilak': 6991,\n",
       " 'udyan': 7151,\n",
       " 'volleyball': 7449,\n",
       " 'savitridevi': 6071,\n",
       " 'phule': 5175,\n",
       " 'mahila': 3970,\n",
       " 'chhatralaya': 1444,\n",
       " 'ladies': 3711,\n",
       " 'hostel': 2969,\n",
       " 'sharada': 6218,\n",
       " 'bobby': 1111,\n",
       " 'kalbadevi': 3387,\n",
       " '400002': 87,\n",
       " 'sebastian': 6113,\n",
       " 'goan': 2612,\n",
       " '18': 29,\n",
       " '18a': 31,\n",
       " 'navi': 4632,\n",
       " 'wadi': 7467,\n",
       " 'khans': 3550,\n",
       " 'sahitya': 5852,\n",
       " 'sangh': 5955,\n",
       " 'taraporewala': 6864,\n",
       " 'aquarium': 545,\n",
       " 'tishacreation': 7009,\n",
       " 'shree': 6335,\n",
       " 'thaker': 6941,\n",
       " 'bhojanalay': 1030,\n",
       " 'sachai': 5809,\n",
       " 'smt': 6464,\n",
       " 'kamladevi': 3420,\n",
       " 'gauridutt': 2510,\n",
       " 'ayurvedic': 729,\n",
       " 'suryakant': 6752,\n",
       " 'wagal': 7471,\n",
       " 'maternity': 4151,\n",
       " 'ocean': 4820,\n",
       " 'eyewear': 2255,\n",
       " 'pvt': 5421,\n",
       " 'ltd': 3875,\n",
       " 'optics': 4879,\n",
       " 'shah': 6166,\n",
       " 'ookchand': 4862,\n",
       " 'sons': 6516,\n",
       " 'pandit': 4992,\n",
       " 'ayurveda': 728,\n",
       " 'panchakarma': 4979,\n",
       " 'vinayak': 7395,\n",
       " 'darshan': 1804,\n",
       " 'dinkar': 1978,\n",
       " 'parekh': 5034,\n",
       " 'zaoba': 7641,\n",
       " 'kansara': 3443,\n",
       " 'suryam': 6754,\n",
       " 'heights': 2876,\n",
       " 'shyam': 6376,\n",
       " 'bhuvan': 1048,\n",
       " 'vardhaman': 7269,\n",
       " 'hira': 2922,\n",
       " 'manek': 4049,\n",
       " 'gomti': 2637,\n",
       " 'chs': 1509,\n",
       " '25': 57,\n",
       " '15': 24,\n",
       " 'nand': 4575,\n",
       " '21': 44,\n",
       " 'devidas': 1895,\n",
       " 'byramjee': 1247,\n",
       " 'jeejeebhoy': 3261,\n",
       " 'parsee': 5056,\n",
       " 'charitable': 1405,\n",
       " 'institution': 3102,\n",
       " 'shripati': 6353,\n",
       " 'lifescapes': 3806,\n",
       " 'nilay': 4725,\n",
       " 'marathi': 4103,\n",
       " 'wilson': 7542,\n",
       " 'hindu': 2917,\n",
       " 'girgaon': 2579,\n",
       " 'pj': 5204,\n",
       " 'teresa': 6919,\n",
       " 'prestige': 5344,\n",
       " 'imperial': 3048,\n",
       " 'great': 2694,\n",
       " 'punjab': 5400,\n",
       " 'rajdhani': 5489,\n",
       " 'pydhoni': 5422,\n",
       " 'masjid': 4134,\n",
       " 'chowkie': 1500,\n",
       " 'beat': 919,\n",
       " 'shahil': 6174,\n",
       " 'commissioner': 1606,\n",
       " 'chanda': 1385,\n",
       " 'bar': 868,\n",
       " 'kadamba': 3375,\n",
       " 'iranian': 3121,\n",
       " 'crawford': 1692,\n",
       " 'tidy': 6983,\n",
       " 'tronic': 7096,\n",
       " 'zaveri': 7648,\n",
       " 'radio': 5451,\n",
       " 'traders': 7048,\n",
       " 'creation': 1695,\n",
       " 'badshah': 779,\n",
       " 'falooda': 2275,\n",
       " 'place': 5206,\n",
       " 'dholkawalla': 1938,\n",
       " 'noor': 4785,\n",
       " 'muslim': 4511,\n",
       " 'ambulance': 407,\n",
       " 'diagnostic': 1949,\n",
       " 'ball': 817,\n",
       " 'basketball': 890,\n",
       " 'fatah': 2294,\n",
       " 'adlabs': 234,\n",
       " 'मह': 7703,\n",
       " 'डई': 7693,\n",
       " 'sir': 6425,\n",
       " 'touch': 7032,\n",
       " 'shopping': 6324,\n",
       " 'mangaldas': 4057,\n",
       " 'willingdon': 7539,\n",
       " 'cama': 1268,\n",
       " 'ळद': 7713,\n",
       " 'जप': 7688,\n",
       " 'anjuman': 475,\n",
       " 'allana': 350,\n",
       " 'haj': 2783,\n",
       " 'committee': 1607,\n",
       " 'manish': 4075,\n",
       " 'cst': 1724,\n",
       " 'underground': 7168,\n",
       " 'juma': 3345,\n",
       " 'pond': 5252,\n",
       " 'admin': 235,\n",
       " 'dept': 1868,\n",
       " 'aradhana': 550,\n",
       " 'harris': 2833,\n",
       " 'navrang': 4641,\n",
       " 'azad': 732,\n",
       " 'nizam': 4768,\n",
       " 'traveler': 7060,\n",
       " 'janabai': 3209,\n",
       " 'rokade': 5734,\n",
       " 'elphinstone': 2158,\n",
       " 'namo': 4570,\n",
       " 'relax': 5631,\n",
       " 'island': 3137,\n",
       " 'elephanta': 2143,\n",
       " 'moksh': 4377,\n",
       " 'wines': 7551,\n",
       " 'priyadarshini': 5367,\n",
       " 'brij': 1195,\n",
       " 'kutir': 3696,\n",
       " 'regency': 5615,\n",
       " 'glenogle': 2600,\n",
       " 'tulip': 7108,\n",
       " 'zopadpatti': 7663,\n",
       " 'apartment': 518,\n",
       " 'sapna': 5995,\n",
       " 'origami': 4894,\n",
       " 'mount': 4431,\n",
       " 'blanc': 1093,\n",
       " 'russian': 5783,\n",
       " 'federation': 2304,\n",
       " 'soam': 6478,\n",
       " 'culture': 1734,\n",
       " 'कमल': 7685,\n",
       " 'हर': 7724,\n",
       " 'vision': 7421,\n",
       " 'desa': 1873,\n",
       " 'nadeem': 4533,\n",
       " 'rais': 5475,\n",
       " 'endocrinologist': 2177,\n",
       " 'pherozeshah': 5170,\n",
       " 'mehta': 4240,\n",
       " 'gardens': 2493,\n",
       " 'hanging': 2806,\n",
       " 'shimla': 6269,\n",
       " 'shapoorji': 6215,\n",
       " 'fakirji': 2269,\n",
       " 'jokhi': 3321,\n",
       " 'agiary': 269,\n",
       " 'shantivan': 6214,\n",
       " 'all': 349,\n",
       " 'saints': 5874,\n",
       " 'church': 1514,\n",
       " 'doongerwadi': 2034,\n",
       " 'lakheni': 3725,\n",
       " 'makichan': 3998,\n",
       " 'hall': 2793,\n",
       " 'ruxmani': 5788,\n",
       " 'lying': 3886,\n",
       " 'in': 3052,\n",
       " 'babunath': 759,\n",
       " 'temple': 6912,\n",
       " 'ratan': 5558,\n",
       " 'hyderabad': 3005,\n",
       " 'estate': 2212,\n",
       " 'silence': 6400,\n",
       " 'religious': 5636,\n",
       " 'सन': 7720,\n",
       " 'rotunda': 5755,\n",
       " 'skylark': 6442,\n",
       " 'paras': 5026,\n",
       " 'ratnam': 5567,\n",
       " 'haveli': 2846,\n",
       " 'kanta': 3444,\n",
       " 'dsb': 2064,\n",
       " 'kohinoor': 3615,\n",
       " 'manhar': 4069,\n",
       " 'oak': 4815,\n",
       " 'prasad': 5308,\n",
       " 'wyoming': 7586,\n",
       " 'las': 3754,\n",
       " 'palmas': 4967,\n",
       " 'acropolis': 219,\n",
       " 'nana': 4571,\n",
       " 'nani': 4584,\n",
       " 'kilachand': 3584,\n",
       " 'bandstand': 844,\n",
       " 'paradi': 5016,\n",
       " 'cathedral': 1324,\n",
       " 'john': 3318,\n",
       " 'connon': 1629,\n",
       " 'infant': 3075,\n",
       " 'simla': 6406,\n",
       " 'ever': 2225,\n",
       " 'shriram': 6354,\n",
       " 'goodwill': 2642,\n",
       " 'roshan': 5752,\n",
       " 'talkies': 6829,\n",
       " 'alfred': 343,\n",
       " 'italy': 3147,\n",
       " 'allbless': 351,\n",
       " 'madhavbaug': 3908,\n",
       " 'po': 5229,\n",
       " 'null': 4800,\n",
       " 'badhamkar': 773,\n",
       " 'mark': 4114,\n",
       " 'briteway': 1200,\n",
       " 'dinath': 1972,\n",
       " 'bldg': 1095,\n",
       " 'falcon': 2273,\n",
       " 'york': 7624,\n",
       " 'delhi': 1849,\n",
       " 'darbar': 1796,\n",
       " 'empire': 2168,\n",
       " 'khan': 3543,\n",
       " 'tiwari': 7013,\n",
       " 'brothers': 1206,\n",
       " 'mithaiwala': 4335,\n",
       " 'nicholson': 4709,\n",
       " 'yash': 7598,\n",
       " 'total': 7029,\n",
       " 'ursekar': 7206,\n",
       " 'laser': 3755,\n",
       " 'microssurgery': 4286,\n",
       " 'brahman': 1167,\n",
       " 'sabha': 5802,\n",
       " 'mhaskar': 4277,\n",
       " 'gruh': 2715,\n",
       " 'yogeshwar': 7620,\n",
       " 'surgical': 6742,\n",
       " 'diamond': 1952,\n",
       " 'mela': 4243,\n",
       " 'beramjis': 946,\n",
       " 'pai': 4950,\n",
       " 'dhungat': 1943,\n",
       " 'nityanand': 4762,\n",
       " 'fast': 2293,\n",
       " 'bmc': 1104,\n",
       " 'kamathipura': 3411,\n",
       " 'sanjay': 5968,\n",
       " 'kiah': 3578,\n",
       " 'metallurgical': 4262,\n",
       " 'metropolitan': 4268,\n",
       " 'magistrate': 3931,\n",
       " 'degrees': 1848,\n",
       " 'kala': 3381,\n",
       " 'kendra': 3515,\n",
       " 'irani': 3120,\n",
       " 'kamdar': 3414,\n",
       " 'sweets': 6793,\n",
       " 'vasant': 7276,\n",
       " 'bata': 894,\n",
       " 'gathanis': 2504,\n",
       " 'music': 4508,\n",
       " 'zafco': 7635,\n",
       " 'perfumes': 5141,\n",
       " 'image': 3043,\n",
       " 'hair': 2781,\n",
       " 'studio': 6633,\n",
       " 'airtel': 296,\n",
       " '7th': 132,\n",
       " 'heaven': 2867,\n",
       " 'naaz': 4524,\n",
       " 'swastik': 6785,\n",
       " 'dreamland': 2050,\n",
       " 'kabutarkhana': 3369,\n",
       " 'panjarapole': 4999,\n",
       " 'farmyard': 2289,\n",
       " 'shreeman': 6338,\n",
       " 'kherajbhai': 3564,\n",
       " 'ladiwala': 3712,\n",
       " 'chowk': 1498,\n",
       " 'moti': 4420,\n",
       " 'kalyan': 3402,\n",
       " 'chikitsak': 1456,\n",
       " 'samuh': 5927,\n",
       " 'conwest': 1646,\n",
       " 'manjula': 4077,\n",
       " 'badani': 771,\n",
       " 'jain': 3181,\n",
       " 'mumbadevi': 4482,\n",
       " 'aryan': 607,\n",
       " 'marwari': 4129,\n",
       " 'shreepati': 6339,\n",
       " 'siddhesh': 6383,\n",
       " 'rushabh': 5780,\n",
       " 'akbar': 320,\n",
       " 'peerbhoy': 5127,\n",
       " 'commerce': 1601,\n",
       " 'economics': 2110,\n",
       " 'era': 2198,\n",
       " 'engineering': 2182,\n",
       " 'kanchan': 3431,\n",
       " 'gauri': 2509,\n",
       " 'bai': 791,\n",
       " 'pavri': 5103,\n",
       " ...}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(791, 7726)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "gymkhana: 4.307265561827952\n",
      "administration: 6.575949103146316\n",
      "maharshtra: 6.981414211254481\n",
      "lawn: 5.59511985013459\n",
      "association: 4.539067175885275\n",
      "middle: 6.575949103146316\n",
      "coastal: 5.7286512427591125\n",
      "battery: 6.288267030694535\n",
      "dockyard: 5.189654742026425\n",
      "belpada: 6.0651234793803255\n",
      "creek: 2.7329189692051217\n",
      "shivaji: 3.960989325110118\n",
      "maharaj: 4.7841896339182615\n",
      "ramdas: 5.7286512427591125\n",
      "statue: 5.477336814478207\n",
      "jijamata: 5.7286512427591125\n",
      "raigarh: 5.477336814478207\n",
      "yogakshema: 6.981414211254481\n",
      "dome: 6.575949103146316\n",
      "sarvodaya: 5.882801922586371\n",
      "samrat: 5.59511985013459\n",
      "oxford: 6.575949103146316\n",
      "bookstore: 6.981414211254481\n",
      "210: 6.575949103146316\n",
      "relish: 6.981414211254481\n",
      "eros: 6.0651234793803255\n",
      "cinema: 4.24057418732928\n",
      "green: 4.178053830347945\n",
      "intercontinental: 6.575949103146316\n",
      "iran: 6.575949103146316\n",
      "ice: 5.276666119016055\n",
      "cream: 5.276666119016055\n",
      "sassy: 5.7286512427591125\n",
      "spoon: 6.981414211254481\n",
      "pizza: 4.307265561827952\n",
      "by: 4.378724525810097\n",
      "bay: 4.84134804775821\n",
      "chateau: 6.575949103146316\n",
      "windsor: 6.288267030694535\n",
      "tea: 4.178053830347945\n",
      "spain: 6.981414211254481\n",
      "mckinsey: 6.981414211254481\n",
      "company: 4.730122412647985\n",
      "पश: 6.981414211254481\n",
      "लय: 5.882801922586371\n",
      "gaylord: 6.981414211254481\n",
      "sk: 5.7286512427591125\n",
      "raju: 6.575949103146316\n",
      "rolls: 6.0651234793803255\n",
      "26: 5.59511985013459\n",
      "11: 4.966511190712216\n",
      "peace: 5.882801922586371\n",
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      "lic: 6.575949103146316\n",
      "bjp: 6.981414211254481\n",
      "party: 6.981414211254481\n",
      "marine: 5.189654742026425\n",
      "oval: 6.981414211254481\n",
      "maidan: 3.7625383863862796\n",
      "recreation_ground: 3.3978952727983707\n",
      "churchgate: 6.288267030694535\n",
      "mantralaya: 6.981414211254481\n",
      "soona: 6.575949103146316\n",
      "mahal: 4.455685566946225\n",
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      "james: 6.981414211254481\n",
      "framroz: 6.981414211254481\n",
      "astoria: 6.981414211254481\n",
      "mahatma: 4.49650756146648\n",
      "gandhi: 3.185925022082286\n",
      "brabourne: 6.575949103146316\n",
      "stadium: 4.539067175885275\n",
      "oceana: 6.981414211254481\n",
      "riviera: 5.882801922586371\n",
      "shalimar: 5.882801922586371\n",
      "thakur: 4.966511190712216\n",
      "niwas: 4.378724525810097\n",
      "jyoti: 4.455685566946225\n",
      "sadan: 4.119213330325012\n",
      "college: 2.754580465986301\n",
      "star: 4.148200867198264\n",
      "bazaar: 5.477336814478207\n",
      "petroleum: 6.288267030694535\n",
      "annex: 5.882801922586371\n",
      "sunder: 5.477336814478207\n",
      "baroda: 6.575949103146316\n",
      "express: 5.59511985013459\n",
      "podar: 4.901972669574645\n",
      "jai: 4.58351893845611\n",
      "hind: 5.189654742026425\n",
      "sydenham: 6.575949103146316\n",
      "queen: 5.882801922586371\n",
      "fort: 5.189654742026425\n",
      "ganga: 5.882801922586371\n",
      "vihar: 3.6855773452501515\n",
      "excellency: 6.0651234793803255\n",
      "restaurant: 3.2801122371419873\n",
      "jimmy: 5.882801922586371\n",
      "boy: 5.882801922586371\n",
      "britannia: 6.575949103146316\n",
      "asiatic: 6.575949103146316\n",
      "library: 4.901972669574645\n",
      "co: 3.426066149765067\n",
      "rbi: 6.981414211254481\n",
      "monetary: 6.981414211254481\n",
      "museum: 5.882801922586371\n",
      "horniman: 6.981414211254481\n",
      "circle: 5.189654742026425\n",
      "grand: 4.455685566946225\n",
      "bombay: 3.7233176732329984\n",
      "model: 5.477336814478207\n",
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      "retail: 4.063643479170201\n",
      "mint: 6.575949103146316\n",
      "mbpt: 5.59511985013459\n",
      "society: 2.9209712007080615\n",
      "old: 5.37197629882038\n",
      "customs: 6.575949103146316\n",
      "जभवन: 6.981414211254481\n",
      "बई: 5.477336814478207\n",
      "malabar: 6.0651234793803255\n",
      "banganga: 5.882801922586371\n",
      "tank: 5.59511985013459\n",
      "kenorita: 6.575949103146316\n",
      "super: 4.416464853792943\n",
      "back: 6.981414211254481\n",
      "real: 6.288267030694535\n",
      "chemist: 4.49650756146648\n",
      "paris: 6.288267030694535\n",
      "bakery: 4.063643479170201\n",
      "domminos: 6.981414211254481\n",
      "liberty: 5.59511985013459\n",
      "kakkad: 6.981414211254481\n",
      "shreeji: 5.189654742026425\n",
      "monginis: 5.189654742026425\n",
      "poonam: 6.0651234793803255\n",
      "various: 6.981414211254481\n",
      "at: 5.59511985013459\n",
      "dhobi: 6.0651234793803255\n",
      "talao: 4.966511190712216\n",
      "drive: 6.288267030694535\n",
      "honorary: 6.981414211254481\n",
      "czech: 6.981414211254481\n",
      "republic: 6.0651234793803255\n",
      "shroff: 5.7286512427591125\n",
      "eye: 3.1972245773362196\n",
      "zain: 6.288267030694535\n",
      "gughan: 6.575949103146316\n",
      "veg: 4.678829118260435\n",
      "leelabai: 6.981414211254481\n",
      "thackersey: 6.981414211254481\n",
      "nursing: 2.6572815549995017\n",
      "blossom: 6.0651234793803255\n",
      "english: 4.119213330325012\n",
      "primary: 4.307265561827952\n",
      "sassanian: 6.981414211254481\n",
      "central: 3.6141183812680064\n",
      "touring: 6.288267030694535\n",
      "guest: 5.035504062199167\n",
      "समद: 6.981414211254481\n",
      "motors: 5.109612034352889\n",
      "mahindra: 4.7841896339182615\n",
      "hockey: 6.0651234793803255\n",
      "parsi: 6.0651234793803255\n",
      "टल: 5.59511985013459\n",
      "west: 4.49650756146648\n",
      "cross: 5.035504062199167\n",
      "shri: 4.148200867198264\n",
      "bhagwandastodi: 6.575949103146316\n",
      "walter: 6.981414211254481\n",
      "de: 5.882801922586371\n",
      "souza: 6.575949103146316\n",
      "islam: 5.189654742026425\n",
      "giri: 6.575949103146316\n",
      "kunj: 4.58351893845611\n",
      "sonawala: 6.981414211254481\n",
      "seksaria: 6.981414211254481\n",
      "kapur: 6.981414211254481\n",
      "keval: 6.575949103146316\n",
      "matruchhaya: 6.575949103146316\n",
      "krishna: 3.704269478262304\n",
      "zaver: 6.981414211254481\n",
      "sndt: 5.882801922586371\n",
      "women: 5.189654742026425\n",
      "university: 4.58351893845611\n",
      "lines: 6.575949103146316\n",
      "meghdoot: 6.288267030694535\n",
      "xavier: 5.477336814478207\n",
      "boys: 5.477336814478207\n",
      "shanti: 4.24057418732928\n",
      "niketan: 4.966511190712216\n",
      "gobind: 6.0651234793803255\n",
      "parijat: 5.477336814478207\n",
      "bharat: 4.24057418732928\n",
      "firdaus: 6.981414211254481\n",
      "hem: 6.575949103146316\n",
      "prabha: 5.7286512427591125\n",
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      "al: 4.7841896339182615\n",
      "sabah: 6.981414211254481\n",
      "jabreya: 6.981414211254481\n",
      "wankhede: 6.981414211254481\n",
      "garware: 6.981414211254481\n",
      "grounds: 5.035504062199167\n",
      "city: 3.7427357590901003\n",
      "palace: 4.119213330325012\n",
      "manama: 6.981414211254481\n",
      "farhang: 6.981414211254481\n",
      "sun: 4.966511190712216\n",
      "reliance: 3.845919995325331\n",
      "ventures: 6.981414211254481\n",
      "limited: 4.730122412647985\n",
      "heraa: 6.981414211254481\n",
      "fedex: 6.981414211254481\n",
      "operations: 6.981414211254481\n",
      "service: 4.455685566946225\n",
      "indira: 4.84134804775821\n",
      "dock: 5.882801922586371\n",
      "we: 6.288267030694535\n",
      "wake: 6.981414211254481\n",
      "ramesh: 6.288267030694535\n",
      "stores: 4.036975232088039\n",
      "seventh: 6.288267030694535\n",
      "sky: 5.882801922586371\n",
      "patel: 3.9368917735310576\n",
      "merchant: 6.288267030694535\n",
      "uniforms: 6.981414211254481\n",
      "maharastra: 6.981414211254481\n",
      "bread: 6.981414211254481\n",
      "biscuit: 6.288267030694535\n",
      "shop: 3.6855773452501515\n",
      "gpo: 6.981414211254481\n",
      "george: 6.288267030694535\n",
      "universal: 5.59511985013459\n",
      "ruttonsee: 6.981414211254481\n",
      "mujee: 6.981414211254481\n",
      "fountain: 5.477336814478207\n",
      "chhatrapati: 5.109612034352889\n",
      "terminus: 5.276666119016055\n",
      "olympus: 6.981414211254481\n",
      "faredoon: 6.575949103146316\n",
      "berth: 6.981414211254481\n",
      "csmt: 6.288267030694535\n",
      "dakshinayan: 6.288267030694535\n",
      "khimji: 6.981414211254481\n",
      "jeeva: 6.981414211254481\n",
      "sanitorium: 6.981414211254481\n",
      "gitanjali: 6.0651234793803255\n",
      "joshi: 5.59511985013459\n",
      "walsingham: 6.575949103146316\n",
      "aditya: 4.730122412647985\n",
      "birla: 5.37197629882038\n",
      "dariya: 6.288267030694535\n",
      "hanuman: 4.7841896339182615\n",
      "madhu: 5.59511985013459\n",
      "seva: 4.49650756146648\n",
      "pleasant: 6.0651234793803255\n",
      "symphony: 6.575949103146316\n",
      "daisy: 5.7286512427591125\n",
      "lea: 6.575949103146316\n",
      "elizabeth: 6.981414211254481\n",
      "hill: 4.273364010152271\n",
      "manav: 6.0651234793803255\n",
      "lands: 6.288267030694535\n",
      "vandan: 6.981414211254481\n",
      "purnima: 6.575949103146316\n",
      "pool: 3.960989325110118\n",
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      "ridge: 6.288267030694535\n",
      "road: 4.455685566946225\n",
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      "kamala: 6.288267030694535\n",
      "il: 6.0651234793803255\n",
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      "suneeta: 6.575949103146316\n",
      "el: 6.575949103146316\n",
      "cid: 6.575949103146316\n",
      "gopi: 5.7286512427591125\n",
      "amalfi: 5.7286512427591125\n",
      "varsha: 4.901972669574645\n",
      "kaivalyadham: 6.575949103146316\n",
      "girgaum: 6.575949103146316\n",
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      "beach: 4.036975232088039\n",
      "bath: 6.288267030694535\n",
      "saifee: 5.477336814478207\n",
      "bal: 5.477336814478207\n",
      "lokmanya: 5.035504062199167\n",
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      "udyan: 3.3570732782781154\n",
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      "phule: 5.035504062199167\n",
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      "ladies: 5.7286512427591125\n",
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      "sharada: 6.288267030694535\n",
      "bobby: 6.575949103146316\n",
      "kalbadevi: 6.575949103146316\n",
      "400002: 6.575949103146316\n",
      "sebastian: 6.575949103146316\n",
      "goan: 6.981414211254481\n",
      "18: 4.966511190712216\n",
      "18a: 6.981414211254481\n",
      "navi: 4.273364010152271\n",
      "wadi: 5.109612034352889\n",
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      "sahitya: 5.882801922586371\n",
      "sangh: 5.59511985013459\n",
      "taraporewala: 6.981414211254481\n",
      "aquarium: 5.882801922586371\n",
      "tishacreation: 6.575949103146316\n",
      "shree: 3.2086532731598423\n",
      "thaker: 6.575949103146316\n",
      "bhojanalay: 6.575949103146316\n",
      "sachai: 6.575949103146316\n",
      "smt: 4.84134804775821\n",
      "kamladevi: 6.981414211254481\n",
      "gauridutt: 6.981414211254481\n",
      "ayurvedic: 6.0651234793803255\n",
      "suryakant: 6.575949103146316\n",
      "wagal: 6.575949103146316\n",
      "maternity: 2.9383629434199303\n",
      "ocean: 5.7286512427591125\n",
      "eyewear: 6.575949103146316\n",
      "pvt: 3.5636875276411146\n",
      "ltd: 3.185925022082286\n",
      "optics: 5.882801922586371\n",
      "shah: 4.273364010152271\n",
      "ookchand: 6.575949103146316\n",
      "sons: 5.59511985013459\n",
      "pandit: 5.477336814478207\n",
      "ayurveda: 6.575949103146316\n",
      "panchakarma: 6.575949103146316\n",
      "vinayak: 5.37197629882038\n",
      "darshan: 4.178053830347945\n",
      "dinkar: 6.0651234793803255\n",
      "parekh: 5.37197629882038\n",
      "zaoba: 6.981414211254481\n",
      "kansara: 6.981414211254481\n",
      "suryam: 6.981414211254481\n",
      "heights: 3.3570732782781154\n",
      "shyam: 5.59511985013459\n",
      "bhuvan: 4.966511190712216\n",
      "vardhaman: 5.882801922586371\n",
      "hira: 5.109612034352889\n",
      "manek: 6.288267030694535\n",
      "gomti: 6.575949103146316\n",
      "chs: 2.8787708462176846\n",
      "25: 5.109612034352889\n",
      "15: 5.37197629882038\n",
      "nand: 6.575949103146316\n",
      "21: 5.37197629882038\n",
      "devidas: 6.575949103146316\n",
      "byramjee: 6.0651234793803255\n",
      "jeejeebhoy: 6.0651234793803255\n",
      "parsee: 6.0651234793803255\n",
      "charitable: 5.59511985013459\n",
      "institution: 6.575949103146316\n",
      "shripati: 6.575949103146316\n",
      "lifescapes: 6.575949103146316\n",
      "nilay: 6.575949103146316\n",
      "marathi: 4.678829118260435\n",
      "wilson: 6.288267030694535\n",
      "hindu: 4.901972669574645\n",
      "girgaon: 6.575949103146316\n",
      "pj: 6.981414211254481\n",
      "teresa: 5.7286512427591125\n",
      "prestige: 5.477336814478207\n",
      "imperial: 5.37197629882038\n",
      "great: 5.7286512427591125\n",
      "punjab: 4.966511190712216\n",
      "rajdhani: 6.981414211254481\n",
      "pydhoni: 6.575949103146316\n",
      "masjid: 5.37197629882038\n",
      "chowkie: 6.288267030694535\n",
      "beat: 6.288267030694535\n",
      "shahil: 6.575949103146316\n",
      "commissioner: 6.0651234793803255\n",
      "chanda: 6.575949103146316\n",
      "bar: 3.803360380906535\n",
      "kadamba: 6.981414211254481\n",
      "iranian: 6.575949103146316\n",
      "crawford: 6.981414211254481\n",
      "tidy: 6.575949103146316\n",
      "tronic: 6.575949103146316\n",
      "zaveri: 6.0651234793803255\n",
      "radio: 5.477336814478207\n",
      "traders: 5.109612034352889\n",
      "creation: 6.981414211254481\n",
      "badshah: 6.575949103146316\n",
      "falooda: 6.981414211254481\n",
      "place: 5.882801922586371\n",
      "dholkawalla: 6.575949103146316\n",
      "noor: 5.59511985013459\n",
      "muslim: 5.59511985013459\n",
      "ambulance: 6.288267030694535\n",
      "diagnostic: 4.678829118260435\n",
      "ball: 5.7286512427591125\n",
      "basketball: 5.276666119016055\n",
      "fatah: 6.981414211254481\n",
      "adlabs: 6.981414211254481\n",
      "मह: 5.59511985013459\n",
      "डई: 6.575949103146316\n",
      "sir: 5.109612034352889\n",
      "touch: 6.288267030694535\n",
      "shopping: 4.678829118260435\n",
      "mangaldas: 6.981414211254481\n",
      "willingdon: 5.882801922586371\n",
      "cama: 6.288267030694535\n",
      "ळद: 6.981414211254481\n",
      "जप: 6.288267030694535\n",
      "anjuman: 5.7286512427591125\n",
      "allana: 6.288267030694535\n",
      "haj: 6.981414211254481\n",
      "committee: 6.575949103146316\n",
      "manish: 5.477336814478207\n",
      "cst: 6.981414211254481\n",
      "underground: 6.981414211254481\n",
      "juma: 6.981414211254481\n",
      "pond: 3.8678989020441064\n",
      "admin: 6.288267030694535\n",
      "dept: 6.981414211254481\n",
      "aradhana: 6.0651234793803255\n",
      "harris: 6.575949103146316\n",
      "navrang: 5.7286512427591125\n",
      "azad: 5.035504062199167\n",
      "nizam: 6.981414211254481\n",
      "traveler: 6.981414211254481\n",
      "janabai: 6.575949103146316\n",
      "rokade: 6.575949103146316\n",
      "elphinstone: 6.288267030694535\n",
      "namo: 6.575949103146316\n",
      "relax: 6.575949103146316\n",
      "island: 4.901972669574645\n",
      "elephanta: 5.477336814478207\n",
      "moksh: 6.981414211254481\n",
      "wines: 5.109612034352889\n",
      "priyadarshini: 6.0651234793803255\n",
      "brij: 6.575949103146316\n",
      "kutir: 5.276666119016055\n",
      "regency: 4.84134804775821\n",
      "glenogle: 6.575949103146316\n",
      "tulip: 5.035504062199167\n",
      "zopadpatti: 5.477336814478207\n",
      "apartment: 3.7427357590901003\n",
      "sapna: 5.276666119016055\n",
      "origami: 6.288267030694535\n",
      "mount: 5.59511985013459\n",
      "blanc: 6.575949103146316\n",
      "russian: 6.575949103146316\n",
      "federation: 6.575949103146316\n",
      "soam: 6.981414211254481\n",
      "culture: 6.981414211254481\n",
      "कमल: 6.981414211254481\n",
      "हर: 6.288267030694535\n",
      "vision: 5.37197629882038\n",
      "desa: 6.981414211254481\n",
      "nadeem: 6.288267030694535\n",
      "rais: 6.981414211254481\n",
      "endocrinologist: 6.981414211254481\n",
      "pherozeshah: 6.981414211254481\n",
      "mehta: 5.109612034352889\n",
      "gardens: 4.416464853792943\n",
      "hanging: 6.981414211254481\n",
      "shimla: 6.0651234793803255\n",
      "shapoorji: 5.59511985013459\n",
      "fakirji: 6.288267030694535\n",
      "jokhi: 6.575949103146316\n",
      "agiary: 6.0651234793803255\n",
      "shantivan: 6.575949103146316\n",
      "all: 4.901972669574645\n",
      "saints: 6.981414211254481\n",
      "church: 4.84134804775821\n",
      "doongerwadi: 6.288267030694535\n",
      "lakheni: 6.981414211254481\n",
      "makichan: 6.981414211254481\n",
      "hall: 4.178053830347945\n",
      "ruxmani: 6.981414211254481\n",
      "lying: 6.288267030694535\n",
      "in: 4.966511190712216\n",
      "babunath: 6.981414211254481\n",
      "temple: 5.035504062199167\n",
      "ratan: 5.59511985013459\n",
      "hyderabad: 6.288267030694535\n",
      "estate: 3.5636875276411146\n",
      "silence: 6.575949103146316\n",
      "religious: 4.7841896339182615\n",
      "सन: 6.981414211254481\n",
      "rotunda: 6.0651234793803255\n",
      "skylark: 6.288267030694535\n",
      "paras: 5.882801922586371\n",
      "ratnam: 6.981414211254481\n",
      "haveli: 6.981414211254481\n",
      "kanta: 6.288267030694535\n",
      "dsb: 6.981414211254481\n",
      "kohinoor: 4.901972669574645\n",
      "manhar: 6.981414211254481\n",
      "oak: 5.477336814478207\n",
      "prasad: 5.37197629882038\n",
      "wyoming: 6.981414211254481\n",
      "las: 6.981414211254481\n",
      "palmas: 6.981414211254481\n",
      "acropolis: 6.575949103146316\n",
      "nana: 4.455685566946225\n",
      "nani: 4.901972669574645\n",
      "kilachand: 6.981414211254481\n",
      "bandstand: 6.981414211254481\n",
      "paradi: 6.575949103146316\n",
      "cathedral: 6.981414211254481\n",
      "john: 5.7286512427591125\n",
      "connon: 6.981414211254481\n",
      "infant: 6.981414211254481\n",
      "simla: 6.981414211254481\n",
      "ever: 6.981414211254481\n",
      "shriram: 6.0651234793803255\n",
      "goodwill: 6.0651234793803255\n",
      "roshan: 6.288267030694535\n",
      "talkies: 5.276666119016055\n",
      "alfred: 6.288267030694535\n",
      "italy: 6.288267030694535\n",
      "allbless: 6.981414211254481\n",
      "madhavbaug: 6.575949103146316\n",
      "po: 6.575949103146316\n",
      "null: 6.288267030694535\n",
      "badhamkar: 6.981414211254481\n",
      "mark: 6.575949103146316\n",
      "briteway: 6.575949103146316\n",
      "dinath: 6.575949103146316\n",
      "bldg: 4.84134804775821\n",
      "falcon: 5.189654742026425\n",
      "york: 6.288267030694535\n",
      "delhi: 5.189654742026425\n",
      "darbar: 5.109612034352889\n",
      "empire: 5.59511985013459\n",
      "khan: 5.7286512427591125\n",
      "tiwari: 6.0651234793803255\n",
      "brothers: 5.59511985013459\n",
      "mithaiwala: 6.981414211254481\n",
      "nicholson: 6.575949103146316\n",
      "yash: 5.59511985013459\n",
      "total: 6.575949103146316\n",
      "ursekar: 6.981414211254481\n",
      "laser: 4.901972669574645\n",
      "microssurgery: 6.981414211254481\n",
      "brahman: 6.288267030694535\n",
      "sabha: 6.575949103146316\n",
      "mhaskar: 6.575949103146316\n",
      "gruh: 6.575949103146316\n",
      "yogeshwar: 6.981414211254481\n",
      "surgical: 3.4404548872171663\n",
      "diamond: 4.901972669574645\n",
      "mela: 6.981414211254481\n",
      "beramjis: 6.981414211254481\n",
      "pai: 6.288267030694535\n",
      "dhungat: 6.981414211254481\n",
      "nityanand: 5.7286512427591125\n",
      "fast: 4.58351893845611\n",
      "bmc: 3.531426665422893\n",
      "kamathipura: 6.288267030694535\n",
      "sanjay: 3.8678989020441064\n",
      "kiah: 6.575949103146316\n",
      "metallurgical: 6.981414211254481\n",
      "metropolitan: 5.7286512427591125\n",
      "magistrate: 6.0651234793803255\n",
      "degrees: 6.981414211254481\n",
      "kala: 5.109612034352889\n",
      "kendra: 5.109612034352889\n",
      "irani: 6.0651234793803255\n",
      "kamdar: 6.575949103146316\n",
      "sweets: 4.378724525810097\n",
      "vasant: 4.58351893845611\n",
      "bata: 6.0651234793803255\n",
      "gathanis: 6.981414211254481\n",
      "music: 6.288267030694535\n",
      "zafco: 6.288267030694535\n",
      "perfumes: 6.288267030694535\n",
      "image: 6.0651234793803255\n",
      "hair: 5.109612034352889\n",
      "studio: 4.378724525810097\n",
      "airtel: 5.477336814478207\n",
      "7th: 6.981414211254481\n",
      "heaven: 6.0651234793803255\n",
      "naaz: 6.981414211254481\n",
      "swastik: 6.0651234793803255\n",
      "dreamland: 6.0651234793803255\n",
      "kabutarkhana: 6.575949103146316\n",
      "panjarapole: 6.575949103146316\n",
      "farmyard: 5.109612034352889\n",
      "shreeman: 6.575949103146316\n",
      "kherajbhai: 6.575949103146316\n",
      "ladiwala: 6.575949103146316\n",
      "chowk: 4.901972669574645\n",
      "moti: 6.575949103146316\n",
      "kalyan: 4.966511190712216\n",
      "chikitsak: 6.981414211254481\n",
      "samuh: 6.981414211254481\n",
      "conwest: 6.981414211254481\n",
      "manjula: 6.288267030694535\n",
      "badani: 6.981414211254481\n",
      "jain: 4.378724525810097\n",
      "mumbadevi: 6.981414211254481\n",
      "aryan: 5.7286512427591125\n",
      "marwari: 6.981414211254481\n",
      "shreepati: 6.288267030694535\n",
      "siddhesh: 6.981414211254481\n",
      "rushabh: 6.288267030694535\n",
      "akbar: 6.0651234793803255\n",
      "peerbhoy: 6.575949103146316\n",
      "commerce: 4.24057418732928\n",
      "economics: 5.477336814478207\n",
      "era: 6.0651234793803255\n",
      "engineering: 3.960989325110118\n",
      "kanchan: 5.882801922586371\n",
      "gauri: 6.0651234793803255\n",
      "bai: 5.035504062199167\n",
      "pavri: 6.575949103146316\n",
      "lamington: 6.288267030694535\n",
      "electronics: 5.276666119016055\n",
      "area: 4.49650756146648\n",
      "kartar: 6.981414211254481\n",
      "mansion: 4.58351893845611\n",
      "mandvi: 6.981414211254481\n",
      "umar: 6.288267030694535\n",
      "pulaowala: 6.981414211254481\n",
      "mogul: 6.981414211254481\n",
      "imadadiya: 6.981414211254481\n",
      "firoz: 6.981414211254481\n",
      "farsan: 5.7286512427591125\n",
      "jj: 6.288267030694535\n",
      "marg: 5.477336814478207\n",
      "umerkhadi: 6.981414211254481\n",
      "haram: 6.981414211254481\n",
      "mazin: 6.575949103146316\n",
      "moazin: 6.575949103146316\n",
      "mohammadi: 6.981414211254481\n",
      "tawakkal: 6.575949103146316\n",
      "ahmadi: 6.575949103146316\n",
      "cold: 5.7286512427591125\n",
      "drinks: 6.0651234793803255\n",
      "saboo: 6.575949103146316\n",
      "siddique: 6.288267030694535\n",
      "laxmiben: 6.288267030694535\n",
      "dhanji: 6.575949103146316\n",
      "devshi: 6.575949103146316\n",
      "habib: 5.7286512427591125\n",
      "paradise: 4.6300389540910025\n",
      "chowki: 5.7286512427591125\n",
      "mohalla: 6.575949103146316\n",
      "rehmani: 6.0651234793803255\n",
      "resturant: 6.288267030694535\n",
      "almas: 6.575949103146316\n",
      "nilgiri: 5.477336814478207\n",
      "alamgir: 6.575949103146316\n",
      "laham: 6.575949103146316\n",
      "do: 6.575949103146316\n",
      "taki: 6.575949103146316\n",
      "nawab: 6.575949103146316\n",
      "seekh: 6.575949103146316\n",
      "paratha: 6.575949103146316\n",
      "parveen: 6.575949103146316\n",
      "munna: 6.0651234793803255\n",
      "saifi: 6.575949103146316\n",
      "sweet: 4.84134804775821\n",
      "mart: 4.342356881639222\n",
      "aftab: 6.575949103146316\n",
      "jalebi: 6.575949103146316\n",
      "veer: 5.59511985013459\n",
      "sambhaji: 5.276666119016055\n",
      "brihanmumbai: 5.37197629882038\n",
      "mahanagarpalika: 5.477336814478207\n",
      "ward: 4.84134804775821\n",
      "babula: 6.575949103146316\n",
      "playground: 3.580216829592325\n",
      "chinchbunder: 6.575949103146316\n",
      "bismillah: 6.0651234793803255\n",
      "hamad: 6.575949103146316\n",
      "bgf: 6.981414211254481\n",
      "bakegrillfry: 6.981414211254481\n",
      "memonwada: 6.981414211254481\n",
      "sultan: 6.0651234793803255\n",
      "buidling: 6.575949103146316\n",
      "karim: 6.981414211254481\n",
      "bhendi: 6.575949103146316\n",
      "cluster: 6.575949103146316\n",
      "redevelopment: 6.0651234793803255\n",
      "project: 5.7286512427591125\n",
      "sandhurst: 6.575949103146316\n",
      "carshed: 4.84134804775821\n",
      "sitaram: 5.59511985013459\n",
      "shinoy: 6.575949103146316\n",
      "mazagon: 6.0651234793803255\n",
      "shipbuilders: 6.0651234793803255\n",
      "cannon: 6.575949103146316\n",
      "skyline: 5.7286512427591125\n",
      "viewpoint: 5.59511985013459\n",
      "raj: 4.539067175885275\n",
      "bandargaon: 6.0651234793803255\n",
      "ramseth: 6.0651234793803255\n",
      "sports: 3.6315101239798757\n",
      "complex: 3.2801122371419873\n",
      "vama: 6.575949103146316\n",
      "giriraj: 6.0651234793803255\n",
      "soonawala: 6.575949103146316\n",
      "kapoor: 6.288267030694535\n",
      "koinonia: 6.0651234793803255\n",
      "roasters: 6.575949103146316\n",
      "cumbala: 6.575949103146316\n",
      "heart: 4.678829118260435\n",
      "gynaecworld: 6.575949103146316\n",
      "mayori: 6.981414211254481\n",
      "conscious: 6.981414211254481\n",
      "clothing: 6.575949103146316\n",
      "zarah: 6.981414211254481\n",
      "comestic: 6.981414211254481\n",
      "skin: 5.477336814478207\n",
      "cheers: 6.575949103146316\n",
      "child: 4.678829118260435\n",
      "nilen: 6.575949103146316\n",
      "doshi: 5.59511985013459\n",
      "veterinary: 6.0651234793803255\n",
      "dispensary: 4.378724525810097\n",
      "woodland: 5.882801922586371\n",
      "appartments: 6.0651234793803255\n",
      "amarson: 6.575949103146316\n",
      "breach: 6.575949103146316\n",
      "candy: 6.575949103146316\n",
      "swimming: 4.119213330325012\n",
      "kenilworth: 6.575949103146316\n",
      "balmoral: 6.575949103146316\n",
      "glamis: 6.575949103146316\n",
      "ville: 5.59511985013459\n",
      "devonshire: 6.575949103146316\n",
      "volkhart: 6.575949103146316\n",
      "somerset: 6.575949103146316\n",
      "kismet: 6.575949103146316\n",
      "dil: 5.7286512427591125\n",
      "pazir: 6.575949103146316\n",
      "lynnewood: 6.981414211254481\n",
      "antilia: 6.575949103146316\n",
      "saint: 6.0651234793803255\n",
      "stephens: 6.981414211254481\n",
      "activity: 5.7286512427591125\n",
      "prithvi: 5.7286512427591125\n",
      "geeta: 5.276666119016055\n",
      "sophia: 6.288267030694535\n",
      "poonawala: 6.0651234793803255\n",
      "lincoln: 6.575949103146316\n",
      "dhun: 6.981414211254481\n",
      "abad: 6.981414211254481\n",
      "bhaba: 6.981414211254481\n",
      "signature: 5.882801922586371\n",
      "petit: 6.575949103146316\n",
      "tejpal: 6.981414211254481\n",
      "golden: 4.84134804775821\n",
      "crown: 6.0651234793803255\n",
      "allibhai: 6.575949103146316\n",
      "premji: 6.575949103146316\n",
      "tyrewalla: 6.575949103146316\n",
      "navjeevan: 5.189654742026425\n",
      "kumkum: 6.575949103146316\n",
      "bhatia: 5.37197629882038\n",
      "mithai: 6.981414211254481\n",
      "vijay: 4.58351893845611\n",
      "diary: 6.981414211254481\n",
      "farm: 5.37197629882038\n",
      "happiness: 6.981414211254481\n",
      "deli: 6.288267030694535\n",
      "sardar: 4.7841896339182615\n",
      "pav: 4.84134804775821\n",
      "phaji: 6.575949103146316\n",
      "turners: 6.981414211254481\n",
      "speciality: 4.119213330325012\n",
      "dental: 3.9368917735310576\n",
      "gala: 5.59511985013459\n",
      "sadhu: 5.59511985013459\n",
      "kamal: 5.189654742026425\n",
      "infiniti: 6.0651234793803255\n",
      "tardeo: 6.0651234793803255\n",
      "grant: 6.575949103146316\n",
      "swami: 4.58351893845611\n",
      "madurai: 6.575949103146316\n",
      "kamaraj: 6.0651234793803255\n",
      "my: 4.58351893845611\n",
      "happy: 5.59511985013459\n",
      "inspector: 6.575949103146316\n",
      "south: 4.7841896339182615\n",
      "navneet: 6.288267030694535\n",
      "night: 5.59511985013459\n",
      "degree: 6.0651234793803255\n",
      "gilder: 6.575949103146316\n",
      "lane: 6.575949103146316\n",
      "muncipal: 5.276666119016055\n",
      "nitin: 5.7286512427591125\n",
      "gupta: 5.7286512427591125\n",
      "ent: 5.189654742026425\n",
      "specialist: 5.7286512427591125\n",
      "kamat: 5.59511985013459\n",
      "apollo: 5.276666119016055\n",
      "spectra: 5.276666119016055\n",
      "hospitals: 4.730122412647985\n",
      "infotech: 5.477336814478207\n",
      "asia: 5.276666119016055\n",
      "private: 5.37197629882038\n",
      "pdp: 6.981414211254481\n",
      "gowalia: 6.981414211254481\n",
      "shankheswara: 6.981414211254481\n",
      "parshwanath: 6.575949103146316\n",
      "kankutara: 6.981414211254481\n",
      "hindmata: 6.575949103146316\n",
      "portico: 5.7286512427591125\n",
      "arcil: 6.981414211254481\n",
      "gamdevi: 6.981414211254481\n",
      "barry: 6.981414211254481\n",
      "pandita: 6.981414211254481\n",
      "ramabai: 5.59511985013459\n",
      "columba: 6.981414211254481\n",
      "alexandra: 6.981414211254481\n",
      "arya: 5.882801922586371\n",
      "samaj: 5.37197629882038\n",
      "sumer: 6.575949103146316\n",
      "saraswati: 4.6300389540910025\n",
      "cinnabon: 6.288267030694535\n",
      "sedan: 6.981414211254481\n",
      "compound: 4.678829118260435\n",
      "traffic: 5.7286512427591125\n",
      "spencer: 6.981414211254481\n",
      "august: 6.981414211254481\n",
      "kranti: 5.59511985013459\n",
      "film: 6.0651234793803255\n",
      "division: 6.575949103146316\n",
      "dun: 6.981414211254481\n",
      "girton: 6.981414211254481\n",
      "kappawala: 6.575949103146316\n",
      "adenwala: 6.981414211254481\n",
      "baugh: 6.981414211254481\n",
      "merwan: 6.981414211254481\n",
      "bakers: 6.981414211254481\n",
      "zoroastrian: 6.575949103146316\n",
      "jaslok: 6.575949103146316\n",
      "wallace: 6.981414211254481\n",
      "fellowship: 6.981414211254481\n",
      "rustom: 6.288267030694535\n",
      "barucha: 6.981414211254481\n",
      "gilt: 6.575949103146316\n",
      "salon: 4.273364010152271\n",
      "shivleela: 6.288267030694535\n",
      "omkar: 4.730122412647985\n",
      "operative: 4.49650756146648\n",
      "housing: 3.649209701079277\n",
      "rajdeep: 6.981414211254481\n",
      "le: 6.0651234793803255\n",
      "cozy: 6.575949103146316\n",
      "our: 5.59511985013459\n",
      "own: 6.981414211254481\n",
      "rajani: 6.288267030694535\n",
      "gamadia: 6.575949103146316\n",
      "wadia: 5.189654742026425\n",
      "sethna: 6.575949103146316\n",
      "soonaiji: 6.981414211254481\n",
      "agiari: 6.981414211254481\n",
      "lodha: 4.455685566946225\n",
      "altamount: 6.981414211254481\n",
      "orchids: 5.7286512427591125\n",
      "ruttonbai: 6.575949103146316\n",
      "panday: 6.575949103146316\n",
      "girls: 4.966511190712216\n",
      "mahrukh: 6.575949103146316\n",
      "parvati: 5.7286512427591125\n",
      "sarvi: 6.575949103146316\n",
      "mcdonald: 4.455685566946225\n",
      "ymca: 5.189654742026425\n",
      "kfc: 5.109612034352889\n",
      "nagori: 6.0651234793803255\n",
      "dawood: 6.575949103146316\n",
      "multispeciality: 4.091042453358316\n",
      "tibbia: 6.575949103146316\n",
      "nair: 6.575949103146316\n",
      "gaurabai: 6.575949103146316\n",
      "babasaheb: 4.49650756146648\n",
      "gawde: 6.0651234793803255\n",
      "spine: 5.882801922586371\n",
      "anmol: 6.288267030694535\n",
      "management: 4.455685566946225\n",
      "studies: 5.109612034352889\n",
      "rolex: 6.575949103146316\n",
      "anna: 5.7286512427591125\n",
      "leela: 5.276666119016055\n",
      "fitness: 5.109612034352889\n",
      "oasis: 4.901972669574645\n",
      "jaysinghbhai: 6.981414211254481\n",
      "solanki: 6.981414211254481\n",
      "reserve: 5.7286512427591125\n",
      "staff: 5.189654742026425\n",
      "kk: 6.288267030694535\n",
      "sahil: 6.575949103146316\n",
      "saif: 6.981414211254481\n",
      "tyabji: 6.981414211254481\n",
      "junior: 4.342356881639222\n",
      "orchid: 5.276666119016055\n",
      "enclave: 4.24057418732928\n",
      "anthony: 5.477336814478207\n",
      "girl: 6.0651234793803255\n",
      "nathani: 6.981414211254481\n",
      "jagjivan: 6.575949103146316\n",
      "ram: 4.455685566946225\n",
      "memni: 6.575949103146316\n",
      "byculla: 6.288267030694535\n",
      "nagpada: 6.981414211254481\n",
      "polic: 6.981414211254481\n",
      "prince: 5.882801922586371\n",
      "aly: 6.981414211254481\n",
      "municipality: 5.37197629882038\n",
      "walpakhadi: 6.575949103146316\n",
      "zulfikar: 6.981414211254481\n",
      "abbas: 6.981414211254481\n",
      "shantilal: 6.575949103146316\n",
      "oza: 6.288267030694535\n",
      "madina: 6.575949103146316\n",
      "falah: 6.981414211254481\n",
      "gama: 6.981414211254481\n",
      "roti: 6.575949103146316\n",
      "bara: 6.981414211254481\n",
      "handi: 6.981414211254481\n",
      "ring: 6.981414211254481\n",
      "global: 5.189654742026425\n",
      "mastan: 6.575949103146316\n",
      "mini: 5.477336814478207\n",
      "offices: 5.7286512427591125\n",
      "jacob: 6.981414211254481\n",
      "sasoon: 6.981414211254481\n",
      "agnes: 6.981414211254481\n",
      "christ: 6.288267030694535\n",
      "ahmed: 6.575949103146316\n",
      "sailor: 6.981414211254481\n",
      "mary: 5.59511985013459\n",
      "27: 5.59511985013459\n",
      "haji: 5.477336814478207\n",
      "bootwala: 6.981414211254481\n",
      "razzaq: 6.981414211254481\n",
      "siddik: 6.981414211254481\n",
      "hume: 6.981414211254481\n",
      "kwan: 6.575949103146316\n",
      "tai: 6.575949103146316\n",
      "shek: 6.575949103146316\n",
      "mazagaon: 6.981414211254481\n",
      "terrace: 5.477336814478207\n",
      "op: 4.2088254890147\n",
      "joseph: 4.966511190712216\n",
      "baptista: 6.981414211254481\n",
      "prabhat: 5.37197629882038\n",
      "malkani: 6.981414211254481\n",
      "gst: 6.981414211254481\n",
      "isabel: 6.981414211254481\n",
      "peter: 6.981414211254481\n",
      "sharmas: 6.981414211254481\n",
      "darukhana: 6.0651234793803255\n",
      "एल: 6.0651234793803255\n",
      "caves: 5.882801922586371\n",
      "ticket: 5.37197629882038\n",
      "counters: 6.575949103146316\n",
      "shet: 6.981414211254481\n",
      "bandar: 6.981414211254481\n",
      "gharapuri: 6.981414211254481\n",
      "mora: 6.575949103146316\n",
      "ptys: 6.575949103146316\n",
      "maintenance: 6.575949103146316\n",
      "shed: 5.477336814478207\n",
      "mud: 6.575949103146316\n",
      "plant: 5.882801922586371\n",
      "special: 5.109612034352889\n",
      "economic: 5.59511985013459\n",
      "zone: 5.276666119016055\n",
      "avenue: 5.035504062199167\n",
      "sjcnjfncdaij: 6.575949103146316\n",
      "aaroshome: 6.575949103146316\n",
      "mass: 6.575949103146316\n",
      "site: 5.109612034352889\n",
      "tricity: 6.288267030694535\n",
      "pride: 5.477336814478207\n",
      "daffodil: 5.37197629882038\n",
      "today: 6.575949103146316\n",
      "lake: 3.2319101353241093\n",
      "shantanu: 6.575949103146316\n",
      "manas: 6.575949103146316\n",
      "shubhan: 6.575949103146316\n",
      "dream: 6.288267030694535\n",
      "labheshwar: 6.575949103146316\n",
      "aura: 5.37197629882038\n",
      "neelkanth: 4.966511190712216\n",
      "corner: 5.109612034352889\n",
      "amin: 6.0651234793803255\n",
      "sai: 3.0594408749731663\n",
      "soham: 5.477336814478207\n",
      "residency: 3.5001741219187887\n",
      "gaurav: 5.276666119016055\n",
      "atlantis: 6.288267030694535\n",
      "laxmi: 3.9856819377004897\n",
      "sau: 6.288267030694535\n",
      "shakuntala: 6.288267030694535\n",
      "ramsheth: 6.288267030694535\n",
      "shobha: 5.882801922586371\n",
      "ghetto: 6.575949103146316\n",
      "nitrro: 6.981414211254481\n",
      "bespoke: 6.575949103146316\n",
      "satish: 6.0651234793803255\n",
      "wadhwa: 5.7286512427591125\n",
      "warden: 6.575949103146316\n",
      "sparkle: 5.7286512427591125\n",
      "hd: 6.575949103146316\n",
      "saher: 6.575949103146316\n",
      "johnson: 6.0651234793803255\n",
      "rylstone: 6.575949103146316\n",
      "carmichael: 6.575949103146316\n",
      "deepak: 4.84134804775821\n",
      "doctor: 5.477336814478207\n",
      "everest: 5.189654742026425\n",
      "vimla: 6.575949103146316\n",
      "datta: 5.59511985013459\n",
      "dev: 5.035504062199167\n",
      "ashish: 4.901972669574645\n",
      "aquamarine: 6.575949103146316\n",
      "geetanjali: 6.288267030694535\n",
      "maheshwar: 6.575949103146316\n",
      "ajanta: 5.37197629882038\n",
      "sindhula: 6.575949103146316\n",
      "jindal: 6.575949103146316\n",
      "sadhana: 5.59511985013459\n",
      "kejriwal: 6.575949103146316\n",
      "gold: 4.966511190712216\n",
      "croft: 5.882801922586371\n",
      "white: 5.189654742026425\n",
      "cornet: 6.575949103146316\n",
      "carlton: 6.575949103146316\n",
      "mohini: 6.0651234793803255\n",
      "padam: 6.575949103146316\n",
      "krishnabad: 6.575949103146316\n",
      "silver: 4.84134804775821\n",
      "foil: 6.575949103146316\n",
      "sneha: 6.288267030694535\n",
      "alcazar: 6.575949103146316\n",
      "eminence: 6.575949103146316\n",
      "dharm: 6.575949103146316\n",
      "currimbhoy: 6.575949103146316\n",
      "manor: 6.0651234793803255\n",
      "bhagwat: 6.575949103146316\n",
      "prem: 5.189654742026425\n",
      "neel: 5.7286512427591125\n",
      "coolshanagh: 6.575949103146316\n",
      "waves: 6.575949103146316\n",
      "himgiri: 6.0651234793803255\n",
      "income: 5.59511985013459\n",
      "tax: 5.59511985013459\n",
      "pedder: 6.575949103146316\n",
      "hubtown: 5.276666119016055\n",
      "skybay: 6.981414211254481\n",
      "valentina: 6.575949103146316\n",
      "mahalaxmi: 5.189654742026425\n",
      "khambata: 6.575949103146316\n",
      "damul: 6.575949103146316\n",
      "goolestan: 6.575949103146316\n",
      "navroze: 6.575949103146316\n",
      "tirupati: 5.59511985013459\n",
      "gardenia: 5.477336814478207\n",
      "anand: 4.273364010152271\n",
      "dheeraj: 5.882801922586371\n",
      "gazdar: 6.0651234793803255\n",
      "snehkutir: 6.575949103146316\n",
      "heera: 6.575949103146316\n",
      "panna: 6.575949103146316\n",
      "noorani: 6.981414211254481\n",
      "treebo: 6.575949103146316\n",
      "trend: 6.575949103146316\n",
      "rosewood: 5.882801922586371\n",
      "balaji: 4.84134804775821\n",
      "maji: 6.981414211254481\n",
      "beyond: 6.0651234793803255\n",
      "waffles: 6.981414211254481\n",
      "brand: 6.575949103146316\n",
      "factory: 5.477336814478207\n",
      "shetty: 5.7286512427591125\n",
      "aus: 6.981414211254481\n",
      "lithotripsy: 6.981414211254481\n",
      "voras: 6.981414211254481\n",
      "anudhiti: 6.981414211254481\n",
      "oh: 6.981414211254481\n",
      "calcutta: 6.981414211254481\n",
      "one: 4.678829118260435\n",
      "step: 6.575949103146316\n",
      "up: 6.288267030694535\n",
      "grill: 6.288267030694535\n",
      "spiral: 6.981414211254481\n",
      "nagrik: 6.575949103146316\n",
      "shikshan: 6.288267030694535\n",
      "sanstha: 6.288267030694535\n",
      "physical: 6.575949103146316\n",
      "medicine: 5.882801922586371\n",
      "rehabilitation: 6.0651234793803255\n",
      "bhausaheb: 6.288267030694535\n",
      "hiray: 6.981414211254481\n",
      "dabhanga: 6.981414211254481\n",
      "sobo: 6.575949103146316\n",
      "engineer: 6.575949103146316\n",
      "dada: 6.0651234793803255\n",
      "patil: 3.5970239479087063\n",
      "tulsiwadi: 6.575949103146316\n",
      "ali: 6.575949103146316\n",
      "hsg: 5.7286512427591125\n",
      "excelsior: 6.981414211254481\n",
      "bayside: 6.981414211254481\n",
      "rashmi: 6.288267030694535\n",
      "victoria: 5.189654742026425\n",
      "blind: 5.882801922586371\n",
      "yusuf: 5.882801922586371\n",
      "meherali: 6.575949103146316\n",
      "spring: 6.0651234793803255\n",
      "lala: 6.288267030694535\n",
      "lajpatrai: 6.575949103146316\n",
      "emu: 4.730122412647985\n",
      "lakshmi: 5.7286512427591125\n",
      "riders: 6.575949103146316\n",
      "mtg: 6.575949103146316\n",
      "spot: 6.288267030694535\n",
      "racecourse: 5.7286512427591125\n",
      "lajpat: 6.575949103146316\n",
      "rai: 6.0651234793803255\n",
      "nh: 6.575949103146316\n",
      "srcc: 6.575949103146316\n",
      "regional: 5.882801922586371\n",
      "east: 4.49650756146648\n",
      "tote: 6.575949103146316\n",
      "on: 6.0651234793803255\n",
      "turf: 5.035504062199167\n",
      "byl: 6.981414211254481\n",
      "mudit: 6.981414211254481\n",
      "khanna: 6.288267030694535\n",
      "baby: 5.882801922586371\n",
      "bradbury: 6.981414211254481\n",
      "mills: 4.455685566946225\n",
      "modern: 5.189654742026425\n",
      "sunshine: 4.966511190712216\n",
      "chsl: 5.276666119016055\n",
      "agripada: 6.981414211254481\n",
      "maulana: 5.882801922586371\n",
      "anandrao: 6.981414211254481\n",
      "topiwala: 6.981414211254481\n",
      "falak: 6.981414211254481\n",
      "wockhardt: 6.288267030694535\n",
      "brittania: 6.981414211254481\n",
      "industries: 5.7286512427591125\n",
      "devidayal: 6.981414211254481\n",
      "steel: 5.276666119016055\n",
      "burial: 6.288267030694535\n",
      "cemetery: 3.9133612761208636\n",
      "sewri: 5.477336814478207\n",
      "campus: 4.539067175885275\n",
      "ulwe: 6.575949103146316\n",
      "node: 6.575949103146316\n",
      "radcliff: 6.575949103146316\n",
      "milhomes: 6.981414211254481\n",
      "property: 6.981414211254481\n",
      "consultants: 6.575949103146316\n",
      "jio: 5.189654742026425\n",
      "mango: 5.477336814478207\n",
      "tree: 4.416464853792943\n",
      "banana: 6.0651234793803255\n",
      "ashoka: 5.109612034352889\n",
      "peepal: 6.288267030694535\n",
      "manomay: 6.981414211254481\n",
      "kalpataru: 4.58351893845611\n",
      "riverside: 6.288267030694535\n",
      "rajiv: 4.416464853792943\n",
      "waterfront: 6.288267030694535\n",
      "qabrastan: 6.0651234793803255\n",
      "kalundre: 5.37197629882038\n",
      "river: 4.307265561827952\n",
      "planetarium: 6.575949103146316\n",
      "samudra: 5.882801922586371\n",
      "maa: 5.189654742026425\n",
      "hajjani: 6.575949103146316\n",
      "dargah: 6.575949103146316\n",
      "madhuli: 6.575949103146316\n",
      "ceejay: 6.575949103146316\n",
      "lotus: 4.416464853792943\n",
      "sarjan: 6.575949103146316\n",
      "shivsagar: 6.0651234793803255\n",
      "eden: 5.882801922586371\n",
      "सरद: 6.575949103146316\n",
      "वल: 6.575949103146316\n",
      "पट: 6.575949103146316\n",
      "इनड: 6.575949103146316\n",
      "अर: 6.575949103146316\n",
      "यम: 6.575949103146316\n",
      "gallops: 6.575949103146316\n",
      "worli: 5.276666119016055\n",
      "naka: 5.37197629882038\n",
      "upper: 5.882801922586371\n",
      "tamil: 6.575949103146316\n",
      "g5a: 6.575949103146316\n",
      "masque: 6.575949103146316\n",
      "sant: 5.477336814478207\n",
      "gadge: 6.575949103146316\n",
      "parel: 5.37197629882038\n",
      "workshop: 4.7841896339182615\n",
      "ghat: 6.0651234793803255\n",
      "science: 4.2088254890147\n",
      "piramal: 5.189654742026425\n",
      "c0: 6.575949103146316\n",
      "रह: 6.981414211254481\n",
      "nirmala: 6.981414211254481\n",
      "with: 5.477336814478207\n",
      "polyclinic: 4.091042453358316\n",
      "optical: 6.981414211254481\n",
      "contact: 6.288267030694535\n",
      "lens: 6.0651234793803255\n",
      "ghatkopar: 5.109612034352889\n",
      "sankalp: 6.288267030694535\n",
      "kasturba: 6.288267030694535\n",
      "napoo: 6.981414211254481\n",
      "lata: 6.981414211254481\n",
      "rane: 5.37197629882038\n",
      "walletsnbags: 6.981414211254481\n",
      "om: 4.6300389540910025\n",
      "vln: 6.981414211254481\n",
      "gliricidia: 6.981414211254481\n",
      "sepium: 6.981414211254481\n",
      "wild: 6.575949103146316\n",
      "baobab: 6.288267030694535\n",
      "fish: 5.276666119016055\n",
      "poison: 6.981414211254481\n",
      "ghost: 6.981414211254481\n",
      "behada: 6.575949103146316\n",
      "tail: 6.575949103146316\n",
      "woodlath: 6.981414211254481\n",
      "consevatory: 6.981414211254481\n",
      "clustering: 6.981414211254481\n",
      "fishtail: 6.981414211254481\n",
      "bull: 6.0651234793803255\n",
      "hard: 5.7286512427591125\n",
      "alstonia: 6.575949103146316\n",
      "fern: 6.288267030694535\n",
      "chebulic: 6.981414211254481\n",
      "myrobalan: 6.981414211254481\n",
      "thrinax: 6.981414211254481\n",
      "false: 6.981414211254481\n",
      "olive: 5.7286512427591125\n",
      "custard: 6.575949103146316\n",
      "apple: 5.477336814478207\n",
      "monkey: 6.0651234793803255\n",
      "moutain: 6.981414211254481\n",
      "ebony: 5.59511985013459\n",
      "triphasia: 6.981414211254481\n",
      "scarlet: 6.575949103146316\n",
      "flame: 6.575949103146316\n",
      "bean: 6.575949103146316\n",
      "arenga: 6.981414211254481\n",
      "bakul: 6.0651234793803255\n",
      "ceylon: 6.575949103146316\n",
      "sago: 6.981414211254481\n",
      "lace: 6.981414211254481\n",
      "leaf: 5.7286512427591125\n",
      "vitex: 6.981414211254481\n",
      "katsagon: 6.575949103146316\n",
      "kaim: 6.575949103146316\n",
      "brazilian: 6.981414211254481\n",
      "ironwood: 6.981414211254481\n",
      "jamiacan: 6.981414211254481\n",
      "dogwood: 6.981414211254481\n",
      "chalmogra: 6.575949103146316\n",
      "bollywood: 6.288267030694535\n",
      "mickey: 6.981414211254481\n",
      "mouse: 6.981414211254481\n",
      "bush: 6.981414211254481\n",
      "moulmein: 6.981414211254481\n",
      "fan: 6.575949103146316\n",
      "mahua: 6.575949103146316\n",
      "hairy: 6.981414211254481\n",
      "sterculia: 6.575949103146316\n",
      "dikemali: 6.575949103146316\n",
      "cork: 6.575949103146316\n",
      "mas: 6.575949103146316\n",
      "lemon: 6.0651234793803255\n",
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      "ts: 6.981414211254481\n",
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      "sector: 4.539067175885275\n",
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      "42a: 6.288267030694535\n",
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      "38: 5.59511985013459\n",
      "48a: 6.0651234793803255\n",
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      "shivraj: 5.882801922586371\n",
      "dhaba: 5.477336814478207\n",
      "karad: 6.575949103146316\n",
      "make: 5.882801922586371\n",
      "icon: 5.882801922586371\n",
      "51: 6.288267030694535\n",
      "celebrity: 6.288267030694535\n",
      "shelton: 6.575949103146316\n",
      "cubix: 6.575949103146316\n",
      "pop: 6.288267030694535\n",
      "tate: 6.288267030694535\n",
      "times: 5.59511985013459\n",
      "square: 5.189654742026425\n",
      "lords: 6.981414211254481\n",
      "icsi: 6.575949103146316\n",
      "governance: 6.575949103146316\n",
      "training: 5.189654742026425\n",
      "zudio: 6.981414211254481\n",
      "mayuresh: 6.288267030694535\n",
      "fourth: 6.981414211254481\n",
      "dimension: 6.981414211254481\n",
      "realty: 6.0651234793803255\n",
      "sapphire: 5.109612034352889\n",
      "stock: 5.477336814478207\n",
      "cbd: 5.882801922586371\n",
      "boutique: 6.288267030694535\n",
      "boomi: 6.981414211254481\n",
      "internaltional: 6.575949103146316\n",
      "iim: 6.575949103146316\n",
      "indore: 6.575949103146316\n",
      "platinum: 5.7286512427591125\n",
      "prasarsk: 6.575949103146316\n",
      "mandal: 5.189654742026425\n",
      "medium: 5.59511985013459\n",
      "parsik: 3.2319101353241093\n",
      "hills: 3.163701885297576\n",
      "forest: 3.1206845002138848\n",
      "sociomark: 6.575949103146316\n",
      "marketing: 6.288267030694535\n",
      "agency: 5.59511985013459\n",
      "thali: 6.0651234793803255\n",
      "panchami: 6.575949103146316\n",
      "vegetarian: 6.575949103146316\n",
      "socomed: 6.981414211254481\n",
      "pharma: 6.981414211254481\n",
      "maxim: 6.981414211254481\n",
      "govardhani: 6.981414211254481\n",
      "sainath: 5.7286512427591125\n",
      "wine: 6.288267030694535\n",
      "la: 5.477336814478207\n",
      "pino: 6.981414211254481\n",
      "cake: 4.84134804775821\n",
      "bahubelly: 6.575949103146316\n",
      "taste: 6.0651234793803255\n",
      "ellora: 5.882801922586371\n",
      "sadda: 6.981414211254481\n",
      "barbeque: 6.0651234793803255\n",
      "nation: 6.0651234793803255\n",
      "nbc: 6.575949103146316\n",
      "purohit: 6.575949103146316\n",
      "jeevan: 4.730122412647985\n",
      "jyot: 5.109612034352889\n",
      "criticare: 5.59511985013459\n",
      "gs: 6.575949103146316\n",
      "jijau: 5.59511985013459\n",
      "wellness: 5.276666119016055\n",
      "chirayu: 6.575949103146316\n",
      "kamothe: 6.288267030694535\n",
      "cure: 6.288267030694535\n",
      "travelingo: 6.575949103146316\n",
      "tours: 5.59511985013459\n",
      "charan: 6.981414211254481\n",
      "mgm: 5.7286512427591125\n",
      "janeshwari: 6.981414211254481\n",
      "brain: 6.575949103146316\n",
      "spinte: 6.981414211254481\n",
      "swati: 6.575949103146316\n",
      "spandan: 6.0651234793803255\n",
      "ashtvinayak: 6.288267030694535\n",
      "jnaneshwari: 6.575949103146316\n",
      "shelar: 6.981414211254481\n",
      "cwc: 5.59511985013459\n",
      "kalamboli: 6.288267030694535\n",
      "mangalmurti: 5.882801922586371\n",
      "mission: 5.477336814478207\n",
      "khandeshwar: 6.981414211254481\n",
      "gopinath: 6.981414211254481\n",
      "munde: 6.981414211254481\n",
      "rhq: 6.575949103146316\n",
      "golpha: 6.575949103146316\n",
      "devi: 5.59511985013459\n",
      "rajhans: 6.981414211254481\n",
      "publishers: 6.981414211254481\n",
      "facecutt: 6.981414211254481\n",
      "अश: 6.981414211254481\n",
      "वड: 6.981414211254481\n",
      "vaze: 6.575949103146316\n",
      "shushrusha: 6.575949103146316\n",
      "citizens: 6.0651234793803255\n",
      "sthanakvasi: 6.981414211254481\n",
      "shravak: 6.981414211254481\n",
      "sanchalit: 6.981414211254481\n",
      "fayth: 6.981414211254481\n",
      "ashtavinayak: 6.575949103146316\n",
      "shreedhar: 6.575949103146316\n",
      "nusing: 6.981414211254481\n",
      "technical: 5.7286512427591125\n",
      "simmba: 6.981414211254481\n",
      "nursery: 5.882801922586371\n",
      "daycare: 6.0651234793803255\n",
      "kindergarten: 6.981414211254481\n",
      "pragati: 6.288267030694535\n",
      "hospitality: 5.882801922586371\n",
      "tourism: 6.981414211254481\n",
      "sahkari: 6.288267030694535\n",
      "bhandar: 5.477336814478207\n",
      "lucky: 5.109612034352889\n",
      "plywood: 6.981414211254481\n",
      "tamnak: 6.575949103146316\n",
      "thai: 5.7286512427591125\n",
      "laundry: 6.981414211254481\n",
      "dry: 6.288267030694535\n",
      "cleaning: 6.981414211254481\n",
      "pearly: 6.981414211254481\n",
      "whites: 6.981414211254481\n",
      "pavaar: 6.981414211254481\n",
      "mattresses: 5.882801922586371\n",
      "amigo: 6.575949103146316\n",
      "terttulia: 6.575949103146316\n",
      "belgian: 6.0651234793803255\n",
      "waffle: 5.882801922586371\n",
      "lakme: 5.7286512427591125\n",
      "mahasagar: 6.575949103146316\n",
      "chaitya: 6.575949103146316\n",
      "bhumi: 5.37197629882038\n",
      "rajarajeswari: 6.575949103146316\n",
      "delight: 6.288267030694535\n",
      "mba: 6.575949103146316\n",
      "chai: 5.276666119016055\n",
      "wala: 6.0651234793803255\n",
      "himalayan: 6.981414211254481\n",
      "frames: 6.575949103146316\n",
      "paintings: 6.575949103146316\n",
      "book: 5.276666119016055\n",
      "stall: 5.37197629882038\n",
      "dye: 6.575949103146316\n",
      "works: 5.59511985013459\n",
      "catering: 6.288267030694535\n",
      "applied: 6.575949103146316\n",
      "nutrition: 6.288267030694535\n",
      "kirti: 6.981414211254481\n",
      "doongursee: 6.981414211254481\n",
      "antonio: 6.981414211254481\n",
      "da: 6.0651234793803255\n",
      "silva: 6.981414211254481\n",
      "palan: 6.981414211254481\n",
      "sojpal: 6.981414211254481\n",
      "dindyal: 6.981414211254481\n",
      "upadhyay: 6.981414211254481\n",
      "udhyan: 5.882801922586371\n",
      "lady: 5.7286512427591125\n",
      "salvation: 6.981414211254481\n",
      "sane: 6.981414211254481\n",
      "shivshakti: 6.575949103146316\n",
      "sales: 4.966511190712216\n",
      "punchsheel: 6.981414211254481\n",
      "ies: 6.981414211254481\n",
      "nabar: 6.981414211254481\n",
      "denisandra: 6.981414211254481\n",
      "navkar: 6.575949103146316\n",
      "cyramic: 6.981414211254481\n",
      "kalambe: 6.981414211254481\n",
      "tirthankar: 6.981414211254481\n",
      "alok: 6.981414211254481\n",
      "naminath: 6.981414211254481\n",
      "dalal: 6.981414211254481\n",
      "equality: 6.575949103146316\n",
      "samved: 6.981414211254481\n",
      "antop: 6.575949103146316\n",
      "santi: 6.981414211254481\n",
      "mcgm: 5.189654742026425\n",
      "study: 6.981414211254481\n",
      "toy: 6.288267030694535\n",
      "harissons: 6.575949103146316\n",
      "bags: 6.575949103146316\n",
      "genesis: 6.575949103146316\n",
      "check: 6.575949103146316\n",
      "koliwada: 6.0651234793803255\n",
      "five: 6.981414211254481\n",
      "acworth: 6.981414211254481\n",
      "leper: 6.981414211254481\n",
      "asylum: 6.981414211254481\n",
      "nanak: 5.109612034352889\n",
      "khalsa: 6.288267030694535\n",
      "matunga: 5.882801922586371\n",
      "technological: 6.575949103146316\n",
      "vjti: 6.575949103146316\n",
      "welfare: 5.7286512427591125\n",
      "athornan: 6.288267030694535\n",
      "astad: 6.981414211254481\n",
      "boyce: 6.981414211254481\n",
      "dhunmai: 6.981414211254481\n",
      "zaverbanoo: 6.981414211254481\n",
      "shehrevar: 6.981414211254481\n",
      "desai: 4.901972669574645\n",
      "malegaumwalla: 6.981414211254481\n",
      "spenta: 6.981414211254481\n",
      "mody: 6.288267030694535\n",
      "faradun: 6.981414211254481\n",
      "banoobai: 6.981414211254481\n",
      "commissariat: 6.981414211254481\n",
      "tridhatu: 6.981414211254481\n",
      "athena: 6.0651234793803255\n",
      "amrut: 5.276666119016055\n",
      "sunabai: 6.981414211254481\n",
      "daver: 6.981414211254481\n",
      "narayan: 5.7286512427591125\n",
      "muncher: 6.981414211254481\n",
      "murli: 6.981414211254481\n",
      "jehangir: 6.981414211254481\n",
      "kavei: 6.981414211254481\n",
      "neeta: 6.288267030694535\n",
      "bhasin: 6.981414211254481\n",
      "chhaya: 6.575949103146316\n",
      "finch: 6.288267030694535\n",
      "savio: 6.288267030694535\n",
      "ramchaya: 6.981414211254481\n",
      "sador: 6.981414211254481\n",
      "sannidhan: 6.981414211254481\n",
      "ke: 6.981414211254481\n",
      "baaju: 6.981414211254481\n",
      "ka: 6.288267030694535\n",
      "ramanuj: 6.981414211254481\n",
      "ajay: 6.981414211254481\n",
      "tulsi: 4.966511190712216\n",
      "abcd: 6.981414211254481\n",
      "villas: 6.981414211254481\n",
      "alka: 6.981414211254481\n",
      "pauline: 6.981414211254481\n",
      "bhuva: 6.981414211254481\n",
      "sudama: 5.882801922586371\n",
      "manilal: 6.981414211254481\n",
      "poornima: 6.981414211254481\n",
      "sargam: 6.575949103146316\n",
      "bhaveshwar: 6.981414211254481\n",
      "chada: 6.575949103146316\n",
      "chadha: 6.575949103146316\n",
      "surya: 5.276666119016055\n",
      "sindh: 6.981414211254481\n",
      "vila: 6.981414211254481\n",
      "nkes: 6.981414211254481\n",
      "maharshi: 6.981414211254481\n",
      "karve: 6.981414211254481\n",
      "warehousing: 6.575949103146316\n",
      "chemical: 6.575949103146316\n",
      "aster: 5.882801922586371\n",
      "kum: 6.575949103146316\n",
      "arun: 5.7286512427591125\n",
      "prakash: 5.276666119016055\n",
      "scool: 6.981414211254481\n",
      "janak: 5.7286512427591125\n",
      "jogeshwari: 5.7286512427591125\n",
      "keki: 6.981414211254481\n",
      "andhra: 6.981414211254481\n",
      "gowari: 6.575949103146316\n",
      "shamshan: 5.7286512427591125\n",
      "savli: 6.575949103146316\n",
      "director: 6.981414211254481\n",
      "sethi: 6.981414211254481\n",
      "vilas: 6.0651234793803255\n",
      "amar: 4.7841896339182615\n",
      "kerawalla: 6.981414211254481\n",
      "madhuban: 6.575949103146316\n",
      "erica: 6.575949103146316\n",
      "centrum: 6.981414211254481\n",
      "bansidhar: 6.981414211254481\n",
      "agarwal: 5.7286512427591125\n",
      "shopee: 6.575949103146316\n",
      "link: 5.882801922586371\n",
      "acres: 5.59511985013459\n",
      "vidyalankar: 6.981414211254481\n",
      "information: 6.288267030694535\n",
      "florentine: 6.288267030694535\n",
      "penta: 6.575949103146316\n",
      "carnation: 5.882801922586371\n",
      "lily: 6.0651234793803255\n",
      "sagardeep: 6.575949103146316\n",
      "avi: 6.288267030694535\n",
      "ambrosia: 6.575949103146316\n",
      "sangamnagar: 6.575949103146316\n",
      "lloyd: 6.575949103146316\n",
      "chinmay: 6.575949103146316\n",
      "ajmera: 6.288267030694535\n",
      "land: 5.477336814478207\n",
      "flip: 6.981414211254481\n",
      "card: 6.981414211254481\n",
      "vikram: 5.477336814478207\n",
      "skill: 6.288267030694535\n",
      "development: 4.58351893845611\n",
      "dnyandip: 6.575949103146316\n",
      "eyemax: 6.288267030694535\n",
      "amphitheatre: 6.0651234793803255\n",
      "hanky: 6.575949103146316\n",
      "franky: 6.575949103146316\n",
      "latte: 5.7286512427591125\n",
      "cinépolis: 6.575949103146316\n",
      "nexus: 6.575949103146316\n",
      "blackberrys: 6.575949103146316\n",
      "jodhpur: 6.575949103146316\n",
      "nike: 5.882801922586371\n",
      "nsw: 6.575949103146316\n",
      "van: 6.575949103146316\n",
      "heusen: 6.575949103146316\n",
      "trends: 6.575949103146316\n",
      "jockey: 6.575949103146316\n",
      "exclusive: 6.575949103146316\n",
      "allen: 6.575949103146316\n",
      "solly: 6.575949103146316\n",
      "westside: 5.882801922586371\n",
      "swarovski: 6.575949103146316\n",
      "hp: 5.477336814478207\n",
      "samsonite: 6.288267030694535\n",
      "mani: 5.477336814478207\n",
      "jack: 6.288267030694535\n",
      "jones: 6.288267030694535\n",
      "ganpatseth: 6.575949103146316\n",
      "tandel: 6.575949103146316\n",
      "42: 6.0651234793803255\n",
      "40: 5.59511985013459\n",
      "konkan: 5.882801922586371\n",
      "rail: 6.575949103146316\n",
      "residences: 5.477336814478207\n",
      "cinepolis: 6.0651234793803255\n",
      "neurogen: 6.981414211254481\n",
      "jewels: 6.575949103146316\n",
      "movies: 6.575949103146316\n",
      "sonawane: 6.981414211254481\n",
      "shivam: 6.0651234793803255\n",
      "foundation: 5.37197629882038\n",
      "anurag: 6.288267030694535\n",
      "patoriya: 6.575949103146316\n",
      "millenium: 5.477336814478207\n",
      "wonders: 6.0651234793803255\n",
      "darave: 6.575949103146316\n",
      "presentation: 6.981414211254481\n",
      "sterling: 5.59511985013459\n",
      "amphitheater: 6.288267030694535\n",
      "pushparni: 6.575949103146316\n",
      "katta: 5.882801922586371\n",
      "sadafuli: 6.981414211254481\n",
      "vegetable: 5.477336814478207\n",
      "sujata: 6.288267030694535\n",
      "pravik: 6.575949103146316\n",
      "junction: 6.288267030694535\n",
      "facility: 5.882801922586371\n",
      "mayor: 6.288267030694535\n",
      "bunglow: 6.981414211254481\n",
      "agroli: 6.575949103146316\n",
      "ekta: 5.59511985013459\n",
      "mes: 6.288267030694535\n",
      "residents: 6.575949103146316\n",
      "childrens: 4.7841896339182615\n",
      "jairaj: 6.575949103146316\n",
      "raigad: 6.288267030694535\n",
      "missions: 6.575949103146316\n",
      "rainforest: 5.882801922586371\n",
      "walk: 6.575949103146316\n",
      "pmay: 6.0651234793803255\n",
      "kharghar: 4.7841896339182615\n",
      "taloje: 5.882801922586371\n",
      "tawa: 5.882801922586371\n",
      "nilkhand: 6.981414211254481\n",
      "rivar: 6.981414211254481\n",
      "side: 5.882801922586371\n",
      "manmohan: 6.288267030694535\n",
      "vimum: 6.981414211254481\n",
      "sushma: 6.981414211254481\n",
      "vidhyalaya: 6.981414211254481\n",
      "boby: 6.981414211254481\n",
      "vihaan: 6.981414211254481\n",
      "superspeciality: 5.59511985013459\n",
      "trauma: 5.477336814478207\n",
      "multispecialist: 6.981414211254481\n",
      "sangam: 5.37197629882038\n",
      "dart: 6.288267030694535\n",
      "mongo: 6.981414211254481\n",
      "gardan: 6.981414211254481\n",
      "ma: 5.7286512427591125\n",
      "suresh: 5.276666119016055\n",
      "alat: 6.575949103146316\n",
      "sushrut: 5.59511985013459\n",
      "aishwarya: 6.575949103146316\n",
      "cht: 6.288267030694535\n",
      "aangan: 5.882801922586371\n",
      "bharati: 5.7286512427591125\n",
      "sohan: 6.575949103146316\n",
      "vidi: 6.575949103146316\n",
      "moll: 6.981414211254481\n",
      "mahim: 5.882801922586371\n",
      "samyukta: 6.575949103146316\n",
      "daalan: 6.575949103146316\n",
      "barista: 5.37197629882038\n",
      "daffodils: 5.59511985013459\n",
      "edustart: 6.575949103146316\n",
      "multi: 5.109612034352889\n",
      "baji: 6.288267030694535\n",
      "prabhu: 5.477336814478207\n",
      "sandwizzaa: 6.575949103146316\n",
      "costa: 6.288267030694535\n",
      "crossword: 6.0651234793803255\n",
      "swatantryaveer: 6.575949103146316\n",
      "savarka: 6.575949103146316\n",
      "hinduja: 6.288267030694535\n",
      "keraliya: 6.575949103146316\n",
      "वरकर: 6.575949103146316\n",
      "रक: 6.575949103146316\n",
      "light: 6.981414211254481\n",
      "nandadeep: 6.0651234793803255\n",
      "simply: 6.575949103146316\n",
      "delicious: 6.575949103146316\n",
      "idea: 5.882801922586371\n",
      "gomantak: 6.981414211254481\n",
      "boarding: 6.575949103146316\n",
      "tempered: 6.981414211254481\n",
      "glass: 6.981414211254481\n",
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      "covers: 6.981414211254481\n",
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      "deccan: 6.575949103146316\n",
      "fertility: 5.7286512427591125\n",
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      "jumbo: 5.882801922586371\n",
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      "bhimji: 6.981414211254481\n",
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      "rto: 5.882801922586371\n",
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      "plot: 4.84134804775821\n",
      "24: 5.276666119016055\n",
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      "newspaper: 6.0651234793803255\n",
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      "kalyani: 6.981414211254481\n",
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      "bhairavi: 6.981414211254481\n",
      "akashratna: 6.981414211254481\n",
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      "durbari: 6.981414211254481\n",
      "ragamala: 6.981414211254481\n",
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      "vivekanand: 5.59511985013459\n",
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      "ratna: 4.84134804775821\n",
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      "sharan: 6.575949103146316\n",
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      "17: 5.477336814478207\n",
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      "shivji: 6.981414211254481\n",
      "grain: 5.59511985013459\n",
      "unicontinental: 6.575949103146316\n",
      "linkway: 6.575949103146316\n",
      "chandiramani: 6.981414211254481\n",
      "jagaha: 6.981414211254481\n",
      "km: 6.981414211254481\n",
      "loca: 6.981414211254481\n",
      "bijlani: 6.981414211254481\n",
      "kuizeens: 6.981414211254481\n",
      "khodal: 6.981414211254481\n",
      "bonanza: 6.981414211254481\n",
      "enterprise: 6.981414211254481\n",
      "elegant: 6.981414211254481\n",
      "shoppee: 6.575949103146316\n",
      "govind: 6.0651234793803255\n",
      "jadhwani: 6.981414211254481\n",
      "speedway: 6.981414211254481\n",
      "zima: 6.981414211254481\n",
      "tsec: 6.981414211254481\n",
      "cardinal: 6.0651234793803255\n",
      "gracias: 6.0651234793803255\n",
      "parivartan: 6.981414211254481\n",
      "youth: 6.981414211254481\n",
      "recreation: 5.59511985013459\n",
      "stop: 5.59511985013459\n",
      "makhija: 6.981414211254481\n",
      "vein: 6.288267030694535\n",
      "agnelo: 6.575949103146316\n",
      "lower: 6.575949103146316\n",
      "municiplal: 6.575949103146316\n",
      "governmet: 6.575949103146316\n",
      "pinnacle: 5.477336814478207\n",
      "wonen: 6.575949103146316\n",
      "mhb: 6.981414211254481\n",
      "vakola: 5.7286512427591125\n",
      "nala: 5.37197629882038\n",
      "mitra: 6.981414211254481\n",
      "hpcl: 6.575949103146316\n",
      "kherwadi: 6.575949103146316\n",
      "paranjpe: 6.0651234793803255\n",
      "soda: 6.575949103146316\n",
      "opener: 6.981414211254481\n",
      "bain: 6.981414211254481\n",
      "wok: 6.575949103146316\n",
      "authorised: 6.575949103146316\n",
      "uti: 6.981414211254481\n",
      "rajwada: 6.981414211254481\n",
      "thal: 6.981414211254481\n",
      "cng: 6.981414211254481\n",
      "filling: 6.981414211254481\n",
      "sarovar: 5.7286512427591125\n",
      "bike: 6.288267030694535\n",
      "wash: 6.981414211254481\n",
      "cube: 6.575949103146316\n",
      "accent: 6.575949103146316\n",
      "irish: 6.288267030694535\n",
      "capital: 6.981414211254481\n",
      "bourse: 6.575949103146316\n",
      "agriculture: 6.981414211254481\n",
      "nabard: 6.981414211254481\n",
      "litera: 6.981414211254481\n",
      "nita: 6.575949103146316\n",
      "ambani: 6.0651234793803255\n",
      "convention: 5.882801922586371\n",
      "pondichery: 6.981414211254481\n",
      "sofitel: 6.575949103146316\n",
      "fauziya: 6.288267030694535\n",
      "american: 6.575949103146316\n",
      "ferrari: 6.575949103146316\n",
      "navnit: 6.0651234793803255\n",
      "hitchki: 6.575949103146316\n",
      "trent: 6.575949103146316\n",
      "first: 6.288267030694535\n",
      "financial: 6.575949103146316\n",
      "platina: 5.7286512427591125\n",
      "states: 6.981414211254481\n",
      "america: 6.981414211254481\n",
      "dhirubhai: 6.288267030694535\n",
      "signia: 6.288267030694535\n",
      "isles: 6.981414211254481\n",
      "taximen: 6.0651234793803255\n",
      "anita: 6.0651234793803255\n",
      "gulam: 6.981414211254481\n",
      "mohhamed: 6.981414211254481\n",
      "shubrati: 6.981414211254481\n",
      "makka: 6.981414211254481\n",
      "intensive: 6.981414211254481\n",
      "unit: 5.59511985013459\n",
      "nar: 6.981414211254481\n",
      "restarunt: 6.981414211254481\n",
      "arpan: 6.575949103146316\n",
      "arayan: 6.981414211254481\n",
      "sawali: 6.575949103146316\n",
      "hamidani: 6.575949103146316\n",
      "prarushi: 6.981414211254481\n",
      "kusumesh: 6.981414211254481\n",
      "samartha: 6.288267030694535\n",
      "math: 6.575949103146316\n",
      "madhukunj: 6.575949103146316\n",
      "87: 6.575949103146316\n",
      "nijdham: 6.575949103146316\n",
      "86: 6.575949103146316\n",
      "navchaityna: 6.575949103146316\n",
      "84: 6.288267030694535\n",
      "suryadarshan: 6.575949103146316\n",
      "ulhas: 6.575949103146316\n",
      "139: 6.575949103146316\n",
      "vidhya: 6.575949103146316\n",
      "mahalco: 6.575949103146316\n",
      "138: 6.288267030694535\n",
      "equinox: 6.288267030694535\n",
      "diesel: 6.288267030694535\n",
      "maruthi: 6.575949103146316\n",
      "adarsha: 6.981414211254481\n",
      "amarpali: 6.575949103146316\n",
      "womens: 6.575949103146316\n",
      "swatswarup: 6.575949103146316\n",
      "munciple: 6.575949103146316\n",
      "bhavana: 6.575949103146316\n",
      "ekyavardak: 6.575949103146316\n",
      "lokamaniya: 6.575949103146316\n",
      "lokmaniya: 6.575949103146316\n",
      "shopper: 6.575949103146316\n",
      "anu: 6.575949103146316\n",
      "khanpthan: 6.575949103146316\n",
      "jwellers: 6.981414211254481\n",
      "dwarka: 6.575949103146316\n",
      "bhowad: 6.981414211254481\n",
      "bidi: 6.981414211254481\n",
      "oyo: 6.575949103146316\n",
      "rooms: 6.575949103146316\n",
      "shahakar: 6.575949103146316\n",
      "chheda: 5.882801922586371\n",
      "just: 6.0651234793803255\n",
      "dressline: 6.575949103146316\n",
      "anukool: 6.575949103146316\n",
      "circulating: 6.575949103146316\n",
      "kankal: 6.981414211254481\n",
      "savan: 6.981414211254481\n",
      "rozy: 6.575949103146316\n",
      "noodle: 6.575949103146316\n",
      "khaoo: 6.575949103146316\n",
      "bhuk: 6.575949103146316\n",
      "mitaao: 6.575949103146316\n",
      "khao: 6.575949103146316\n",
      "quaters: 6.981414211254481\n",
      "panchashila: 6.981414211254481\n",
      "buildding: 6.981414211254481\n",
      "munjal: 6.981414211254481\n",
      "baap: 6.575949103146316\n",
      "ghar: 5.7286512427591125\n",
      "chhedanagar: 6.575949103146316\n",
      "sub: 5.882801922586371\n",
      "metalife: 6.575949103146316\n",
      "nandita: 6.575949103146316\n",
      "chauhans: 6.575949103146316\n",
      "sanjeevani: 5.7286512427591125\n",
      "handy: 6.981414211254481\n",
      "craft: 6.981414211254481\n",
      "furniture: 6.981414211254481\n",
      "majestic: 5.7286512427591125\n",
      "satyalakshmi: 6.288267030694535\n",
      "angelore: 6.575949103146316\n",
      "g3: 6.575949103146316\n",
      "kalpakkam: 6.575949103146316\n",
      "kiran: 5.189654742026425\n",
      "savitha: 6.575949103146316\n",
      "kavitha: 6.575949103146316\n",
      "pestom: 6.288267030694535\n",
      "rbk: 6.575949103146316\n",
      "kamte: 6.288267030694535\n",
      "grit: 6.575949103146316\n",
      "shankara: 6.575949103146316\n",
      "implosion: 6.575949103146316\n",
      "c1: 6.575949103146316\n",
      "c2: 6.575949103146316\n",
      "f2: 6.575949103146316\n",
      "a2: 6.0651234793803255\n",
      "a1: 5.7286512427591125\n",
      "g2: 6.575949103146316\n",
      "g1: 6.0651234793803255\n",
      "jabbar: 6.575949103146316\n",
      "athar: 6.575949103146316\n",
      "aryaman: 6.575949103146316\n",
      "amina: 6.981414211254481\n",
      "azmi: 6.981414211254481\n",
      "imtiyaz: 6.575949103146316\n",
      "khawaja: 6.575949103146316\n",
      "garaib: 6.575949103146316\n",
      "nawaz: 6.575949103146316\n",
      "hopital: 6.288267030694535\n",
      "class: 6.288267030694535\n",
      "cateress: 6.575949103146316\n",
      "rashu: 6.575949103146316\n",
      "vishal: 5.59511985013459\n",
      "millat: 6.0651234793803255\n",
      "ospital: 6.575949103146316\n",
      "asif: 6.575949103146316\n",
      "zaheer: 6.575949103146316\n",
      "watch: 6.288267030694535\n",
      "salman: 6.575949103146316\n",
      "shadab: 6.575949103146316\n",
      "moon: 6.575949103146316\n",
      "madni: 6.288267030694535\n",
      "shamstabrez: 6.575949103146316\n",
      "beef: 6.575949103146316\n",
      "shefar: 6.575949103146316\n",
      "cyber: 6.288267030694535\n",
      "irfan: 6.575949103146316\n",
      "azam: 6.575949103146316\n",
      "dvd: 6.575949103146316\n",
      "stor: 6.575949103146316\n",
      "centar: 6.575949103146316\n",
      "alvi: 6.575949103146316\n",
      "faizal: 6.981414211254481\n",
      "gass: 6.981414211254481\n",
      "sture: 6.981414211254481\n",
      "stoar: 6.981414211254481\n",
      "khalid: 6.575949103146316\n",
      "bakrery: 6.575949103146316\n",
      "jurnal: 6.981414211254481\n",
      "galart: 6.981414211254481\n",
      "saba: 6.981414211254481\n",
      "alam: 6.575949103146316\n",
      "nedical: 6.575949103146316\n",
      "gerneral: 6.575949103146316\n",
      "stoares: 6.575949103146316\n",
      "arzoo: 6.575949103146316\n",
      "sakil: 6.981414211254481\n",
      "durga: 5.882801922586371\n",
      "25a: 6.575949103146316\n",
      "49: 6.0651234793803255\n",
      "ittar: 6.575949103146316\n",
      "kashish: 6.575949103146316\n",
      "rajeev: 6.288267030694535\n",
      "marriage: 6.575949103146316\n",
      "bhairav: 6.575949103146316\n",
      "afreen: 6.575949103146316\n",
      "babu: 6.288267030694535\n",
      "bhi: 6.981414211254481\n",
      "nagore: 6.981414211254481\n",
      "aina: 6.981414211254481\n",
      "tangam: 6.981414211254481\n",
      "part: 6.0651234793803255\n",
      "nirankari: 6.575949103146316\n",
      "padma: 5.7286512427591125\n",
      "shashtri: 6.981414211254481\n",
      "kasbekar: 6.575949103146316\n",
      "shivtirth: 6.575949103146316\n",
      "bsel: 6.575949103146316\n",
      "hyper: 6.575949103146316\n",
      "audi: 6.575949103146316\n",
      "jewellery: 6.575949103146316\n",
      "exhibition: 5.59511985013459\n",
      "odisha: 6.981414211254481\n",
      "vishwaroop: 6.575949103146316\n",
      "it: 5.189654742026425\n",
      "regenza: 6.575949103146316\n",
      "tunga: 5.882801922586371\n",
      "uttar: 6.575949103146316\n",
      "pradesh: 6.575949103146316\n",
      "jijabai: 6.575949103146316\n",
      "kerala: 6.981414211254481\n",
      "elkem: 6.575949103146316\n",
      "gyankalash: 6.288267030694535\n",
      "raghuleela: 6.575949103146316\n",
      "points: 6.575949103146316\n",
      "sheraton: 6.575949103146316\n",
      "assam: 6.575949103146316\n",
      "meghalaya: 6.575949103146316\n",
      "madhya: 6.575949103146316\n",
      "fantasia: 6.288267030694535\n",
      "neurologiacal: 6.981414211254481\n",
      "मनम: 6.575949103146316\n",
      "हन: 6.575949103146316\n",
      "eat: 6.0651234793803255\n",
      "drinkery: 6.981414211254481\n",
      "wow: 6.288267030694535\n",
      "momo: 6.981414211254481\n",
      "lyn: 6.981414211254481\n",
      "nail: 6.981414211254481\n",
      "urban: 6.981414211254481\n",
      "nykaa: 6.981414211254481\n",
      "squeeze: 6.981414211254481\n",
      "falafel: 6.981414211254481\n",
      "malgudi: 6.981414211254481\n",
      "inorbit: 6.288267030694535\n",
      "caratlane: 6.981414211254481\n",
      "shawarma: 5.7286512427591125\n",
      "mad: 6.575949103146316\n",
      "colors: 6.0651234793803255\n",
      "benetton: 6.575949103146316\n",
      "apmc: 5.59511985013459\n",
      "saishwar: 6.981414211254481\n",
      "maruti: 5.59511985013459\n",
      "panhalkar: 6.575949103146316\n",
      "genu: 6.575949103146316\n",
      "ashthavinayak: 6.981414211254481\n",
      "hare: 6.575949103146316\n",
      "yogi: 5.882801922586371\n",
      "excutive: 6.575949103146316\n",
      "turbhe: 5.882801922586371\n",
      "sv: 6.575949103146316\n",
      "samant: 6.575949103146316\n",
      "sankul: 6.981414211254481\n",
      "mohananand: 6.981414211254481\n",
      "giriji: 6.981414211254481\n",
      "basil: 6.288267030694535\n",
      "beans: 6.575949103146316\n",
      "sharayu: 6.981414211254481\n",
      "rupa: 6.575949103146316\n",
      "renaissance: 5.882801922586371\n",
      "summit: 6.575949103146316\n",
      "hyde: 6.575949103146316\n",
      "empyrean: 6.575949103146316\n",
      "recreational: 6.0651234793803255\n",
      "ayesha: 6.288267030694535\n",
      "varashi: 6.0651234793803255\n",
      "khardanda: 6.981414211254481\n",
      "bhauddha: 6.981414211254481\n",
      "danda: 6.0651234793803255\n",
      "machimar: 6.981414211254481\n",
      "fisher: 6.981414211254481\n",
      "hot: 6.981414211254481\n",
      "salim: 6.981414211254481\n",
      "pretty: 6.981414211254481\n",
      "petals: 6.981414211254481\n",
      "mezbaan: 6.981414211254481\n",
      "hakim: 6.981414211254481\n",
      "alims: 6.981414211254481\n",
      "tattoo: 6.981414211254481\n",
      "out: 6.288267030694535\n",
      "guilt: 6.981414211254481\n",
      "trip: 6.981414211254481\n",
      "spray: 6.981414211254481\n",
      "provision: 6.0651234793803255\n",
      "lakmé: 6.575949103146316\n",
      "keep: 6.288267030694535\n",
      "kool: 6.575949103146316\n",
      "sanctum: 6.575949103146316\n",
      "architeture: 6.575949103146316\n",
      "brio: 6.575949103146316\n",
      "kcroasters: 6.575949103146316\n",
      "friutique: 6.575949103146316\n",
      "brenco: 6.575949103146316\n",
      "breweries: 6.575949103146316\n",
      "dfc: 6.575949103146316\n",
      "chic: 6.0651234793803255\n",
      "accessories: 6.575949103146316\n",
      "carter: 6.981414211254481\n",
      "tibb: 6.981414211254481\n",
      "frankie: 6.288267030694535\n",
      "mongoose: 6.981414211254481\n",
      "bubble: 6.981414211254481\n",
      "massimo: 6.981414211254481\n",
      "smoke: 6.981414211254481\n",
      "gazdhar: 6.0651234793803255\n",
      "bandh: 6.0651234793803255\n",
      "gulaab: 6.981414211254481\n",
      "koli: 6.981414211254481\n",
      "drying: 6.981414211254481\n",
      "pavement: 6.981414211254481\n",
      "dwellers: 6.981414211254481\n",
      "nscci: 6.981414211254481\n",
      "eco: 5.7286512427591125\n",
      "mudheshwari: 6.981414211254481\n",
      "gul: 6.981414211254481\n",
      "pathan: 6.981414211254481\n",
      "shubh: 6.981414211254481\n",
      "shanthi: 6.981414211254481\n",
      "shikha: 6.981414211254481\n",
      "shuttle: 6.981414211254481\n",
      "elias: 6.575949103146316\n",
      "vincent: 6.575949103146316\n",
      "jyotiba: 6.0651234793803255\n",
      "79: 6.288267030694535\n",
      "tarkari: 6.575949103146316\n",
      "lok: 5.189654742026425\n",
      "shivanjali: 6.575949103146316\n",
      "rajgir: 6.575949103146316\n",
      "mayflower: 6.575949103146316\n",
      "ave: 6.575949103146316\n",
      "maria: 6.575949103146316\n",
      "maskan: 6.981414211254481\n",
      "sands: 6.981414211254481\n",
      "clefepete: 6.981414211254481\n",
      "oceanside: 6.981414211254481\n",
      "sarojini: 6.981414211254481\n",
      "rita: 6.981414211254481\n",
      "231: 6.575949103146316\n",
      "cts: 6.575949103146316\n",
      "887: 6.575949103146316\n",
      "reserved: 6.288267030694535\n",
      "231c: 6.575949103146316\n",
      "895: 6.575949103146316\n",
      "kalpak: 6.981414211254481\n",
      "fc: 6.575949103146316\n",
      "fairy: 6.981414211254481\n",
      "morya: 6.575949103146316\n",
      "jewelers: 6.981414211254481\n",
      "jeweler: 6.981414211254481\n",
      "shamrock: 6.575949103146316\n",
      "heigths: 6.981414211254481\n",
      "me: 6.981414211254481\n",
      "so: 6.981414211254481\n",
      "ramakrishna: 6.575949103146316\n",
      "nirvana: 6.0651234793803255\n",
      "chillies: 6.981414211254481\n",
      "adidas: 6.575949103146316\n",
      "basti: 6.575949103146316\n",
      "backpackers: 6.575949103146316\n",
      "kazo: 6.575949103146316\n",
      "rg: 6.575949103146316\n",
      "stone: 5.882801922586371\n",
      "clinico: 6.981414211254481\n",
      "laboratory: 5.882801922586371\n",
      "sight: 6.288267030694535\n",
      "eyecare: 6.575949103146316\n",
      "bhargava: 6.575949103146316\n",
      "foodland: 6.981414211254481\n",
      "fabindia: 6.0651234793803255\n",
      "brewdog: 6.981414211254481\n",
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      "rotary: 6.575949103146316\n",
      "florence: 6.288267030694535\n",
      "bpm: 6.981414211254481\n",
      "salmona: 6.575949103146316\n",
      "annexe: 6.575949103146316\n",
      "aurum: 6.288267030694535\n",
      "felstead: 6.575949103146316\n",
      "jaisingh: 6.575949103146316\n",
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      "chinar: 6.981414211254481\n",
      "pawan: 6.981414211254481\n",
      "heightz: 6.981414211254481\n",
      "shankardeep: 6.981414211254481\n",
      "pushpagriha: 6.981414211254481\n",
      "satguru: 6.981414211254481\n",
      "sundari: 6.981414211254481\n",
      "hicon: 6.981414211254481\n",
      "designate: 6.575949103146316\n",
      "priviera: 6.575949103146316\n",
      "dara: 6.981414211254481\n",
      "gujurat: 6.981414211254481\n",
      "ecstasy: 6.981414211254481\n",
      "legend: 6.981414211254481\n",
      "apsara: 6.575949103146316\n",
      "mig: 6.288267030694535\n",
      "23bn: 6.575949103146316\n",
      "sm: 6.575949103146316\n",
      "293: 6.575949103146316\n",
      "nandan: 6.288267030694535\n",
      "retina: 6.0651234793803255\n",
      "rare: 6.981414211254481\n",
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      "kurujh: 6.981414211254481\n",
      "badam: 6.0651234793803255\n",
      "chaitnaya: 6.575949103146316\n",
      "arunodaya: 6.288267030694535\n",
      "inspire: 6.981414211254481\n",
      "dauri: 6.288267030694535\n",
      "yashwant: 5.276666119016055\n",
      "synergy: 6.981414211254481\n",
      "primus: 6.981414211254481\n",
      "kalina: 6.0651234793803255\n",
      "bone: 6.0651234793803255\n",
      "orthopedic: 5.477336814478207\n",
      "niron: 6.575949103146316\n",
      "aakash: 5.7286512427591125\n",
      "geesee: 6.981414211254481\n",
      "2nd: 6.575949103146316\n",
      "pure: 6.0651234793803255\n",
      "burn: 6.981414211254481\n",
      "despande: 6.575949103146316\n",
      "alphine: 6.981414211254481\n",
      "dominos: 6.0651234793803255\n",
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      "tech: 5.37197629882038\n",
      "moosa: 6.575949103146316\n",
      "sayana: 6.575949103146316\n",
      "redbrick: 6.981414211254481\n",
      "vatika: 6.575949103146316\n",
      "regus: 6.981414211254481\n",
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      "cementry: 6.575949103146316\n",
      "zillion: 6.575949103146316\n",
      "twin: 6.0651234793803255\n",
      "kapadia: 6.288267030694535\n",
      "tutorials: 6.0651234793803255\n",
      "micromax: 6.575949103146316\n",
      "vb: 6.575949103146316\n",
      "sahara: 5.7286512427591125\n",
      "mugal: 6.575949103146316\n",
      "kamaran: 6.575949103146316\n",
      "buddh: 6.575949103146316\n",
      "muskaan: 6.575949103146316\n",
      "treee: 6.981414211254481\n",
      "tree2: 6.981414211254481\n",
      "istanbul: 6.575949103146316\n",
      "zamzam: 6.575949103146316\n",
      "karizma: 6.575949103146316\n",
      "crtiti: 6.575949103146316\n",
      "yas: 6.575949103146316\n",
      "ganghi: 6.575949103146316\n",
      "abdul: 5.882801922586371\n",
      "hameed: 6.575949103146316\n",
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      "exotica: 5.59511985013459\n",
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      "tiffins: 6.575949103146316\n",
      "vidyavihar: 6.575949103146316\n",
      "kingdom: 6.0651234793803255\n",
      "cbse: 6.0651234793803255\n",
      "vinay: 6.288267030694535\n",
      "frappé: 6.575949103146316\n",
      "technologies: 5.59511985013459\n",
      "surg: 6.575949103146316\n",
      "insiya: 6.981414211254481\n",
      "silverbeach: 6.575949103146316\n",
      "aryabhatta: 6.981414211254481\n",
      "stairs: 6.981414211254481\n",
      "maggi: 6.981414211254481\n",
      "kamadhenu: 6.575949103146316\n",
      "vijaya: 6.575949103146316\n",
      "kastur: 6.575949103146316\n",
      "bag: 6.0651234793803255\n",
      "chagan: 6.575949103146316\n",
      "sudarshan: 6.288267030694535\n",
      "munni: 6.575949103146316\n",
      "shatrunjay: 6.981414211254481\n",
      "baliram: 6.575949103146316\n",
      "hedgewar: 6.575949103146316\n",
      "rajawadi: 6.0651234793803255\n",
      "neelkant: 6.0651234793803255\n",
      "kirol: 6.575949103146316\n",
      "sachidanad: 6.575949103146316\n",
      "tutorial: 6.575949103146316\n",
      "sachidanand: 6.575949103146316\n",
      "viha: 6.575949103146316\n",
      "ashirvaad: 6.981414211254481\n",
      "hiren: 6.575949103146316\n",
      "imaging: 6.288267030694535\n",
      "trivedi: 6.0651234793803255\n",
      "aakar: 6.575949103146316\n",
      "ivf: 5.59511985013459\n",
      "test: 6.575949103146316\n",
      "tube: 6.575949103146316\n",
      "essential: 6.981414211254481\n",
      "chedda: 6.288267030694535\n",
      "electricals: 6.575949103146316\n",
      "gurukrupa: 5.882801922586371\n",
      "departmental: 6.575949103146316\n",
      "moments: 6.575949103146316\n",
      "pawzup: 6.981414211254481\n",
      "jugnu: 6.981414211254481\n",
      "pub: 6.981414211254481\n",
      "odean: 6.575949103146316\n",
      "skye: 6.575949103146316\n",
      "madersa: 6.981414211254481\n",
      "lil: 6.981414211254481\n",
      "banat: 6.981414211254481\n",
      "trest: 6.981414211254481\n",
      "dadasaheb: 5.59511985013459\n",
      "gaikwad: 6.981414211254481\n",
      "jansava: 6.0651234793803255\n",
      "aerated: 6.0651234793803255\n",
      "lagoons: 6.0651234793803255\n",
      "agnel: 6.288267030694535\n",
      "savarkar: 6.575949103146316\n",
      "esic: 5.7286512427591125\n",
      "abbot: 6.575949103146316\n",
      "vishnudas: 6.575949103146316\n",
      "bhave: 6.575949103146316\n",
      "sahu: 6.288267030694535\n",
      "thanawala: 6.575949103146316\n",
      "thanawalas: 6.575949103146316\n",
      "dhrushti: 6.575949103146316\n",
      "microsourgery: 6.575949103146316\n",
      "tilwe: 6.575949103146316\n",
      "parikhs: 6.575949103146316\n",
      "jaydish: 6.575949103146316\n",
      "akhil: 6.981414211254481\n",
      "gandharva: 6.981414211254481\n",
      "mahavidyalaya: 6.981414211254481\n",
      "harit: 6.981414211254481\n",
      "multipurpose: 6.288267030694535\n",
      "jhunjhunwala: 6.575949103146316\n",
      "colllege: 6.575949103146316\n",
      "sambhajiraje: 6.575949103146316\n",
      "woodmaking: 6.981414211254481\n",
      "bhaghat: 6.575949103146316\n",
      "tarachand: 6.288267030694535\n",
      "pkc: 6.575949103146316\n",
      "fruit: 6.288267030694535\n",
      "lawrence: 6.288267030694535\n",
      "onion: 6.575949103146316\n",
      "potato: 6.575949103146316\n",
      "krantiveer: 6.288267030694535\n",
      "karmveer: 6.575949103146316\n",
      "bhaurao: 6.575949103146316\n",
      "icl: 6.288267030694535\n",
      "mathadi: 5.7286512427591125\n",
      "monami: 6.981414211254481\n",
      "madhukostav: 6.575949103146316\n",
      "key: 6.981414211254481\n",
      "nice: 6.0651234793803255\n",
      "moment: 6.575949103146316\n",
      "smith: 6.981414211254481\n",
      "abhilasha: 6.981414211254481\n",
      "bhommi: 6.981414211254481\n",
      "shilp: 6.288267030694535\n",
      "baugban: 6.981414211254481\n",
      "amodini: 6.575949103146316\n",
      "springwood: 6.575949103146316\n",
      "atlantic: 6.288267030694535\n",
      "granth: 6.575949103146316\n",
      "pagli: 6.575949103146316\n",
      "anushka: 6.575949103146316\n",
      "bougainvillea: 6.0651234793803255\n",
      "juhu: 5.035504062199167\n",
      "mayur: 5.7286512427591125\n",
      "inspiration: 6.288267030694535\n",
      "vakils: 6.288267030694535\n",
      "maneck: 6.288267030694535\n",
      "abhay: 6.575949103146316\n",
      "wise: 6.575949103146316\n",
      "infinity: 5.59511985013459\n",
      "lilavatibai: 6.575949103146316\n",
      "nagvekar: 6.575949103146316\n",
      "ark: 6.575949103146316\n",
      "malhaar: 6.575949103146316\n",
      "sarla: 6.575949103146316\n",
      "jayant: 6.288267030694535\n",
      "outlet: 5.882801922586371\n",
      "porsche: 6.981414211254481\n",
      "ducati: 6.981414211254481\n",
      "santacruz: 5.7286512427591125\n",
      "balkan: 6.981414211254481\n",
      "ji: 6.981414211254481\n",
      "bari: 6.575949103146316\n",
      "sarah: 6.981414211254481\n",
      "kunndan: 6.575949103146316\n",
      "saraswat: 6.981414211254481\n",
      "triangular: 6.981414211254481\n",
      "welco: 6.981414211254481\n",
      "aristo: 6.981414211254481\n",
      "upadhyaya: 6.575949103146316\n",
      "aastha: 5.59511985013459\n",
      "maniar: 6.575949103146316\n",
      "clini: 6.981414211254481\n",
      "nap: 6.575949103146316\n",
      "hostels: 6.575949103146316\n",
      "grace: 5.882801922586371\n",
      "aagri: 6.575949103146316\n",
      "sus: 6.981414211254481\n",
      "buy: 6.575949103146316\n",
      "aseem: 6.981414211254481\n",
      "raut: 6.575949103146316\n",
      "dattatreya: 6.981414211254481\n",
      "scizzors: 6.981414211254481\n",
      "charles: 6.575949103146316\n",
      "chool: 6.575949103146316\n",
      "what: 6.981414211254481\n",
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      "dhobighat: 6.981414211254481\n",
      "vagri: 6.981414211254481\n",
      "wada: 6.981414211254481\n",
      "utkarsha: 6.981414211254481\n",
      "mello: 6.575949103146316\n",
      "milind: 6.0651234793803255\n",
      "madraswadi: 6.575949103146316\n",
      "lasunwadi: 6.288267030694535\n",
      "subhash: 5.882801922586371\n",
      "dutta: 6.981414211254481\n",
      "stationary: 5.59511985013459\n",
      "aashray: 6.981414211254481\n",
      "ritesh: 6.575949103146316\n",
      "skyway: 6.981414211254481\n",
      "kothari: 6.575949103146316\n",
      "sushila: 6.981414211254481\n",
      "shehnaz: 6.575949103146316\n",
      "agashe: 6.981414211254481\n",
      "masoom: 6.981414211254481\n",
      "sanitary: 6.575949103146316\n",
      "rs: 6.575949103146316\n",
      "cutting: 6.575949103146316\n",
      "ams: 6.981414211254481\n",
      "electrical: 6.981414211254481\n",
      "sobro: 6.575949103146316\n",
      "shahi: 6.981414211254481\n",
      "dessert: 6.981414211254481\n",
      "solution: 6.575949103146316\n",
      "sunlight: 6.981414211254481\n",
      "krista: 6.575949103146316\n",
      "dwarkha: 6.575949103146316\n",
      "reserch: 6.981414211254481\n",
      "naupada: 6.288267030694535\n",
      "naidu: 6.575949103146316\n",
      "centenary: 6.575949103146316\n",
      "villagers: 6.575949103146316\n",
      "gardern: 6.288267030694535\n",
      "quaterangle: 6.575949103146316\n",
      "kennedy: 6.575949103146316\n",
      "mogli: 6.575949103146316\n",
      "chatrapati: 5.882801922586371\n",
      "jogging: 6.0651234793803255\n",
      "lakshya: 6.575949103146316\n",
      "dmart: 5.189654742026425\n",
      "kia: 6.575949103146316\n",
      "babyhug: 6.575949103146316\n",
      "gauss: 6.981414211254481\n",
      "mohammed: 6.981414211254481\n",
      "caterers: 6.575949103146316\n",
      "khatpal: 6.981414211254481\n",
      "divesh: 6.981414211254481\n",
      "mandap: 6.981414211254481\n",
      "decorators: 6.575949103146316\n",
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      "digi: 6.981414211254481\n",
      "hrezzo: 6.575949103146316\n",
      "ola: 6.981414211254481\n",
      "material: 6.288267030694535\n",
      "organization: 6.288267030694535\n",
      "paragon: 6.575949103146316\n",
      "nausena: 6.981414211254481\n",
      "cementary: 6.981414211254481\n",
      "pramodji: 6.575949103146316\n",
      "mahajan: 5.882801922586371\n",
      "doshis: 6.575949103146316\n",
      "fracture: 5.477336814478207\n",
      "dewang: 6.575949103146316\n",
      "varun: 6.575949103146316\n",
      "sanghavi: 6.575949103146316\n",
      "ami: 6.575949103146316\n",
      "drashti: 6.575949103146316\n",
      "dipak: 6.575949103146316\n",
      "ear: 6.288267030694535\n",
      "nose: 6.288267030694535\n",
      "throat: 6.288267030694535\n",
      "grocery: 5.7286512427591125\n",
      "jalaram: 5.882801922586371\n",
      "ndds: 6.981414211254481\n",
      "manufacturer: 6.981414211254481\n",
      "design: 6.0651234793803255\n",
      "lark: 6.981414211254481\n",
      "maduram: 6.981414211254481\n",
      "amit: 6.0651234793803255\n",
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      "jethva: 6.575949103146316\n",
      "fatima: 5.882801922586371\n",
      "munisurat: 6.575949103146316\n",
      "pillar: 6.575949103146316\n",
      "gymkana: 6.981414211254481\n",
      "bikaner: 6.575949103146316\n",
      "warehouse: 6.575949103146316\n",
      "dhanashri: 6.575949103146316\n",
      "ascent: 6.575949103146316\n",
      "vatsal: 6.981414211254481\n",
      "nicu: 6.288267030694535\n",
      "zynova: 6.575949103146316\n",
      "kedia: 6.575949103146316\n",
      "khushal: 6.981414211254481\n",
      "navnirman: 6.575949103146316\n",
      "nulife: 6.575949103146316\n",
      "jivdaya: 6.575949103146316\n",
      "shradha: 6.575949103146316\n",
      "medico: 6.0651234793803255\n",
      "sule: 6.575949103146316\n",
      "sonagra: 6.575949103146316\n",
      "clear: 6.575949103146316\n",
      "endoscopy: 6.0651234793803255\n",
      "cg: 6.981414211254481\n",
      "foundaton: 6.981414211254481\n",
      "matangi: 6.575949103146316\n",
      "nachiketa: 6.575949103146316\n",
      "odeon: 6.981414211254481\n",
      "rass: 6.575949103146316\n",
      "hse: 6.575949103146316\n",
      "pharmeasy: 6.981414211254481\n",
      "achija: 6.575949103146316\n",
      "pant: 6.575949103146316\n",
      "185: 6.288267030694535\n",
      "trishul: 6.575949103146316\n",
      "neelyog: 6.288267030694535\n",
      "parakh: 6.981414211254481\n",
      "anandlok: 6.981414211254481\n",
      "vediya: 6.575949103146316\n",
      "pantnagar: 6.575949103146316\n",
      "bose: 6.575949103146316\n",
      "shabari: 6.575949103146316\n",
      "kunnure: 6.575949103146316\n",
      "yewale: 6.575949103146316\n",
      "fortis: 6.575949103146316\n",
      "jivandas: 6.981414211254481\n",
      "managed: 6.288267030694535\n",
      "krishnai: 6.981414211254481\n",
      "shubha: 6.981414211254481\n",
      "rao: 5.59511985013459\n",
      "vinamra: 6.575949103146316\n",
      "swaraj: 6.0651234793803255\n",
      "sidhi: 6.288267030694535\n",
      "rishi: 6.575949103146316\n",
      "brahma: 6.288267030694535\n",
      "kumari: 6.288267030694535\n",
      "gorakshnath: 6.981414211254481\n",
      "palve: 6.981414211254481\n",
      "goldcrest: 6.575949103146316\n",
      "anchorwala: 6.575949103146316\n",
      "satra: 6.575949103146316\n",
      "galleria: 6.288267030694535\n",
      "4bains: 6.981414211254481\n",
      "sunset: 6.288267030694535\n",
      "anaika: 6.981414211254481\n",
      "seaview: 6.575949103146316\n",
      "citizen: 6.575949103146316\n",
      "pritam: 6.575949103146316\n",
      "grandmama: 6.575949103146316\n",
      "centric: 6.575949103146316\n",
      "sesame: 6.575949103146316\n",
      "princess: 5.882801922586371\n",
      "maneckji: 6.575949103146316\n",
      "cooper: 6.288267030694535\n",
      "serviced: 6.575949103146316\n",
      "way: 6.288267030694535\n",
      "shady: 6.575949103146316\n",
      "nook: 6.575949103146316\n",
      "neptune: 6.0651234793803255\n",
      "naturenama: 6.575949103146316\n",
      "netrapuja: 6.575949103146316\n",
      "gol: 6.981414211254481\n",
      "irolette: 6.981414211254481\n",
      "nanavati: 6.575949103146316\n",
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      "tuscan: 6.575949103146316\n",
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      "bianca: 6.288267030694535\n",
      "luxury: 6.575949103146316\n",
      "clothspa: 6.575949103146316\n",
      "nakashi: 6.575949103146316\n",
      "homemade: 6.575949103146316\n",
      "hit: 6.575949103146316\n",
      "run: 6.575949103146316\n",
      "dentist4u: 6.575949103146316\n",
      "third: 6.575949103146316\n",
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      "jw: 6.288267030694535\n",
      "marriott: 6.288267030694535\n",
      "venuban: 6.575949103146316\n",
      "sanghvi: 6.288267030694535\n",
      "udadhi: 6.575949103146316\n",
      "tarang: 6.575949103146316\n",
      "dharkar: 6.575949103146316\n",
      "philomena: 6.575949103146316\n",
      "duru: 6.575949103146316\n",
      "beachwood: 6.575949103146316\n",
      "shernaz: 6.575949103146316\n",
      "navbahar: 6.575949103146316\n",
      "shilpa: 6.575949103146316\n",
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      "sagarika: 6.575949103146316\n",
      "mermaid: 6.575949103146316\n",
      "shangvi: 6.575949103146316\n",
      "paritosh: 6.575949103146316\n",
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      "lagoon: 6.575949103146316\n",
      "shell: 6.575949103146316\n",
      "sind: 6.575949103146316\n",
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      "montessori: 6.575949103146316\n",
      "vission: 6.981414211254481\n",
      "daftarys: 6.981414211254481\n",
      "sunridges: 6.981414211254481\n",
      "nmims: 6.575949103146316\n",
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      "london: 6.981414211254481\n",
      "sohum: 6.981414211254481\n",
      "pushpa: 5.882801922586371\n",
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      "ankur: 5.37197629882038\n",
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      "sahaj: 6.981414211254481\n",
      "puja: 6.981414211254481\n",
      "adityodhaya: 6.981414211254481\n",
      "chitrakunj: 6.981414211254481\n",
      "paarasmani: 6.981414211254481\n",
      "aakashdeep: 6.575949103146316\n",
      "tenth: 6.981414211254481\n",
      "contractors: 6.981414211254481\n",
      "valia: 6.981414211254481\n",
      "prasang: 6.981414211254481\n",
      "jamnabai: 6.981414211254481\n",
      "mithibai: 6.575949103146316\n",
      "jitendra: 6.575949103146316\n",
      "chauhan: 6.288267030694535\n",
      "chandni: 6.981414211254481\n",
      "arjav: 6.981414211254481\n",
      "hilti: 6.575949103146316\n",
      "wagh: 6.575949103146316\n",
      "bakari: 6.575949103146316\n",
      "regal: 5.7286512427591125\n",
      "same: 6.575949103146316\n",
      "chirag: 6.575949103146316\n",
      "jignesh: 6.575949103146316\n",
      "shivkeerti: 6.575949103146316\n",
      "pushpak: 6.981414211254481\n",
      "waman: 6.575949103146316\n",
      "pethe: 6.981414211254481\n",
      "sadiwalas: 6.575949103146316\n",
      "irla: 5.882801922586371\n",
      "shruti: 6.981414211254481\n",
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      "umesh: 6.981414211254481\n",
      "nisar: 6.981414211254481\n",
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      "pethani: 6.981414211254481\n",
      "anuvansh: 6.288267030694535\n",
      "conversant: 6.981414211254481\n",
      "heerson: 6.575949103146316\n",
      "chatrabhuj: 6.575949103146316\n",
      "karbhari: 6.575949103146316\n",
      "nursingashram: 6.575949103146316\n",
      "icsc: 6.575949103146316\n",
      "ptv: 6.575949103146316\n",
      "neekanth: 6.575949103146316\n",
      "hastiraj: 6.575949103146316\n",
      "61: 6.0651234793803255\n",
      "62: 6.288267030694535\n",
      "shrinath: 6.981414211254481\n",
      "khokha: 6.981414211254481\n",
      "products: 6.288267030694535\n",
      "verma: 6.575949103146316\n",
      "raghuvir: 6.288267030694535\n",
      "sandip: 6.981414211254481\n",
      "khadayata: 6.981414211254481\n",
      "colddrink: 6.981414211254481\n",
      "thote: 6.981414211254481\n",
      "thosar: 6.981414211254481\n",
      "premises: 6.0651234793803255\n",
      "deshastha: 6.981414211254481\n",
      "hrigvedi: 6.981414211254481\n",
      "atul: 5.7286512427591125\n",
      "aurvedic: 6.981414211254481\n",
      "loop: 6.981414211254481\n",
      "aanand: 6.981414211254481\n",
      "lights: 6.981414211254481\n",
      "gajali: 6.575949103146316\n",
      "panshikar: 6.575949103146316\n",
      "aaswad: 6.575949103146316\n",
      "satkar: 6.575949103146316\n",
      "janaral: 6.981414211254481\n",
      "sapre: 6.981414211254481\n",
      "naresh: 6.981414211254481\n",
      "vadhu: 6.981414211254481\n",
      "var: 6.981414211254481\n",
      "suchak: 6.575949103146316\n",
      "karyalaya: 6.981414211254481\n",
      "gr8: 6.575949103146316\n",
      "smile: 6.575949103146316\n",
      "manger: 6.575949103146316\n",
      "kirits: 6.575949103146316\n",
      "dharamsi: 6.981414211254481\n",
      "karsan: 6.981414211254481\n",
      "shirodkar: 6.575949103146316\n",
      "sanjanwala: 6.575949103146316\n",
      "clr: 6.575949103146316\n",
      "saurashtra: 6.575949103146316\n",
      "bodhi: 6.575949103146316\n",
      "pannalal: 6.981414211254481\n",
      "lohe: 6.981414211254481\n",
      "moreshwar: 6.288267030694535\n",
      "pitale: 6.981414211254481\n",
      "vitthal: 6.981414211254481\n",
      "yograj: 6.981414211254481\n",
      "easwari: 6.981414211254481\n",
      "jeeves: 6.575949103146316\n",
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      "adani: 6.575949103146316\n",
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      "sahar: 6.288267030694535\n",
      "ambassador: 6.575949103146316\n",
      "mitkat: 6.575949103146316\n",
      "advisory: 6.575949103146316\n",
      "scale: 6.575949103146316\n",
      "500: 6.575949103146316\n",
      "alembic: 6.575949103146316\n",
      "pharmaceuticals: 6.575949103146316\n",
      "hilton: 6.575949103146316\n",
      "vidyadani: 6.575949103146316\n",
      "amabaji: 6.981414211254481\n",
      "kempinski: 6.288267030694535\n",
      "kumaria: 6.575949103146316\n",
      "waterstones: 6.575949103146316\n",
      "idfy: 6.575949103146316\n",
      "inn: 5.276666119016055\n",
      "logitech: 6.0651234793803255\n",
      "ndw: 6.288267030694535\n",
      "proxima: 6.288267030694535\n",
      "theresa: 6.981414211254481\n",
      "holiday: 6.575949103146316\n",
      "jadhav: 6.981414211254481\n",
      "anil: 5.7286512427591125\n",
      "aviva: 6.981414211254481\n",
      "priyanka: 6.288267030694535\n",
      "chhajed: 6.981414211254481\n",
      "surgerical: 6.981414211254481\n",
      "mohili: 6.575949103146316\n",
      "axon: 6.575949103146316\n",
      "dialysis: 6.0651234793803255\n",
      "opticians: 6.575949103146316\n",
      "copy: 6.575949103146316\n",
      "dixit: 6.575949103146316\n",
      "excecutive: 6.575949103146316\n",
      "pranik: 6.575949103146316\n",
      "junjar: 6.575949103146316\n",
      "mithi: 4.901972669574645\n",
      "sangresh: 6.575949103146316\n",
      "nager: 6.575949103146316\n",
      "dic: 6.575949103146316\n",
      "alamanda: 6.575949103146316\n",
      "mimosa: 6.575949103146316\n",
      "ivy: 6.575949103146316\n",
      "tulupia: 6.575949103146316\n",
      "lantana: 6.288267030694535\n",
      "jamaica: 6.575949103146316\n",
      "lilac: 6.575949103146316\n",
      "zinnia: 5.882801922586371\n",
      "frangipani: 6.575949103146316\n",
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      "fiorello: 6.575949103146316\n",
      "yvonne: 6.575949103146316\n",
      "yarrow: 6.575949103146316\n",
      "yucca: 6.575949103146316\n",
      "vinca: 6.288267030694535\n",
      "nahar: 5.882801922586371\n",
      "amrit: 6.575949103146316\n",
      "mirabilis: 6.575949103146316\n",
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      "laurel: 6.575949103146316\n",
      "jonquille: 6.575949103146316\n",
      "lilium: 6.575949103146316\n",
      "camellia: 6.288267030694535\n",
      "summer: 6.575949103146316\n",
      "5e: 6.575949103146316\n",
      "5b: 6.575949103146316\n",
      "narendra: 6.981414211254481\n",
      "kanan: 6.575949103146316\n",
      "orchard: 6.575949103146316\n",
      "5c: 6.575949103146316\n",
      "career: 6.981414211254481\n",
      "sandesh: 6.981414211254481\n",
      "roman: 6.575949103146316\n",
      "accenture: 6.575949103146316\n",
      "hillcrest: 6.575949103146316\n",
      "abandoned: 6.575949103146316\n",
      "swing: 6.575949103146316\n",
      "plant_nursery: 6.575949103146316\n",
      "vishwakarma: 6.575949103146316\n",
      "udayachal: 6.288267030694535\n",
      "vedaant: 6.575949103146316\n",
      "dvs: 6.575949103146316\n",
      "tegh: 6.575949103146316\n",
      "proviso: 6.575949103146316\n",
      "krutika: 6.575949103146316\n",
      "nishant: 6.575949103146316\n",
      "natasha: 6.575949103146316\n",
      "dawoodi: 6.575949103146316\n",
      "bohra: 6.575949103146316\n",
      "koperkhairane: 6.575949103146316\n",
      "kopar: 6.981414211254481\n",
      "khairane: 6.981414211254481\n",
      "mumnai: 6.981414211254481\n",
      "seema: 6.575949103146316\n",
      "archana: 6.981414211254481\n",
      "vidhi: 6.981414211254481\n",
      "dive: 6.575949103146316\n",
      "gagangiri: 6.981414211254481\n",
      "rajpal: 6.981414211254481\n",
      "sakshi: 6.981414211254481\n",
      "ajayan: 6.575949103146316\n",
      "chikaleshwar: 6.575949103146316\n",
      "koparkhairne: 6.0651234793803255\n",
      "heathfree: 6.575949103146316\n",
      "spices: 6.575949103146316\n",
      "knowledge: 5.59511985013459\n",
      "aditi: 5.276666119016055\n",
      "poojari: 6.0651234793803255\n",
      "cromā: 6.981414211254481\n",
      "alfredo: 6.981414211254481\n",
      "fresco: 6.981414211254481\n",
      "facing: 6.981414211254481\n",
      "kavita: 6.981414211254481\n",
      "arogya: 6.0651234793803255\n",
      "nidhi: 6.288267030694535\n",
      "sheth: 6.0651234793803255\n",
      "kantilal: 6.575949103146316\n",
      "parikh: 6.981414211254481\n",
      "90: 6.288267030694535\n",
      "photography: 6.575949103146316\n",
      "tanatan: 6.981414211254481\n",
      "hi: 6.288267030694535\n",
      "optician: 6.981414211254481\n",
      "bafna: 6.981414211254481\n",
      "printpoint: 6.981414211254481\n",
      "chulah: 6.981414211254481\n",
      "yeda: 6.981414211254481\n",
      "bisleri: 6.981414211254481\n",
      "mangalmurthi: 6.981414211254481\n",
      "distributor: 6.981414211254481\n",
      "florist: 6.981414211254481\n",
      "malad: 3.803360380906535\n",
      "iskcon: 6.981414211254481\n",
      "chandan: 6.0651234793803255\n",
      "utpal: 6.575949103146316\n",
      "markandari: 6.981414211254481\n",
      "paavan: 6.981414211254481\n",
      "daya: 6.981414211254481\n",
      "sanjan: 6.981414211254481\n",
      "naman: 6.575949103146316\n",
      "sumeet: 6.981414211254481\n",
      "tirth: 6.981414211254481\n",
      "angad: 6.981414211254481\n",
      "porwal: 6.981414211254481\n",
      "amore: 6.981414211254481\n",
      "govardhan: 6.575949103146316\n",
      "krishani: 6.981414211254481\n",
      "tvamev: 6.981414211254481\n",
      "rajeshwari: 6.981414211254481\n",
      "sharanam: 6.981414211254481\n",
      "kamleshwar: 6.981414211254481\n",
      "shivpuri: 6.981414211254481\n",
      "prabhaj: 6.981414211254481\n",
      "shanghvi: 6.575949103146316\n",
      "oceanus: 6.981414211254481\n",
      "goddess: 6.981414211254481\n",
      "sanskar: 6.575949103146316\n",
      "creado: 6.981414211254481\n",
      "anirdesh: 6.981414211254481\n",
      "gopush: 6.981414211254481\n",
      "novotel: 6.981414211254481\n",
      "mukteshwar: 6.575949103146316\n",
      "kalumal: 6.981414211254481\n",
      "parchhaiyan: 6.981414211254481\n",
      "bondre: 6.981414211254481\n",
      "ravish: 6.981414211254481\n",
      "krishnam: 6.981414211254481\n",
      "nilalbari: 6.981414211254481\n",
      "nirbhay: 6.981414211254481\n",
      "ira: 6.981414211254481\n",
      "durbar: 6.981414211254481\n",
      "vishwam: 6.981414211254481\n",
      "jevan: 6.575949103146316\n",
      "mammography: 6.575949103146316\n",
      "dadajee: 6.575949103146316\n",
      "bmw: 6.288267030694535\n",
      "looks: 6.575949103146316\n",
      "divya: 6.575949103146316\n",
      "mediwavw: 6.981414211254481\n",
      "unique: 6.0651234793803255\n",
      "emergencies: 6.981414211254481\n",
      "masrani: 6.981414211254481\n",
      "mimas: 6.981414211254481\n",
      "aharveda: 6.575949103146316\n",
      "kls: 6.981414211254481\n",
      "yadav: 6.575949103146316\n",
      "griha: 6.981414211254481\n",
      "swapna: 6.288267030694535\n",
      "hemal: 6.981414211254481\n",
      "ameet: 6.981414211254481\n",
      "satam: 6.981414211254481\n",
      "kaledonia: 6.575949103146316\n",
      "shatdal: 6.575949103146316\n",
      "karl: 6.981414211254481\n",
      "lalubhai: 6.575949103146316\n",
      "pochkhanawala: 6.981414211254481\n",
      "bankers: 6.981414211254481\n",
      "svkm: 6.981414211254481\n",
      "hinduhridaysamrat: 6.981414211254481\n",
      "balasaheb: 6.288267030694535\n",
      "thackeray: 6.981414211254481\n",
      "chandaben: 6.981414211254481\n",
      "mohandas: 6.981414211254481\n",
      "homeopathic: 6.981414211254481\n",
      "feet: 6.981414211254481\n",
      "labs: 6.288267030694535\n",
      "thanckeray: 6.981414211254481\n",
      "benarsi: 6.981414211254481\n",
      "parvish: 6.575949103146316\n",
      "sanjanwalas: 6.981414211254481\n",
      "gynacologist: 6.981414211254481\n",
      "sadanand: 6.981414211254481\n",
      "danait: 6.981414211254481\n",
      "fit: 6.288267030694535\n",
      "oliver: 6.981414211254481\n",
      "bookmyshow: 6.575949103146316\n",
      "bureau: 6.288267030694535\n",
      "aviation: 6.575949103146316\n",
      "affairs: 6.575949103146316\n",
      "black: 6.575949103146316\n",
      "bbc: 6.575949103146316\n",
      "innov8: 6.575949103146316\n",
      "jay: 5.477336814478207\n",
      "metrolink: 6.575949103146316\n",
      "purple: 6.288267030694535\n",
      "prabodhan: 5.882801922586371\n",
      "thakrey: 6.288267030694535\n",
      "muktidham: 6.575949103146316\n",
      "satpravruti: 6.981414211254481\n",
      "urmila: 6.981414211254481\n",
      "samraj: 6.981414211254481\n",
      "kalgidar: 6.575949103146316\n",
      "dragonfly: 6.981414211254481\n",
      "enrich: 6.0651234793803255\n",
      "backpacker: 6.575949103146316\n",
      "panda: 6.575949103146316\n",
      "appetite: 6.575949103146316\n",
      "paediatric: 6.0651234793803255\n",
      "spectacles: 6.575949103146316\n",
      "goel: 6.575949103146316\n",
      "veena: 6.0651234793803255\n",
      "mohan: 6.0651234793803255\n",
      "meril: 6.288267030694535\n",
      "solitaire: 6.288267030694535\n",
      "procter: 6.575949103146316\n",
      "gamble: 6.575949103146316\n",
      "healtcare: 6.575949103146316\n",
      "indigo: 6.981414211254481\n",
      "devx: 6.575949103146316\n",
      "technopolis: 6.288267030694535\n",
      "inizio: 6.575949103146316\n",
      "sharaton: 6.575949103146316\n",
      "akal: 6.981414211254481\n",
      "surveyors: 6.981414211254481\n",
      "wall: 6.575949103146316\n",
      "sparsh: 5.477336814478207\n",
      "appartment: 5.59511985013459\n",
      "plazha: 6.575949103146316\n",
      "apartmanmn: 6.981414211254481\n",
      "jb: 6.575949103146316\n",
      "sheel: 6.981414211254481\n",
      "belani: 6.981414211254481\n",
      "shield: 6.981414211254481\n",
      "mukund: 5.7286512427591125\n",
      "gopal: 6.981414211254481\n",
      "ghanshamdas: 6.981414211254481\n",
      "podhar: 6.981414211254481\n",
      "rajasthani: 6.981414211254481\n",
      "dadhich: 6.981414211254481\n",
      "citiscape: 6.575949103146316\n",
      "evangelist: 6.575949103146316\n",
      "shivkrupa: 6.288267030694535\n",
      "quantum: 6.575949103146316\n",
      "designs: 6.575949103146316\n",
      "kanchi: 6.575949103146316\n",
      "microsurgury: 6.575949103146316\n",
      "marol: 5.59511985013459\n",
      "minks: 6.981414211254481\n",
      "sayaji: 6.981414211254481\n",
      "staytion: 6.981414211254481\n",
      "hybrid: 6.981414211254481\n",
      "theory: 6.981414211254481\n",
      "barcelona: 6.575949103146316\n",
      "chimichurri: 6.575949103146316\n",
      "3m: 6.288267030694535\n",
      "car: 6.288267030694535\n",
      "mirages: 6.981414211254481\n",
      "persian: 6.575949103146316\n",
      "lillium: 6.0651234793803255\n",
      "veronica: 6.288267030694535\n",
      "ornella: 6.288267030694535\n",
      "tiffany: 6.288267030694535\n",
      "sevens: 6.575949103146316\n",
      "radisson: 6.981414211254481\n",
      "saki: 6.288267030694535\n",
      "dark: 6.575949103146316\n",
      "eva: 6.288267030694535\n",
      "zobiya: 6.575949103146316\n",
      "asmira: 6.981414211254481\n",
      "apratim: 6.575949103146316\n",
      "boomerang: 6.0651234793803255\n",
      "panchvati: 6.288267030694535\n",
      "sahayadri: 6.0651234793803255\n",
      "rosabel: 6.575949103146316\n",
      "jolan: 6.288267030694535\n",
      "danica: 6.575949103146316\n",
      "ansa: 6.981414211254481\n",
      "haria: 6.575949103146316\n",
      "dudhsagar: 6.575949103146316\n",
      "bell: 6.288267030694535\n",
      "belita: 6.575949103146316\n",
      "chandivali: 6.575949103146316\n",
      "salons: 6.288267030694535\n",
      "karamel: 6.575949103146316\n",
      "elder: 6.575949103146316\n",
      "sinhgad: 6.575949103146316\n",
      "callalily: 6.981414211254481\n",
      "sahyog: 6.981414211254481\n",
      "evershine: 5.882801922586371\n",
      "safalya: 6.981414211254481\n",
      "vandemataram: 6.981414211254481\n",
      "giridarshan: 6.981414211254481\n",
      "artificial: 6.575949103146316\n",
      "pallonji: 5.882801922586371\n",
      "vicinia: 6.575949103146316\n",
      "primrose: 6.288267030694535\n",
      "superior: 6.575949103146316\n",
      "nest: 5.37197629882038\n",
      "lucerne: 6.575949103146316\n",
      "rude: 6.981414211254481\n",
      "mehman: 6.981414211254481\n",
      "nawazi: 6.981414211254481\n",
      "opentable: 6.981414211254481\n",
      "inc: 6.981414211254481\n",
      "jp: 6.288267030694535\n",
      "morgan: 6.981414211254481\n",
      "chase: 6.981414211254481\n",
      "prints: 6.981414211254481\n",
      "easeon: 6.981414211254481\n",
      "goods: 6.0651234793803255\n",
      "ambaji: 6.981414211254481\n",
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      "cheescake: 6.981414211254481\n",
      "ikeva: 6.575949103146316\n",
      "powai: 5.37197629882038\n",
      "lakecastle: 6.981414211254481\n",
      "iit: 6.575949103146316\n",
      "octavius: 6.288267030694535\n",
      "fairmont: 6.575949103146316\n",
      "glen: 6.981414211254481\n",
      "avalon: 6.981414211254481\n",
      "verona: 6.981414211254481\n",
      "torino: 6.981414211254481\n",
      "dale: 6.0651234793803255\n",
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      "arth: 6.981414211254481\n",
      "cypress: 5.882801922586371\n",
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      "richmond: 6.981414211254481\n",
      "adonia: 6.981414211254481\n",
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      "developers: 6.981414211254481\n",
      "crematorium: 5.882801922586371\n",
      "jasvanti: 6.981414211254481\n",
      "modi: 6.288267030694535\n",
      "gujar: 6.575949103146316\n",
      "pandey: 6.288267030694535\n",
      "cipla: 6.575949103146316\n",
      "gurudev: 6.288267030694535\n",
      "ravindranath: 6.288267030694535\n",
      "tagore: 6.288267030694535\n",
      "josephs: 6.981414211254481\n",
      "dgqa: 6.575949103146316\n",
      "sanmeet: 6.575949103146316\n",
      "bhamrah: 6.575949103146316\n",
      "litttle: 6.575949103146316\n",
      "angel: 6.575949103146316\n",
      "cooperating: 6.575949103146316\n",
      "rana: 6.575949103146316\n",
      "vishwarao: 6.575949103146316\n",
      "kamgaar: 6.575949103146316\n",
      "awaas: 6.575949103146316\n",
      "snehdeep: 6.981414211254481\n",
      "manoshi: 6.575949103146316\n",
      "kariyanappally: 6.981414211254481\n",
      "movie: 6.288267030694535\n",
      "schoool: 6.288267030694535\n",
      "mahape: 6.575949103146316\n",
      "larsen: 5.7286512427591125\n",
      "toubro: 5.7286512427591125\n",
      "automation: 6.288267030694535\n",
      "lokmat: 6.981414211254481\n",
      "technocity: 6.575949103146316\n",
      "country: 6.575949103146316\n",
      "dakc: 6.981414211254481\n",
      "shil: 6.575949103146316\n",
      "mhape: 6.575949103146316\n",
      "chouki: 6.575949103146316\n",
      "versova: 5.477336814478207\n",
      "harshwardhan: 6.981414211254481\n",
      "drama: 6.288267030694535\n",
      "nom: 6.981414211254481\n",
      "debonair: 6.981414211254481\n",
      "richfeel: 6.981414211254481\n",
      "scalp: 6.981414211254481\n",
      "moragaon: 6.981414211254481\n",
      "treen: 6.981414211254481\n",
      "cindrella: 6.981414211254481\n",
      "perfect: 6.575949103146316\n",
      "physique: 6.575949103146316\n",
      "sanman: 6.981414211254481\n",
      "barren: 6.981414211254481\n",
      "omkaar: 6.981414211254481\n",
      "shazy: 6.981414211254481\n",
      "kapaswadi: 6.575949103146316\n",
      "tahiti: 6.981414211254481\n",
      "ritu: 6.981414211254481\n",
      "upkar: 6.981414211254481\n",
      "surajmal: 6.981414211254481\n",
      "sunrays: 6.981414211254481\n",
      "bird: 6.575949103146316\n",
      "deepratna: 6.981414211254481\n",
      "prachi: 6.981414211254481\n",
      "amaltas: 6.981414211254481\n",
      "milap: 6.0651234793803255\n",
      "magic: 6.981414211254481\n",
      "carpet: 6.981414211254481\n",
      "vanashree: 6.981414211254481\n",
      "raviraj: 6.981414211254481\n",
      "thunga: 6.0651234793803255\n",
      "mangesh: 6.981414211254481\n",
      "babul: 6.981414211254481\n",
      "spce: 6.288267030694535\n",
      "word: 6.981414211254481\n",
      "sujay: 6.981414211254481\n",
      "fition: 6.981414211254481\n",
      "tian: 6.981414211254481\n",
      "cosmopolitan: 6.575949103146316\n",
      "computing: 6.981414211254481\n",
      "florista: 6.981414211254481\n",
      "aparna: 6.0651234793803255\n",
      "pressto: 6.981414211254481\n",
      "mothercare: 6.981414211254481\n",
      "oculus: 6.981414211254481\n",
      "furtados: 6.575949103146316\n",
      "pepperfry: 6.981414211254481\n",
      "nishly: 6.981414211254481\n",
      "saoji: 6.981414211254481\n",
      "bhartiya: 6.0651234793803255\n",
      "chrysalis: 6.981414211254481\n",
      "tushar: 6.575949103146316\n",
      "bindu: 6.981414211254481\n",
      "gulistan: 6.981414211254481\n",
      "jivan: 6.981414211254481\n",
      "mahran: 6.981414211254481\n",
      "windswept: 6.981414211254481\n",
      "dohad: 6.981414211254481\n",
      "ramdevi: 6.981414211254481\n",
      "sobhraj: 6.981414211254481\n",
      "sp: 6.575949103146316\n",
      "venetia: 6.981414211254481\n",
      "jamnagar: 6.981414211254481\n",
      "mist: 6.575949103146316\n",
      "crystal: 6.575949103146316\n",
      "suhas: 6.981414211254481\n",
      "harshal: 6.981414211254481\n",
      "naveen: 6.981414211254481\n",
      "litlle: 6.981414211254481\n",
      "horizon: 6.0651234793803255\n",
      "bhavans: 6.575949103146316\n",
      "dn: 6.575949103146316\n",
      "khubchandani: 6.575949103146316\n",
      "hansraj: 6.288267030694535\n",
      "morarji: 6.0651234793803255\n",
      "kabibai: 6.288267030694535\n",
      "moraraji: 6.288267030694535\n",
      "gilbert: 6.981414211254481\n",
      "mid: 6.575949103146316\n",
      "sangita: 6.575949103146316\n",
      "telangs: 6.981414211254481\n",
      "ray: 6.575949103146316\n",
      "vibha: 6.981414211254481\n",
      "deafness: 6.288267030694535\n",
      "bses: 6.575949103146316\n",
      "res: 6.575949103146316\n",
      "alankar: 6.575949103146316\n",
      "nilesh: 6.981414211254481\n",
      "alfa: 6.981414211254481\n",
      "executive: 6.288267030694535\n",
      "mcdonalds: 6.575949103146316\n",
      "iitian: 6.575949103146316\n",
      "pace: 6.575949103146316\n",
      "vias: 6.981414211254481\n",
      "tahsildar: 6.288267030694535\n",
      "tripathi: 6.981414211254481\n",
      "shreya: 6.575949103146316\n",
      "amardeep: 6.288267030694535\n",
      "saheli: 6.981414211254481\n",
      "mirat: 6.981414211254481\n",
      "mangala: 6.575949103146316\n",
      "suntech: 6.575949103146316\n",
      "anuj: 6.981414211254481\n",
      "hip: 6.981414211254481\n",
      "knee: 6.981414211254481\n",
      "lakheree: 6.981414211254481\n",
      "nagardas: 6.575949103146316\n",
      "neelkamal: 6.575949103146316\n",
      "newspapers: 6.981414211254481\n",
      "aneri: 6.981414211254481\n",
      "kwality: 6.981414211254481\n",
      "allwyn: 6.981414211254481\n",
      "ratnagiri: 6.981414211254481\n",
      "books: 6.981414211254481\n",
      "emporium: 6.981414211254481\n",
      "swagat: 6.981414211254481\n",
      "mangalore: 6.981414211254481\n",
      "chanai: 6.981414211254481\n",
      "slice: 6.575949103146316\n",
      "aj: 6.575949103146316\n",
      "furnishing: 6.575949103146316\n",
      "kurlon: 6.575949103146316\n",
      "korner: 6.575949103146316\n",
      "directiplex: 6.575949103146316\n",
      "consultancy: 5.882801922586371\n",
      "tcs: 6.575949103146316\n",
      "vertex: 6.288267030694535\n",
      "karnik: 6.981414211254481\n",
      "chinai: 6.575949103146316\n",
      "sakhalkar: 6.575949103146316\n",
      "vinayalaya: 6.981414211254481\n",
      "satyadarshan: 6.575949103146316\n",
      "b10: 6.575949103146316\n",
      "b6: 6.575949103146316\n",
      "c14: 6.981414211254481\n",
      "a4: 6.575949103146316\n",
      "c15: 6.981414211254481\n",
      "b9: 6.575949103146316\n",
      "b8: 6.575949103146316\n",
      "b11: 6.575949103146316\n",
      "b12: 6.575949103146316\n",
      "b7: 6.575949103146316\n",
      "c13: 6.981414211254481\n",
      "b5: 6.575949103146316\n",
      "bindra: 6.575949103146316\n",
      "c16: 6.981414211254481\n",
      "a3: 6.575949103146316\n",
      "packaging: 6.575949103146316\n",
      "iip: 6.575949103146316\n",
      "premiere: 6.0651234793803255\n",
      "drool: 6.575949103146316\n",
      "idliwala: 6.575949103146316\n",
      "umang: 6.981414211254481\n",
      "srl: 6.575949103146316\n",
      "pardiwala: 6.981414211254481\n",
      "creative: 6.288267030694535\n",
      "handicrafts: 6.288267030694535\n",
      "dewool: 6.575949103146316\n",
      "rolta: 6.575949103146316\n",
      "samruddhi: 6.288267030694535\n",
      "seepz: 6.0651234793803255\n",
      "pintos: 6.981414211254481\n",
      "pathological: 6.981414211254481\n",
      "sugun: 6.575949103146316\n",
      "chiranjeevi: 6.575949103146316\n",
      "gokul: 6.0651234793803255\n",
      "cuddles: 6.575949103146316\n",
      "pediatric: 6.575949103146316\n",
      "tanvi: 6.575949103146316\n",
      "monica: 6.981414211254481\n",
      "bharatvan: 6.288267030694535\n",
      "lt: 6.575949103146316\n",
      "raunak: 6.981414211254481\n",
      "eliza: 6.575949103146316\n",
      "woodlaand: 6.575949103146316\n",
      "poorti: 6.575949103146316\n",
      "friendz: 6.575949103146316\n",
      "reflections: 6.575949103146316\n",
      "vaccinations: 6.575949103146316\n",
      "supremus: 6.288267030694535\n",
      "vistas: 6.575949103146316\n",
      "mcmcr: 6.575949103146316\n",
      "nirali: 6.981414211254481\n",
      "isle: 5.7286512427591125\n",
      "circular: 6.575949103146316\n",
      "register: 6.575949103146316\n",
      "shipping: 6.575949103146316\n",
      "midas: 6.981414211254481\n",
      "karishma: 6.981414211254481\n",
      "impact: 6.981414211254481\n",
      "anthem: 6.575949103146316\n",
      "fitencity: 6.981414211254481\n",
      "chanfrabhan: 6.981414211254481\n",
      "collehe: 6.981414211254481\n",
      "wings: 6.981414211254481\n",
      "lakeside: 6.0651234793803255\n",
      "tatrakshak: 6.575949103146316\n",
      "mantra: 6.981414211254481\n",
      "vindu: 6.981414211254481\n",
      "shilpi: 6.981414211254481\n",
      "dulhan: 6.981414211254481\n",
      "charvi: 6.981414211254481\n",
      "ashraf: 6.981414211254481\n",
      "scissors: 6.981414211254481\n",
      "hands: 6.981414211254481\n",
      "ivana: 6.981414211254481\n",
      "hub: 6.0651234793803255\n",
      "colorax: 6.981414211254481\n",
      "unicorn: 6.981414211254481\n",
      "mahakali: 6.288267030694535\n",
      "printer: 6.981414211254481\n",
      "kartik: 6.575949103146316\n",
      "hn: 6.575949103146316\n",
      "fbb: 6.981414211254481\n",
      "inner: 6.981414211254481\n",
      "vogue: 6.981414211254481\n",
      "lingerie: 6.981414211254481\n",
      "haze: 6.981414211254481\n",
      "1st: 6.981414211254481\n",
      "tania: 6.981414211254481\n",
      "thukral: 6.981414211254481\n",
      "vitthaldas: 6.981414211254481\n",
      "mewawala: 6.981414211254481\n",
      "wadapav: 6.981414211254481\n",
      "jawed: 6.981414211254481\n",
      "styles: 6.981414211254481\n",
      "smiles: 6.981414211254481\n",
      "mamaji: 6.981414211254481\n",
      "grapes: 6.981414211254481\n",
      "harsidh: 6.981414211254481\n",
      "gnc: 6.981414211254481\n",
      "maarwadi: 6.981414211254481\n",
      "snacks: 5.882801922586371\n",
      "rainbow: 6.575949103146316\n",
      "bollyfood: 6.981414211254481\n",
      "nihal: 6.981414211254481\n",
      "opthalmologist: 6.981414211254481\n",
      "starlite: 6.981414211254481\n",
      "optiks: 6.981414211254481\n",
      "sheer: 6.981414211254481\n",
      "perfection: 6.981414211254481\n",
      "navarang: 6.981414211254481\n",
      "gelleria: 6.981414211254481\n",
      "oppo: 6.981414211254481\n",
      "parabola: 6.981414211254481\n",
      "pain: 6.981414211254481\n",
      "quotidien: 6.981414211254481\n",
      "rodas: 6.981414211254481\n",
      "ecotel: 6.981414211254481\n",
      "crafters: 6.981414211254481\n",
      "hoppipola: 6.981414211254481\n",
      "mania: 6.981414211254481\n",
      "kareem: 6.981414211254481\n",
      "charpai: 6.981414211254481\n",
      "flavour: 6.981414211254481\n",
      "faasos: 6.981414211254481\n",
      "juicy: 6.981414211254481\n",
      "stuff: 6.981414211254481\n",
      "dum: 6.981414211254481\n",
      "matka: 6.981414211254481\n",
      "chilli: 6.981414211254481\n",
      "hanglas: 6.981414211254481\n",
      "kolkata: 6.981414211254481\n",
      "garima: 6.981414211254481\n",
      "olympia: 6.981414211254481\n",
      "anjali: 6.575949103146316\n",
      "hakone: 6.981414211254481\n",
      "ctr: 6.981414211254481\n",
      "127: 6.981414211254481\n",
      "115: 6.981414211254481\n",
      "126: 6.981414211254481\n",
      "suncity: 6.575949103146316\n",
      "crisil: 6.981414211254481\n",
      "cettm: 6.981414211254481\n",
      "bayer: 6.981414211254481\n",
      "princeton: 6.981414211254481\n",
      "gypsy: 6.981414211254481\n",
      "soveriegn: 6.981414211254481\n",
      "pluto: 6.981414211254481\n",
      "harishchandra: 6.981414211254481\n",
      "grange: 6.981414211254481\n",
      "empress: 6.981414211254481\n",
      "future: 6.575949103146316\n",
      "priya: 6.575949103146316\n",
      "tisekar: 6.575949103146316\n",
      "legacy: 6.0651234793803255\n",
      "hindustan: 6.288267030694535\n",
      "mega: 6.288267030694535\n",
      "restaraunt: 6.575949103146316\n",
      "asmita: 6.0651234793803255\n",
      "kanjur: 5.7286512427591125\n",
      "gunale: 6.981414211254481\n",
      "ghansoli: 6.575949103146316\n",
      "willows: 5.7286512427591125\n",
      "bala: 6.575949103146316\n",
      "vita: 6.575949103146316\n",
      "eleganza: 6.981414211254481\n",
      "cloud36: 6.981414211254481\n",
      "geecee: 6.981414211254481\n",
      "sunberry: 6.575949103146316\n",
      "gami: 6.575949103146316\n",
      "reagan: 6.575949103146316\n",
      "juhi: 6.575949103146316\n",
      "serenity: 6.575949103146316\n",
      "multispecialty: 6.981414211254481\n",
      "आयट: 6.575949103146316\n",
      "rajii: 6.981414211254481\n",
      "ayodhya: 6.981414211254481\n",
      "suryakiran: 6.981414211254481\n",
      "tc: 6.575949103146316\n",
      "ambu: 6.575949103146316\n",
      "madh: 5.882801922586371\n",
      "gelato: 6.575949103146316\n",
      "wtf: 6.981414211254481\n",
      "jayaprakash: 6.981414211254481\n",
      "nischint: 6.981414211254481\n",
      "top: 6.288267030694535\n",
      "pets: 6.981414211254481\n",
      "pet: 6.981414211254481\n",
      "independence: 6.981414211254481\n",
      "brewing: 6.981414211254481\n",
      "preet: 6.288267030694535\n",
      "kochar: 6.981414211254481\n",
      "shuang: 6.981414211254481\n",
      "hsi: 6.981414211254481\n",
      "deluxe: 6.981414211254481\n",
      "jar: 6.575949103146316\n",
      "diner: 6.575949103146316\n",
      "kinoo: 6.981414211254481\n",
      "trendz: 6.981414211254481\n",
      "swades: 6.981414211254481\n",
      "artists: 6.575949103146316\n",
      "veda: 6.575949103146316\n",
      "talents: 6.575949103146316\n",
      "omra: 6.575949103146316\n",
      "tribe: 6.575949103146316\n",
      "treesome: 6.981414211254481\n",
      "pep: 6.981414211254481\n",
      "59: 6.575949103146316\n",
      "aramnagar: 6.981414211254481\n",
      "hathway: 6.981414211254481\n",
      "internet: 6.981414211254481\n",
      "himan: 6.575949103146316\n",
      "rights: 6.575949103146316\n",
      "clover: 6.575949103146316\n",
      "mahima: 6.981414211254481\n",
      "divyajyoti: 6.981414211254481\n",
      "mamta: 5.882801922586371\n",
      "rodeo: 6.575949103146316\n",
      "figure: 6.575949103146316\n",
      "ministry: 6.575949103146316\n",
      "sameer: 6.575949103146316\n",
      "physioflex: 6.575949103146316\n",
      "lama: 6.981414211254481\n",
      "darjeeling: 6.981414211254481\n",
      "lepcha: 6.981414211254481\n",
      "pandora: 6.981414211254481\n",
      "bowls: 6.575949103146316\n",
      "sukho: 6.575949103146316\n",
      "yog: 6.575949103146316\n",
      "rocks: 6.981414211254481\n",
      "malwani: 6.288267030694535\n",
      "kalwan: 6.981414211254481\n",
      "mandi: 6.575949103146316\n",
      "stomach: 6.575949103146316\n",
      "theobroma: 6.981414211254481\n",
      "whatta: 6.981414211254481\n",
      "doof: 6.981414211254481\n",
      "apsan: 6.981414211254481\n",
      "paws: 6.981414211254481\n",
      "tapri: 6.0651234793803255\n",
      "feline: 6.575949103146316\n",
      "aaji: 6.981414211254481\n",
      "cat: 6.981414211254481\n",
      "fisheries: 6.288267030694535\n",
      "jayanti: 6.575949103146316\n",
      "jagannath: 6.575949103146316\n",
      "pendre: 6.575949103146316\n",
      "khadi: 6.575949103146316\n",
      "greenfield: 6.575949103146316\n",
      "abhaar: 6.981414211254481\n",
      "sanjeev: 6.981414211254481\n",
      "uphaar: 6.981414211254481\n",
      "sundarwadi: 6.575949103146316\n",
      "mazdock: 6.981414211254481\n",
      "daljit: 6.981414211254481\n",
      "gymko: 6.981414211254481\n",
      "roopal: 6.981414211254481\n",
      "sheila: 6.0651234793803255\n",
      "harsha: 6.981414211254481\n",
      "bungalows: 6.0651234793803255\n",
      "lumiere: 6.981414211254481\n",
      "safina: 6.981414211254481\n",
      "daria: 6.575949103146316\n",
      "pyramid: 6.575949103146316\n",
      "vitesse: 6.981414211254481\n",
      "suzuki: 6.0651234793803255\n",
      "autobahn: 6.288267030694535\n",
      "skoda: 6.288267030694535\n",
      "volkswagen: 6.981414211254481\n",
      "manveen: 6.981414211254481\n",
      "gill: 6.981414211254481\n",
      "gettogether: 6.981414211254481\n",
      "bellevue: 6.981414211254481\n",
      "greenturtle: 6.981414211254481\n",
      "gyanaecology: 6.981414211254481\n",
      "dhake: 6.981414211254481\n",
      "pareeks: 6.981414211254481\n",
      "vue: 6.0651234793803255\n",
      "akanksha: 6.981414211254481\n",
      "medicure: 6.981414211254481\n",
      "forever: 5.882801922586371\n",
      "bangalore: 6.288267030694535\n",
      "ayangar: 6.981414211254481\n",
      "heath: 6.981414211254481\n",
      "sumati: 6.288267030694535\n",
      "24x7: 6.981414211254481\n",
      "pizzaexpress: 6.981414211254481\n",
      "sandwich: 6.575949103146316\n",
      "interior: 6.981414211254481\n",
      "savant: 6.981414211254481\n",
      "investments: 6.981414211254481\n",
      "arena: 6.0651234793803255\n",
      "shia: 6.981414211254481\n",
      "imami: 6.981414211254481\n",
      "ismaili: 6.981414211254481\n",
      "achal: 6.981414211254481\n",
      "savghan: 6.981414211254481\n",
      "jawaharban: 6.981414211254481\n",
      "smriti: 6.575949103146316\n",
      "sahjivan: 6.981414211254481\n",
      "tadopan: 6.981414211254481\n",
      "yashodan: 6.981414211254481\n",
      "chitrakoot: 6.981414211254481\n",
      "sinchan: 6.981414211254481\n",
      "shivalaya: 6.575949103146316\n",
      "janki: 6.288267030694535\n",
      "metropolis: 6.981414211254481\n",
      "gagan: 6.575949103146316\n",
      "pradrashani: 6.981414211254481\n",
      "knoshh: 6.981414211254481\n",
      "cosy: 6.575949103146316\n",
      "sahkar: 6.981414211254481\n",
      "socity: 6.981414211254481\n",
      "oscar: 5.882801922586371\n",
      "bel: 6.288267030694535\n",
      "monte: 6.288267030694535\n",
      "orthosurgical: 6.575949103146316\n",
      "cambrige: 6.981414211254481\n",
      "amboli: 6.981414211254481\n",
      "rajlite: 6.981414211254481\n",
      "pixyl: 6.575949103146316\n",
      "kranti10: 6.575949103146316\n",
      "bhavishyadeep: 6.575949103146316\n",
      "bhavishyadeep7: 6.575949103146316\n",
      "kreanti: 6.575949103146316\n",
      "gurnani: 6.981414211254481\n",
      "meadows: 6.0651234793803255\n",
      "apts: 6.0651234793803255\n",
      "bharwadi: 6.981414211254481\n",
      "vahatuk: 6.575949103146316\n",
      "vollyball: 6.575949103146316\n",
      "helen: 6.981414211254481\n",
      "anamika: 6.575949103146316\n",
      "parulekar: 5.7286512427591125\n",
      "shrishti: 6.0651234793803255\n",
      "microsurgery: 5.882801922586371\n",
      "hajari: 6.981414211254481\n",
      "kawasaki: 6.575949103146316\n",
      "shaman: 6.575949103146316\n",
      "triumph: 6.575949103146316\n",
      "ismail: 6.288267030694535\n",
      "viva: 6.0651234793803255\n",
      "childerns: 6.981414211254481\n",
      "spirit: 6.575949103146316\n",
      "dominic: 6.575949103146316\n",
      "sher: 6.575949103146316\n",
      "mogra: 6.981414211254481\n",
      "lalji: 6.575949103146316\n",
      "mehrotra: 6.575949103146316\n",
      "motorrad: 6.981414211254481\n",
      "phadkes: 6.575949103146316\n",
      "matrichhaya: 6.575949103146316\n",
      "diabetes: 6.981414211254481\n",
      "sez: 6.575949103146316\n",
      "veravali: 6.575949103146316\n",
      "takshila: 6.575949103146316\n",
      "pavitra: 6.981414211254481\n",
      "shukh: 6.575949103146316\n",
      "aayu: 6.575949103146316\n",
      "aarey: 5.189654742026425\n",
      "lodging: 6.575949103146316\n",
      "am: 6.575949103146316\n",
      "passpoli: 6.575949103146316\n",
      "chinmaya: 6.575949103146316\n",
      "sandeepany: 6.575949103146316\n",
      "sadhanalaya: 6.575949103146316\n",
      "vedic: 6.575949103146316\n",
      "h8: 6.575949103146316\n",
      "brews: 6.575949103146316\n",
      "jalvihar: 6.981414211254481\n",
      "boat: 6.981414211254481\n",
      "pedalling: 6.981414211254481\n",
      "imk: 6.575949103146316\n",
      "75: 6.981414211254481\n",
      "98: 6.981414211254481\n",
      "h1: 6.575949103146316\n",
      "121: 6.981414211254481\n",
      "134: 6.981414211254481\n",
      "54: 6.981414211254481\n",
      "b1: 6.981414211254481\n",
      "h2: 6.575949103146316\n",
      "105: 6.981414211254481\n",
      "112: 6.981414211254481\n",
      "bb: 6.981414211254481\n",
      "97: 6.981414211254481\n",
      "104: 6.575949103146316\n",
      "108: 6.981414211254481\n",
      "109: 6.575949103146316\n",
      "120: 6.575949103146316\n",
      "2b: 6.981414211254481\n",
      "66: 6.981414211254481\n",
      "113: 6.981414211254481\n",
      "233: 6.981414211254481\n",
      "248: 6.981414211254481\n",
      "55: 6.981414211254481\n",
      "60: 6.981414211254481\n",
      "103: 6.981414211254481\n",
      "67: 6.981414211254481\n",
      "72: 6.981414211254481\n",
      "201: 6.575949103146316\n",
      "208: 6.981414211254481\n",
      "209: 6.981414211254481\n",
      "216: 6.981414211254481\n",
      "56: 6.981414211254481\n",
      "88: 6.981414211254481\n",
      "73: 6.981414211254481\n",
      "85: 6.981414211254481\n",
      "57: 6.981414211254481\n",
      "64: 6.981414211254481\n",
      "65: 6.981414211254481\n",
      "193: 6.981414211254481\n",
      "200: 6.981414211254481\n",
      "192: 6.981414211254481\n",
      "b16: 6.981414211254481\n",
      "63: 6.981414211254481\n",
      "58: 6.288267030694535\n",
      "directors: 6.981414211254481\n",
      "102: 6.981414211254481\n",
      "89: 6.981414211254481\n",
      "91: 6.981414211254481\n",
      "128: 6.981414211254481\n",
      "anket: 6.981414211254481\n",
      "bharang: 6.575949103146316\n",
      "manastu: 6.981414211254481\n",
      "cgpower: 6.0651234793803255\n",
      "augusta: 6.575949103146316\n",
      "elitis: 6.575949103146316\n",
      "nch: 6.575949103146316\n",
      "ithink: 6.575949103146316\n",
      "civillian: 6.575949103146316\n",
      "bhandup: 6.0651234793803255\n",
      "runwalbliss: 6.288267030694535\n",
      "hazel: 6.0651234793803255\n",
      "arkade: 6.288267030694535\n",
      "grandis: 6.575949103146316\n",
      "jainam: 6.981414211254481\n",
      "marble: 6.575949103146316\n",
      "granite: 6.981414211254481\n",
      "charbhuja: 6.981414211254481\n",
      "dadaiwala: 6.981414211254481\n",
      "stones: 6.981414211254481\n",
      "mama: 6.981414211254481\n",
      "mirashi: 6.981414211254481\n",
      "aniket: 6.981414211254481\n",
      "plan: 6.575949103146316\n",
      "dine: 6.0651234793803255\n",
      "pariwar: 6.575949103146316\n",
      "mentoring: 6.981414211254481\n",
      "emillia: 6.981414211254481\n",
      "begonia: 6.981414211254481\n",
      "dahlia: 6.981414211254481\n",
      "aadi: 6.575949103146316\n",
      "allure: 6.575949103146316\n",
      "autumn: 6.575949103146316\n",
      "aspen: 6.575949103146316\n",
      "idc: 6.575949103146316\n",
      "gavli: 6.981414211254481\n",
      "sanctuary: 6.981414211254481\n",
      "aurus: 6.575949103146316\n",
      "scrumptuous: 6.575949103146316\n",
      "vriddhi: 6.575949103146316\n",
      "woodstock: 6.575949103146316\n",
      "yes: 6.575949103146316\n",
      "hollywood: 6.575949103146316\n",
      "vimala: 6.575949103146316\n",
      "dermatological: 6.575949103146316\n",
      "centra: 6.575949103146316\n",
      "hermes: 6.575949103146316\n",
      "saket: 6.575949103146316\n",
      "kaleskar: 6.981414211254481\n",
      "tangles: 6.981414211254481\n",
      "backyard: 6.575949103146316\n",
      "brew: 6.575949103146316\n",
      "barmecha: 6.981414211254481\n",
      "leaping: 6.981414211254481\n",
      "windows: 6.981414211254481\n",
      "riwayat: 6.981414211254481\n",
      "momin: 6.575949103146316\n",
      "idli: 6.981414211254481\n",
      "fusion: 6.288267030694535\n",
      "ranima: 6.981414211254481\n",
      "films: 6.981414211254481\n",
      "brihan: 6.981414211254481\n",
      "panchratna: 6.981414211254481\n",
      "senani: 6.981414211254481\n",
      "janardan: 6.981414211254481\n",
      "allotments: 6.981414211254481\n",
      "aga: 6.981414211254481\n",
      "kaamgar: 6.981414211254481\n",
      "vasahat: 6.981414211254481\n",
      "laxmikant: 6.575949103146316\n",
      "berde: 6.575949103146316\n",
      "mandar: 6.981414211254481\n",
      "padmaja: 6.981414211254481\n",
      "panch: 6.981414211254481\n",
      "vati: 6.981414211254481\n",
      "arshie: 6.981414211254481\n",
      "hibiscus: 6.981414211254481\n",
      "amba: 6.981414211254481\n",
      "sabnosh: 6.981414211254481\n",
      "bhagtani: 6.288267030694535\n",
      "bhagtiani: 6.981414211254481\n",
      "pam: 6.981414211254481\n",
      "shivom: 6.981414211254481\n",
      "sundram: 6.981414211254481\n",
      "dhara: 6.981414211254481\n",
      "panchsheel: 6.981414211254481\n",
      "jankidevi: 6.981414211254481\n",
      "poseidon: 6.575949103146316\n",
      "mrigchaya: 6.981414211254481\n",
      "ambarnath: 6.981414211254481\n",
      "jubilee: 6.981414211254481\n",
      "ratnakar: 6.575949103146316\n",
      "gladioli: 6.981414211254481\n",
      "vin: 6.981414211254481\n",
      "dhanlaxmi: 6.981414211254481\n",
      "lyne: 6.981414211254481\n",
      "comtech: 6.981414211254481\n",
      "mallika: 6.575949103146316\n",
      "envision: 6.575949103146316\n",
      "piles: 6.981414211254481\n",
      "helpers: 6.981414211254481\n",
      "aksar: 6.981414211254481\n",
      "hamvi: 6.981414211254481\n",
      "mehmood: 6.575949103146316\n",
      "hasan: 6.575949103146316\n",
      "sani: 6.575949103146316\n",
      "hptel: 6.575949103146316\n",
      "mina: 6.575949103146316\n",
      "tabela: 6.575949103146316\n",
      "foodin: 6.575949103146316\n",
      "kureshi: 6.575949103146316\n",
      "compond: 6.575949103146316\n",
      "piyush: 6.288267030694535\n",
      "shindes: 6.981414211254481\n",
      "na: 6.575949103146316\n",
      "balthakra: 6.575949103146316\n",
      "shalyak: 6.575949103146316\n",
      "umabai: 6.575949103146316\n",
      "rajaram: 6.575949103146316\n",
      "srp: 5.7286512427591125\n",
      "condominiums: 6.575949103146316\n",
      "hruday: 6.575949103146316\n",
      "thackerey: 6.575949103146316\n",
      "crematoriam: 6.575949103146316\n",
      "habibiya: 6.981414211254481\n",
      "kokan: 6.288267030694535\n",
      "revati: 6.981414211254481\n",
      "dna: 6.575949103146316\n",
      "ghosalkar: 6.575949103146316\n",
      "salpra: 6.575949103146316\n",
      "mrudupal: 6.981414211254481\n",
      "aloha: 6.575949103146316\n",
      "majas: 6.575949103146316\n",
      "brookhaven: 6.981414211254481\n",
      "indiqube: 6.981414211254481\n",
      "visarjan: 5.59511985013459\n",
      "karkare: 6.288267030694535\n",
      "greenfields: 6.575949103146316\n",
      "डन: 6.575949103146316\n",
      "salaskar: 6.288267030694535\n",
      "swapnapurti: 6.575949103146316\n",
      "major: 6.575949103146316\n",
      "unikrishnan: 6.575949103146316\n",
      "dyna: 6.981414211254481\n",
      "maxima: 6.288267030694535\n",
      "bhanse: 6.575949103146316\n",
      "alpa: 6.981414211254481\n",
      "ramuna: 6.981414211254481\n",
      "sport: 6.0651234793803255\n",
      "amrohi: 6.575949103146316\n",
      "poultry: 6.0651234793803255\n",
      "organisation: 6.0651234793803255\n",
      "cpdo: 6.0651234793803255\n",
      "jvlr: 6.575949103146316\n",
      "picnic: 6.575949103146316\n",
      "residence: 6.288267030694535\n",
      "nitie: 6.575949103146316\n",
      "h13: 6.575949103146316\n",
      "h12: 6.575949103146316\n",
      "technosky: 6.575949103146316\n",
      "borivilli: 4.148200867198264\n",
      "h6: 6.981414211254481\n",
      "h3: 6.981414211254481\n",
      "h5: 6.981414211254481\n",
      "h4: 6.981414211254481\n",
      "h9: 6.981414211254481\n",
      "h15: 6.981414211254481\n",
      "h16: 6.981414211254481\n",
      "chef: 6.981414211254481\n",
      "talk: 6.981414211254481\n",
      "shubham: 6.981414211254481\n",
      "snack: 6.575949103146316\n",
      "tansa: 6.981414211254481\n",
      "small: 6.981414211254481\n",
      "15_rpoint: 6.981414211254481\n",
      "sac: 6.981414211254481\n",
      "conical: 6.981414211254481\n",
      "sculpture: 6.575949103146316\n",
      "indoor: 6.288267030694535\n",
      "drdo: 6.981414211254481\n",
      "204: 6.981414211254481\n",
      "301: 6.981414211254481\n",
      "304: 6.981414211254481\n",
      "401: 6.981414211254481\n",
      "404: 6.981414211254481\n",
      "mw: 6.981414211254481\n",
      "reisdence: 6.981414211254481\n",
      "15a: 6.981414211254481\n",
      "310: 6.981414211254481\n",
      "321: 6.981414211254481\n",
      "0th: 6.981414211254481\n",
      "running: 6.981414211254481\n",
      "munnar: 6.981414211254481\n",
      "nikita: 6.981414211254481\n",
      "devaki: 6.575949103146316\n",
      "citrus: 6.575949103146316\n",
      "walnut: 6.575949103146316\n",
      "willow: 6.575949103146316\n",
      "mahogany: 6.575949103146316\n",
      "flying: 6.288267030694535\n",
      "kites: 6.288267030694535\n",
      "atta: 6.981414211254481\n",
      "flour: 6.981414211254481\n",
      "making: 6.981414211254481\n",
      "sahabhagruha: 6.981414211254481\n",
      "bama: 6.575949103146316\n",
      "mazidun: 6.575949103146316\n",
      "airoli: 5.37197629882038\n",
      "yashodeep: 6.575949103146316\n",
      "manes: 6.575949103146316\n",
      "gawali: 6.575949103146316\n",
      "turning: 6.575949103146316\n",
      "टर: 6.0651234793803255\n",
      "bholenath: 6.575949103146316\n",
      "farms: 6.575949103146316\n",
      "atlanta: 5.7286512427591125\n",
      "ecovistas: 6.575949103146316\n",
      "mk: 6.575949103146316\n",
      "scape: 6.288267030694535\n",
      "palava: 4.84134804775821\n",
      "uk: 6.575949103146316\n",
      "toz: 6.575949103146316\n",
      "props: 6.575949103146316\n",
      "marigold: 6.981414211254481\n",
      "sevilla: 6.981414211254481\n",
      "andalucia: 6.981414211254481\n",
      "capri: 6.981414211254481\n",
      "sicily: 6.981414211254481\n",
      "sorento: 6.575949103146316\n",
      "anklet: 6.575949103146316\n",
      "body: 6.288267030694535\n",
      "netram: 6.981414211254481\n",
      "fathima: 6.981414211254481\n",
      "kanojiya: 6.981414211254481\n",
      "goregaon: 5.109612034352889\n",
      "oshiwara: 6.288267030694535\n",
      "abul: 6.0651234793803255\n",
      "ridgewood: 6.575949103146316\n",
      "nesco: 6.288267030694535\n",
      "upadhya: 6.575949103146316\n",
      "pollution: 6.981414211254481\n",
      "scientist: 6.981414211254481\n",
      "br: 6.575949103146316\n",
      "nath: 6.288267030694535\n",
      "chikitsalaya: 6.575949103146316\n",
      "shaha: 6.981414211254481\n",
      "mahek: 6.575949103146316\n",
      "rathod: 6.981414211254481\n",
      "maauli: 6.981414211254481\n",
      "parag: 5.882801922586371\n",
      "kolhes: 6.981414211254481\n",
      "malwankar: 6.575949103146316\n",
      "romeen: 6.575949103146316\n",
      "badwaik: 6.575949103146316\n",
      "thakurs: 6.981414211254481\n",
      "srushti: 6.288267030694535\n",
      "orthotech: 6.981414211254481\n",
      "saarthi: 6.981414211254481\n",
      "patanis: 6.981414211254481\n",
      "savitribai: 6.288267030694535\n",
      "shrenik: 6.981414211254481\n",
      "buiding: 6.0651234793803255\n",
      "universe: 5.882801922586371\n",
      "pheonix: 6.288267030694535\n",
      "tiki: 6.575949103146316\n",
      "tar: 6.575949103146316\n",
      "pippermintwala: 6.981414211254481\n",
      "ishwar: 6.981414211254481\n",
      "lokpriya: 6.981414211254481\n",
      "mrudula: 6.575949103146316\n",
      "wonder: 6.575949103146316\n",
      "manali: 6.575949103146316\n",
      "bridal: 6.575949103146316\n",
      "warana: 6.0651234793803255\n",
      "repairer: 6.575949103146316\n",
      "karthik: 6.575949103146316\n",
      "waykar: 6.575949103146316\n",
      "renuka: 6.288267030694535\n",
      "wroom: 6.575949103146316\n",
      "motorcycle: 6.575949103146316\n",
      "poli: 6.0651234793803255\n",
      "gadkari: 6.288267030694535\n",
      "cars: 6.575949103146316\n",
      "garam: 6.575949103146316\n",
      "masala: 6.575949103146316\n",
      "kadai: 6.575949103146316\n",
      "biodiversity: 6.575949103146316\n",
      "poorna: 6.288267030694535\n",
      "tapasya: 6.575949103146316\n",
      "shivneri: 6.288267030694535\n",
      "mangaldarshan: 6.575949103146316\n",
      "swarajya: 6.575949103146316\n",
      "sainidhi: 6.575949103146316\n",
      "criti: 6.981414211254481\n",
      "chinchwali: 6.575949103146316\n",
      "meating: 6.981414211254481\n",
      "bhupinder: 6.981414211254481\n",
      "kamlakar: 6.981414211254481\n",
      "mukambika: 6.981414211254481\n",
      "deepti: 6.981414211254481\n",
      "mojo: 6.981414211254481\n",
      "kiyora: 6.981414211254481\n",
      "med: 6.981414211254481\n",
      "cycles: 6.981414211254481\n",
      "anarthe: 6.575949103146316\n",
      "chang: 6.981414211254481\n",
      "su: 6.981414211254481\n",
      "direct: 6.575949103146316\n",
      "peer: 6.575949103146316\n",
      "sayad: 6.575949103146316\n",
      "badsaha: 6.575949103146316\n",
      "miya: 6.575949103146316\n",
      "sec: 6.575949103146316\n",
      "visharjan: 6.981414211254481\n",
      "radhika: 6.575949103146316\n",
      "meghe: 6.288267030694535\n",
      "ghadi: 6.981414211254481\n",
      "annasaheb: 6.575949103146316\n",
      "dariyacha: 6.981414211254481\n",
      "nakshatra: 6.575949103146316\n",
      "rabale: 5.882801922586371\n",
      "vaishnavi: 6.575949103146316\n",
      "kacher: 6.981414211254481\n",
      "vighnahar: 6.981414211254481\n",
      "sahakar: 6.288267030694535\n",
      "doke: 6.981414211254481\n",
      "shweta: 6.288267030694535\n",
      "chahu: 6.981414211254481\n",
      "safa: 6.575949103146316\n",
      "shilphata: 6.575949103146316\n",
      "minar: 6.575949103146316\n",
      "ammar: 6.575949103146316\n",
      "radeshyam: 6.981414211254481\n",
      "provident: 6.981414211254481\n",
      "palmvista: 6.981414211254481\n",
      "mukta: 6.288267030694535\n",
      "luxuria: 6.575949103146316\n",
      "saj: 6.575949103146316\n",
      "shrushti: 6.0651234793803255\n",
      "shivalik: 6.575949103146316\n",
      "saptashree: 6.288267030694535\n",
      "elements: 6.981414211254481\n",
      "sunanda: 6.575949103146316\n",
      "aarohi: 6.288267030694535\n",
      "casa: 6.0651234793803255\n",
      "beverlee: 6.981414211254481\n",
      "dionna: 6.981414211254481\n",
      "viviana: 6.981414211254481\n",
      "amazona: 6.981414211254481\n",
      "aqua: 6.575949103146316\n",
      "magdalena: 6.575949103146316\n",
      "columbia: 6.575949103146316\n",
      "volga: 6.981414211254481\n",
      "oceania: 6.981414211254481\n",
      "persiana: 6.981414211254481\n",
      "adriatica: 6.575949103146316\n",
      "arabiana: 6.575949103146316\n",
      "nyasia: 6.575949103146316\n",
      "caspiana: 6.575949103146316\n",
      "genevia: 6.575949103146316\n",
      "antartica: 6.575949103146316\n",
      "nautica: 6.575949103146316\n",
      "mediterranea: 6.575949103146316\n",
      "arctica: 6.575949103146316\n",
      "atlantica: 6.575949103146316\n",
      "pacifica: 6.575949103146316\n",
      "rhine: 6.575949103146316\n",
      "giardino: 6.981414211254481\n",
      "ervina: 6.575949103146316\n",
      "morgana: 6.575949103146316\n",
      "mogara: 6.981414211254481\n",
      "nallah: 6.981414211254481\n",
      "walawalkar: 6.575949103146316\n",
      "shishira: 6.981414211254481\n",
      "height: 6.288267030694535\n",
      "fath: 6.575949103146316\n",
      "ansar: 6.575949103146316\n",
      "muhajir: 6.575949103146316\n",
      "hateem: 6.575949103146316\n",
      "hudaibiah: 6.575949103146316\n",
      "yarmook: 6.981414211254481\n",
      "badar: 6.575949103146316\n",
      "biryani: 6.288267030694535\n",
      "fressco: 6.981414211254481\n",
      "meats: 6.981414211254481\n",
      "zoodles: 6.981414211254481\n",
      "chino: 6.981414211254481\n",
      "auburn: 6.981414211254481\n",
      "rever: 6.981414211254481\n",
      "ganges: 6.981414211254481\n",
      "billy: 6.981414211254481\n",
      "maroosh: 6.981414211254481\n",
      "goodness: 6.981414211254481\n",
      "rims: 6.981414211254481\n",
      "internation: 6.288267030694535\n",
      "hvps: 6.981414211254481\n",
      "goenka: 6.288267030694535\n",
      "arc: 6.981414211254481\n",
      "ready: 6.981414211254481\n",
      "ayur: 6.981414211254481\n",
      "vedik: 6.981414211254481\n",
      "udayan: 6.981414211254481\n",
      "indra: 6.981414211254481\n",
      "euro: 6.981414211254481\n",
      "angan: 6.981414211254481\n",
      "marwah: 6.981414211254481\n",
      "arch: 6.575949103146316\n",
      "waldorf: 6.981414211254481\n",
      "windmere: 6.981414211254481\n",
      "meera: 6.575949103146316\n",
      "utsav: 6.981414211254481\n",
      "may: 6.981414211254481\n",
      "trikoni: 6.575949103146316\n",
      "windsdor: 6.981414211254481\n",
      "tarapore: 6.981414211254481\n",
      "siddarth: 6.575949103146316\n",
      "ib: 6.575949103146316\n",
      "moulders: 6.575949103146316\n",
      "bamis: 6.575949103146316\n",
      "matushree: 6.575949103146316\n",
      "gomati: 6.575949103146316\n",
      "suvidha: 5.882801922586371\n",
      "misha: 6.575949103146316\n",
      "ozone: 6.288267030694535\n",
      "cinemex: 6.575949103146316\n",
      "shravasti: 6.981414211254481\n",
      "armaan: 6.981414211254481\n",
      "sukhvilla: 6.575949103146316\n",
      "rest: 6.288267030694535\n",
      "srv: 6.575949103146316\n",
      "framestore: 6.981414211254481\n",
      "vanrai: 6.575949103146316\n",
      "cello: 6.575949103146316\n",
      "sonal: 6.575949103146316\n",
      "fiorenza: 6.575949103146316\n",
      "chota: 6.575949103146316\n",
      "kashmir: 6.288267030694535\n",
      "rathi: 6.575949103146316\n",
      "mera: 6.575949103146316\n",
      "modula: 6.575949103146316\n",
      "mediaworks: 6.288267030694535\n",
      "phalke: 5.7286512427591125\n",
      "chitranagari: 5.7286512427591125\n",
      "tembhipada: 6.981414211254481\n",
      "bothra: 6.575949103146316\n",
      "srinivas: 6.981414211254481\n",
      "salsette: 6.575949103146316\n",
      "receiving: 6.575949103146316\n",
      "evoque: 6.0651234793803255\n",
      "banquets: 6.981414211254481\n",
      "leo: 6.981414211254481\n",
      "packers: 6.981414211254481\n",
      "movers: 6.981414211254481\n",
      "suprabhat: 6.288267030694535\n",
      "sundew: 6.575949103146316\n",
      "filix: 6.575949103146316\n",
      "pratap: 6.575949103146316\n",
      "rectifiers: 6.575949103146316\n",
      "maganlal: 6.981414211254481\n",
      "kembros: 6.0651234793803255\n",
      "pcs: 6.0651234793803255\n",
      "dharamraj: 6.575949103146316\n",
      "cms: 6.575949103146316\n",
      "kaushal: 6.575949103146316\n",
      "malhan: 6.575949103146316\n",
      "apni: 6.575949103146316\n",
      "tales: 6.288267030694535\n",
      "mulund: 4.730122412647985\n",
      "ceat: 6.575949103146316\n",
      "tyre: 6.575949103146316\n",
      "redwood: 6.575949103146316\n",
      "chestnut: 6.575949103146316\n",
      "oakwood: 6.575949103146316\n",
      "pinewood: 6.0651234793803255\n",
      "cedar: 6.575949103146316\n",
      "atmosphere: 6.575949103146316\n",
      "senroofs: 6.575949103146316\n",
      "der: 6.981414211254481\n",
      "deutsche: 6.981414211254481\n",
      "parkz: 6.981414211254481\n",
      "maple: 6.575949103146316\n",
      "ziva: 6.575949103146316\n",
      "blanca: 6.575949103146316\n",
      "vera: 6.575949103146316\n",
      "burns: 6.981414211254481\n",
      "colossa: 6.981414211254481\n",
      "mangaldeep: 6.575949103146316\n",
      "cemeteries: 6.575949103146316\n",
      "sushiladevi: 6.575949103146316\n",
      "deshmukh: 5.882801922586371\n",
      "avadhoot: 6.575949103146316\n",
      "indravati: 6.575949103146316\n",
      "sanjivni: 6.575949103146316\n",
      "mch: 6.575949103146316\n",
      "kopikar: 6.981414211254481\n",
      "sumitbhai: 6.981414211254481\n",
      "intop: 6.575949103146316\n",
      "nandanvan: 5.882801922586371\n",
      "vidyalya: 6.575949103146316\n",
      "gaodevi: 6.575949103146316\n",
      "audmber: 6.288267030694535\n",
      "bijli: 6.575949103146316\n",
      "symbiosis: 6.575949103146316\n",
      "ewar: 6.575949103146316\n",
      "opal: 5.882801922586371\n",
      "gausiya: 6.575949103146316\n",
      "elmore: 6.575949103146316\n",
      "onyx: 6.288267030694535\n",
      "bluebells: 6.288267030694535\n",
      "bellamonte: 6.575949103146316\n",
      "nextown: 6.288267030694535\n",
      "kanishk: 6.575949103146316\n",
      "nagari: 6.575949103146316\n",
      "parkview: 6.575949103146316\n",
      "paraiso: 6.575949103146316\n",
      "khidkali: 6.575949103146316\n",
      "neon: 6.575949103146316\n",
      "dynamic: 6.575949103146316\n",
      "mateshwari: 6.575949103146316\n",
      "altura: 6.575949103146316\n",
      "shivnath: 6.981414211254481\n",
      "habitats: 6.981414211254481\n",
      "shivkripa: 6.575949103146316\n",
      "yug: 6.575949103146316\n",
      "riverwood: 6.0651234793803255\n",
      "ratnadeep: 6.288267030694535\n",
      "irvetta: 6.981414211254481\n",
      "genevieve: 6.981414211254481\n",
      "motrel: 6.981414211254481\n",
      "azzura: 6.981414211254481\n",
      "milano: 6.981414211254481\n",
      "estela: 6.981414211254481\n",
      "ballerina: 6.981414211254481\n",
      "ruskon: 6.575949103146316\n",
      "oroental: 6.981414211254481\n",
      "prarthana: 6.575949103146316\n",
      "vivanta: 6.0651234793803255\n",
      "rishaba: 6.981414211254481\n",
      "bhattad: 6.981414211254481\n",
      "augustine: 6.981414211254481\n",
      "suvidhi: 6.981414211254481\n",
      "ganpati: 6.575949103146316\n",
      "avatpuri: 6.575949103146316\n",
      "bangur: 6.575949103146316\n",
      "sabhagruha: 6.575949103146316\n",
      "baliga: 6.575949103146316\n",
      "vardan: 6.981414211254481\n",
      "singhi: 6.575949103146316\n",
      "tanay: 6.575949103146316\n",
      "bhatt: 6.575949103146316\n",
      "goregaonkar: 6.288267030694535\n",
      "patkar: 6.575949103146316\n",
      "jaykar: 6.575949103146316\n",
      "gore: 6.575949103146316\n",
      "filmistan: 6.575949103146316\n",
      "eminente: 6.575949103146316\n",
      "angelica: 6.575949103146316\n",
      "hitika: 6.288267030694535\n",
      "beware: 6.575949103146316\n",
      "enjoy: 6.575949103146316\n",
      "aashiyana: 6.981414211254481\n",
      "aakruti: 6.981414211254481\n",
      "maya: 6.981414211254481\n",
      "tom: 6.575949103146316\n",
      "aquaculture: 6.575949103146316\n",
      "tijoriwala: 6.981414211254481\n",
      "pahadi: 6.0651234793803255\n",
      "matrumandir: 6.575949103146316\n",
      "monappa: 6.981414211254481\n",
      "moolya: 6.981414211254481\n",
      "pristine: 6.981414211254481\n",
      "tungare: 6.981414211254481\n",
      "sabnis: 6.288267030694535\n",
      "glint: 6.981414211254481\n",
      "pius: 5.882801922586371\n",
      "appectual: 6.981414211254481\n",
      "timepass: 6.575949103146316\n",
      "hitikas: 6.575949103146316\n",
      "srivatsaq: 6.981414211254481\n",
      "toutle: 6.0651234793803255\n",
      "rajputana: 6.981414211254481\n",
      "romell: 6.0651234793803255\n",
      "aether: 6.575949103146316\n",
      "yashada: 6.575949103146316\n",
      "gogtewadi: 6.575949103146316\n",
      "archdiocesan: 6.575949103146316\n",
      "commerz: 6.575949103146316\n",
      "esquire: 6.288267030694535\n",
      "elysian: 6.575949103146316\n",
      "medismile: 6.575949103146316\n",
      "rite: 6.288267030694535\n",
      "clinc: 6.575949103146316\n",
      "observation: 6.575949103146316\n",
      "chotta: 6.575949103146316\n",
      "ogc: 6.288267030694535\n",
      "restaurnt: 6.981414211254481\n",
      "lakshdham: 6.575949103146316\n",
      "mantri: 6.575949103146316\n",
      "anash: 6.575949103146316\n",
      "youtube: 6.575949103146316\n",
      "gayathri: 6.981414211254481\n",
      "re: 6.575949103146316\n",
      "revanta: 6.288267030694535\n",
      "mahakaleshwar: 6.575949103146316\n",
      "laxman: 6.288267030694535\n",
      "rachna: 6.0651234793803255\n",
      "rajaramsheth: 6.575949103146316\n",
      "flyover: 6.575949103146316\n",
      "industrical: 6.981414211254481\n",
      "components: 6.981414211254481\n",
      "uicc: 6.981414211254481\n",
      "shanghai: 6.981414211254481\n",
      "secret: 6.575949103146316\n",
      "shivaani: 6.575949103146316\n",
      "marbles: 6.981414211254481\n",
      "tiles: 6.981414211254481\n",
      "harsidhi: 6.981414211254481\n",
      "lay: 6.981414211254481\n",
      "apurva: 6.575949103146316\n",
      "ambar: 6.575949103146316\n",
      "kshetra: 6.575949103146316\n",
      "chunnilal: 6.981414211254481\n",
      "raghvendra: 6.575949103146316\n",
      "dhyan: 6.575949103146316\n",
      "cosmos: 6.575949103146316\n",
      "rejuve: 6.288267030694535\n",
      "360: 6.288267030694535\n",
      "clubhouse: 6.0651234793803255\n",
      "topaz: 6.981414211254481\n",
      "coral: 6.981414211254481\n",
      "friends: 6.0651234793803255\n",
      "aziz: 6.981414211254481\n",
      "elitus: 6.575949103146316\n",
      "montana: 6.575949103146316\n",
      "softesule: 6.575949103146316\n",
      "millenia: 6.575949103146316\n",
      "asma: 6.575949103146316\n",
      "indraprast: 6.575949103146316\n",
      "madani: 6.981414211254481\n",
      "mangla: 6.575949103146316\n",
      "whispering: 5.882801922586371\n",
      "kamble: 6.288267030694535\n",
      "malik: 6.575949103146316\n",
      "gmlr: 6.981414211254481\n",
      "marthoma: 6.575949103146316\n",
      "srishti: 6.981414211254481\n",
      "garnet: 6.981414211254481\n",
      "samata: 6.0651234793803255\n",
      "salpadevipada: 6.575949103146316\n",
      "daikrupa: 6.575949103146316\n",
      "jmk: 6.981414211254481\n",
      "bambai: 6.981414211254481\n",
      "supermakert: 6.981414211254481\n",
      "annadurai: 6.981414211254481\n",
      "sursha: 6.981414211254481\n",
      "aarya: 6.575949103146316\n",
      "aroto: 6.981414211254481\n",
      "brahmandeshwar: 6.575949103146316\n",
      "suri: 6.981414211254481\n",
      "mehul: 6.575949103146316\n",
      "shoba: 6.981414211254481\n",
      "preschools: 6.981414211254481\n",
      "o2: 6.575949103146316\n",
      "csl: 6.575949103146316\n",
      "vidyaben: 6.981414211254481\n",
      "gardi: 6.981414211254481\n",
      "ravishankar: 6.981414211254481\n",
      "goshala: 6.981414211254481\n",
      "nahur: 6.575949103146316\n",
      "bhakta: 6.981414211254481\n",
      "minerva: 6.981414211254481\n",
      "priyamvadha: 6.575949103146316\n",
      "inspection: 6.981414211254481\n",
      "navyog: 6.981414211254481\n",
      "sangeeta: 6.981414211254481\n",
      "aaditya: 6.981414211254481\n",
      "vpm: 6.575949103146316\n",
      "conversation: 6.575949103146316\n",
      "यट: 6.981414211254481\n",
      "cane: 6.981414211254481\n",
      "baskets: 6.981414211254481\n",
      "kelker: 6.981414211254481\n",
      "samshan: 6.575949103146316\n",
      "shrirang: 6.981414211254481\n",
      "bhat: 6.981414211254481\n",
      "rpf: 6.575949103146316\n",
      "iti: 6.288267030694535\n",
      "codename: 6.981414211254481\n",
      "hs: 6.981414211254481\n",
      "saidhanhospital: 6.575949103146316\n",
      "gomathi: 6.575949103146316\n",
      "cornea: 6.575949103146316\n",
      "laxmibai: 6.575949103146316\n",
      "yashwantroa: 6.575949103146316\n",
      "dode: 6.575949103146316\n",
      "orthomax: 6.575949103146316\n",
      "tarasingh: 6.981414211254481\n",
      "vasanthi: 6.575949103146316\n",
      "नव: 6.0651234793803255\n",
      "नगरप: 6.575949103146316\n",
      "अध: 6.575949103146316\n",
      "ऐर: 6.0651234793803255\n",
      "२०: 6.575949103146316\n",
      "lg: 6.575949103146316\n",
      "fullfilment: 6.575949103146316\n",
      "pratibha: 6.575949103146316\n",
      "rajesh: 6.575949103146316\n",
      "interproductec: 6.575949103146316\n",
      "virtual: 6.575949103146316\n",
      "उस: 6.575949103146316\n",
      "reliable: 6.575949103146316\n",
      "team: 6.575949103146316\n",
      "events: 6.575949103146316\n",
      "qamar: 6.575949103146316\n",
      "pali: 6.288267030694535\n",
      "gharonda: 6.981414211254481\n",
      "bilal: 6.981414211254481\n",
      "d1: 6.981414211254481\n",
      "tmc: 5.882801922586371\n",
      "kalaam: 6.575949103146316\n",
      "mm: 6.981414211254481\n",
      "sukoon: 6.575949103146316\n",
      "shrusthi: 6.575949103146316\n",
      "ellance: 6.575949103146316\n",
      "rameshwar: 6.575949103146316\n",
      "vignaharta: 6.575949103146316\n",
      "casabella: 6.575949103146316\n",
      "xperia: 6.575949103146316\n",
      "sophistica: 6.575949103146316\n",
      "magniferra: 6.575949103146316\n",
      "alura: 6.288267030694535\n",
      "primia: 6.288267030694535\n",
      "crestia: 6.288267030694535\n",
      "europa: 6.288267030694535\n",
      "utopia: 6.575949103146316\n",
      "elitra: 6.0651234793803255\n",
      "sereno: 6.575949103146316\n",
      "vento: 6.575949103146316\n",
      "prado: 6.575949103146316\n",
      "terreno: 6.575949103146316\n",
      "nuevo: 6.575949103146316\n",
      "ramano: 6.575949103146316\n",
      "vertica: 6.575949103146316\n",
      "golflinks: 6.0651234793803255\n",
      "bijankur: 6.575949103146316\n",
      "nilaje: 6.575949103146316\n",
      "florea: 6.981414211254481\n",
      "florencia: 6.981414211254481\n",
      "verde: 6.981414211254481\n",
      "verdana: 6.981414211254481\n",
      "jardin: 6.981414211254481\n",
      "jardino: 6.981414211254481\n",
      "selvano: 6.981414211254481\n",
      "lakewood: 6.981414211254481\n",
      "olivia: 6.981414211254481\n",
      "cielo: 6.981414211254481\n",
      "resort: 6.981414211254481\n",
      "aksa: 5.882801922586371\n",
      "ambhojwadi: 6.0651234793803255\n",
      "babrekar: 6.575949103146316\n",
      "apt: 5.7286512427591125\n",
      "faliz: 6.575949103146316\n",
      "wholesale: 6.981414211254481\n",
      "cloud: 6.575949103146316\n",
      "nine: 6.575949103146316\n",
      "sage: 6.981414211254481\n",
      "hypercity: 6.575949103146316\n",
      "yughdharma: 6.575949103146316\n",
      "forza: 6.981414211254481\n",
      "regalia: 6.0651234793803255\n",
      "elanza: 6.575949103146316\n",
      "patidar: 6.981414211254481\n",
      "khetan: 6.575949103146316\n",
      "netra: 6.575949103146316\n",
      "pravin: 6.575949103146316\n",
      "renowned: 6.575949103146316\n",
      "chandak: 6.981414211254481\n",
      "stella: 6.981414211254481\n",
      "sarowar: 6.575949103146316\n",
      "madhur: 6.0651234793803255\n",
      "techniplex: 6.575949103146316\n",
      "antlia: 6.575949103146316\n",
      "jee: 6.981414211254481\n",
      "automotivation: 6.981414211254481\n",
      "pandurangawadi: 6.981414211254481\n",
      "vahaan: 6.575949103146316\n",
      "masurashram: 6.981414211254481\n",
      "vishwanath: 6.981414211254481\n",
      "malls: 6.981414211254481\n",
      "only: 6.981414211254481\n",
      "ghanshyamdas: 6.575949103146316\n",
      "jalan: 6.575949103146316\n",
      "virwani: 6.575949103146316\n",
      "playing: 6.575949103146316\n",
      "westin: 6.981414211254481\n",
      "gorgaon: 6.981414211254481\n",
      "yashodham: 6.575949103146316\n",
      "exquisite: 6.575949103146316\n",
      "nari: 6.575949103146316\n",
      "pathanwadi: 6.575949103146316\n",
      "challenge: 6.981414211254481\n",
      "kenia: 6.575949103146316\n",
      "mehndi: 6.981414211254481\n",
      "artist: 6.981414211254481\n",
      "dindoshi: 6.288267030694535\n",
      "raghav: 6.575949103146316\n",
      "gokuldham: 6.981414211254481\n",
      "alcohol: 6.981414211254481\n",
      "caffe: 6.575949103146316\n",
      "savitri: 6.575949103146316\n",
      "mrs: 6.981414211254481\n",
      "shaila: 6.981414211254481\n",
      "pailoor: 6.981414211254481\n",
      "fulia: 6.981414211254481\n",
      "homoeopathic: 6.981414211254481\n",
      "muscles: 6.575949103146316\n",
      "doordarshan: 6.981414211254481\n",
      "jahur: 6.575949103146316\n",
      "rajrudhram: 6.981414211254481\n",
      "tiffin: 6.981414211254481\n",
      "db: 6.981414211254481\n",
      "bhaskar: 6.288267030694535\n",
      "decks: 6.575949103146316\n",
      "suchidham: 6.575949103146316\n",
      "neetas: 6.981414211254481\n",
      "ashka: 6.981414211254481\n",
      "dattatray: 6.981414211254481\n",
      "vedant: 6.981414211254481\n",
      "sudhir: 6.981414211254481\n",
      "kadamb: 6.981414211254481\n",
      "ficus: 6.575949103146316\n",
      "religiosa: 6.981414211254481\n",
      "sa: 6.288267030694535\n",
      "ekdant: 6.575949103146316\n",
      "goldenstar: 6.575949103146316\n",
      "banquet: 6.575949103146316\n",
      "mastermind: 6.981414211254481\n",
      "upasani: 6.981414211254481\n",
      "gnana: 6.981414211254481\n",
      "tunak: 6.981414211254481\n",
      "tunn: 6.981414211254481\n",
      "meenu: 6.981414211254481\n",
      "provisions: 6.575949103146316\n",
      "satgurubaba: 6.575949103146316\n",
      "jalpan: 6.575949103146316\n",
      "dhokla: 6.575949103146316\n",
      "siddhnath: 6.981414211254481\n",
      "avior: 6.981414211254481\n",
      "eternia: 6.981414211254481\n",
      "enigma: 6.981414211254481\n",
      "sachkhand: 6.981414211254481\n",
      "dharamsheel: 6.981414211254481\n",
      "parmeshwari: 6.981414211254481\n",
      "sthulbadhra: 6.981414211254481\n",
      "labdi: 6.981414211254481\n",
      "dasmesh: 6.575949103146316\n",
      "hanumanpada: 6.575949103146316\n",
      "bright: 6.981414211254481\n",
      "buds: 6.981414211254481\n",
      "nimbkar: 6.288267030694535\n",
      "chandraganga: 6.981414211254481\n",
      "jatashankar: 6.981414211254481\n",
      "ruchi: 6.981414211254481\n",
      "nishad: 6.981414211254481\n",
      "bansuri: 6.981414211254481\n",
      "akers: 6.981414211254481\n",
      "solid: 6.981414211254481\n",
      "waste: 6.981414211254481\n",
      "roa: 6.981414211254481\n",
      "estacy: 6.981414211254481\n",
      "efc: 6.981414211254481\n",
      "bake: 6.575949103146316\n",
      "bite: 6.575949103146316\n",
      "kirtida: 6.981414211254481\n",
      "kamdhenu: 6.575949103146316\n",
      "gavanpada: 6.981414211254481\n",
      "abhyasika: 6.288267030694535\n",
      "c3: 6.575949103146316\n",
      "octroi: 6.288267030694535\n",
      "gandhinagar: 6.575949103146316\n",
      "kedar: 6.288267030694535\n",
      "nilam: 6.575949103146316\n",
      "pandurang: 6.575949103146316\n",
      "bhoir: 6.575949103146316\n",
      "vamanraow: 6.981414211254481\n",
      "muranjan: 6.981414211254481\n",
      "b3: 6.575949103146316\n",
      "brighton: 6.575949103146316\n",
      "aker: 6.981414211254481\n",
      "kanhaiya: 6.575949103146316\n",
      "yeolekar: 6.575949103146316\n",
      "chpostix: 6.575949103146316\n",
      "nittro: 6.575949103146316\n",
      "apj: 6.575949103146316\n",
      "hariom: 6.575949103146316\n",
      "gajaraj: 6.288267030694535\n",
      "shade: 6.981414211254481\n",
      "ratnashree: 6.981414211254481\n",
      "vrundawan: 6.981414211254481\n",
      "here: 6.575949103146316\n",
      "schneider: 6.288267030694535\n",
      "sulzer: 6.288267030694535\n",
      "pump: 6.288267030694535\n",
      "patni: 6.575949103146316\n",
      "digha: 6.288267030694535\n",
      "gigaplex: 6.575949103146316\n",
      "एस: 6.575949103146316\n",
      "यर: 6.575949103146316\n",
      "आम: 6.981414211254481\n",
      "रण: 6.981414211254481\n",
      "एलथनप: 6.575949103146316\n",
      "मश: 6.575949103146316\n",
      "टरप: 6.575949103146316\n",
      "इज: 6.0651234793803255\n",
      "यक: 6.575949103146316\n",
      "जनरल: 6.575949103146316\n",
      "datacenter: 6.575949103146316\n",
      "siddiqui: 6.981414211254481\n",
      "mumbra: 6.288267030694535\n",
      "kausa: 6.981414211254481\n",
      "diva: 6.0651234793803255\n",
      "serena: 6.575949103146316\n",
      "majestica: 6.981414211254481\n",
      "magnifica: 6.981414211254481\n",
      "suprema: 6.981414211254481\n",
      "venecia: 6.981414211254481\n",
      "eleganta: 6.575949103146316\n",
      "excellencia: 6.575949103146316\n",
      "तन: 6.981414211254481\n",
      "kushala: 6.575949103146316\n",
      "शल: 6.575949103146316\n",
      "एक: 6.575949103146316\n",
      "इन: 6.0651234793803255\n",
      "padharo: 6.981414211254481\n",
      "viento: 6.981414211254481\n",
      "lagoona: 6.981414211254481\n",
      "uno: 6.981414211254481\n",
      "hamla: 5.882801922586371\n",
      "malvani: 5.882801922586371\n",
      "samna: 6.575949103146316\n",
      "tango: 6.575949103146316\n",
      "bhujawale: 6.575949103146316\n",
      "paradigm: 6.981414211254481\n",
      "ijmima: 6.981414211254481\n",
      "interface: 6.575949103146316\n",
      "bhamshah: 6.575949103146316\n",
      "guptas: 6.575949103146316\n",
      "abhijit: 6.575949103146316\n",
      "kumta: 6.575949103146316\n",
      "ar: 6.575949103146316\n",
      "simplex: 6.575949103146316\n",
      "khushangan: 6.575949103146316\n",
      "ayojan: 6.575949103146316\n",
      "mai: 6.981414211254481\n",
      "janhavi: 6.981414211254481\n",
      "aarogyam: 6.0651234793803255\n",
      "dhanasampada: 6.575949103146316\n",
      "dandelions: 6.575949103146316\n",
      "megha: 6.575949103146316\n",
      "anandpara: 6.981414211254481\n",
      "genral: 6.575949103146316\n",
      "chandrabhan: 6.981414211254481\n",
      "agrawal: 6.288267030694535\n",
      "devangi: 6.575949103146316\n",
      "balajee: 6.575949103146316\n",
      "pawar: 6.288267030694535\n",
      "kasambaug: 6.288267030694535\n",
      "tipco: 6.575949103146316\n",
      "hawa: 6.575949103146316\n",
      "sumit: 6.575949103146316\n",
      "pramukh: 6.575949103146316\n",
      "sanskruti: 6.288267030694535\n",
      "ratnapuri: 6.575949103146316\n",
      "ashiyana: 6.575949103146316\n",
      "podium: 6.575949103146316\n",
      "levels: 6.575949103146316\n",
      "hyat: 6.981414211254481\n",
      "hosptal: 6.981414211254481\n",
      "kairav: 6.575949103146316\n",
      "swayam: 6.575949103146316\n",
      "matandnur: 6.575949103146316\n",
      "bittoo: 6.981414211254481\n",
      "mona: 6.575949103146316\n",
      "apparment: 6.575949103146316\n",
      "nova: 6.575949103146316\n",
      "shaheb: 6.575949103146316\n",
      "bhimrao: 6.575949103146316\n",
      "cjr: 6.575949103146316\n",
      "orile: 6.575949103146316\n",
      "alta: 6.981414211254481\n",
      "slum: 5.7286512427591125\n",
      "amor: 6.981414211254481\n",
      "cyprus: 6.981414211254481\n",
      "birch: 6.575949103146316\n",
      "pencil: 6.575949103146316\n",
      "nes: 6.575949103146316\n",
      "vishram: 6.288267030694535\n",
      "janana: 6.575949103146316\n",
      "sarita: 6.575949103146316\n",
      "lohana: 6.575949103146316\n",
      "kanya: 6.575949103146316\n",
      "shala: 6.575949103146316\n",
      "indraprastha: 6.981414211254481\n",
      "ashapura: 6.575949103146316\n",
      "padmashree: 6.981414211254481\n",
      "anmmol: 6.575949103146316\n",
      "orthovision: 6.575949103146316\n",
      "redkar: 6.981414211254481\n",
      "rmall: 6.288267030694535\n",
      "tulsiram: 6.981414211254481\n",
      "aggarwal: 6.981414211254481\n",
      "tir: 6.981414211254481\n",
      "balrajeshwar: 6.575949103146316\n",
      "tirumala: 6.981414211254481\n",
      "next: 6.981414211254481\n",
      "nathulala: 6.981414211254481\n",
      "gaushala: 6.981414211254481\n",
      "tirumula: 6.981414211254481\n",
      "sh: 6.575949103146316\n",
      "kelkar: 6.0651234793803255\n",
      "shivram: 6.981414211254481\n",
      "nemisuri: 6.981414211254481\n",
      "maharajsaheb: 6.981414211254481\n",
      "anthurium: 6.981414211254481\n",
      "ghettos: 6.575949103146316\n",
      "tip: 6.575949103146316\n",
      "modela: 6.981414211254481\n",
      "wagle: 5.882801922586371\n",
      "joyalukkas: 6.981414211254481\n",
      "ria: 6.981414211254481\n",
      "dhanwantary: 6.981414211254481\n",
      "manawata: 6.575949103146316\n",
      "nalinighag: 6.575949103146316\n",
      "muddebihalkar: 6.575949103146316\n",
      "testbuds: 6.981414211254481\n",
      "rayladevi: 6.575949103146316\n",
      "morbi: 6.981414211254481\n",
      "benquate: 6.575949103146316\n",
      "savoy: 6.575949103146316\n",
      "barku: 6.981414211254481\n",
      "color: 6.981414211254481\n",
      "acc: 6.288267030694535\n",
      "hosp: 6.575949103146316\n",
      "grassland: 6.575949103146316\n",
      "cinemax: 6.575949103146316\n",
      "bhawani: 6.981414211254481\n",
      "pathak: 6.575949103146316\n",
      "thc: 6.575949103146316\n",
      "orthospine: 6.575949103146316\n",
      "patils: 6.575949103146316\n",
      "revival: 6.575949103146316\n",
      "joint: 6.288267030694535\n",
      "deodhar: 6.575949103146316\n",
      "paradkar: 6.575949103146316\n",
      "variety: 6.575949103146316\n",
      "shrub: 6.981414211254481\n",
      "areca: 6.575949103146316\n",
      "kuda: 6.981414211254481\n",
      "shreyanand: 6.575949103146316\n",
      "jesth: 6.981414211254481\n",
      "dighe: 6.575949103146316\n",
      "dattaji: 6.981414211254481\n",
      "eternity: 6.575949103146316\n",
      "jagruti: 6.981414211254481\n",
      "dhriti: 6.575949103146316\n",
      "medos: 6.981414211254481\n",
      "bhanushali: 6.981414211254481\n",
      "implant: 6.981414211254481\n",
      "narkhedes: 6.981414211254481\n",
      "advance: 6.288267030694535\n",
      "snehal: 6.981414211254481\n",
      "fotos: 6.981414211254481\n",
      "prajakta: 6.575949103146316\n",
      "dentexel: 6.981414211254481\n",
      "vaval: 6.981414211254481\n",
      "revo: 6.981414211254481\n",
      "vaisya: 6.981414211254481\n",
      "xpress: 6.981414211254481\n",
      "bapu: 6.981414211254481\n",
      "vadapav: 6.981414211254481\n",
      "medivision: 6.981414211254481\n",
      "pickmyurl: 6.981414211254481\n",
      "hariyali: 6.981414211254481\n",
      "satis: 6.981414211254481\n",
      "ratnamani: 6.981414211254481\n",
      "ishan: 6.981414211254481\n",
      "mo: 6.575949103146316\n",
      "kru: 6.575949103146316\n",
      "nakhawa: 6.575949103146316\n",
      "restaurent: 6.575949103146316\n",
      "sujan: 6.981414211254481\n",
      "kishorkunj: 6.981414211254481\n",
      "pushpanjali: 6.981414211254481\n",
      "twins: 6.981414211254481\n",
      "svanand: 6.981414211254481\n",
      "abhijeet: 6.981414211254481\n",
      "rajdarshan: 6.981414211254481\n",
      "trimuti: 6.981414211254481\n",
      "sadashiv: 6.575949103146316\n",
      "anusaya: 6.981414211254481\n",
      "kaustubh: 6.981414211254481\n",
      "mughda: 6.981414211254481\n",
      "niranjanlal: 6.575949103146316\n",
      "dalmiya: 6.575949103146316\n",
      "anandibai: 6.575949103146316\n",
      "gopalrao: 6.575949103146316\n",
      "balodyyan: 6.575949103146316\n",
      "reservation: 6.981414211254481\n",
      "vidyasagar: 6.981414211254481\n",
      "siddhashram: 6.981414211254481\n",
      "sweety: 6.981414211254481\n",
      "highschool: 6.575949103146316\n",
      "kishinchand: 6.575949103146316\n",
      "chellaram: 6.575949103146316\n",
      "panama: 6.981414211254481\n",
      "ऑफ: 6.575949103146316\n",
      "capgemini: 6.981414211254481\n",
      "jamun: 6.575949103146316\n",
      "unolkhi: 6.575949103146316\n",
      "mak: 6.981414211254481\n",
      "bing: 6.575949103146316\n",
      "used: 6.575949103146316\n",
      "also: 6.575949103146316\n",
      "rathodi: 6.575949103146316\n",
      "kharodi: 6.981414211254481\n",
      "bahl: 6.575949103146316\n",
      "matching: 6.575949103146316\n",
      "arslan: 6.981414211254481\n",
      "charkop: 6.288267030694535\n",
      "manush: 6.288267030694535\n",
      "peepli: 6.575949103146316\n",
      "ciem: 6.575949103146316\n",
      "timbuctoo: 6.575949103146316\n",
      "pagruts: 6.575949103146316\n",
      "zenith: 6.575949103146316\n",
      "ronak: 6.575949103146316\n",
      "bhandari: 6.575949103146316\n",
      "gosalia: 6.575949103146316\n",
      "ortho: 6.981414211254481\n",
      "time: 6.981414211254481\n",
      "justin: 6.0651234793803255\n",
      "dsouza: 6.0651234793803255\n",
      "abrol: 6.575949103146316\n",
      "kirit: 6.981414211254481\n",
      "snehsadan: 6.981414211254481\n",
      "jbc: 6.575949103146316\n",
      "anne: 6.288267030694535\n",
      "orlem: 6.288267030694535\n",
      "lourdes: 6.288267030694535\n",
      "annes: 6.288267030694535\n",
      "rishabh: 6.981414211254481\n",
      "ajit: 6.575949103146316\n",
      "tastress: 6.981414211254481\n",
      "haridwar: 6.981414211254481\n",
      "prathampad: 6.981414211254481\n",
      "gurudwara: 6.981414211254481\n",
      "ushma: 6.981414211254481\n",
      "lifescan: 6.575949103146316\n",
      "nataraj: 6.575949103146316\n",
      "nagindas: 6.575949103146316\n",
      "nl: 6.575949103146316\n",
      "borivali: 6.575949103146316\n",
      "cassy: 6.575949103146316\n",
      "nanji: 6.575949103146316\n",
      "virjii: 6.575949103146316\n",
      "rosary: 6.575949103146316\n",
      "shalom: 6.575949103146316\n",
      "zarine: 6.575949103146316\n",
      "bet: 6.981414211254481\n",
      "manorama: 6.575949103146316\n",
      "sunflowar: 6.981414211254481\n",
      "critical: 6.288267030694535\n",
      "riddhivinayak: 6.575949103146316\n",
      "saraogi: 6.575949103146316\n",
      "dhuppad: 6.575949103146316\n",
      "ishita: 6.575949103146316\n",
      "panchals: 6.575949103146316\n",
      "eatery: 6.575949103146316\n",
      "rasodu: 6.981414211254481\n",
      "ethnic: 6.981414211254481\n",
      "aspee: 6.575949103146316\n",
      "mamlatdar: 6.981414211254481\n",
      "moonlight: 6.575949103146316\n",
      "loureds: 6.575949103146316\n",
      "svp: 6.288267030694535\n",
      "salvador: 6.575949103146316\n",
      "gyanpeeth: 6.575949103146316\n",
      "sharik: 6.575949103146316\n",
      "pradhnya: 6.575949103146316\n",
      "shukla: 6.575949103146316\n",
      "ordanance: 6.288267030694535\n",
      "parth: 6.575949103146316\n",
      "d6: 6.981414211254481\n",
      "kandivali: 5.882801922586371\n",
      "employees: 6.575949103146316\n",
      "medha: 6.575949103146316\n",
      "clean: 6.575949103146316\n",
      "infinite: 6.575949103146316\n",
      "tensions: 6.575949103146316\n",
      "crimson: 6.575949103146316\n",
      "shivani: 6.981414211254481\n",
      "एण: 6.575949103146316\n",
      "शन: 6.575949103146316\n",
      "shivaneri: 6.575949103146316\n",
      "lila: 6.575949103146316\n",
      "chourasiya: 6.575949103146316\n",
      "pushp: 6.575949103146316\n",
      "koushaya: 6.981414211254481\n",
      "karyalay: 6.981414211254481\n",
      "grandezza: 6.575949103146316\n",
      "kurshana: 6.981414211254481\n",
      "sanchitanand: 6.575949103146316\n",
      "ashar: 6.288267030694535\n",
      "valancy: 6.575949103146316\n",
      "geen: 6.575949103146316\n",
      "fame: 6.575949103146316\n",
      "hajuri: 6.575949103146316\n",
      "ribbons: 6.981414211254481\n",
      "balloons: 6.981414211254481\n",
      "tenzo: 6.575949103146316\n",
      "saiemaa: 6.981414211254481\n",
      "sahayog: 6.981414211254481\n",
      "subodh: 6.575949103146316\n",
      "mehtas: 6.575949103146316\n",
      "replacement: 6.575949103146316\n",
      "bodas: 6.981414211254481\n",
      "bapat: 6.575949103146316\n",
      "gunjotikar: 6.981414211254481\n",
      "abhimaan: 6.981414211254481\n",
      "nirmiti: 6.981414211254481\n",
      "sleep: 6.981414211254481\n",
      "sapatnekar: 6.981414211254481\n",
      "vartak: 6.981414211254481\n",
      "aadhar: 6.575949103146316\n",
      "anolkhi: 6.288267030694535\n",
      "copperpod: 6.981414211254481\n",
      "wattle: 6.981414211254481\n",
      "sausage: 6.981414211254481\n",
      "gajendra: 6.981414211254481\n",
      "ajaan: 6.575949103146316\n",
      "umber: 6.575949103146316\n",
      "prashant: 6.981414211254481\n",
      "metkut: 6.981414211254481\n",
      "kfintech: 6.981414211254481\n",
      "rta: 6.981414211254481\n",
      "kotak: 6.981414211254481\n",
      "fund: 6.575949103146316\n",
      "birls: 6.981414211254481\n",
      "sunlife: 6.981414211254481\n",
      "bnp: 6.981414211254481\n",
      "bandhan: 6.981414211254481\n",
      "manulife: 6.981414211254481\n",
      "rajwadi: 6.981414211254481\n",
      "kacharali: 6.575949103146316\n",
      "lavina: 6.981414211254481\n",
      "vasantika: 6.981414211254481\n",
      "gantali: 6.981414211254481\n",
      "foodies: 6.981414211254481\n",
      "bhadkamkar: 6.575949103146316\n",
      "prasarak: 6.575949103146316\n",
      "polytechnic: 6.981414211254481\n",
      "cateen: 6.981414211254481\n",
      "shahir: 6.575949103146316\n",
      "vitawkar: 6.575949103146316\n",
      "dadoji: 6.981414211254481\n",
      "konddev: 6.981414211254481\n",
      "kalwa: 6.0651234793803255\n",
      "ramanand: 6.575949103146316\n",
      "prakruti: 6.575949103146316\n",
      "nexworld: 6.981414211254481\n",
      "elara: 6.981414211254481\n",
      "panacea: 6.575949103146316\n",
      "manori: 6.981414211254481\n",
      "aum: 6.981414211254481\n",
      "dhancoll: 6.981414211254481\n",
      "lubna: 6.575949103146316\n",
      "atharva: 6.575949103146316\n",
      "sumangal: 6.575949103146316\n",
      "yogita: 6.981414211254481\n",
      "capricorn: 6.981414211254481\n",
      "virgo: 6.981414211254481\n",
      "52: 6.575949103146316\n",
      "53: 6.575949103146316\n",
      "parsk: 6.981414211254481\n",
      "vailankanni: 6.981414211254481\n",
      "hiranand: 6.981414211254481\n",
      "essence: 6.981414211254481\n",
      "shivganga: 6.981414211254481\n",
      "dwarkesh: 6.575949103146316\n",
      "amann: 6.981414211254481\n",
      "huckleberry: 6.981414211254481\n",
      "savor: 6.981414211254481\n",
      "tp: 6.575949103146316\n",
      "vilayatrai: 6.981414211254481\n",
      "polyclinc: 6.981414211254481\n",
      "apte: 6.981414211254481\n",
      "jinus: 6.981414211254481\n",
      "navnat: 6.575949103146316\n",
      "kes: 6.575949103146316\n",
      "hariram: 6.981414211254481\n",
      "badri: 6.981414211254481\n",
      "dattani: 6.981414211254481\n",
      "sarjit: 6.981414211254481\n",
      "rasoii: 6.981414211254481\n",
      "ranchhod: 6.981414211254481\n",
      "pancham: 6.981414211254481\n",
      "hooseini: 6.981414211254481\n",
      "murtuza: 6.981414211254481\n",
      "vasat: 6.981414211254481\n",
      "esplanade: 6.981414211254481\n",
      "sukan: 6.981414211254481\n",
      "sawant: 6.981414211254481\n",
      "vanzawadi: 6.981414211254481\n",
      "modinagar: 6.981414211254481\n",
      "lijjat: 6.981414211254481\n",
      "burabhai: 6.575949103146316\n",
      "parshwa: 6.981414211254481\n",
      "jaswanti: 6.575949103146316\n",
      "prafullata: 6.981414211254481\n",
      "aishcharya: 6.981414211254481\n",
      "electoral: 6.575949103146316\n",
      "registration: 6.575949103146316\n",
      "homoeopathy: 6.981414211254481\n",
      "masurkar: 6.981414211254481\n",
      "pratik: 6.981414211254481\n",
      "saibaba: 6.575949103146316\n",
      "khm: 6.981414211254481\n",
      "kandivli: 6.288267030694535\n",
      "hitwardhak: 6.981414211254481\n",
      "namaha: 6.981414211254481\n",
      "ameyzing: 6.575949103146316\n",
      "kalptaru: 6.575949103146316\n",
      "delicasy: 6.981414211254481\n",
      "swayambhu: 6.575949103146316\n",
      "punkyashloka: 6.575949103146316\n",
      "gaurakshak: 6.575949103146316\n",
      "mandli: 6.575949103146316\n",
      "pramod: 6.575949103146316\n",
      "samatanagar: 6.981414211254481\n",
      "sanchaiti: 6.981414211254481\n",
      "growels: 6.981414211254481\n",
      "mocha: 6.575949103146316\n",
      "alica: 6.575949103146316\n",
      "vilasrao: 6.575949103146316\n",
      "flat: 6.575949103146316\n",
      "402: 6.575949103146316\n",
      "helicon: 6.575949103146316\n",
      "ivory: 6.575949103146316\n",
      "birchwood: 6.575949103146316\n",
      "formal: 6.575949103146316\n",
      "kanheri: 6.981414211254481\n",
      "viera: 6.981414211254481\n",
      "dealer: 6.981414211254481\n",
      "gadgil: 6.575949103146316\n",
      "denis: 6.981414211254481\n",
      "anandi: 6.575949103146316\n",
      "vithika: 6.981414211254481\n",
      "vrishti: 6.981414211254481\n",
      "ton: 6.575949103146316\n",
      "savarkarnagar: 6.981414211254481\n",
      "jagdale: 6.981414211254481\n",
      "amizra: 6.981414211254481\n",
      "banglore: 6.981414211254481\n",
      "uppal: 6.981414211254481\n",
      "sonic: 6.981414211254481\n",
      "speech: 6.981414211254481\n",
      "kaushalya: 6.981414211254481\n",
      "ajinkya: 6.575949103146316\n",
      "covonut: 6.981414211254481\n",
      "shirish: 6.981414211254481\n",
      "broking: 6.981414211254481\n",
      "nbs: 6.981414211254481\n",
      "orthodontics: 6.981414211254481\n",
      "makhamali: 6.575949103146316\n",
      "talaav: 6.575949103146316\n",
      "korum: 6.981414211254481\n",
      "siddheshwar: 6.575949103146316\n",
      "corpora: 6.575949103146316\n",
      "lenin: 6.981414211254481\n",
      "morar: 6.981414211254481\n",
      "cadbury: 6.981414211254481\n",
      "tarangan: 6.981414211254481\n",
      "mondelez: 6.981414211254481\n",
      "sulochanadevi: 6.981414211254481\n",
      "singhania: 6.981414211254481\n",
      "raymond: 6.981414211254481\n",
      "shahid: 6.981414211254481\n",
      "krida: 6.981414211254481\n",
      "shravan: 6.981414211254481\n",
      "maansarovar: 6.981414211254481\n",
      "gz: 6.981414211254481\n",
      "bramhala: 6.981414211254481\n",
      "rango: 6.981414211254481\n",
      "bapuji: 6.981414211254481\n",
      "compubee: 6.981414211254481\n",
      "risk: 6.288267030694535\n",
      "janam: 6.981414211254481\n",
      "ramkrishna: 6.981414211254481\n",
      "unnati: 6.981414211254481\n",
      "akshaya: 6.981414211254481\n",
      "nalavade: 6.981414211254481\n",
      "sunjeevan: 6.575949103146316\n",
      "senses: 6.981414211254481\n",
      "malatibai: 6.981414211254481\n",
      "chitnis: 6.981414211254481\n",
      "koshti: 6.981414211254481\n",
      "orhtocare: 6.981414211254481\n",
      "kshirsagars: 6.981414211254481\n",
      "jyotimay: 6.981414211254481\n",
      "kuchbhi: 6.981414211254481\n",
      "katesawar: 6.981414211254481\n",
      "ajan: 6.575949103146316\n",
      "uniform: 6.981414211254481\n",
      "udhyog: 6.981414211254481\n",
      "jail: 6.575949103146316\n",
      "ambe: 6.575949103146316\n",
      "ghosale: 6.575949103146316\n",
      "ahuna: 6.981414211254481\n",
      "pancea: 6.981414211254481\n",
      "district: 6.575949103146316\n",
      "collector: 6.575949103146316\n",
      "seeta: 6.575949103146316\n",
      "rangayatan: 6.981414211254481\n",
      "mavli: 6.981414211254481\n",
      "madadre: 6.981414211254481\n",
      "yashoda: 6.981414211254481\n",
      "matrnity: 6.981414211254481\n",
      "munisuvrat: 6.575949103146316\n",
      "derasar: 6.575949103146316\n",
      "session: 6.575949103146316\n",
      "rabodi: 6.575949103146316\n",
      "baptist: 6.981414211254481\n",
      "ahilyadevi: 6.981414211254481\n",
      "mulla: 6.981414211254481\n",
      "anti: 6.981414211254481\n",
      "corruption: 6.981414211254481\n",
      "ridwan: 6.981414211254481\n",
      "ideal: 6.981414211254481\n",
      "khatoon: 6.981414211254481\n",
      "shreerang: 6.981414211254481\n",
      "jogger: 6.981414211254481\n",
      "pramila: 6.981414211254481\n",
      "herambha: 6.981414211254481\n",
      "kundan: 6.981414211254481\n",
      "aria: 6.981414211254481\n",
      "kharegaon: 6.981414211254481\n",
      "pepal: 6.981414211254481\n",
      "fuel: 6.981414211254481\n",
      "core: 6.981414211254481\n",
      "hardikar: 6.981414211254481\n",
      "bahinabai: 6.981414211254481\n",
      "pmrs: 6.981414211254481\n",
      "ace: 6.981414211254481\n"
     ]
    }
   ],
   "source": [
    "for word in vectorizer.vocabulary_:\n",
    "    idx = vectorizer.vocabulary_[word]\n",
    "    print(f'{word}: {vectorizer.idf_[idx]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "## clustering using HDBSACN and UMAP\n",
    "\n",
    "from sklearn.cluster import HDBSCAN, KMeans, DBSCAN\n",
    "import umap.umap_ as umap\n",
    "# from umap import UMAP\n",
    "\n",
    "k_means = HDBSCAN(min_cluster_size=50)\n",
    "X_k = k_means.fit(X.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{-1}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(X_k.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "umap = umap.UMAP(n_components=3)\n",
    "X_umap = umap.fit_transform(X.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "## plotting the 3d clusters\n",
    "\n",
    "import plotly\n",
    "\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "fig = go.Figure(data=[go.Scatter3d(x=X_umap[:,0], y=X_umap[:,1], z=X_umap[:,2], mode='markers', marker=dict(size=5, color=X_k.labels_, colorscale='Viridis', opacity=0.5))])\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Naaah, TFIDF wont work here unless its some extensive feature engineering...."
   ]
  }
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