diff --git "a/notebooks/TFIDF.ipynb" "b/notebooks/TFIDF.ipynb"
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+++ "b/notebooks/TFIDF.ipynb"
@@ -0,0 +1,13243 @@
+{
+ "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",
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+       " 'bay': 905,\n",
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+       " 'sk': 6433,\n",
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+       " 'beer': 923,\n",
+       " 'lic': 3801,\n",
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+       " 'maidan': 3982,\n",
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+       " 'oceana': 4821,\n",
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+       " 'star': 6598,\n",
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+       " 'petroleum': 5156,\n",
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+       " 'horniman': 2961,\n",
+       " 'circle': 1531,\n",
+       " 'grand': 2679,\n",
+       " 'bombay': 1120,\n",
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+       " 'mint': 4318,\n",
+       " 'mbpt': 4190,\n",
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+       " 'banganga': 846,\n",
+       " 'tank': 6848,\n",
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+       " 'back': 764,\n",
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+       " 'chemist': 1435,\n",
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+       " 'domminos': 2029,\n",
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+       " 'various': 7271,\n",
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+       " 'nursing': 4803,\n",
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+       " 'sassanian': 6032,\n",
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+       " 'guest': 2720,\n",
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+       " 'motors': 4427,\n",
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+       " 'parsi': 5059,\n",
+       " 'टल': 7692,\n",
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+       " 'cross': 1716,\n",
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+       " 'bhagwandastodi': 968,\n",
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+       " 'kunj': 3683,\n",
+       " 'sonawala': 6511,\n",
+       " 'seksaria': 6127,\n",
+       " 'kapur': 3454,\n",
+       " 'keval': 3531,\n",
+       " 'matruchhaya': 4161,\n",
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+       " 'sndt': 6467,\n",
+       " 'women': 7562,\n",
+       " 'university': 7183,\n",
+       " 'lines': 3828,\n",
+       " 'meghdoot': 4229,\n",
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+       " '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",
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+       " 'glenogle': 2600,\n",
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+       " 'zopadpatti': 7663,\n",
+       " 'apartment': 518,\n",
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+       " 'origami': 4894,\n",
+       " 'mount': 4431,\n",
+       " 'blanc': 1093,\n",
+       " 'russian': 5783,\n",
+       " 'federation': 2304,\n",
+       " 'soam': 6478,\n",
+       " 'culture': 1734,\n",
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+       " '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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+      "is: 1.0\n",
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+      "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",
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+      "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",
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+      "signature: 5.882801922586371\n",
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+      "tejpal: 6.981414211254481\n",
+      "golden: 4.84134804775821\n",
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+      "premji: 6.575949103146316\n",
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+      "navjeevan: 5.189654742026425\n",
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+      "deli: 6.288267030694535\n",
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+      "turners: 6.981414211254481\n",
+      "speciality: 4.119213330325012\n",
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+      "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",
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+      "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",
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+      "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",
+      "payar: 6.575949103146316\n",
+      "red: 5.189654742026425\n",
+      "chapha: 6.575949103146316\n",
+      "cashew: 6.575949103146316\n",
+      "nut: 6.575949103146316\n",
+      "whistling: 6.575949103146316\n",
+      "pine: 6.0651234793803255\n",
+      "rohitak: 6.575949103146316\n",
+      "giripushpa: 6.575949103146316\n",
+      "pomelo: 6.575949103146316\n",
+      "chhota: 6.575949103146316\n",
+      "taman: 6.575949103146316\n",
+      "gaub: 6.575949103146316\n",
+      "guaiac: 6.575949103146316\n",
+      "cannonball: 6.575949103146316\n",
+      "shivan: 6.981414211254481\n",
+      "kunti: 6.981414211254481\n",
+      "samudraphul: 6.981414211254481\n",
+      "safed: 6.575949103146316\n",
+      "tivar: 6.575949103146316\n",
+      "footstool: 6.575949103146316\n",
+      "palmyra: 6.288267030694535\n",
+      "arjun: 6.575949103146316\n",
+      "african: 6.288267030694535\n",
+      "mahogani: 6.575949103146316\n",
+      "narvel: 6.575949103146316\n",
+      "mysore: 5.882801922586371\n",
+      "fig: 6.288267030694535\n",
+      "gurjon: 6.981414211254481\n",
+      "choti: 6.981414211254481\n",
+      "bhokar: 6.981414211254481\n",
+      "pinanga: 6.575949103146316\n",
+      "ochna: 6.981414211254481\n",
+      "tamarind: 6.288267030694535\n",
+      "malay: 6.575949103146316\n",
+      "gooseberry: 6.575949103146316\n",
+      "charcoal: 6.575949103146316\n",
+      "afreeca: 6.981414211254481\n",
+      "mangosteen: 6.575949103146316\n",
+      "sabal: 6.575949103146316\n",
+      "pink: 6.575949103146316\n",
+      "tecoma: 6.575949103146316\n",
+      "latania: 6.981414211254481\n",
+      "elephant: 6.981414211254481\n",
+      "varas: 6.575949103146316\n",
+      "sand: 6.288267030694535\n",
+      "paper: 6.575949103146316\n",
+      "sapodilla: 6.575949103146316\n",
+      "parijatak: 6.575949103146316\n",
+      "earleaf: 6.981414211254481\n",
+      "acacia: 6.575949103146316\n",
+      "lettuce: 6.981414211254481\n",
+      "siamese: 6.575949103146316\n",
+      "cassia: 6.575949103146316\n",
+      "burmese: 6.575949103146316\n",
+      "nagkeshar: 6.575949103146316\n",
+      "burma: 6.575949103146316\n",
+      "bael: 6.575949103146316\n",
+      "champa: 6.288267030694535\n",
+      "ban: 6.575949103146316\n",
+      "nimbu: 6.575949103146316\n",
+      "heena: 6.575949103146316\n",
+      "cocoa: 6.575949103146316\n",
+      "neem: 6.0651234793803255\n",
+      "chaste: 6.575949103146316\n",
+      "khat: 6.981414211254481\n",
+      "bhadraksha: 6.981414211254481\n",
+      "elm: 6.981414211254481\n",
+      "mabolo: 6.575949103146316\n",
+      "nux: 6.575949103146316\n",
+      "vomica: 6.575949103146316\n",
+      "oil: 4.730122412647985\n",
+      "bottle: 6.575949103146316\n",
+      "brush: 6.981414211254481\n",
+      "gamboge: 6.575949103146316\n",
+      "divi: 6.575949103146316\n",
+      "maharaja: 6.575949103146316\n",
+      "sonsawar: 6.981414211254481\n",
+      "bhau: 5.7286512427591125\n",
+      "daji: 6.981414211254481\n",
+      "lad: 6.575949103146316\n",
+      "digvijay: 6.0651234793803255\n",
+      "mill: 4.901972669574645\n",
+      "mhada: 4.58351893845611\n",
+      "eastern: 5.035504062199167\n",
+      "spinning: 6.288267030694535\n",
+      "weaving: 6.288267030694535\n",
+      "veermata: 5.7286512427591125\n",
+      "jijabhai: 6.0651234793803255\n",
+      "bhosale: 6.575949103146316\n",
+      "zoo: 6.575949103146316\n",
+      "botanical: 5.882801922586371\n",
+      "vasudev: 5.59511985013459\n",
+      "chawal: 6.981414211254481\n",
+      "bramha: 6.981414211254481\n",
+      "vishnu: 5.882801922586371\n",
+      "mahesh: 5.37197629882038\n",
+      "sussex: 6.575949103146316\n",
+      "voltas: 6.575949103146316\n",
+      "ambedkar: 4.036975232088039\n",
+      "chinchpokli: 6.575949103146316\n",
+      "officer: 5.59511985013459\n",
+      "quarters: 4.7841896339182615\n",
+      "karia: 6.981414211254481\n",
+      "ticketing: 6.981414211254481\n",
+      "counter: 5.37197629882038\n",
+      "jasdan: 6.981414211254481\n",
+      "classic: 4.678829118260435\n",
+      "sinrai: 6.575949103146316\n",
+      "toyota: 5.7286512427591125\n",
+      "foods: 6.0651234793803255\n",
+      "niti: 6.575949103146316\n",
+      "icu: 4.730122412647985\n",
+      "astha: 6.0651234793803255\n",
+      "samadhan: 6.575949103146316\n",
+      "thorel: 6.981414211254481\n",
+      "crape: 6.981414211254481\n",
+      "myrtle: 6.981414211254481\n",
+      "babassu: 6.981414211254481\n",
+      "garuga: 6.981414211254481\n",
+      "jatropha: 6.981414211254481\n",
+      "khirni: 6.981414211254481\n",
+      "dwarf: 6.981414211254481\n",
+      "magnolia: 5.882801922586371\n",
+      "neddle: 6.981414211254481\n",
+      "colville: 6.981414211254481\n",
+      "glory: 5.882801922586371\n",
+      "toon: 6.981414211254481\n",
+      "tejpata: 6.981414211254481\n",
+      "muyna: 6.981414211254481\n",
+      "kaushi: 6.981414211254481\n",
+      "jicaro: 6.981414211254481\n",
+      "rose: 5.882801922586371\n",
+      "venezuela: 6.981414211254481\n",
+      "spotted: 6.981414211254481\n",
+      "sirish: 6.981414211254481\n",
+      "singapor: 6.981414211254481\n",
+      "cherry: 5.882801922586371\n",
+      "manila: 6.981414211254481\n",
+      "agathis: 6.981414211254481\n",
+      "lokhandi: 6.981414211254481\n",
+      "nirphanas: 6.981414211254481\n",
+      "kanak: 6.575949103146316\n",
+      "bigleaf: 6.981414211254481\n",
+      "ambada: 6.981414211254481\n",
+      "saptaparni: 6.981414211254481\n",
+      "canarium: 6.981414211254481\n",
+      "balsam: 6.981414211254481\n",
+      "gorbale: 6.981414211254481\n",
+      "gulab: 6.575949103146316\n",
+      "jamb: 6.981414211254481\n",
+      "sonchapha: 6.981414211254481\n",
+      "teak: 6.981414211254481\n",
+      "wood: 6.575949103146316\n",
+      "button: 6.981414211254481\n",
+      "surangi: 6.981414211254481\n",
+      "tali: 6.981414211254481\n",
+      "gunda: 6.981414211254481\n",
+      "trumpet: 6.981414211254481\n",
+      "podocarpus: 6.981414211254481\n",
+      "haldu: 6.981414211254481\n",
+      "western: 4.7841896339182615\n",
+      "shaheed: 5.7286512427591125\n",
+      "bhagat: 6.0651234793803255\n",
+      "singh: 4.966511190712216\n",
+      "batali: 6.981414211254481\n",
+      "heramb: 6.981414211254481\n",
+      "rakab: 6.981414211254481\n",
+      "kapreshwar: 6.981414211254481\n",
+      "krupa: 4.84134804775821\n",
+      "electric: 5.189654742026425\n",
+      "substation: 6.575949103146316\n",
+      "nakoda: 6.981414211254481\n",
+      "chowky: 5.882801922586371\n",
+      "abhyudaya: 6.288267030694535\n",
+      "cotton: 5.59511985013459\n",
+      "force: 6.0651234793803255\n",
+      "chaskar: 6.981414211254481\n",
+      "chawl: 5.109612034352889\n",
+      "aranya: 6.981414211254481\n",
+      "arham: 6.575949103146316\n",
+      "airport: 5.477336814478207\n",
+      "nmia: 6.981414211254481\n",
+      "pargaon: 6.575949103146316\n",
+      "talaab: 6.575949103146316\n",
+      "mangal: 5.035504062199167\n",
+      "nikam: 6.981414211254481\n",
+      "parmer: 6.981414211254481\n",
+      "akshay: 6.575949103146316\n",
+      "ingle: 6.981414211254481\n",
+      "panvel: 5.37197629882038\n",
+      "ghanate: 6.575949103146316\n",
+      "paramount: 5.477336814478207\n",
+      "ameya: 5.7286512427591125\n",
+      "aashirwad: 5.7286512427591125\n",
+      "sulochan: 6.575949103146316\n",
+      "rural: 6.288267030694535\n",
+      "max: 5.882801922586371\n",
+      "life: 4.58351893845611\n",
+      "neo: 6.288267030694535\n",
+      "jewel: 5.882801922586371\n",
+      "pancharatna: 6.981414211254481\n",
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+      "rupali: 6.981414211254481\n",
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+      "balvant: 6.981414211254481\n",
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+      "auditorium: 6.288267030694535\n",
+      "hirwe: 6.981414211254481\n",
+      "guruji: 6.288267030694535\n",
+      "smarak: 6.288267030694535\n",
+      "mcch: 6.981414211254481\n",
+      "istreal: 6.981414211254481\n",
+      "talav: 4.84134804775821\n",
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+      "vidya: 4.178053830347945\n",
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+      "saw: 6.981414211254481\n",
+      "korde: 6.981414211254481\n",
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+      "lal: 5.7286512427591125\n",
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+      "shastri: 5.477336814478207\n",
+      "atria: 6.981414211254481\n",
+      "siddharth: 5.276666119016055\n",
+      "jeejamata: 6.575949103146316\n",
+      "dairy: 4.7841896339182615\n",
+      "80: 6.575949103146316\n",
+      "acharya: 4.901972669574645\n",
+      "atre: 5.59511985013459\n",
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+      "communication: 6.288267030694535\n",
+      "lifestyle: 6.288267030694535\n",
+      "tasting: 6.981414211254481\n",
+      "room: 6.575949103146316\n",
+      "burger: 5.7286512427591125\n",
+      "palladium: 6.575949103146316\n",
+      "shim: 6.575949103146316\n",
+      "graphics: 6.288267030694535\n",
+      "spiceklub: 6.575949103146316\n",
+      "california: 6.981414211254481\n",
+      "kitchen: 4.966511190712216\n",
+      "radhakrishna: 6.288267030694535\n",
+      "bina: 6.0651234793803255\n",
+      "pansare: 6.0651234793803255\n",
+      "korea: 6.575949103146316\n",
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+      "ratanbai: 6.981414211254481\n",
+      "katpitia: 6.981414211254481\n",
+      "dinshaw: 6.981414211254481\n",
+      "aurelia: 6.575949103146316\n",
+      "vaidya: 5.477336814478207\n",
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+      "smruti: 5.59511985013459\n",
+      "bachubai: 6.981414211254481\n",
+      "manekji: 6.981414211254481\n",
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+      "varadmal: 6.981414211254481\n",
+      "icc: 6.981414211254481\n",
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+      "deep: 5.276666119016055\n",
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+      "dhanjibhai: 6.981414211254481\n",
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+      "advani: 6.0651234793803255\n",
+      "bpt: 6.575949103146316\n",
+      "track: 5.477336814478207\n",
+      "kg: 6.575949103146316\n",
+      "ts: 6.981414211254481\n",
+      "chanakya: 6.0651234793803255\n",
+      "sector: 4.539067175885275\n",
+      "44a: 6.288267030694535\n",
+      "36: 5.37197629882038\n",
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+      "navratna: 5.59511985013459\n",
+      "more: 5.276666119016055\n",
+      "supermarket: 4.966511190712216\n",
+      "daily: 6.0651234793803255\n",
+      "needs: 6.981414211254481\n",
+      "jr: 4.342356881639222\n",
+      "palmleaves: 6.575949103146316\n",
+      "malvan: 6.288267030694535\n",
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+      "big: 5.189654742026425\n",
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+      "sheetal: 5.189654742026425\n",
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+      "heritage: 4.678829118260435\n",
+      "48: 5.882801922586371\n",
+      "bpcl: 5.882801922586371\n",
+      "satyam: 4.966511190712216\n",
+      "zenieth: 6.981414211254481\n",
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+      "theme: 6.288267030694535\n",
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+      "rv: 6.575949103146316\n",
+      "gaimukh: 6.575949103146316\n",
+      "krantisinha: 6.575949103146316\n",
+      "42a: 6.288267030694535\n",
+      "44: 6.0651234793803255\n",
+      "38: 5.59511985013459\n",
+      "48a: 6.0651234793803255\n",
+      "50: 6.0651234793803255\n",
+      "akshar: 5.37197629882038\n",
+      "smart: 5.882801922586371\n",
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+      "decathlon: 5.882801922586371\n",
+      "neelsidhi: 6.981414211254481\n",
+      "splendour: 5.7286512427591125\n",
+      "livspace: 6.575949103146316\n",
+      "sammy: 6.575949103146316\n",
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+      "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",
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+      "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",
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+      "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",
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+      "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",
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+      "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",
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+      "spenta: 6.981414211254481\n",
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+      "side: 5.882801922586371\n",
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+      "vimum: 6.981414211254481\n",
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+      "vidhyalaya: 6.981414211254481\n",
+      "boby: 6.981414211254481\n",
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+      "superspeciality: 5.59511985013459\n",
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+      "sangam: 5.37197629882038\n",
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+      "ma: 5.7286512427591125\n",
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+      "sushrut: 5.59511985013459\n",
+      "aishwarya: 6.575949103146316\n",
+      "cht: 6.288267030694535\n",
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+      "bharati: 5.7286512427591125\n",
+      "sohan: 6.575949103146316\n",
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+      "mahim: 5.882801922586371\n",
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+      "daalan: 6.575949103146316\n",
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+      "edustart: 6.575949103146316\n",
+      "multi: 5.109612034352889\n",
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+      "sandwizzaa: 6.575949103146316\n",
+      "costa: 6.288267030694535\n",
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+      "savarka: 6.575949103146316\n",
+      "hinduja: 6.288267030694535\n",
+      "keraliya: 6.575949103146316\n",
+      "वरकर: 6.575949103146316\n",
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+      "light: 6.981414211254481\n",
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+      "वर: 6.288267030694535\n",
+      "dnyan: 6.981414211254481\n",
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+      "pathlab: 6.981414211254481\n",
+      "surlata: 6.981414211254481\n",
+      "north: 5.477336814478207\n",
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+      "rajvi: 6.981414211254481\n",
+      "gupte: 5.882801922586371\n",
+      "deccan: 6.575949103146316\n",
+      "fertility: 5.7286512427591125\n",
+      "keyhole: 6.981414211254481\n",
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+      "kids: 4.901972669574645\n",
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+      "anoop: 6.981414211254481\n",
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+      "raja: 5.7286512427591125\n",
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+      "ruby: 5.37197629882038\n",
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+      "sena: 6.575949103146316\n",
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+      "vachnalaya: 6.575949103146316\n",
+      "cultural: 5.477336814478207\n",
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+      "kings: 5.882801922586371\n",
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+      "dayanand: 6.575949103146316\n",
+      "balkrishna: 6.981414211254481\n",
+      "maheshwari: 5.882801922586371\n",
+      "lion: 6.575949103146316\n",
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+      "bhimji: 6.981414211254481\n",
+      "vividhlakshi: 6.288267030694535\n",
+      "narottam: 6.981414211254481\n",
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+      "sewa: 6.575949103146316\n",
+      "nirman: 5.882801922586371\n",
+      "trinity: 5.59511985013459\n",
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+      "terminal: 5.37197629882038\n",
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+      "sanjeevni: 6.981414211254481\n",
+      "rto: 5.882801922586371\n",
+      "rashtriya: 5.59511985013459\n",
+      "chemicals: 5.59511985013459\n",
+      "fertilizers: 5.59511985013459\n",
+      "carnival: 5.882801922586371\n",
+      "vacant: 6.575949103146316\n",
+      "plot: 4.84134804775821\n",
+      "24: 5.276666119016055\n",
+      "dina: 6.0651234793803255\n",
+      "vitta: 6.981414211254481\n",
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+      "sharad: 6.288267030694535\n",
+      "owned: 6.288267030694535\n",
+      "trees: 6.0651234793803255\n",
+      "rcf: 5.59511985013459\n",
+      "newspaper: 6.0651234793803255\n",
+      "कल: 6.575949103146316\n",
+      "banjara: 6.575949103146316\n",
+      "tanda: 6.575949103146316\n",
+      "hasina: 6.575949103146316\n",
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+      "anushakti: 5.37197629882038\n",
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+      "nbh: 6.981414211254481\n",
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+      "darbari: 6.981414211254481\n",
+      "anushaktinagar: 6.0651234793803255\n",
+      "nuclear: 6.575949103146316\n",
+      "recycle: 6.981414211254481\n",
+      "board: 5.477336814478207\n",
+      "udayagiri: 6.981414211254481\n",
+      "tsh: 6.981414211254481\n",
+      "gate: 5.37197629882038\n",
+      "security: 6.288267030694535\n",
+      "mohana: 6.981414211254481\n",
+      "kalyani: 6.981414211254481\n",
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+      "equal: 6.288267030694535\n",
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+      "scopy: 6.575949103146316\n",
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+      "hand: 6.0651234793803255\n",
+      "limb: 6.575949103146316\n",
+      "reconstruction: 6.575949103146316\n",
+      "disha: 5.7286512427591125\n",
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+      "diwaliben: 6.575949103146316\n",
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+      "shamrth: 6.981414211254481\n",
+      "afac: 6.575949103146316\n",
+      "palms: 5.7286512427591125\n",
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+      "glamcent: 6.981414211254481\n",
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+      "atmaram: 6.575949103146316\n",
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+      "fguj: 6.575949103146316\n",
+      "solace: 6.575949103146316\n",
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+      "ccd: 6.0651234793803255\n",
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+      "zerox: 6.575949103146316\n",
+      "chinese: 5.7286512427591125\n",
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+      "khardev: 6.981414211254481\n",
+      "chen: 6.575949103146316\n",
+      "anal: 6.981414211254481\n",
+      "karnatak: 6.981414211254481\n",
+      "pushkraj: 6.575949103146316\n",
+      "mannit: 6.981414211254481\n",
+      "usha: 5.37197629882038\n",
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+      "babar: 6.575949103146316\n",
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+      "jwelers: 6.981414211254481\n",
+      "saundarya: 6.575949103146316\n",
+      "beauty: 5.189654742026425\n",
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+      "bhim: 6.575949103146316\n",
+      "transist: 6.0651234793803255\n",
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+      "resident: 6.575949103146316\n",
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+      "gyan: 6.575949103146316\n",
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+      "vrushali: 6.575949103146316\n",
+      "dhanvantari: 6.288267030694535\n",
+      "nobel: 6.575949103146316\n",
+      "nadadeep: 6.575949103146316\n",
+      "schood: 6.575949103146316\n",
+      "baiganwadi: 6.575949103146316\n",
+      "zamil: 6.575949103146316\n",
+      "ravi: 6.288267030694535\n",
+      "zakir: 6.981414211254481\n",
+      "hussain: 6.981414211254481\n",
+      "gernel: 6.981414211254481\n",
+      "chikalwadi: 6.288267030694535\n",
+      "gandhai: 6.981414211254481\n",
+      "alex: 6.575949103146316\n",
+      "nadar: 6.575949103146316\n",
+      "etlenta: 6.981414211254481\n",
+      "thane: 3.4849066497880004\n",
+      "vashi: 4.901972669574645\n",
+      "tharwani: 6.981414211254481\n",
+      "bhumiraj: 6.575949103146316\n",
+      "jaipuriar: 6.981414211254481\n",
+      "moraj: 6.575949103146316\n",
+      "nanasaheb: 6.575949103146316\n",
+      "dharmadhikari: 6.575949103146316\n",
+      "avisaa: 6.575949103146316\n",
+      "kukreja: 5.477336814478207\n",
+      "fairmount: 6.981414211254481\n",
+      "gurumahima: 6.575949103146316\n",
+      "akurath: 6.575949103146316\n",
+      "samriddhi: 6.288267030694535\n",
+      "retreat: 5.7286512427591125\n",
+      "shivmandiri: 6.575949103146316\n",
+      "line: 5.477336814478207\n",
+      "adventist: 6.575949103146316\n",
+      "jeejabai: 6.575949103146316\n",
+      "sensory: 6.981414211254481\n",
+      "commtel: 6.575949103146316\n",
+      "networks: 6.575949103146316\n",
+      "chapewadi: 6.575949103146316\n",
+      "field: 6.288267030694535\n",
+      "dhamole: 6.575949103146316\n",
+      "treatment: 6.288267030694535\n",
+      "musical: 6.575949103146316\n",
+      "instrument: 6.575949103146316\n",
+      "bhagwati: 6.0651234793803255\n",
+      "hasta: 6.575949103146316\n",
+      "mudra: 6.575949103146316\n",
+      "samagam: 6.981414211254481\n",
+      "mmk: 6.981414211254481\n",
+      "khar: 6.0651234793803255\n",
+      "cildren: 6.575949103146316\n",
+      "jhunka: 6.575949103146316\n",
+      "bhakar: 6.575949103146316\n",
+      "shamlat: 6.575949103146316\n",
+      "aarti: 6.288267030694535\n",
+      "vandana: 6.575949103146316\n",
+      "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",
+      "video: 6.981414211254481\n",
+      "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",
+      "ashirvad: 6.981414211254481\n",
+      "nav: 6.0651234793803255\n",
+      "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",
+      "earth: 5.7286512427591125\n",
+      "arristo: 6.575949103146316\n",
+      "tekdi: 5.882801922586371\n",
+      "ariisto: 6.575949103146316\n",
+      "saphire: 6.575949103146316\n",
+      "hyatt: 5.7286512427591125\n",
+      "offish: 6.981414211254481\n",
+      "santa: 6.981414211254481\n",
+      "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",
+      "atlas: 6.575949103146316\n",
+      "tech: 5.37197629882038\n",
+      "moosa: 6.575949103146316\n",
+      "sayana: 6.575949103146316\n",
+      "redbrick: 6.981414211254481\n",
+      "vatika: 6.575949103146316\n",
+      "regus: 6.981414211254481\n",
+      "airlines: 6.288267030694535\n",
+      "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",
+      "kalam: 5.7286512427591125\n",
+      "favourite: 6.575949103146316\n",
+      "zolo: 6.575949103146316\n",
+      "exotica: 5.59511985013459\n",
+      "living: 6.575949103146316\n",
+      "tiffins: 6.575949103146316\n",
+      "vidyavihar: 6.575949103146316\n",
+      "kingdom: 6.0651234793803255\n",
+      "cbse: 6.0651234793803255\n",
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+      "cg: 6.981414211254481\n",
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+      "dgqa: 6.575949103146316\n",
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+      "automation: 6.288267030694535\n",
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+      "perfect: 6.575949103146316\n",
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+      "word: 6.981414211254481\n",
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+      "fition: 6.981414211254481\n",
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+      "computing: 6.981414211254481\n",
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+      "anuj: 6.981414211254481\n",
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+      "directiplex: 6.575949103146316\n",
+      "consultancy: 5.882801922586371\n",
+      "tcs: 6.575949103146316\n",
+      "vertex: 6.288267030694535\n",
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+      "chinai: 6.575949103146316\n",
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+      "satyadarshan: 6.575949103146316\n",
+      "b10: 6.575949103146316\n",
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+      "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",
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+      "pathological: 6.981414211254481\n",
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+      "pediatric: 6.575949103146316\n",
+      "tanvi: 6.575949103146316\n",
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+      "eliza: 6.575949103146316\n",
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+      "poorti: 6.575949103146316\n",
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+      "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",
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+      "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",
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+      "hn: 6.575949103146316\n",
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+      "tania: 6.981414211254481\n",
+      "thukral: 6.981414211254481\n",
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+      "matka: 6.981414211254481\n",
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+      "hanglas: 6.981414211254481\n",
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+      "anjali: 6.575949103146316\n",
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+      "ctr: 6.981414211254481\n",
+      "127: 6.981414211254481\n",
+      "115: 6.981414211254481\n",
+      "126: 6.981414211254481\n",
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+      "tisekar: 6.575949103146316\n",
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+      "mega: 6.288267030694535\n",
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+      "asmita: 6.0651234793803255\n",
+      "kanjur: 5.7286512427591125\n",
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+      "vita: 6.575949103146316\n",
+      "eleganza: 6.981414211254481\n",
+      "cloud36: 6.981414211254481\n",
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+      "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",
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+      "wtf: 6.981414211254481\n",
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+      "nischint: 6.981414211254481\n",
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+      "independence: 6.981414211254481\n",
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+      "59: 6.575949103146316\n",
+      "aramnagar: 6.981414211254481\n",
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+      "divyajyoti: 6.981414211254481\n",
+      "mamta: 5.882801922586371\n",
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+      "sameer: 6.575949103146316\n",
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+      "fisheries: 6.288267030694535\n",
+      "jayanti: 6.575949103146316\n",
+      "jagannath: 6.575949103146316\n",
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+      "sanjeev: 6.981414211254481\n",
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+      "mazdock: 6.981414211254481\n",
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+      "pyramid: 6.575949103146316\n",
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+      "manveen: 6.981414211254481\n",
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+      "gettogether: 6.981414211254481\n",
+      "bellevue: 6.981414211254481\n",
+      "greenturtle: 6.981414211254481\n",
+      "gyanaecology: 6.981414211254481\n",
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+      "vue: 6.0651234793803255\n",
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+      "forever: 5.882801922586371\n",
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+      "interior: 6.981414211254481\n",
+      "savant: 6.981414211254481\n",
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+      "achal: 6.981414211254481\n",
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+      "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",
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+      "metropolis: 6.981414211254481\n",
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+      "monte: 6.288267030694535\n",
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+      "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",
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+      "vahatuk: 6.575949103146316\n",
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+      "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",
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+      "ismail: 6.288267030694535\n",
+      "viva: 6.0651234793803255\n",
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+      "spirit: 6.575949103146316\n",
+      "dominic: 6.575949103146316\n",
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+      "lalji: 6.575949103146316\n",
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+      "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",
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+      "chinmaya: 6.575949103146316\n",
+      "sandeepany: 6.575949103146316\n",
+      "sadhanalaya: 6.575949103146316\n",
+      "vedic: 6.575949103146316\n",
+      "h8: 6.575949103146316\n",
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+      "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",
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+      "193: 6.981414211254481\n",
+      "200: 6.981414211254481\n",
+      "192: 6.981414211254481\n",
+      "b16: 6.981414211254481\n",
+      "63: 6.981414211254481\n",
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+      "directors: 6.981414211254481\n",
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+      "sanctuary: 6.981414211254481\n",
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+      "304: 6.981414211254481\n",
+      "401: 6.981414211254481\n",
+      "404: 6.981414211254481\n",
+      "mw: 6.981414211254481\n",
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+      "15a: 6.981414211254481\n",
+      "310: 6.981414211254481\n",
+      "321: 6.981414211254481\n",
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+      "kembros: 6.0651234793803255\n",
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+      "cedar: 6.575949103146316\n",
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+      "colossa: 6.981414211254481\n",
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+      "cemeteries: 6.575949103146316\n",
+      "sushiladevi: 6.575949103146316\n",
+      "deshmukh: 5.882801922586371\n",
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+      "indravati: 6.575949103146316\n",
+      "sanjivni: 6.575949103146316\n",
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+      "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": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
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+           "zerolinewidth": 2
+          }
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "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...."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}