Part3.Text_Feature_Extract.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "from collections import Counter \n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "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>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>building_id</th>\n",
       "      <th>created</th>\n",
       "      <th>description</th>\n",
       "      <th>display_address</th>\n",
       "      <th>features</th>\n",
       "      <th>latitude</th>\n",
       "      <th>listing_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>manager_id</th>\n",
       "      <th>photos</th>\n",
       "      <th>price</th>\n",
       "      <th>street_address</th>\n",
       "      <th>interest_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8579a0b0d54db803821a35a4a615e97a</td>\n",
       "      <td>2016-06-16 05:55:27</td>\n",
       "      <td>Spacious 1 Bedroom 1 Bathroom in Williamsburg!...</td>\n",
       "      <td>145 Borinquen Place</td>\n",
       "      <td>[Dining Room, Pre-War, Laundry in Building, Di...</td>\n",
       "      <td>40.7108</td>\n",
       "      <td>7170325</td>\n",
       "      <td>-73.9539</td>\n",
       "      <td>a10db4590843d78c784171a107bdacb4</td>\n",
       "      <td>[https://photos.renthop.com/2/7170325_3bb5ac84...</td>\n",
       "      <td>2400</td>\n",
       "      <td>145 Borinquen Place</td>\n",
       "      <td>medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b8e75fc949a6cd8225b455648a951712</td>\n",
       "      <td>2016-06-01 05:44:33</td>\n",
       "      <td>BRAND NEW GUT RENOVATED TRUE 2 BEDROOMFind you...</td>\n",
       "      <td>East 44th</td>\n",
       "      <td>[Doorman, Elevator, Laundry in Building, Dishw...</td>\n",
       "      <td>40.7513</td>\n",
       "      <td>7092344</td>\n",
       "      <td>-73.9722</td>\n",
       "      <td>955db33477af4f40004820b4aed804a0</td>\n",
       "      <td>[https://photos.renthop.com/2/7092344_7663c19a...</td>\n",
       "      <td>3800</td>\n",
       "      <td>230 East 44th</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bathrooms  bedrooms                       building_id              created  \\\n",
       "4        1.0         1  8579a0b0d54db803821a35a4a615e97a  2016-06-16 05:55:27   \n",
       "6        1.0         2  b8e75fc949a6cd8225b455648a951712  2016-06-01 05:44:33   \n",
       "\n",
       "                                         description      display_address  \\\n",
       "4  Spacious 1 Bedroom 1 Bathroom in Williamsburg!...  145 Borinquen Place   \n",
       "6  BRAND NEW GUT RENOVATED TRUE 2 BEDROOMFind you...            East 44th   \n",
       "\n",
       "                                            features  latitude  listing_id  \\\n",
       "4  [Dining Room, Pre-War, Laundry in Building, Di...   40.7108     7170325   \n",
       "6  [Doorman, Elevator, Laundry in Building, Dishw...   40.7513     7092344   \n",
       "\n",
       "   longitude                        manager_id  \\\n",
       "4   -73.9539  a10db4590843d78c784171a107bdacb4   \n",
       "6   -73.9722  955db33477af4f40004820b4aed804a0   \n",
       "\n",
       "                                              photos  price  \\\n",
       "4  [https://photos.renthop.com/2/7170325_3bb5ac84...   2400   \n",
       "6  [https://photos.renthop.com/2/7092344_7663c19a...   3800   \n",
       "\n",
       "        street_address interest_level  \n",
       "4  145 Borinquen Place         medium  \n",
       "6        230 East 44th            low  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_json(\"./train.json\")\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df['features'].head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract text from 'features'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Word Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'Dining Room': 5136,\n",
       "         'Pre-War': 9148,\n",
       "         'Laundry in Building': 16344,\n",
       "         'Dishwasher': 20426,\n",
       "         'Hardwood Floors': 23527,\n",
       "         'Dogs Allowed': 22035,\n",
       "         'Cats Allowed': 23540,\n",
       "         'Doorman': 20898,\n",
       "         'Elevator': 25915,\n",
       "         'No Fee': 18062,\n",
       "         'Laundry in Unit': 8738,\n",
       "         'Fitness Center': 13252,\n",
       "         'Loft': 2100,\n",
       "         'Fireplace': 912,\n",
       "         'Roof Deck': 6542,\n",
       "         'High Speed Internet': 4299,\n",
       "         'Swimming Pool': 2730,\n",
       "         'Wheelchair Access': 1358,\n",
       "         'Reduced Fee': 699,\n",
       "         'Common Outdoor Space': 1293,\n",
       "         'Parking Space': 418,\n",
       "         'Laundry In Building': 2593,\n",
       "         'Concierge': 166,\n",
       "         'Playroom': 9,\n",
       "         'balcony': 56,\n",
       "         'private-balcony': 31,\n",
       "         'Private outdoor space': 25,\n",
       "         'Private balcony': 31,\n",
       "         'PublicOutdoor': 423,\n",
       "         'Garage': 745,\n",
       "         'Laundry In Unit': 697,\n",
       "         'Garden/Patio': 1943,\n",
       "         'New Construction': 2559,\n",
       "         'Furnished': 689,\n",
       "         'Private Outdoor Space': 508,\n",
       "         'Exclusive': 2167,\n",
       "         'Terrace': 2283,\n",
       "         'Outdoor Space': 5268,\n",
       "         'Balcony': 2992,\n",
       "         'Live-in superintendent': 90,\n",
       "         'On-site laundry': 168,\n",
       "         'prewar': 855,\n",
       "         'LOWRISE': 789,\n",
       "         'SIMPLEX': 908,\n",
       "         'HARDWOOD': 914,\n",
       "         'WiFi Access': 81,\n",
       "         'Live-in Super': 82,\n",
       "         'Duplex': 60,\n",
       "         'Common roof deck': 53,\n",
       "         'Newly renovated': 154,\n",
       "         'Skylight': 12,\n",
       "         'Washer/Dryer': 133,\n",
       "         'Pets on approval': 107,\n",
       "         'Pool': 282,\n",
       "         'Storage': 170,\n",
       "         'dishwasher': 378,\n",
       "         'No pets': 67,\n",
       "         'LAUNDRY': 256,\n",
       "         'Multi-Level': 622,\n",
       "         'High ceilings': 8,\n",
       "         'Utilities included': 1,\n",
       "         'High Ceiling': 200,\n",
       "         'Laundry Room': 719,\n",
       "         'Subway': 100,\n",
       "         'Hardwood': 144,\n",
       "         'High Ceilings': 362,\n",
       "         'Renovated': 323,\n",
       "         'Marble Bath': 106,\n",
       "         'Granite Kitchen': 116,\n",
       "         'Light': 144,\n",
       "         'ACTUAL APT. PHOTOS': 55,\n",
       "         'Hardwood floors': 19,\n",
       "         'Stainless Steel Appliances': 170,\n",
       "         'Granite countertops': 3,\n",
       "         'Central A/C': 63,\n",
       "         'Video Intercom': 8,\n",
       "         'Built in microwave': 2,\n",
       "         'Roof access': 6,\n",
       "         'Patio': 98,\n",
       "         'Roof-deck': 397,\n",
       "         'Prewar': 494,\n",
       "         'elevator': 357,\n",
       "         'Residents Garden': 56,\n",
       "         'On-site Garage': 142,\n",
       "         'Valet': 94,\n",
       "         'Cable/Satellite TV': 12,\n",
       "         'Washer in Unit': 186,\n",
       "         'Dryer in Unit': 186,\n",
       "         'storage': 47,\n",
       "         'EXPOSED BRICK': 75,\n",
       "         'Residents Lounge': 98,\n",
       "         'Childrens Playroom': 74,\n",
       "         'Garden': 69,\n",
       "         'View': 47,\n",
       "         'Concierge Service': 20,\n",
       "         'LIVE IN SUPER': 217,\n",
       "         'EAT IN KITCHEN': 82,\n",
       "         'HIGH CEILINGS': 235,\n",
       "         'Private Entrances': 1,\n",
       "         'Finished Basement': 2,\n",
       "         'Top Floor Unit': 1,\n",
       "         'King Sized Bedroom': 2,\n",
       "         'XXL Windows': 1,\n",
       "         'pool': 41,\n",
       "         'Full-time doorman': 84,\n",
       "         'Gym/Fitness': 115,\n",
       "         'building-common-outdoor-space': 39,\n",
       "         'Walk in Closet(s)': 105,\n",
       "         'Parking': 83,\n",
       "         'Live In Super': 144,\n",
       "         'Green Building': 246,\n",
       "         \"children's room\": 2,\n",
       "         'fitness center': 3,\n",
       "         'pet friendly': 1,\n",
       "         'water view': 1,\n",
       "         '24hr doormen': 1,\n",
       "         'package service': 1,\n",
       "         'dry cleaning service': 1,\n",
       "         'On-site Laundry': 148,\n",
       "         'DINING ROOM': 11,\n",
       "         'Short Term Allowed': 76,\n",
       "         'Laundry': 27,\n",
       "         'Pet Friendly': 18,\n",
       "         'Guarantors Accepted': 16,\n",
       "         'Sleep Loft': 1,\n",
       "         'hardwood floors': 8,\n",
       "         'own entrance': 1,\n",
       "         'oak cabinets': 1,\n",
       "         'Eat-in Kitchen': 10,\n",
       "         '': 558,\n",
       "         ' HOLY NO FEE DEAL BATMAN! ': 2,\n",
       "         ' OVERSIZED 2BR HOME ': 4,\n",
       "         ' SPARKLING CLEAN & BRITE ': 3,\n",
       "         ' HEART OF GREENPOINT ': 1,\n",
       "         ' NEAR THE PARK & TRAINS ': 1,\n",
       "         'Recreational Room': 1,\n",
       "         'DECORATIVE FIREPLACE': 17,\n",
       "         'MIDRISE': 21,\n",
       "         'BALCONY': 10,\n",
       "         'garden': 26,\n",
       "         'Lounge': 77,\n",
       "         \"Children's Playroom\": 36,\n",
       "         'Wheelchair Ramp': 32,\n",
       "         'Townhouse': 1,\n",
       "         'Air conditioning': 37,\n",
       "         'Shared garden': 3,\n",
       "         'Gym In Building': 10,\n",
       "         'Roof deck': 8,\n",
       "         '24hr doorman': 2,\n",
       "         'dry-cleaning service': 1,\n",
       "         'Housekeeping service': 5,\n",
       "         'Package service': 3,\n",
       "         'Washer': 1,\n",
       "         'NO FEE': 16,\n",
       "         '!!!!LOW FEE!!!!': 1,\n",
       "         'WiFi': 7,\n",
       "         '24/7 Doorman': 7,\n",
       "         'Washer/Dryer Hookup': 7,\n",
       "         'Common garden': 16,\n",
       "         'Luxury building': 58,\n",
       "         ' CHELSEA BABY! ': 1,\n",
       "         ' MASSIVE 2BR SUPER SHARE ': 6,\n",
       "         ' ALL MODERN & NEW ': 9,\n",
       "         ' ELEV /LNDRY BLDG ': 1,\n",
       "         'Laundry in building': 6,\n",
       "         'Eat In Kitchen': 12,\n",
       "         'Home Office': 4,\n",
       "         'Loft Area': 1,\n",
       "         'Flex two bed': 1,\n",
       "         'Superintendent lives in': 1,\n",
       "         'Actual Apt. Photos': 12,\n",
       "         ' SPRAWLING STUDIO HOME ': 3,\n",
       "         ' DISHWASHER ': 14,\n",
       "         ' EXPOSED BRICK ': 13,\n",
       "         ' GUT RENOVATED ': 9,\n",
       "         ' PETS OK ': 24,\n",
       "         ' STEPS TO THE PARK ': 3,\n",
       "         'Bike Room': 44,\n",
       "         'Gym': 31,\n",
       "         'Media Room': 8,\n",
       "         'Package Room': 13,\n",
       "         'Parking Available': 7,\n",
       "         'Community Recreation Facilities': 12,\n",
       "         'Courtyard': 34,\n",
       "         'Control & pay for your own heat with your own thermostat': 1,\n",
       "         'NO alternate side parking rules in neighborhood': 1,\n",
       "         'Previous tenant found easy on-street parking.': 1,\n",
       "         'Free Wifi': 3,\n",
       "         'Citi Bike Station': 1,\n",
       "         'Private Terrace': 5,\n",
       "         'Stainless Steel': 3,\n",
       "         'Indoor Pool': 48,\n",
       "         'Garage Parking!': 1,\n",
       "         ' COURT SQUARE GEM! ': 2,\n",
       "         ' SPRAWLING SUNDRENCHED 2BR HOME ': 3,\n",
       "         ' CUSTOM FINISHES ': 1,\n",
       "         ' FIREPLACES ': 1,\n",
       "         ' EAT-IN KITCHEN ': 18,\n",
       "         ' BAY WINDOWS ': 3,\n",
       "         'doorman': 69,\n",
       "         'ROOFDECK': 55,\n",
       "         'Backyard': 6,\n",
       "         'Central Air': 9,\n",
       "         'Common parking/Garage': 91,\n",
       "         'New construction': 48,\n",
       "         'Sauna': 32,\n",
       "         'Recently renovated': 1,\n",
       "         '2 blocks away from Union Square': 1,\n",
       "         'HIGHRISE': 80,\n",
       "         'Live/Work': 33,\n",
       "         'Sublet': 21,\n",
       "         'Outdoor Pool': 12,\n",
       "         'Combo Washer Dryer': 1,\n",
       "         'Gut Renovated': 7,\n",
       "         'Natural Light': 2,\n",
       "         'Bridge View': 1,\n",
       "         'Granite Counters': 3,\n",
       "         'Shared yard': 1,\n",
       "         'Newly Renovated': 4,\n",
       "         'Diplomats OK': 3,\n",
       "         'Walk-In Closet': 6,\n",
       "         'Outdoor play area': 1,\n",
       "         'Washer and dryer in unit': 1,\n",
       "         'Walk-in closet': 1,\n",
       "         'River view': 2,\n",
       "         \"Children's room\": 1,\n",
       "         'Stainless steel appliances': 2,\n",
       "         'build-in Microwave-oven': 1,\n",
       "         'ceiling-fan...': 1,\n",
       "         'patio': 38,\n",
       "         'Outdoor Areas': 52,\n",
       "         'Private backyard': 17,\n",
       "         ' UNIQUE FIND! ': 1,\n",
       "         ' SPRAWLING 2BR SUPER SHARE ': 6,\n",
       "         ' WALLS OF WINDOWS ': 14,\n",
       "         ' STUNNING RENOVATIONS ': 3,\n",
       "         ' 2 BLKS TO BEDFORD L STOP ': 8,\n",
       "         '24/7 Concierge': 8,\n",
       "         'Package & grocery delivery storage': 3,\n",
       "         'Full size gym': 3,\n",
       "         'Yoga / dance studio': 3,\n",
       "         'Screening room': 4,\n",
       "         'Movie theater': 3,\n",
       "         'Children playroom': 3,\n",
       "         'Gardening area with rentable plots': 3,\n",
       "         'On-site parking': 4,\n",
       "         'Bike & stroller storage': 3,\n",
       "         'Pet grooming room': 3,\n",
       "         'Stunning roof deck with breathtaking views': 3,\n",
       "         'Roof grilling area': 3,\n",
       "         'Rentable': 3,\n",
       "         'fully equipped chef’s kitchen with private roof deck': 3,\n",
       "         'Party room': 3,\n",
       "         'Virtual Doorman': 42,\n",
       "         'Laundry On Floor': 11,\n",
       "         'Expansive Living-room': 1,\n",
       "         'King Size Bedrooms': 2,\n",
       "         ' OVERSIZED 1BR HOME ': 3,\n",
       "         ' PERFECT NATURAL LIGHT ': 4,\n",
       "         ' HEART OF CHELSEA ': 1,\n",
       "         'Unassigned Paid parking available': 2,\n",
       "         'A full service Luxury highrise': 1,\n",
       "         'Breakfast Bar': 5,\n",
       "         'Queen & King Size Bedrooms': 1,\n",
       "         'Large Living room': 1,\n",
       "         'renovated': 9,\n",
       "         'Deco Brick Wall': 3,\n",
       "         '4th off Charles': 1,\n",
       "         'ALL NEW': 1,\n",
       "         'Loft Like': 1,\n",
       "         'Big Rooms': 1,\n",
       "         'The Most Sought after Location': 1,\n",
       "         'Valet Parking': 36,\n",
       "         'Sunny': 2,\n",
       "         'Bike room': 67,\n",
       "         'Lots of Light': 1,\n",
       "         'pets upon approval': 1,\n",
       "         'Resident Super in the building': 1,\n",
       "         'pets': 7,\n",
       "         'Pets: Cats/Small Dogs': 4,\n",
       "         'private-outdoor-space': 22,\n",
       "         ' OVERSIZED 2BR SUPER SHARE ': 3,\n",
       "         ' FRENCH DOORS ': 3,\n",
       "         ' SS EAT-IN KITCHEN ': 3,\n",
       "         ' MR CLEAN APPROVED ': 13,\n",
       "         ' HEART OF MIDTOWN! ': 2,\n",
       "         'assigned-parking-space': 16,\n",
       "         'Private parking': 16,\n",
       "         'Post-War': 25,\n",
       "         'Diswasher': 1,\n",
       "         'ELEVATOR/LAUNDRY/ SO CLOSE TO THE 6 $2450!!': 1,\n",
       "         'Microwave': 28,\n",
       "         'Rooftop Deck': 9,\n",
       "         'On-site super': 6,\n",
       "         'Hardwood Floor': 2,\n",
       "         'BROWNSTONE': 25,\n",
       "         'Lounge room': 44,\n",
       "         'Hot Water Inc. HUGE Walk-In Closet or Extra Room!': 1,\n",
       "         'Air Conditioning': 1,\n",
       "         'Near Subway': 1,\n",
       "         'Near PRATT': 1,\n",
       "         'Live-in super': 2,\n",
       "         'private backyard': 2,\n",
       "         '• On-site lifestyle concierge by Luxury Attaché •24/7 Doorman • State of the art cardiovascular and weight training equipment • 24-hour valet parking garage • Valet services including dry cleaning': 1,\n",
       "         'laundry & housekeeping • Marc Club includes a cinema room': 1,\n",
       "         'business center': 4,\n",
       "         'exclusive residential lounge & Café • Spacious and breathtaking fully landscaped 10': 1,\n",
       "         '000-square foot sun deck• Free WiFi in Marc Club': 1,\n",
       "         ' DOUBLE DUPLEX DEAL! ': 1,\n",
       "         ' SPRAWLING 3BR HOME ': 4,\n",
       "         ' 1.5 BATHS ': 2,\n",
       "         ' PRIVATE DECK & BALCONY! ': 1,\n",
       "         ' WASHER//DRYER ': 1,\n",
       "         ' ALL MODERN NEW! ': 1,\n",
       "         'King size bedroom': 1,\n",
       "         'walk in closet': 3,\n",
       "         'New Renovation': 5,\n",
       "         'FLEXIBLE VIEWING TIMES': 1,\n",
       "         'Deck': 15,\n",
       "         '1.5 Bath': 1,\n",
       "         'On-site Parking Lot': 27,\n",
       "         'Granite counter tops': 1,\n",
       "         'lounge': 5,\n",
       "         'in unit washer and dryer': 2,\n",
       "         'fireplace': 7,\n",
       "         'eat in kitchen': 1,\n",
       "         'Mint Condition': 1,\n",
       "         '12th St & 3rd Ave': 1,\n",
       "         'Union Square': 2,\n",
       "         'French Doors': 3,\n",
       "         ' CLASSY CONV 2BR DUPLEX DREAM! ': 1,\n",
       "         ' ROOM TO ENTERTAIN ': 2,\n",
       "         ' LNDRY BLDG ': 11,\n",
       "         ' CATS OK ': 7,\n",
       "         ' HEART OF THE VILLAGE ': 5,\n",
       "         ' SASSY SOHO STEAL! ': 1,\n",
       "         ' NO FEE! ': 2,\n",
       "         ' GOURMET KITCHEN ': 19,\n",
       "         ' HUGE CLOSETS ': 1,\n",
       "         ' ELEV BLDG ': 9,\n",
       "         'Health Club': 29,\n",
       "         'All Utilities included': 1,\n",
       "         'Pets Allowed': 6,\n",
       "         'Near Transportation': 1,\n",
       "         'AC': 1,\n",
       "         'Separate kitchen': 1,\n",
       "         'Sorry no pets': 1,\n",
       "         'Equal King-Size Bedrooms': 1,\n",
       "         'Large Living-room': 3,\n",
       "         'Bright & Sunny': 3,\n",
       "         'Brand New SS Kitchen': 1,\n",
       "         'Polished Hardwood Floors': 1,\n",
       "         'Sparkling  Marble Bathroom': 1,\n",
       "         'Mins From Train': 1,\n",
       "         'Common terrace': 21,\n",
       "         'HARDWOOD FLOORS': 4,\n",
       "         'HEAT/HOT WATER INCLUDED': 2,\n",
       "         ' DIAMOND NO FEE DEAL! ': 2,\n",
       "         ' MASSIVE 1BR w/ HOME OFFICE ': 1,\n",
       "         ' CONDO QUALITY FINISHES ': 1,\n",
       "         ' 1 BLK TO THE PARK ': 2,\n",
       "         'deco brick walls': 1,\n",
       "         'Tall Ceilings': 1,\n",
       "         'Island Kitchen': 1,\n",
       "         'Complimentary breakfast on weekdays': 1,\n",
       "         'terrace': 30,\n",
       "         'Extra room': 2,\n",
       "         '1 month free rent': 1,\n",
       "         'Marble Bathroom': 9,\n",
       "         'Queen Size bedrooms': 1,\n",
       "         'Heat Included': 2,\n",
       "         'Gas Included': 3,\n",
       "         'Hot Water Included': 1,\n",
       "         'Electricity Included': 1,\n",
       "         'Eat-in kitchen': 2,\n",
       "         'GARDEN': 4,\n",
       "         'DUPLEX': 7,\n",
       "         'Attended Lobby': 16,\n",
       "         'FT Doorman': 28,\n",
       "         'Hi Rise': 23,\n",
       "         'Post War': 21,\n",
       "         'Basement Storage': 25,\n",
       "         'Full Service Garage': 28,\n",
       "         'Washer/Dryer in building': 28,\n",
       "         'Rooftop Terrace': 16,\n",
       "         'On-Site Parking': 17,\n",
       "         'Outdoor Entertainment Space': 28,\n",
       "         'In-Unit Washer/Dryer': 23,\n",
       "         'Fireplaces': 9,\n",
       "         'Live-In Superintendent': 28,\n",
       "         'Terraces / Balconies': 14,\n",
       "         'LEED certified': 1,\n",
       "         'Green building': 1,\n",
       "         'near transportation': 2,\n",
       "         'Air Condition': 1,\n",
       "         'High Ceil': 1,\n",
       "         'Laundry room on every floor. Health club': 2,\n",
       "         'indoor swimming pool': 2,\n",
       "         'sundeck with BBQ grills': 2,\n",
       "         'misting shower and resident lounge available.': 2,\n",
       "         'FREE MONTH & NO-FEE': 1,\n",
       "         'RENOVATED 1 Bed': 1,\n",
       "         'roof deck': 5,\n",
       "         'washer and dryer in the unit': 1,\n",
       "         'floor to ceiling windows': 2,\n",
       "         'open concept kitchen': 1,\n",
       "         'sauna': 4,\n",
       "         ' ENTIRE FLOOR! ': 3,\n",
       "         ' SPRAWLING 2BR HOME ': 5,\n",
       "         ' IMMACULATE RENOVATIONS ': 1,\n",
       "         ' FIREPLACE ': 5,\n",
       "         ' HOLY DEAL BATMAN! ': 2,\n",
       "         ' MASSIVE 4BR MANSION ': 3,\n",
       "         'All utilities included': 8,\n",
       "         'Shared backyard': 11,\n",
       "         'Washer & Dryer': 36,\n",
       "         '65th/2nd Ave': 1,\n",
       "         '2nd Ave': 1,\n",
       "         'All New': 1,\n",
       "         'Mint': 2,\n",
       "         'One month Fee': 1,\n",
       "         'Valet services': 1,\n",
       "         'Move-in coordination': 1,\n",
       "         'Private Dining Room': 1,\n",
       "         'Indoor swimming pool': 1,\n",
       "         'Outdoor grilling terrace': 1,\n",
       "         'Children’s playroom': 1,\n",
       "         'Library': 1,\n",
       "         'Spa center': 1,\n",
       "         'Pilates and training room.': 1,\n",
       "         'Eat in kitchen': 1,\n",
       "         'Standard on-site parking': 1,\n",
       "         'A Full Service luxury Highrise': 2,\n",
       "         'Exposed Brick Wall': 2,\n",
       "         'Full-time Doorman': 1,\n",
       "         'Pets allowed': 2,\n",
       "         'Laundry on floor': 1,\n",
       "         'Outdoor areas': 1,\n",
       "         'Bike Storage': 9,\n",
       "         'b Billiards Table': 1,\n",
       "         'Party Room': 5,\n",
       "         'Screening Room': 8,\n",
       "         'Resident Events': 1,\n",
       "         'Atm': 1,\n",
       "         'Private Shuttle': 1,\n",
       "         'Leed Certificate Gold': 1,\n",
       "         'BBQ Grill': 1,\n",
       "         'Roof garden and lounge': 1,\n",
       "         'Market on site': 1,\n",
       "         'Poker Table': 2,\n",
       "         'Yoga an Pilates class': 1,\n",
       "         \"Children's playroom\": 2,\n",
       "         'Spin Room': 1,\n",
       "         'Exposed Brick': 26,\n",
       "         'Low Fee': 3,\n",
       "         'High-speed Internet': 16,\n",
       "         'Live/work': 11,\n",
       "         'exposed brick': 7,\n",
       "         'stainless steel': 2,\n",
       "         'Magnificent Venetian-Style': 5,\n",
       "         'Fully  equipped': 5,\n",
       "         'state-of-the-art fitness center': 5,\n",
       "         'On-site Parking available': 5,\n",
       "         'Valet services including dry cleaning': 8,\n",
       "         'laundry & housekeeping': 8,\n",
       "         'On-site ATM Machine': 5,\n",
       "         'Outdoor roof deck overlooking New York Harbor and Battery Park': 5,\n",
       "         'Private laundry room on every floor': 8,\n",
       "         'Storage Facilities available': 5,\n",
       "         'Cinema room': 1,\n",
       "         'Huge Private Backyard': 1,\n",
       "         '2 bathrooms': 1,\n",
       "         'RENOVATED': 5,\n",
       "         'WALK IN CLOSET': 19,\n",
       "         'INDOOR GARAGE AVAILABLE': 1,\n",
       "         'Jacuzzi': 7,\n",
       "         '24 hour attended lobby': 1,\n",
       "         'Double height lobby French limestone and Rojo Alicante marble': 1,\n",
       "         'Comprehensive valet services including maid service': 1,\n",
       "         'laundry / dry-cleaning and auto care': 1,\n",
       "         'Building Link Notification & Key Track for tenants convenience': 1,\n",
       "         'Closed circuit television security system': 1,\n",
       "         'Bicycle and tenant st...orage available for rent': 1,\n",
       "         'Pet friendly': 1,\n",
       "         'specific dog breeds up to 40lbs': 1,\n",
       "         'Live-In Resident Manager': 1,\n",
       "         '& ATM machine on-site': 1,\n",
       "         'postwar': 1,\n",
       "         'ONE MONTH FREE': 1,\n",
       "         'SS Appliances w/ Dishwasher': 1,\n",
       "         'Convertible-2': 1,\n",
       "         'Working Fireplace': 2,\n",
       "         ' OVERSIZED 3BR HOME ': 2,\n",
       "         ' SPARKLING CLEAN ': 2,\n",
       "         ' TONS OF NATURAL LIGHT ': 2,\n",
       "         ' 2 BLKS TO THE WATERFRONT & BEDFORD L STOP ': 1,\n",
       "         'Super On-Site': 2,\n",
       "         'small pets allowed': 1,\n",
       "         ' MASSIVE WINDOWS GALORE ': 4,\n",
       "         \" COOK'S KITCHEN \": 7,\n",
       "         ' HUGE TRUE 3BR HOME ': 3,\n",
       "         ' THE PERFECT SHARE ': 3,\n",
       "         ' STEPS TO L TRAIN ': 4,\n",
       "         'SS Appliances': 1,\n",
       "         'Large Windows with Lots of Natural Light': 3,\n",
       "         'golf simulator': 1,\n",
       "         \"children's playroom\": 3,\n",
       "         \"residents' lounge\": 1,\n",
       "         'concierge services': 1,\n",
       "         'rooftop with grills': 1,\n",
       "         'Private garden': 6,\n",
       "         'Bright': 4,\n",
       "         'Luxury Building': 1,\n",
       "         'Free Gym': 2,\n",
       "         'Grand Central': 2,\n",
       "         '36th St & 3rd Ave': 1,\n",
       "         'Flex-2': 13,\n",
       "         ' EAST VILLAGE EXTRAVAGANZA ': 1,\n",
       "         ' MASSIVE 2BR HOME ': 5,\n",
       "         ' PERFECT SHARE ': 1,\n",
       "         ' SPRAWLING TRUE 2BR HOME ': 1,\n",
       "         ' COURTYARD! ': 2,\n",
       "         ' 2 BLKS TO BEDFORD L ': 4,\n",
       "         ' OVERSIZED 1BR DUPLEX DREAM ': 1,\n",
       "         ' UNIQUE DETAILS ': 1,\n",
       "         ' NEAR CENTRAL PARK ': 1,\n",
       "         ' W50s BABY ': 1,\n",
       "         'Close to subway': 4,\n",
       "         'Conv. 3 Bedroom': 1,\n",
       "         'Skylights': 3,\n",
       "         \"1 mo broker's fee 18 mo lease\": 1,\n",
       "         'Video intercom': 1,\n",
       "         'Soaking Neptune bathtub': 1,\n",
       "         'Exposed brick': 5,\n",
       "         'in-unit washer-dryer': 1,\n",
       "         'built-in wine cooler': 1,\n",
       "         'private patio': 1,\n",
       "         'counter-top space': 1,\n",
       "         'closet space': 2,\n",
       "         '$250 application fee with background and credit check. Board interview and approval.': 1,\n",
       "         ' HOLY NO FEE! ': 1,\n",
       "         ' PRIVATE TERRACE & SCENIC ROOF DECK ': 1,\n",
       "         ' SS KITCHEN ': 5,\n",
       "         ' ELEV/LNDRY BLDG ': 16,\n",
       "         ' 3 BLKS TO L TRAIN ': 4,\n",
       "         'Decorative Fireplace': 9,\n",
       "         'Private terrace': 16,\n",
       "         'Southern exposure': 2,\n",
       "         'Outdoor space': 1,\n",
       "         ' EXPANSIVE 4BR DUPLEX DREAM SHARE ': 1,\n",
       "         ' GARDEN! ': 1,\n",
       "         ' HUGE WINDOWS GALORE ': 3,\n",
       "         ' ORNATE PREWAR DETAILS ': 9,\n",
       "         ' RARE FIND! ': 3,\n",
       "         ' SPRAWLING SUNDRENCHED 1BR HOME ': 1,\n",
       "         ' STUNNING FINISHES ': 1,\n",
       "         ' WASHER/DRYER ': 7,\n",
       "         ' HEART OF CHELSEA! ': 1,\n",
       "         'deck': 5,\n",
       "         'Private roofdeck': 5,\n",
       "         'Large Living Room': 5,\n",
       "         'Queen Sized Bedrooms': 3,\n",
       "         'Sunny Southern Exposure': 2,\n",
       "         'Actual Photos!': 5,\n",
       "         ' STEPS TO THE PARK & BEDFORD L STOP ': 3,\n",
       "         ' SPRAWLING TRUE 3BR SUPER SHARE ': 1,\n",
       "         ' FIT FOR KINGS! ': 1,\n",
       "         ' UNIQUE RENOVATIONS ': 3,\n",
       "         ' STEPS TO THE WATERFRONT ': 1,\n",
       "         ' 1 BLK TO BEDFORD L STOP ': 1,\n",
       "         'All pets ok': 3,\n",
       "         'Bike storage': 3,\n",
       "         'Storage space': 2,\n",
       "         'Common courtyard': 1,\n",
       "         'Skyline view': 2,\n",
       "         'Stone countertops': 1,\n",
       "         'Game room': 3,\n",
       "         'Owner Occupied - 3 family townhouse - no realtor fees - this beautiful apt is offered below market rate': 1,\n",
       "         ' NO FEE BKLN LUXURY! ': 1,\n",
       "         ' EXPANSIVE 1BR w/HOME OFFICE ': 1,\n",
       "         ' FULL RENOVATED ': 1,\n",
       "         'BACKYARD': 9,\n",
       "         'Flex-3': 6,\n",
       "         'On-site Super': 3,\n",
       "         ' ROOMY CLOSETS ': 14,\n",
       "         ' 4 BLKS TO BEDFORD L ': 1,\n",
       "         'Great Views': 1,\n",
       "         'Sunny Southern & Western Exposure': 1,\n",
       "         'air conditioned': 1,\n",
       "         'hardwood  floors': 1,\n",
       "         'Steps to Prospect Park': 1,\n",
       "         'Spacious': 4,\n",
       "         'Granite Countertops': 2,\n",
       "         'Oak Floors': 3,\n",
       "         'Stainless Appliances': 2,\n",
       "         'Parquet Floors': 1,\n",
       "         'Built-in Breakfast Bar': 1,\n",
       "         'Incredible Views!': 1,\n",
       "         'NO FEE Specialist! Harry Ego 718.413.8270 hego@citihabitats.com': 1,\n",
       "         'Great View': 1,\n",
       "         'Package Receiving': 1,\n",
       "         'Storage Space': 3,\n",
       "         ' MASSIVE 3BR SUPER SHARE ': 3,\n",
       "         ' STEPS TO BEDFORD L STOP ': 2,\n",
       "         ' SPACIOUS STUDIO SUPREME ': 1,\n",
       "         ' AMAZING CORNER LAYOUT ': 1,\n",
       "         ' TONS OF SUNLIGHT ': 4,\n",
       "         'Laundry.': 1,\n",
       "         'DISHWASHER': 2,\n",
       "         'Business Center': 16,\n",
       "         ' HUGE TRUE 2BR ': 1,\n",
       "         ' COURTYARD ': 5,\n",
       "         ' FULLY RENOVATED ': 2,\n",
       "         'at an additional cost.': 1,\n",
       "         'Private Patio!': 1,\n",
       "         'Laundry in Building!': 1,\n",
       "         'Storage in Building Included!': 1,\n",
       "         'Great Light and Location. Fresh paint.': 1,\n",
       "         'Storage Available': 6,\n",
       "         'Flex-1': 2,\n",
       "         ' HOLY NO FEE DEAL! ': 1,\n",
       "         ' PRIVATE TERRACE ': 4,\n",
       "         'electronic keycard': 1,\n",
       "         'shuttle service to subway': 1,\n",
       "         ' GIGANTIC GREENPOINT 2BR HOME ': 1,\n",
       "         ' EXTRA STORAGE ': 2,\n",
       "         ' DINING ROOM ': 1,\n",
       "         ' ALL BRAND NEW! ': 1,\n",
       "         ' CHIC CHELSEA FIND! ': 1,\n",
       "         ' MASSIVE 4BR HOME ': 1,\n",
       "         ' 2 FULL BATHS ': 4,\n",
       "         ' CHEF INSPIRED KITCHEN ': 7,\n",
       "         ' ELEV THAT OPENS INTO APT ': 1,\n",
       "         'new kitchen!': 1,\n",
       "         'True 2 Bedroom - On Lexington Ave': 1,\n",
       "         'central ac': 7,\n",
       "         'Brand New Appliances': 1,\n",
       "         'Great Closet Space': 2,\n",
       "         'Cinema Room': 5,\n",
       "         'One small dog ok on approval': 2,\n",
       "         'Twenty-four hour concierge and doorman': 2,\n",
       "         'On-site lifestyle concierge by Luxury Attaché': 3,\n",
       "         'Elegant glass-enclosed private lounge with magnificent river views': 3,\n",
       "         'Billiards table and wet bar': 3,\n",
       "         'Fully-equipped Club fitness center': 3,\n",
       "         'Club sun deck has spectacular city and river views': 3,\n",
       "         'Complimentary Sunday brunch': 3,\n",
       "         'On-site parking available': 3,\n",
       "         'Free WiFi in Club lounge': 3,\n",
       "         'backyard': 1,\n",
       "         'new construction': 1,\n",
       "         'Actual photos': 1,\n",
       "         'Garbage Disposal': 7,\n",
       "         'Jr.1 Bed': 1,\n",
       "         'Alcove Studio': 1,\n",
       "         'NO FEE...LUXURY DOORMAN BUILDING^^^RIVER VIEWS': 1,\n",
       "         'Extra Room': 2,\n",
       "         'Wood-burning Fireplace': 6,\n",
       "         'Great Location': 1,\n",
       "         'Stunning New Renovation': 1,\n",
       "         'Southern Exposure': 2,\n",
       "         'Seperate Kitchen': 1,\n",
       "         'Queen Sized Bedroom': 2,\n",
       "         'Underground parking': 1,\n",
       "         'Storage in basement': 1,\n",
       "         'Close to hospitals': 1,\n",
       "         'Recessed Lighting': 3,\n",
       "         'Built In AC': 1,\n",
       "         'Extra Closet Space': 2,\n",
       "         'Common backyard': 15,\n",
       "         'Rent Stabilize - Elevator Building': 1,\n",
       "         ' ENORMOUS 4BR MEGA-SHARE ': 1,\n",
       "         ' MAGIC ERASER CLEAN ': 2,\n",
       "         ' SPRAWLING 3BR SUPER SHARE ': 3,\n",
       "         ' CLEAN & BRITE ': 3,\n",
       "         ' NEAR WATERFRONT! ': 1,\n",
       "         'Keyed Elevator with direct access into your living room': 1,\n",
       "         'private terrace': 1,\n",
       "         '9th floor manhattan views': 1,\n",
       "         'huge living room': 1,\n",
       "         'view': 13,\n",
       "         'Park view': 5,\n",
       "         'Dish Washer': 2,\n",
       "         'King-Sized Bedroom': 1,\n",
       "         'Granite Counter Tops': 4,\n",
       "         'Full Floor': 1,\n",
       "         'Parking Garage': 1,\n",
       "         'Washer/ Dryer Hookups': 1,\n",
       "         'private deck': 1,\n",
       "         ' OVERSIZED 3BR SUPER SHARE ': 1,\n",
       "         ' EQUAL SIZED BRS! ': 1,\n",
       "         ' WALL OF WINDOWS ': 1,\n",
       "         ' MULTI-LEVEL MANSION ': 1,\n",
       "         ' HUGE 4BR DUPLEX ': 1,\n",
       "         ' OVERSIZED WINDOWS GALORE ': 1,\n",
       "         'Deco Fireplace': 2,\n",
       "         '1.5 baths': 1,\n",
       "         'Marble Bathrooms': 1,\n",
       "         'PLUS 1 MONTH FREE!!!': 1,\n",
       "         'amazing detail': 1,\n",
       "         'Multi-level': 10,\n",
       "         'valet parking': 2,\n",
       "         'Windowed Kitchen': 1,\n",
       "         'Gas Stove': 1,\n",
       "         'Utilities Included': 3,\n",
       "         'Extra Storage': 2,\n",
       "         'Bluetooth': 3,\n",
       "         '24 hr doorman': 3,\n",
       "         'free gym': 1,\n",
       "         'tenants lounge with free Wi-Fi': 1,\n",
       "         'furnished wrap around terrace': 1,\n",
       "         'laundry room': 4,\n",
       "         'housekeeping + dry cleaning services': 1,\n",
       "         'Condo Grade Finishes': 1,\n",
       "         'Large Private Deck': 1,\n",
       "         'Washer/ Dryer in Unit': 1,\n",
       "         'Low Fee Listing': 1,\n",
       "         'Granite Counter-tops': 1,\n",
       "         'Garage.': 2,\n",
       "         'Massive Living-room': 1,\n",
       "         'gym': 27,\n",
       "         'Original Details': 3,\n",
       "         'In unit washer and dryer': 2,\n",
       "         'lounge area': 2,\n",
       "         'Dry cleaning service': 3,\n",
       "         'Fitness center': 2,\n",
       "         'garage': 11,\n",
       "         'washer dryer': 1,\n",
       "         'Yard': 4,\n",
       "         'Views': 1,\n",
       "         'Elevator building': 1,\n",
       "         'Large Living room & Bedrooms': 1,\n",
       "         'skylight': 1,\n",
       "         'Renovated Bathroom': 2,\n",
       "         'Closets': 2,\n",
       "         'Separate Kitchen': 1,\n",
       "         ' SUPER SEXY 2BR ': 1,\n",
       "         ' SPACIOUS SUNSPANKED LAYOUT ': 1,\n",
       "         'RIVER VIEWS': 1,\n",
       "         'Gym Discount': 1,\n",
       "         'free cable tv and wireless internet': 1,\n",
       "         '6 bedrooms': 1,\n",
       "         '3 bath': 1,\n",
       "         'wine cooler.': 1,\n",
       "         'Virtual Tour': 5,\n",
       "         '1 BR or Conv 2': 1,\n",
       "         ' 1/2 BLK TO BEDFORD L ': 1,\n",
       "         'Local Gym Discount': 1,\n",
       "         'Valet Service': 4,\n",
       "         'FIOS High Speed Internet': 1,\n",
       "         'On Site Super': 1,\n",
       "         ' THE PERFECT SHARE! ': 3,\n",
       "         ' 2 BLKS TO WATERFRONT & BEDFORD L STOP ': 1,\n",
       "         'City view': 7,\n",
       "         ' CLASSY CORNER STUDIO ': 2,\n",
       "         ' OVERSIZED & UNDERPRICED ': 2,\n",
       "         ' WINDOWS ALL AROUND ': 4,\n",
       "         ' LIC LUXURY 2BR HOME ': 1,\n",
       "         ' SS KITCHEN ~ DISHWASHER ': 1,\n",
       "         ' ALL NEW! ': 1,\n",
       "         'Garage Fitness Facility Laundry Room Valet Lounge Billiards Room Rooftop Deck WiFi Access': 1,\n",
       "         'Brand Spanking New': 1,\n",
       "         '1 MONTH FREE': 1,\n",
       "         'deco brick wall': 1,\n",
       "         'dishwaser': 1,\n",
       "         'Wardrobe Style Closets': 1,\n",
       "         'Brand New Stainless Steal Appliances!': 1,\n",
       "         'Granite Counter tops.': 1,\n",
       "         'Sunlight': 1,\n",
       "         'Gut Renovations': 1,\n",
       "         'Ceiling Fans': 1,\n",
       "         'microwave': 4,\n",
       "         'on-site super': 21,\n",
       "         'HUGE & GUT RENOVATED': 1,\n",
       "         'Nearby M & R trains': 1,\n",
       "         'Close to Central Park': 1,\n",
       "         '3-12 MONTH LEASES ALLOWED': 1,\n",
       "         ' WICKED W50s FIND! ': 1,\n",
       "         ' STEPS TO CENTRAL PARK! ': 2,\n",
       "         'Washer/Dryer in Unit': 10,\n",
       "         'Renovated Kitchen': 4,\n",
       "         '2 Full Baths': 2,\n",
       "         'Ample sofa bed in living space for extra accommodations': 1,\n",
       "         'Exposed BrickHardwood Floors MicrowaveRenovated open view Excellent': 1,\n",
       "         '4th floor Walk Up': 1,\n",
       "         'A/C Units': 1,\n",
       "         'Washer/Dryer in-Unit': 1,\n",
       "         'Private Deck': 9,\n",
       "         'ceiling-fan. 3Lg closets': 1,\n",
       "         'small dressing-area in front of bathroom': 1,\n",
       "         '2 Months Free': 1,\n",
       "         'playroom/nursery': 14,\n",
       "         'storage room': 16,\n",
       "         'Unassigned Paid parking available nearby': 3,\n",
       "         'Shares OK': 33,\n",
       "         'Shared Yard': 1,\n",
       "         '$1000. Move-in Visa Giftcard will be handed to new tenants upon rental lease signing': 1,\n",
       "         'A Full service Luxury Highrise': 2,\n",
       "         'Penthouse': 5,\n",
       "         ' SPRAWLING SUNFILLED 4BR MANSION ': 1,\n",
       "         'Bluetooth System': 1,\n",
       "         'Stainless Kitchen': 1,\n",
       "         'Mail Room': 11,\n",
       "         'Washer / Dryer': 1,\n",
       "         'Fitness Room': 5,\n",
       "         \"No Broker's Fees\": 1,\n",
       "         'Sun/Roofdeck': 1,\n",
       "         'Free Storage': 1,\n",
       "         '<null>': 2,\n",
       "         'pets allowed': 7,\n",
       "         'A full service Luxury residence': 1,\n",
       "         'Reduced fee while it lasts!': 1,\n",
       "         'Roof': 1,\n",
       "         '700 SF': 1,\n",
       "         'Storage Closet': 1,\n",
       "         ' CLASSY CORNER STUDIO SUPREME ': 1,\n",
       "         ' UNIQUE UNION SQ STEAL ': 1,\n",
       "         ' MASSIVE 1BR HOME ': 11,\n",
       "         ' REAL PIX ': 6,\n",
       "         ' HUGE TRUE 2BR SUPER SHARE ': 3,\n",
       "         ' SO FRESH & SO CLEAN ': 1,\n",
       "         ' L TRAIN BABY! ': 1,\n",
       "         'Large room': 1,\n",
       "         'BUILT-IN SPEAKER SYSTEM': 2,\n",
       "         'Large windows': 2,\n",
       "         'Dining room': 3,\n",
       "         'kitchen island': 2,\n",
       "         'Breakfast bar': 2,\n",
       "         'S/S appliances': 5,\n",
       "         'Cable ready': 4,\n",
       "         'Flex-4': 1,\n",
       "         'Garage Parking': 1,\n",
       "         'Garden Roof Deck': 1,\n",
       "         'Semi-private Backyard': 1,\n",
       "         ' REAL NO FEE LUXURY! ': 1,\n",
       "         ' OVERSIZED 2BR HOME ~ FIT FOR QUEENS!! ': 1,\n",
       "         \"  CHEF'S KITCHEN \": 1,\n",
       "         ' 1 BLK TO TRAIN ': 1,\n",
       "         'Wine Cooler': 1,\n",
       "         '24/7 Doorman Concierge': 5,\n",
       "         'Media Screening Room': 4,\n",
       "         'Exercise/Yoga Studio': 4,\n",
       "         'Roof Deck with Grills': 4,\n",
       "         'Billiards Room': 7,\n",
       "         'Spa Services': 5,\n",
       "         'Washer/Dryer In-Unit': 4,\n",
       "         'Cold Storage': 5,\n",
       "         'Unit has Balcony': 1,\n",
       "         'bike room': 3,\n",
       "         'billiards room': 3,\n",
       "         'water filtration system': 3,\n",
       "         'valet': 8,\n",
       "         'rooftop deck': 4,\n",
       "         'fitness facility': 3,\n",
       "         'common storage': 4,\n",
       "         'exercise studio': 3,\n",
       "         'steam room': 3,\n",
       "         'private storage': 3,\n",
       "         ' EXPANSIVE KING-SIZED 2BR MEGA-SHARE ': 1,\n",
       "         ' BIKE STORAGE ': 1,\n",
       "         ' 3 BLKS TO BEDFORD L ': 1,\n",
       "         'Hardwood floor': 1,\n",
       "         'Private Outdoor space': 1,\n",
       "         'spacious rooms': 1,\n",
       "         '24-hour concierge and doorman': 1,\n",
       "         'premier resident services offered by our friendly and helpful staff': 1,\n",
       "         'and breathtaking views of New York City from our rooftop terrace': 1,\n",
       "         'Central AC': 10,\n",
       "         'Large patio': 1,\n",
       "         ' BROWNSTONE BEAUTY ': 1,\n",
       "         ' OVERSIZED CLOSETS ': 2,\n",
       "         ' NEAR COLUMBIA U ': 1,\n",
       "         ' SPRAWLING SUNDRENCHED STUDIO ': 1,\n",
       "         ' W50s ~ STEPS TO THE PARK! ': 1,\n",
       "         'Walk in closet': 1,\n",
       "         'Double Panned Sound-Proof windows /Renovated open kitchen marble and stainless steel countertops': 1,\n",
       "         'and stainless steel appliances with a dishwasher well maintained hardwood floors add to the warmth and modern feel of the space.': 1,\n",
       "         'Open Kitchen': 1,\n",
       "         'NEW Marble Bathroom': 1,\n",
       "         'Recessed Lighting.': 2,\n",
       "         'Oversized windows': 1,\n",
       "         'South Facing': 1,\n",
       "         'Central Heat': 2,\n",
       "         'Julian Balcony': 1,\n",
       "         'Large rooms': 1,\n",
       "         'Private fenced yard': 1,\n",
       "         'Stainless Steel Kitchen': 2,\n",
       "         ' PRISTINE MODERN TOWNHOUSE! ': 1,\n",
       "         'Pets: Case by case': 1,\n",
       "         'Voice Intercom': 1,\n",
       "         'Full Skyline View': 1,\n",
       "         'NMW': 1,\n",
       "         'NO FEE!!!': 1,\n",
       "         '79th/2nd': 1,\n",
       "         'Spotless Laundry': 1,\n",
       "         'Huge': 2,\n",
       "         'One Month Fee': 1,\n",
       "         'one month free rent': 2,\n",
       "         'parking': 5,\n",
       "         '3 AC': 1,\n",
       "         'Solarium': 1,\n",
       "         'Rent Stabilized': 2,\n",
       "         'walk-in closet': 2,\n",
       "         'live-in super': 1,\n",
       "         'Dogs under 20 Lbs.                Parking ( additional Fee)': 1,\n",
       "         'Large private terrace': 1,\n",
       "         'Large open kitchen': 1,\n",
       "         'Living/dining room': 1,\n",
       "         'A/C': 1,\n",
       "         '500 Sq Ft': 1,\n",
       "         'Elevator Building': 1,\n",
       "         'Gramercy Park': 2,\n",
       "         '24th St & 3rd Ave': 1,\n",
       "         'Roof/Sundeck': 1,\n",
       "         'Full service Luxury Highrise': 2,\n",
       "         'Kitchen Pantry': 1,\n",
       "         \" CHEF'S KITCHEN \": 5,\n",
       "         'DW': 3,\n",
       "         ' RARE FIND ~ UNIQUE CARRIAGE HOUSE ': 1,\n",
       "         ' MASSIVE TRUE 2BR ': 2,\n",
       "         ' PRIVATE GARDEN ': 1,\n",
       "         ' 2 BLKS TO L TRAIN ': 1,\n",
       "         'Well mainatained Swimming pool': 1,\n",
       "         'shuttle service': 1,\n",
       "         'basketball court': 1,\n",
       "         '1/2 Month Fee': 1,\n",
       "         'Washer Dryer in Unit': 1,\n",
       "         '24 Hour Doorman': 2,\n",
       "         'State-of-the-Art Cardio and Fitness Club': 2,\n",
       "         'On-site Resident Manager': 2,\n",
       "         'Expansive Sundeck': 2,\n",
       "         'Valet Services': 8,\n",
       "         'Tenant Lounge': 9,\n",
       "         'Tenant Storage': 2,\n",
       "         'Open Layout': 2,\n",
       "         'high ceilings': 8,\n",
       "         '81ST & CPW': 1,\n",
       "         'new flooring': 1,\n",
       "         'renovated kitchen': 1,\n",
       "         'open views': 1,\n",
       "         'natural sunlight': 1,\n",
       "         'Heat & Water Included': 1,\n",
       "         'CitiBikes Nearby': 1,\n",
       "         'Game Center': 1,\n",
       "         'Water Views': 2,\n",
       "         'No Fee!': 2,\n",
       "         'BBQs!': 1,\n",
       "         'Park Block': 1,\n",
       "         'Jacuzzi bath tube': 1,\n",
       "         ' PRISTINE PARK AVE FIND! ': 1,\n",
       "         ' MASSIVE 2BR TRIPLEX DREAM SHARE ': 1,\n",
       "         ' DINING RM ': 1,\n",
       "         ' HEART OF THE E50s ': 1,\n",
       "         'Landlord paying for all utilities! Tenant pays for cable / tv / internet.': 1,\n",
       "         'High Floor': 1,\n",
       "         'Crown Moldings': 6,\n",
       "         'Pre-war Charm': 2,\n",
       "         'Beamed Ceilings': 1,\n",
       "         'Ached Doorways': 1,\n",
       "         'Foyer': 2,\n",
       "         'SSA Kitchen': 2,\n",
       "         'Walk In Closet': 1,\n",
       "         ' RIVERSIDE NO FEE SPECIAL! ': 1,\n",
       "         ' SPRAWLING 1BR HOME ': 4,\n",
       "         ' E60s EXCELLENCE ': 1,\n",
       "         'Intercom': 2,\n",
       "         '1/2 bath': 1,\n",
       "         'new stainless steel appliances': 1,\n",
       "         'rooftop': 2,\n",
       "         'finished basement': 1,\n",
       "         'Fire Place': 1,\n",
       "         'Equal Size Rooms': 1,\n",
       "         'Bright & Sunny!': 1,\n",
       "         'video intercom': 5,\n",
       "         'Brand New': 3,\n",
       "         'Queen Bedrooms': 1,\n",
       "         'Tenant pays for electric!': 1,\n",
       "         ' OVERSIZED & UNDERPRICED! ': 2,\n",
       "         ' SPRAWLING SUNFILLED STUDIO ': 3,\n",
       "         'MW': 2,\n",
       "         'DW  DUPLEX   PENTHOUSE': 1,\n",
       "         'Arched Doorways': 1,\n",
       "         'Herringbone Wood Floors': 1,\n",
       "         'Window Kitchen': 2,\n",
       "         'Window Bath': 3,\n",
       "         'King Size Bedroom': 2,\n",
       "         'On-Site Super': 2,\n",
       "         'balocny': 1,\n",
       "         '$500 Security Deposit': 1,\n",
       "         'Easy Qualification': 1,\n",
       "         'Dining/living room': 1,\n",
       "         'Large finished basement': 1,\n",
       "         'Mullion Pane Windows': 1,\n",
       "         'Decorative fireplace': 1,\n",
       "         'junior 1 bedroom layout': 1,\n",
       "         'duplex': 1,\n",
       "         'Balconies in both bedrooms': 2,\n",
       "         'Private roof access': 3,\n",
       "         'Skylight Atrium': 3,\n",
       "         'Duplex Lounge': 3,\n",
       "         ...})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#tokenize words\n",
    "#each phrase is considered as a word\n",
    "indexes = list(df.index.values.tolist())\n",
    "values = list(df['features'][indexes])\n",
    "text_list = []\n",
    "holder = 0\n",
    "for i in range(len(values)):\n",
    "    for ele in values[i]:\n",
    "        if(len(ele)>50):\n",
    "            temp = []\n",
    "            temp = re.split(r'[**]', ele)\n",
    "            for j in range(len(temp)):\n",
    "                text_list.append(temp[j])  \n",
    "        else:\n",
    "            text_list.append(ele)\n",
    "        holder += 1   \n",
    "Counter(text_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['Dining Room', 'Pre-War', 'Laundry in Building', 'Dishwasher', 'Hardwood Floors', 'Dogs Allowed', 'Cats Allowed', 'Doorman', 'Elevator', 'No Fee', 'Laundry in Unit', 'Fitness Center', 'Loft', 'Fireplace', 'Roof Deck', 'High Speed Internet', 'Swimming Pool', 'Wheelchair Access', 'Reduced Fee', 'Common Outdoor Space', 'Parking Space', 'Laundry In Building', 'Concierge', 'Playroom', 'balcony', 'private-balcony', 'Private outdoor space', 'Private balcony', 'PublicOutdoor', 'Garage', 'Laundry In Unit', 'Garden/Patio', 'New Construction', 'Furnished', 'Private Outdoor Space', 'Exclusive', 'Terrace', 'Outdoor Space', 'Balcony', 'Live-in superintendent', 'On-site laundry', 'prewar', 'LOWRISE', 'SIMPLEX', 'HARDWOOD', 'WiFi Access', 'Live-in Super', 'Duplex', 'Common roof deck', 'Newly renovated', 'Skylight', 'Washer/Dryer', 'Pets on approval', 'Pool', 'Storage', 'dishwasher', 'No pets', 'LAUNDRY', 'Multi-Level', 'High ceilings', 'Utilities included', 'High Ceiling', 'Laundry Room', 'Subway', 'Hardwood', 'High Ceilings', 'Renovated', 'Marble Bath', 'Granite Kitchen', 'Light', 'ACTUAL APT. PHOTOS', 'Hardwood floors', 'Stainless Steel Appliances', 'Granite countertops', 'Central A/C', 'Video Intercom', 'Built in microwave', 'Roof access', 'Patio', 'Roof-deck', 'Prewar', 'elevator', 'Residents Garden', 'On-site Garage', 'Valet', 'Cable/Satellite TV', 'Washer in Unit', 'Dryer in Unit', 'storage', 'EXPOSED BRICK', 'Residents Lounge', 'Childrens Playroom', 'Garden', 'View', 'Concierge Service', 'LIVE IN SUPER', 'EAT IN KITCHEN', 'HIGH CEILINGS', 'Private Entrances', 'Finished Basement', 'Top Floor Unit', 'King Sized Bedroom', 'XXL Windows', 'pool', 'Full-time doorman', 'Gym/Fitness', 'building-common-outdoor-space', 'Walk in Closet(s)', 'Parking', 'Live In Super', 'Green Building', \"children's room\", 'fitness center', 'pet friendly', 'water view', '24hr doormen', 'package service', 'dry cleaning service', 'On-site Laundry', 'DINING ROOM', 'Short Term Allowed', 'Laundry', 'Pet Friendly', 'Guarantors Accepted', 'Sleep Loft', 'hardwood floors', 'own entrance', 'oak cabinets', 'Eat-in Kitchen', '', ' HOLY NO FEE DEAL BATMAN! ', ' OVERSIZED 2BR HOME ', ' SPARKLING CLEAN & BRITE ', ' HEART OF GREENPOINT ', ' NEAR THE PARK & TRAINS ', 'Recreational Room', 'DECORATIVE FIREPLACE', 'MIDRISE', 'BALCONY', 'garden', 'Lounge', \"Children's Playroom\", 'Wheelchair Ramp', 'Townhouse', 'Air conditioning', 'Shared garden', 'Gym In Building', 'Roof deck', '24hr doorman', 'dry-cleaning service', 'Housekeeping service', 'Package service', 'Washer', 'NO FEE', '!!!!LOW FEE!!!!', 'WiFi', '24/7 Doorman', 'Washer/Dryer Hookup', 'Common garden', 'Luxury building', ' CHELSEA BABY! ', ' MASSIVE 2BR SUPER SHARE ', ' ALL MODERN & NEW ', ' ELEV /LNDRY BLDG ', 'Laundry in building', 'Eat In Kitchen', 'Home Office', 'Loft Area', 'Flex two bed', 'Superintendent lives in', 'Actual Apt. Photos', ' SPRAWLING STUDIO HOME ', ' DISHWASHER ', ' EXPOSED BRICK ', ' GUT RENOVATED ', ' PETS OK ', ' STEPS TO THE PARK ', 'Bike Room', 'Gym', 'Media Room', 'Package Room', 'Parking Available', 'Community Recreation Facilities', 'Courtyard', 'Control & pay for your own heat with your own thermostat', 'NO alternate side parking rules in neighborhood', 'Previous tenant found easy on-street parking.', 'Free Wifi', 'Citi Bike Station', 'Private Terrace', 'Stainless Steel', 'Indoor Pool', 'Garage Parking!', ' COURT SQUARE GEM! ', ' SPRAWLING SUNDRENCHED 2BR HOME ', ' CUSTOM FINISHES ', ' FIREPLACES ', ' EAT-IN KITCHEN ', ' BAY WINDOWS ', 'doorman', 'ROOFDECK', 'Backyard', 'Central Air', 'Common parking/Garage', 'New construction', 'Sauna', 'Recently renovated', '2 blocks away from Union Square', 'HIGHRISE', 'Live/Work', 'Sublet', 'Outdoor Pool', 'Combo Washer Dryer', 'Gut Renovated', 'Natural Light', 'Bridge View', 'Granite Counters', 'Shared yard', 'Newly Renovated', 'Diplomats OK', 'Walk-In Closet', 'Outdoor play area', 'Washer and dryer in unit', 'Walk-in closet', 'River view', \"Children's room\", 'Stainless steel appliances', 'build-in Microwave-oven', 'ceiling-fan...', 'patio', 'Outdoor Areas', 'Private backyard', ' UNIQUE FIND! ', ' SPRAWLING 2BR SUPER SHARE ', ' WALLS OF WINDOWS ', ' STUNNING RENOVATIONS ', ' 2 BLKS TO BEDFORD L STOP ', '24/7 Concierge', 'Package & grocery delivery storage', 'Full size gym', 'Yoga / dance studio', 'Screening room', 'Movie theater', 'Children playroom', 'Gardening area with rentable plots', 'On-site parking', 'Bike & stroller storage', 'Pet grooming room', 'Stunning roof deck with breathtaking views', 'Roof grilling area', 'Rentable', 'fully equipped chef’s kitchen with private roof deck', 'Party room', 'Virtual Doorman', 'Laundry On Floor', 'Expansive Living-room', 'King Size Bedrooms', ' OVERSIZED 1BR HOME ', ' PERFECT NATURAL LIGHT ', ' HEART OF CHELSEA ', 'Unassigned Paid parking available', 'A full service Luxury highrise', 'Breakfast Bar', 'Queen & King Size Bedrooms', 'Large Living room', 'renovated', 'Deco Brick Wall', '4th off Charles', 'ALL NEW', 'Loft Like', 'Big Rooms', 'The Most Sought after Location', 'Valet Parking', 'Sunny', 'Bike room', 'Lots of Light', 'pets upon approval', 'Resident Super in the building', 'pets', 'Pets: Cats/Small Dogs', 'private-outdoor-space', ' OVERSIZED 2BR SUPER SHARE ', ' FRENCH DOORS ', ' SS EAT-IN KITCHEN ', ' MR CLEAN APPROVED ', ' HEART OF MIDTOWN! ', 'assigned-parking-space', 'Private parking', 'Post-War', 'Diswasher', 'ELEVATOR/LAUNDRY/ SO CLOSE TO THE 6 $2450!!', 'Microwave', 'Rooftop Deck', 'On-site super', 'Hardwood Floor', 'BROWNSTONE', 'Lounge room', 'Hot Water Inc. HUGE Walk-In Closet or Extra Room!', 'Air Conditioning', 'Near Subway', 'Near PRATT', 'Live-in super', 'private backyard', '• On-site lifestyle concierge by Luxury Attaché •24/7 Doorman • State of the art cardiovascular and weight training equipment • 24-hour valet parking garage • Valet services including dry cleaning', 'laundry & housekeeping • Marc Club includes a cinema room', 'business center', 'exclusive residential lounge & Café • Spacious and breathtaking fully landscaped 10', '000-square foot sun deck• Free WiFi in Marc Club', ' DOUBLE DUPLEX DEAL! ', ' SPRAWLING 3BR HOME ', ' 1.5 BATHS ', ' PRIVATE DECK & BALCONY! ', ' WASHER//DRYER ', ' ALL MODERN NEW! ', 'King size bedroom', 'walk in closet', 'New Renovation', 'FLEXIBLE VIEWING TIMES', 'Deck', '1.5 Bath', 'On-site Parking Lot', 'Granite counter tops', 'lounge', 'in unit washer and dryer', 'fireplace', 'eat in kitchen', 'Mint Condition', '12th St & 3rd Ave', 'Union Square', 'French Doors', ' CLASSY CONV 2BR DUPLEX DREAM! ', ' ROOM TO ENTERTAIN ', ' LNDRY BLDG ', ' CATS OK ', ' HEART OF THE VILLAGE ', ' SASSY SOHO STEAL! ', ' NO FEE! ', ' GOURMET KITCHEN ', ' HUGE CLOSETS ', ' ELEV BLDG ', 'Health Club', 'All Utilities included', 'Pets Allowed', 'Near Transportation', 'AC', 'Separate kitchen', 'Sorry no pets', 'Equal King-Size Bedrooms', 'Large Living-room', 'Bright & Sunny', 'Brand New SS Kitchen', 'Polished Hardwood Floors', 'Sparkling  Marble Bathroom', 'Mins From Train', 'Common terrace', 'HARDWOOD FLOORS', 'HEAT/HOT WATER INCLUDED', ' DIAMOND NO FEE DEAL! ', ' MASSIVE 1BR w/ HOME OFFICE ', ' CONDO QUALITY FINISHES ', ' 1 BLK TO THE PARK ', 'deco brick walls', 'Tall Ceilings', 'Island Kitchen', 'Complimentary breakfast on weekdays', 'terrace', 'Extra room', '1 month free rent', 'Marble Bathroom', 'Queen Size bedrooms', 'Heat Included', 'Gas Included', 'Hot Water Included', 'Electricity Included', 'Eat-in kitchen', 'GARDEN', 'DUPLEX', 'Attended Lobby', 'FT Doorman', 'Hi Rise', 'Post War', 'Basement Storage', 'Full Service Garage', 'Washer/Dryer in building', 'Rooftop Terrace', 'On-Site Parking', 'Outdoor Entertainment Space', 'In-Unit Washer/Dryer', 'Fireplaces', 'Live-In Superintendent', 'Terraces / Balconies', 'LEED certified', 'Green building', 'near transportation', 'Air Condition', 'High Ceil', 'Laundry room on every floor. Health club', 'indoor swimming pool', 'sundeck with BBQ grills', 'misting shower and resident lounge available.', 'FREE MONTH & NO-FEE', 'RENOVATED 1 Bed', 'roof deck', 'washer and dryer in the unit', 'floor to ceiling windows', 'open concept kitchen', 'sauna', ' ENTIRE FLOOR! ', ' SPRAWLING 2BR HOME ', ' IMMACULATE RENOVATIONS ', ' FIREPLACE ', ' HOLY DEAL BATMAN! ', ' MASSIVE 4BR MANSION ', 'All utilities included', 'Shared backyard', 'Washer & Dryer', '65th/2nd Ave', '2nd Ave', 'All New', 'Mint', 'One month Fee', 'Valet services', 'Move-in coordination', 'Private Dining Room', 'Indoor swimming pool', 'Outdoor grilling terrace', 'Children’s playroom', 'Library', 'Spa center', 'Pilates and training room.', 'Eat in kitchen', 'Standard on-site parking', 'A Full Service luxury Highrise', 'Exposed Brick Wall', 'Full-time Doorman', 'Pets allowed', 'Laundry on floor', 'Outdoor areas', 'Bike Storage', 'b Billiards Table', 'Party Room', 'Screening Room', 'Resident Events', 'Atm', 'Private Shuttle', 'Leed Certificate Gold', 'BBQ Grill', 'Roof garden and lounge', 'Market on site', 'Poker Table', 'Yoga an Pilates class', \"Children's playroom\", 'Spin Room', 'Exposed Brick', 'Low Fee', 'High-speed Internet', 'Live/work', 'exposed brick', 'stainless steel', 'Magnificent Venetian-Style', 'Fully  equipped', 'state-of-the-art fitness center', 'On-site Parking available', 'Valet services including dry cleaning', 'laundry & housekeeping', 'On-site ATM Machine', 'Outdoor roof deck overlooking New York Harbor and Battery Park', 'Private laundry room on every floor', 'Storage Facilities available', 'Cinema room', 'Huge Private Backyard', '2 bathrooms', 'RENOVATED', 'WALK IN CLOSET', 'INDOOR GARAGE AVAILABLE', 'Jacuzzi', '24 hour attended lobby', 'Double height lobby French limestone and Rojo Alicante marble', 'Comprehensive valet services including maid service', 'laundry / dry-cleaning and auto care', 'Building Link Notification & Key Track for tenants convenience', 'Closed circuit television security system', 'Bicycle and tenant st...orage available for rent', 'Pet friendly', 'specific dog breeds up to 40lbs', 'Live-In Resident Manager', '& ATM machine on-site', 'postwar', 'ONE MONTH FREE', 'SS Appliances w/ Dishwasher', 'Convertible-2', 'Working Fireplace', ' OVERSIZED 3BR HOME ', ' SPARKLING CLEAN ', ' TONS OF NATURAL LIGHT ', ' 2 BLKS TO THE WATERFRONT & BEDFORD L STOP ', 'Super On-Site', 'small pets allowed', ' MASSIVE WINDOWS GALORE ', \" COOK'S KITCHEN \", ' HUGE TRUE 3BR HOME ', ' THE PERFECT SHARE ', ' STEPS TO L TRAIN ', 'SS Appliances', 'Large Windows with Lots of Natural Light', 'golf simulator', \"children's playroom\", \"residents' lounge\", 'concierge services', 'rooftop with grills', 'Private garden', 'Bright', 'Luxury Building', 'Free Gym', 'Grand Central', '36th St & 3rd Ave', 'Flex-2', ' EAST VILLAGE EXTRAVAGANZA ', ' MASSIVE 2BR HOME ', ' PERFECT SHARE ', ' SPRAWLING TRUE 2BR HOME ', ' COURTYARD! ', ' 2 BLKS TO BEDFORD L ', ' OVERSIZED 1BR DUPLEX DREAM ', ' UNIQUE DETAILS ', ' NEAR CENTRAL PARK ', ' W50s BABY ', 'Close to subway', 'Conv. 3 Bedroom', 'Skylights', \"1 mo broker's fee 18 mo lease\", 'Video intercom', 'Soaking Neptune bathtub', 'Exposed brick', 'in-unit washer-dryer', 'built-in wine cooler', 'private patio', 'counter-top space', 'closet space', '$250 application fee with background and credit check. Board interview and approval.', ' HOLY NO FEE! ', ' PRIVATE TERRACE & SCENIC ROOF DECK ', ' SS KITCHEN ', ' ELEV/LNDRY BLDG ', ' 3 BLKS TO L TRAIN ', 'Decorative Fireplace', 'Private terrace', 'Southern exposure', 'Outdoor space', ' EXPANSIVE 4BR DUPLEX DREAM SHARE ', ' GARDEN! ', ' HUGE WINDOWS GALORE ', ' ORNATE PREWAR DETAILS ', ' RARE FIND! ', ' SPRAWLING SUNDRENCHED 1BR HOME ', ' STUNNING FINISHES ', ' WASHER/DRYER ', ' HEART OF CHELSEA! ', 'deck', 'Private roofdeck', 'Large Living Room', 'Queen Sized Bedrooms', 'Sunny Southern Exposure', 'Actual Photos!', ' STEPS TO THE PARK & BEDFORD L STOP ', ' SPRAWLING TRUE 3BR SUPER SHARE ', ' FIT FOR KINGS! ', ' UNIQUE RENOVATIONS ', ' STEPS TO THE WATERFRONT ', ' 1 BLK TO BEDFORD L STOP ', 'All pets ok', 'Bike storage', 'Storage space', 'Common courtyard', 'Skyline view', 'Stone countertops', 'Game room', 'Owner Occupied - 3 family townhouse - no realtor fees - this beautiful apt is offered below market rate', ' NO FEE BKLN LUXURY! ', ' EXPANSIVE 1BR w/HOME OFFICE ', ' FULL RENOVATED ', 'BACKYARD', 'Flex-3', 'On-site Super', ' ROOMY CLOSETS ', ' 4 BLKS TO BEDFORD L ', 'Great Views', 'Sunny Southern & Western Exposure', 'air conditioned', 'hardwood  floors', 'Steps to Prospect Park', 'Spacious', 'Granite Countertops', 'Oak Floors', 'Stainless Appliances', 'Parquet Floors', 'Built-in Breakfast Bar', 'Incredible Views!', 'NO FEE Specialist! Harry Ego 718.413.8270 hego@citihabitats.com', 'Great View', 'Package Receiving', 'Storage Space', ' MASSIVE 3BR SUPER SHARE ', ' STEPS TO BEDFORD L STOP ', ' SPACIOUS STUDIO SUPREME ', ' AMAZING CORNER LAYOUT ', ' TONS OF SUNLIGHT ', 'Laundry.', 'DISHWASHER', 'Business Center', ' HUGE TRUE 2BR ', ' COURTYARD ', ' FULLY RENOVATED ', 'at an additional cost.', 'Private Patio!', 'Laundry in Building!', 'Storage in Building Included!', 'Great Light and Location. Fresh paint.', 'Storage Available', 'Flex-1', ' HOLY NO FEE DEAL! ', ' PRIVATE TERRACE ', 'electronic keycard', 'shuttle service to subway', ' GIGANTIC GREENPOINT 2BR HOME ', ' EXTRA STORAGE ', ' DINING ROOM ', ' ALL BRAND NEW! ', ' CHIC CHELSEA FIND! ', ' MASSIVE 4BR HOME ', ' 2 FULL BATHS ', ' CHEF INSPIRED KITCHEN ', ' ELEV THAT OPENS INTO APT ', 'new kitchen!', 'True 2 Bedroom - On Lexington Ave', 'central ac', 'Brand New Appliances', 'Great Closet Space', 'Cinema Room', 'One small dog ok on approval', 'Twenty-four hour concierge and doorman', 'On-site lifestyle concierge by Luxury Attaché', 'Elegant glass-enclosed private lounge with magnificent river views', 'Billiards table and wet bar', 'Fully-equipped Club fitness center', 'Club sun deck has spectacular city and river views', 'Complimentary Sunday brunch', 'On-site parking available', 'Free WiFi in Club lounge', 'backyard', 'new construction', 'Actual photos', 'Garbage Disposal', 'Jr.1 Bed', 'Alcove Studio', 'NO FEE...LUXURY DOORMAN BUILDING^^^RIVER VIEWS', 'Extra Room', 'Wood-burning Fireplace', 'Great Location', 'Stunning New Renovation', 'Southern Exposure', 'Seperate Kitchen', 'Queen Sized Bedroom', 'Underground parking', 'Storage in basement', 'Close to hospitals', 'Recessed Lighting', 'Built In AC', 'Extra Closet Space', 'Common backyard', 'Rent Stabilize - Elevator Building', ' ENORMOUS 4BR MEGA-SHARE ', ' MAGIC ERASER CLEAN ', ' SPRAWLING 3BR SUPER SHARE ', ' CLEAN & BRITE ', ' NEAR WATERFRONT! ', 'Keyed Elevator with direct access into your living room', 'private terrace', '9th floor manhattan views', 'huge living room', 'view', 'Park view', 'Dish Washer', 'King-Sized Bedroom', 'Granite Counter Tops', 'Full Floor', 'Parking Garage', 'Washer/ Dryer Hookups', 'private deck', ' OVERSIZED 3BR SUPER SHARE ', ' EQUAL SIZED BRS! ', ' WALL OF WINDOWS ', ' MULTI-LEVEL MANSION ', ' HUGE 4BR DUPLEX ', ' OVERSIZED WINDOWS GALORE ', 'Deco Fireplace', '1.5 baths', 'Marble Bathrooms', 'PLUS 1 MONTH FREE!!!', 'amazing detail', 'Multi-level', 'valet parking', 'Windowed Kitchen', 'Gas Stove', 'Utilities Included', 'Extra Storage', 'Bluetooth', '24 hr doorman', 'free gym', 'tenants lounge with free Wi-Fi', 'furnished wrap around terrace', 'laundry room', 'housekeeping + dry cleaning services', 'Condo Grade Finishes', 'Large Private Deck', 'Washer/ Dryer in Unit', 'Low Fee Listing', 'Granite Counter-tops', 'Garage.', 'Massive Living-room', 'gym', 'Original Details', 'In unit washer and dryer', 'lounge area', 'Dry cleaning service', 'Fitness center', 'garage', 'washer dryer', 'Yard', 'Views', 'Elevator building', 'Large Living room & Bedrooms', 'skylight', 'Renovated Bathroom', 'Closets', 'Separate Kitchen', ' SUPER SEXY 2BR ', ' SPACIOUS SUNSPANKED LAYOUT ', 'RIVER VIEWS', 'Gym Discount', 'free cable tv and wireless internet', '6 bedrooms', '3 bath', 'wine cooler.', 'Virtual Tour', '1 BR or Conv 2', ' 1/2 BLK TO BEDFORD L ', 'Local Gym Discount', 'Valet Service', 'FIOS High Speed Internet', 'On Site Super', ' THE PERFECT SHARE! ', ' 2 BLKS TO WATERFRONT & BEDFORD L STOP ', 'City view', ' CLASSY CORNER STUDIO ', ' OVERSIZED & UNDERPRICED ', ' WINDOWS ALL AROUND ', ' LIC LUXURY 2BR HOME ', ' SS KITCHEN ~ DISHWASHER ', ' ALL NEW! ', 'Garage Fitness Facility Laundry Room Valet Lounge Billiards Room Rooftop Deck WiFi Access', 'Brand Spanking New', '1 MONTH FREE', 'deco brick wall', 'dishwaser', 'Wardrobe Style Closets', 'Brand New Stainless Steal Appliances!', 'Granite Counter tops.', 'Sunlight', 'Gut Renovations', 'Ceiling Fans', 'microwave', 'on-site super', 'HUGE & GUT RENOVATED', 'Nearby M & R trains', 'Close to Central Park', '3-12 MONTH LEASES ALLOWED', ' WICKED W50s FIND! ', ' STEPS TO CENTRAL PARK! ', 'Washer/Dryer in Unit', 'Renovated Kitchen', '2 Full Baths', 'Ample sofa bed in living space for extra accommodations', 'Exposed BrickHardwood Floors MicrowaveRenovated open view Excellent', '4th floor Walk Up', 'A/C Units', 'Washer/Dryer in-Unit', 'Private Deck', 'ceiling-fan. 3Lg closets', 'small dressing-area in front of bathroom', '2 Months Free', 'playroom/nursery', 'storage room', 'Unassigned Paid parking available nearby', 'Shares OK', 'Shared Yard', '$1000. Move-in Visa Giftcard will be handed to new tenants upon rental lease signing', 'A Full service Luxury Highrise', 'Penthouse', ' SPRAWLING SUNFILLED 4BR MANSION ', 'Bluetooth System', 'Stainless Kitchen', 'Mail Room', 'Washer / Dryer', 'Fitness Room', \"No Broker's Fees\", 'Sun/Roofdeck', 'Free Storage', '<null>', 'pets allowed', 'A full service Luxury residence', 'Reduced fee while it lasts!', 'Roof', '700 SF', 'Storage Closet', ' CLASSY CORNER STUDIO SUPREME ', ' UNIQUE UNION SQ STEAL ', ' MASSIVE 1BR HOME ', ' REAL PIX ', ' HUGE TRUE 2BR SUPER SHARE ', ' SO FRESH & SO CLEAN ', ' L TRAIN BABY! ', 'Large room', 'BUILT-IN SPEAKER SYSTEM', 'Large windows', 'Dining room', 'kitchen island', 'Breakfast bar', 'S/S appliances', 'Cable ready', 'Flex-4', 'Garage Parking', 'Garden Roof Deck', 'Semi-private Backyard', ' REAL NO FEE LUXURY! ', ' OVERSIZED 2BR HOME ~ FIT FOR QUEENS!! ', \"  CHEF'S KITCHEN \", ' 1 BLK TO TRAIN ', 'Wine Cooler', '24/7 Doorman Concierge', 'Media Screening Room', 'Exercise/Yoga Studio', 'Roof Deck with Grills', 'Billiards Room', 'Spa Services', 'Washer/Dryer In-Unit', 'Cold Storage', 'Unit has Balcony', 'bike room', 'billiards room', 'water filtration system', 'valet', 'rooftop deck', 'fitness facility', 'common storage', 'exercise studio', 'steam room', 'private storage', ' EXPANSIVE KING-SIZED 2BR MEGA-SHARE ', ' BIKE STORAGE ', ' 3 BLKS TO BEDFORD L ', 'Hardwood floor', 'Private Outdoor space', 'spacious rooms', '24-hour concierge and doorman', 'premier resident services offered by our friendly and helpful staff', 'and breathtaking views of New York City from our rooftop terrace', 'Central AC', 'Large patio', ' BROWNSTONE BEAUTY ', ' OVERSIZED CLOSETS ', ' NEAR COLUMBIA U ', ' SPRAWLING SUNDRENCHED STUDIO ', ' W50s ~ STEPS TO THE PARK! ', 'Walk in closet', 'Double Panned Sound-Proof windows /Renovated open kitchen marble and stainless steel countertops', 'and stainless steel appliances with a dishwasher well maintained hardwood floors add to the warmth and modern feel of the space.', 'Open Kitchen', 'NEW Marble Bathroom', 'Recessed Lighting.', 'Oversized windows', 'South Facing', 'Central Heat', 'Julian Balcony', 'Large rooms', 'Private fenced yard', 'Stainless Steel Kitchen', ' PRISTINE MODERN TOWNHOUSE! ', 'Pets: Case by case', 'Voice Intercom', 'Full Skyline View', 'NMW', 'NO FEE!!!', '79th/2nd', 'Spotless Laundry', 'Huge', 'One Month Fee', 'one month free rent', 'parking', '3 AC', 'Solarium', 'Rent Stabilized', 'walk-in closet', 'live-in super', 'Dogs under 20 Lbs.                Parking ( additional Fee)', 'Large private terrace', 'Large open kitchen', 'Living/dining room', 'A/C', '500 Sq Ft', 'Elevator Building', 'Gramercy Park', '24th St & 3rd Ave', 'Roof/Sundeck', 'Full service Luxury Highrise', 'Kitchen Pantry', \" CHEF'S KITCHEN \", 'DW', ' RARE FIND ~ UNIQUE CARRIAGE HOUSE ', ' MASSIVE TRUE 2BR ', ' PRIVATE GARDEN ', ' 2 BLKS TO L TRAIN ', 'Well mainatained Swimming pool', 'shuttle service', 'basketball court', '1/2 Month Fee', 'Washer Dryer in Unit', '24 Hour Doorman', 'State-of-the-Art Cardio and Fitness Club', 'On-site Resident Manager', 'Expansive Sundeck', 'Valet Services', 'Tenant Lounge', 'Tenant Storage', 'Open Layout', 'high ceilings', '81ST & CPW', 'new flooring', 'renovated kitchen', 'open views', 'natural sunlight', 'Heat & Water Included', 'CitiBikes Nearby', 'Game Center', 'Water Views', 'No Fee!', 'BBQs!', 'Park Block', 'Jacuzzi bath tube', ' PRISTINE PARK AVE FIND! ', ' MASSIVE 2BR TRIPLEX DREAM SHARE ', ' DINING RM ', ' HEART OF THE E50s ', 'Landlord paying for all utilities! Tenant pays for cable / tv / internet.', 'High Floor', 'Crown Moldings', 'Pre-war Charm', 'Beamed Ceilings', 'Ached Doorways', 'Foyer', 'SSA Kitchen', 'Walk In Closet', ' RIVERSIDE NO FEE SPECIAL! ', ' SPRAWLING 1BR HOME ', ' E60s EXCELLENCE ', 'Intercom', '1/2 bath', 'new stainless steel appliances', 'rooftop', 'finished basement', 'Fire Place', 'Equal Size Rooms', 'Bright & Sunny!', 'video intercom', 'Brand New', 'Queen Bedrooms', 'Tenant pays for electric!', ' OVERSIZED & UNDERPRICED! ', ' SPRAWLING SUNFILLED STUDIO ', 'MW', 'DW  DUPLEX   PENTHOUSE', 'Arched Doorways', 'Herringbone Wood Floors', 'Window Kitchen', 'Window Bath', 'King Size Bedroom', 'On-Site Super', 'balocny', '$500 Security Deposit', 'Easy Qualification', 'Dining/living room', 'Large finished basement', 'Mullion Pane Windows', 'Decorative fireplace', 'junior 1 bedroom layout', 'duplex', 'Balconies in both bedrooms', 'Private roof access', 'Skylight Atrium', 'Duplex Lounge', 'Sundeck', 'On-Site Attended Garage', 'Walk-in-closet', ' CENTRAL PARK STEAL! ', ' MASSIVE STUDIO SUPREME ', '24/7 Full-Time Doorman Concierge', 'Full Kitchen', 'One Month Free', 'New Stainless Appliances', 'Close to Subway', '24-Hour Attended lobby', ' MIDTOWN MIRACLE ', 'Third Floor walk up', 'walk-up', 'townhouse', 'triplex', 'laundry in bldg.', ' SPRAWLING CONV 3BR MANSION ', ' STEPS TO THE PARK! ', 'Gramercy', 'BIG 2 BED DEAL..Grab it or Grieve it!!!', 'furnished rental', 'Short term', ' W70s WINNER! ', ' SUPER SWEET STUDIO ', ' HI END RENOVATIONS ', 'FURNISHED price. Central Air Conditioning. High Ceilings. Stainless Steel Appliances. Fully Equipped Stainless Steel Appliances Kitchen.', 'No fee', 'Open Granite Kitchen', 'Redwood Hardwood Floor', 'Renovated Apt', 'Roofdeck', 'A Full service Luxury highrise', ' MIDTOWN MANSION ', ' HUGE 2BR HOME ', ' SS APPL ', 'cinema room', '$1500. Move-in Visa Giftcard will be handed to new tenants upon rental lease signing', '24 Hour Doorman Concierge', 'Health Club & Indoor Swimming Pool', 'Laundry on every floor', ' EYE POPPING NO FEE! ', ' ROOF DECK ', 'Alcove', 'Dining Area', 'Part-time doorman', 'S/S Appliances', 'over sized apartment', 'Pet friendly ( case by case )', 'RENT-STABILIZED - ** RARE **', 'Basketball Court', 'Children’s Playroom.', 'Call/Text Abraham Caro @ 917-373-0862', 'FIRE PLACE', 'NO FEE!', \" CHEF'S KITCHEN w/DISHWASHER \", ' STEPS TO THE PARK & COLUMBIA ', ' SPRAWLING TRUE 2BR SUPER SHARE ', ' SCENIC ROOF DECK ', ' SUNDRENCHED & SPACIOUS ', ' MASSIVE 3BR HOME ', 'Gas and Electric Included in Rent', '1.5 bathrooms', 'laundry in basement', 'central air', 'newly renovated', 'only $250 Deposit with Approved Credit', '$600 gift card for Move-ins prior to June 19', 'A One-of-a-Kind Full Service Luxury Highrise', ' CHIC CHELSEA STEAL! ', \" GOURMET CHEF'S KITCHEN \", ' TONS OF STORAGE ', ' G-VILLAGE BABY! ', 'soaking tub', 'all kitchen appliances included', 'walking distances to restaurants', 'direct bus line to ferry', 'Large Livingroom', ' HEART OF THE VILLAGE! ', 'Live Work', 'Air Conditioning: Unknown Type', 'Outdoor Space (Private Roof Deck)', 'heat hot water included', 'huge room', ' EXTRA SWEET EAST VILLAGE! ', 'MICROWAVE', 'High Speed Internet Available', 'Complimentary Continental Breakfast', 'Valet Laundry', 'Dry Cleaning Service', 'Electronic Rent Payment', 'Outdoor Basketball Court', 'Wifi in Resident Lounge', 'Free brealfast', 'REAL WALL ALLOWED', 'Private Roof Deck', 'Call Timur for instant Access 646 847 8588', 'LOW FEE', 'Arguably the most well-Maintained Luxury Highrise in the City', 'Shares okay', 'however there\\'s a standing \"no walls\\' building policy!', 'Walls OK', ' UTILITIES INCLUDED ', ' DOORMAN ', 'Ceiling Fan', 'Large Living Area', 'Separate Entryway', 'Two Closets', 'Pets: Cats Only', 'on-sites super', 'EAT-IN-KITCHEN', ' MODERN MARVEL! ', 'One Month rent free concession on a 12 month lease', 'A One-of-a-Kind Full service Luxury Highrise', 'abundant closets', 'on site dog park and pet spa', 'attached parking', 'onsite valet', 'package room', 'virtual doorman', 'exclusive rental', 'EASY TO SHOW!', ' HOLY DEAL BATMAN!! ', ' OVERSIZED 3BR MANSION ', ' HUGE SCENIC TERRACE ', 'two month free rent', 'outdoor space', 'Kids Playroom', 'Yoga Room', 'Pets Upon Approval', 'Stainless Steel appliances', 'modern kitchen', 'granite kitchen', 'big closets', 'Twenty-four-hour concierge and doorman', 'NO PETS', 'Guarantors okay', 'Eat in Kitchen', 'Half floor through', 'Game Room', 'Business center', 'brand new stainless steel appliances', 'One month free rent', 'deco fireplace', 'high ceilings.', 'Rent includes cable tv and wireless internet', 'two full bathrooms', 'crown molding', '-Greal location', ' ALL BRAND NEW NO FEE! ', ' EXPANSIVE 2BR McMANSION ', \" COOK'S SS KITCHEN \", ' EXQUISITE RIVERSIDE SPECIAL! ', ' STUNNING STUDIO DUPLEX ', 'Gas&Electric included', ' LEX AVE LUXURY! ', ' SPRAWLING SUNFILLED 1BR HOME ', ' ALL UTILITIES INCL! ', 'NO FEE!!', ' RENT STABILIZED! ', ' OFF 6TH AVE ~ HEART OF MIDTOWN! ', 'Virtual DM', 'AC Central', 'Brand Newm Outdoor Deck', 'Stainless Steel Full Size Appliances.', 'Photos of actual apartment', 'Marble bath', 'SS appliances', 'Kids Play Room', 'Yoga Studio', ' NO FEE ', '1 month free', '2 year lease', '73rd St.', 'Elevator & LAUNDRY', 'Dogs OK', 'Bright spacious 2 BR/1BA', 'Heat and Hot Water Included', 'Newly Renovated w/ Oak wood floors   Mid century modern style interior   Large Closets in Every Bedroom EXTRA storage space in hall. Large Living room', 'Huge Bedrooms', \"Chef's kitchen\", 'Light.', 'Huge Rooms', 'Private Roof-Deck', 'storage unit', 'Vacation home', 'Water view', 'Common balcony', 'Wonderful 2 bed in WV   Grab it or Grieve it..xoxo', ' EXTRAVAGANT EAST VILLAGE! ', 'Oversize Terrace', 'Queen size sleeping Alcove', 'Convertible 1br', 'High floor', 'elevator & Laundry', '30th & 3rd ave', 'Just Listed', 'competitively priced', 'well-maintained', 'live in super', 'Modern Finishes', 'Roof Access', 'Washer/Dryer In Unit', 'A true top luxury Hi-Rise', 'reduced fee while it lasts!', 'Children’s Playroom', 'Exercise equipment (if furnished)', ' NO FEE BABY! ', ' MASSIVE 2BR w/TERRACE ', ' GOURMET SS KITCHEN ', ' 3 BLKS TO TRAIN ', 'huge balcony', 'Convertible 2', ' 2 BLKS TO WATERFRONT ', ' BEDFORD L STOP ', 'Oversized Shower Tub', 'Walk-in Closet', 'Eat-in-Kitchen', 'Refrigerated storage in lobby for grocery deliveries', 'Residents-only fitness center and aerobic room professionally outfitted with a full complement of strength and cardio-training equipment', 'featuring a sophisticated Precor® online profile system that tracks your personal fitness goals', 'A wide array of complimentary fitness classes offered weekly', '4', '000 sq. ft. landscaped terrace complete with an organic garden', 'Executive conference room with large-screen HDTV', 'Residents can choose from three high-speed Internet providers: Verizon Fios', 'Time Warner', 'and RCN', 'All common areas feature Wi-Fi accessibility', 'Telephonic intercom system/multiple phone lines per residence', 'Bicycle room and individual resident storage', '24-hour parking garage with an electric vehicle charging station.', 'Stainless Steet Appliances', 'Fireplace Storage', 'PRIVATE BALCONY', ' HUGE TRUE 3BR SUPER SHARE ', ' GORGEOUS GREENWICH VILLAGE ', 'Brand New Renovation', 'Steps from Tompkins Sq Park', 'Concierge and Live-In Super.', \"Resident's Courtyard\", ' MIDTOWN EAST ELEGANCE! ', \" BRAND SPANKIN' NEW! \", 'Exposed Brick Walls', 'Recessed Lights', 'State-of-the-art swimming pool', 'Fitness Center and health club', 'Attended garage', 'Laundry room', '24-hour doorman', 'Gatehouse security', 'Features: Washer/Dryer', 'Southern Facing', 'NO BROKER FEE! NO FEE', ' RENT STABILIZED ', ' SEPARATE KITCHEN ', 'share ok', 'king size bedrooms', ' REAL NO FEE BABY! ', ' EXPANSIVE 3BR MASTERPIECE ', ' SPACIOUS & SUNFILLED ', ' 2 BLKS TO TRAIN ', 'oversized closet', 'Flat screen TV and sound system', 'custom lighting', 'built in storage', 'custom window treatments', 'great location!', 'built in office area', '1st', 'Last', 'Security ******Available June 1st***', 'King Bedrooms', 'gut renovated', 'PERFECT LOCATION!!!!', 'housekeeping', 'ALL UTILITIES INCLUDED!!', ' MIDTOWN NO FEE MANSION! ', 'Onsite super and porter', 'Pets - case by case.', ' ELEGANT EAST VILLAGE! ', ' MODERN & NEW ', 'AMAZING DEAL!', ' WICKED W50s WINNER! ', ' WINDOWS AL AROUND ', 'ROOFTOP', 'LOUNGE', 'SUNDECK', 'Queen Size Bedrooms', 'Ample Closet Space', '1200sq ft', '3br', 'large living room', 'walk up', 'rooftop access', 'Sun decks', 'Kids playroom', 'Onsite dry cleaner', 'The friendliest doormen in all of Manhattan', 'Offering  1 month free OR 1 month OP', 'SPACE', 'LIGHT', 'GREAT SHARE', 'Poo', 'Historical Brownstone originally built in 1901!', ' GREENPOINT GIANT ', ' HUGE TRUE 2BR MEGA-SHARE ', '24hr white-gloved doorman', 'Concierge service. Fitness center', 'Rooftop deck', 'High-speed internet access', \" BKLYN'S FINEST! \", 'Storage locker for each apt', 'Electric Included', 'All Utilities Included', 'No Pets', 'New Appliances', 'New Electric', ' SPRAWLING SUNFILLED 3BR HOME ', ' MODERN RENOVATIONS ', 'Window treatments', 'Lighting upgrades', 'Oversized window', 'Lounge with WiFi', 'Stainless Steal Appliances', 'Private Storage', 'Digital TV', 'Wi-Fi Access', '1 Month Free', 'Washer/Dryer in Bldg', ' ELEGANT E50s!! ', ' FRENCH DRS ', ' BREAKFAST BAR ', ' WALK-IN CLOSETS! ', 'Parking spot with additional fee', '25lb weight limit on pet', 'Hardwood Flooring', 'Wood burning fireplace', 'Lease Term (Flexible) 3 Months - 1 Year / Furnished or Unfurnished', 'Full-service condominium', 'Garage attached', 'Storage room', 'Lounge spaces', 'Health club with pool on the top floor', 'loft', '2', '3', '4 train is less than 1 block away', 'New', 'Total Reno. Heart of West Village', 'Eat-In-Kitchen', 'Spacious Living Room', 'Great Natural Light', 'Great Views of the Neighborhood', 'Cats on approval', 'OPEN HOUSE SAT. MAY 14 12- 1PM', 'PRIVATE GARAGE AVAILABLE', 'GROUND FLOOR', 'PRIVATE ENTRANCE', \" UPTOWN'S FINEST! \", 'Large apartment', 'ACT FAST WONT LAST', 'stainless steel appliances', 'natural light', 'heat and water included in rent', ' ONE OF A KIND NO FEE! ', ' MASSIVE 3BR MANSION ', 'Yoga Classes', 'laundry in building', 'great river views', 'fully equipped gym', 'heated lap pool', '4 roof-decks with river views', '24 hr concierge', 'club room w billiards tables', 'children’s playroom', 'bicycle storage', 'on-site parking', ' STEPS TO CENTRAL PARK!! ', ' EXPANSIVE STUDIO STEAL! ', ' A/C ', 'Yoga and Spin Studios', 'Live in Super', 'Woodburning Fireplace', 'Large Windows w/ lots of Natural Light', 'East Village', 'Large', 'Flex 3 Bed', 'On site super', 'Low fee and great space too!', 'Electricity + Hot Water + Gas + Heat Included', 'No Fee or One Month Free', 'PRE-WAR', 'Tenant pays for only electric!', 'TONS OF NATURAL LIGHT', 'QUEEN SIZED ROOMS', 'CLOSETS GALORE!', 'CHEFS KITCHEN', 'CONDO FINISHES', 'Multi Level', 'loft storage', 'Indoor 50ft lap pool; dishwasher; free bike storage', 'attached garage', 'Close to Subway - Renovated!', 'Overlooks Garden', 'One month free', '22', '000 Square Foot Exclusive Courtyard Oasis for VIA Residents', 'Four Barbecue Grills', 'East and West Resident Lounges Reading Room Outdoor Lounges with River Views Party Room Chefs Kitchen Movie Screening Room Tot Spot Playroom Ping Pong', 'Billiards and Shuffle Board Game Room Poker room Golf Simulator and Putting Green', 'Gym Fitness Lounge Swimming Pool Sun Decks Exercise Studios Indoor Half-Basketball Court', 'landmark building', 'co-op', 'no board approval', 'stunning', 'huge 1 bedroom', 'convertible 2 bedroom', 'super bright', 'bay windows', 'In Unit Washer & Dryer', 'Gut Renovation', 'Walls of Windows', 'Corner Unit', 'Window Bathroom', 'NO FEE!!!Roof Deck', 'FREE HEALTH CLUB', '24/7 DOORMAN', 'PETS WELCOME', 'Two Private Balconies', 'New reno', 'Great Area', 'spacious', 'must see', 'june 1st occupancy', 'ACT FAST WILL NOT LAST', '75th & 1st', 'ELEVATOR', 'Dog OKAY', 'STAINLESS STEEL', 'NO FEE HARDWOOD FLOORS', 'BRAND NEW SS APPLIANCES', 'ON-SITE GARAGE', 'Close to Transit', 'two tennis courts', 'real sand beach volleyball courts', 'an expansive landscaped terrace and sun deck', 'water feature', 'state-of-the-art fitness center and even an on-site dog run', 'valet and dry cleaning services', '24 hour doorman', 'on-site parking garage', 'on-site management', 'MASSIVE HOME', 'VERY COMFORTABLE LAYOUT', 'Common Storage', 'Available 06/01/16', 'BROKER FEE.', ' MASTERFUL 3BR MANSION ', ' BACKYARD ', ' 1 BLK TO BEDFORD L ', '2 Queen Bedrooms', 'Large Closets', 'Duplex Layout', 'Available  05/01/16      Swimming pool         Dishwasher', 'Live-In Super', 'Common Areas', 'Individual Climate Control', '24/7 Fitness Center', 'Concierge Services', 'Electronic Rent Payment (Ach)', 'Childrens Room', 'Rooftop Sundeck', 'Accepts Credit Cards (Fee Applies)', 'Housekeeping', 'Continental Breakfast Served 5 Days A Week', 'Lounge W/ Free Wifi', 'Guest Suite For Residents Only', 'Large & Medium Storage', 'Cold Storage In Lobby', 'NYU', 'Baruch', '1100 sq ft', '55th & 6th ave', ' MASTERFUL BKLN MANSION! ', 'Super On Site', 'Granite Counter', 'Gut Renovated.', 'Half Bath', 'Landlord is offering month of April Free', 'No application fee!', 'No broker fee!', 'Underground Parking', 'Roof Deck with real grass', 'Rent Stabalized', 'Billiards Lounge', 'Outdoor BBQs', 'Leed Certified', '24HR Doorman', 'Convinient to all major transportation', 'Outstanding Shopping', 'Pre-War small dogs', '1.5 Baths', 'PRIVATE OUTDOOR GARDEN', 'WASHER/DRYER INSIDE THE UNIT', ' W50s WONDER! ', ' NEAR CENTRAL PARK! ', 'Custom murals on the ceiling and living room wall. Painted my a local artist.', ' NO FEE MULTI-LEVEL MANSION! ', ' MASSIVE 3BR TRIPLEX ', ' HUGE PRIVATE TERRACE ', ' E50s & PARK AVE ', 'ALL UTILITIES INCLUDED', 'LARGE Living Room', 'Hardwood Flooring Throughout', 'Highland Park', 'Quiet Neighborhood', 'Club room', ' SUPER SWEET NO FEE! ', ' XL 3BR MANSION ', ' ALL BRAND NEW ', 'S-Steel Appliances', ' CLASSY CONDO GEM! ', ' PERFECT SUN ', ' CHIC CHELSEA LOCALE! ', '2 Bedroon Convertible', 'Lexington 95th', 'HUGE', 'Recent Renovation', 'Floor To Ceiling Windows', 'Sun Drenched', 'Brand new washer & dryer', ' ELEGANT E50s & PARK BABY! ', ' NO BROKER FEE ', 'Spacious Layout', 'Pets Allowed Case by Case', 'HUGE Living Room', 'HUGE Closets', 'Kitchen Island', 'Large Windows w/ Natural Light', ' CLASSY CLINTON HOME ', ' MASSIVE 1BR ', 'private roof deck', 'Triplex', '\\xa0Subway', ' SPRAWLING SUNFILLED 2BR w/PRIVATE TERRACE ', 'Transport right outside', 'parks in area', 'quiet', 'close to NYC', '**Laundry room code is 3401', 'Approved animals only', 'No Fee!!!', ' BRING UR BBQ! ', ' HUGE REAR TERRACE ', ' MODERN EVERYTHING ', ' ALL NEW ', \" UPTOWN'S BEST KEPT SECRET \", 'Walk-In Closet Views:', 'no fee', ' DIAMOND UWS DEAL! ', ' MASSIVE STUDIO ', 'Great area', 'Top Floor', 'Private roof-deck', 'Madison Square Park', '30th St & Madison Avenue', 'Pre-War brand new renovations', \" BRAND SPANKIN' NEW \", ' SS KITCHEN w/ISLAND ', ' HEART OF DESIRABLE SOHO ', ' EAST VILLAGE BABY! ', 'Private Backyard', 'Available  07/01/16', 'one flight walk up', 'Manhattan Views', ' STEPS TO THE PARK & TRAIN! ', 'Two Level Fitness Center', 'Steam Room', 'Rent stabilized', 'newly renovated large bright', 'separate kitchen', 'low-rise', 'small dogs ok', 'Custom painted murals', 'Indoor parking', 'Sitting Area', 'Social Lounge', 'Building Storage', 'Common Terrace', \" SEPARATE COOK'S KITCHEN \", ' HEART OF MIDTOWN ', ' OVERSIZED 3BR DUPLEX MANSION ', ' PRIVATE ROOF DECK ', 'granite bathroom', ' PRISTINE PARK AVE S LOFT! ', 'Available 05/01/16', 'Postwar', 'mid-rise', 'wash/dryer', 'pets ok', 'attended garage and service entrance', 'high speed elevator', 'Fully equipped fitness center with studio for classes', 'personal trainer', 'tenants lounge with kitchenette', '50 ft. exercise pool and whirlpool with lifeguard on duty', '2 beautifully furnished outside sundecks', 'air conditioned laundry facility', 'Bicycle Room', '87th & 1st', 'furnished', 'Updated Kitchen and Bathroom', 'European air condition in each room', 'surveillance cameras. and much more!', 'Oversized', 'Mosaic tiled kitchen', 'Spacious and Bright !!!', 'laundry hookup', ' SUPER SWEET 1BR HOME ', ' ELEGANT E60s! ', ' TONS OF NATURAL LIGHT! ', 'boating hardwood floors', 'prime location', 'Spacious private garden', 'LIMITED TIME - NO FEE', 'Shuttle to 7 train', 'Video Access Control', 'Dishwasher/Microwave', 'Stunning Renovations', 'Vaulted Ceilings', 'Harwood Floors', ' REAL NO FEE! ', ' MASSIVE TRUE 2BR SUPER SHARE ', ' 2 BLKS TO THE TRAIN ', 'Everything Brand New!', 'Granite Bath', 'Rent stabilize', ' MIDTOWN MARVEL! ', ' UNIQUE PREWAR DETAILS ', 'Elevator & Laundry', '78th & LEXINGTON Ave', 'Partially Furnished with two (2) air conditioners and microwave unit.', '2 Story Tenant Lounge', '$250 Security Deposit', 'Rent is net effective-Gross price is $3250', ' W60s WONDER ~ NEAR THE PARK! ', ' OVERSZED STUDIO STEAL ', ' FREE GYM ', 'Near All Trains', 'Exposed brick wall', 'Right on Lexington Ave - Close to subway', 'Community recreation facilities', 'Central Air Conditioning', 'Heat/Hot Water/Gas Included', ' OVERSIZED & UNDERPRICED NO FEE ', 'heat and hot water included', 'onsite super', 'laundry in bldg', 'Central Park 1/2 block away!', 'Laundry in Some Units', 'Available  04/15/16', 'near NQRMG Trains', 'Outdoor terrace', ' SPRAWLING 1BR w/HOME OFFICE ', ' PRIVATE BACKYARD ', ' SPARKLING CLEAN & BRIGHT ', ' OVERSIZED & UNDERPRICED!! ', ' W50s ~ NEAR CENTRAL PARK! ', 'Pre War', 'Restaurant', 'Available  05/15/16    Dishwasher', ' MARVELOUS MIDTOWN GEM ', ' SPACIOUS SUNDRENCHED STUDIO ', ' STUNNING PREWAR DETAILS ', 'Private Patio', 'Floor-to-ceiling windows', 'Just Renovated', 'designer finishes', \"two en-suite balcony's.\", 'GUT RENOVATED', 'MONTH FREE', \" UPTOWN'S BEST DEAL! \", 'LINOLEUM', 'ABSOLUTE VALUE FOR SIZE & LOCATION', 'ONLY 1st and Security', 'Heat and Hot water included', '732-330-4737', 'Exposed Bricks', 'Double Hung Wooden Shutters', 'Decorative Wooden Fireplace', 'utilities included', \"Commuter's paradise\", ' MURRAY HILL NO FEE MANSION ', 'Pre-War Details', 'No Broker Fee', 'Nearby Medical Centers', 'W/D', '30', '000 SF Fitness Center', ' PRISTINE TOWNHOUSE ', ' E50s BABY! ', ' EXTREME E50s EXCELLENCE ', ' PERFECT SUNLIGHT ', 'Catering Facility', 'Satellite TV', 'Housekeeeping', 'Party/Meeting Room', 'Garage parking', 'Updated appliances', 'Huge Walk In Closet', 'Washer/Dyer Combo', 'Flat-screen TV', '24-hour concierge', 'Private lounge w/ wet bar & billiards table', 'Sun deck', ' MASTERFUL BKLYN FIND! ', ' SPRAWLING 3BR MEGA-SHARE ', 'XXLARGE STUDIO', 'original molding details', 'over sized windows', 'high floor unit', 'sun drenched', 'bike storage', 'game room', 'Natural Sunlight', 'King sized Bedroom', 'windowed kitchen', ' PRISTINE PREWAR GEM! ', ' CHEF;S KITCHEN ', ' MODERN VILLAGE MARVEL ', ' NEAR THE PARK ', 'French Door', 'state of the art fitness center', 'laundry room as well as housekeeping & dry-cleaning services', 'IN-UNIT WASHER & DRYER', '5 BED', 'BIG OPEN SPACES', 'HIGHHHHHH CEILINGS', 'COME LIVE THE GOOD LIFE FOR  LESS $$$$', ' NO BROKER FEE! ', ' 1 BLK TO L TRAIN ', 'Laundry facility on every floor', 'Roof deck with stunning view', 'Sleeping Alcove', 'Chelsea', ' CHEF INSPIRED EAT-IN KITCHEN ', \"Lot's of Light\", '2 Full Bathrooms', 'attached parking garage', 'Private Balcony', '1.5 Marble Baths', '24hr Doorman', ' WICKED W50s STEAL! 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     ]
    }
   ],
   "source": [
    "#create 2-d list to store words \n",
    "#without duplicate and the number of a word \n",
    "text_list1 = list(dict.fromkeys(text_list))\n",
    "dic_list = [[0 for x in range(len(text_list1))] for y in range(2)] \n",
    "\n",
    "\n",
    "for i in range(len(text_list1)):\n",
    "    temp = text_list1[i]\n",
    "    dic_list[0][i] = temp\n",
    "    dic_list[1][i] = (text_list.count(temp))\n",
    "\n",
    "#print(dic_list[0][0])\n",
    "#print(int(dic_list[1][0]))\n",
    "print(dic_list[0:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Word Freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['Dining Room', 'Pre-War', 'Laundry in Building', 'Dishwasher', 'Hardwood Floors', 'Dogs Allowed', 'Cats Allowed', 'Doorman', 'Elevator', 'No Fee', 'Laundry in Unit', 'Fitness Center', 'Loft', 'Fireplace', 'Roof Deck', 'High Speed Internet', 'Swimming Pool', 'Wheelchair Access', 'Reduced Fee', 'Common Outdoor Space', 'Parking Space', 'Laundry In Building', 'Concierge', 'Playroom', 'balcony', 'private-balcony', 'Private outdoor space', 'Private balcony', 'PublicOutdoor', 'Garage', 'Laundry In Unit', 'Garden/Patio', 'New Construction', 'Furnished', 'Private Outdoor Space', 'Exclusive', 'Terrace', 'Outdoor Space', 'Balcony', 'Live-in superintendent', 'On-site laundry', 'prewar', 'LOWRISE', 'SIMPLEX', 'HARDWOOD', 'WiFi Access', 'Live-in Super', 'Duplex', 'Common roof deck', 'Newly renovated', 'Skylight', 'Washer/Dryer', 'Pets on approval', 'Pool', 'Storage', 'dishwasher', 'No pets', 'LAUNDRY', 'Multi-Level', 'High ceilings', 'Utilities included', 'High Ceiling', 'Laundry Room', 'Subway', 'Hardwood', 'High Ceilings', 'Renovated', 'Marble Bath', 'Granite Kitchen', 'Light', 'ACTUAL APT. PHOTOS', 'Hardwood floors', 'Stainless Steel Appliances', 'Granite countertops', 'Central A/C', 'Video Intercom', 'Built in microwave', 'Roof access', 'Patio', 'Roof-deck', 'Prewar', 'elevator', 'Residents Garden', 'On-site Garage', 'Valet', 'Cable/Satellite TV', 'Washer in Unit', 'Dryer in Unit', 'storage', 'EXPOSED BRICK', 'Residents Lounge', 'Childrens Playroom', 'Garden', 'View', 'Concierge Service', 'LIVE IN SUPER', 'EAT IN KITCHEN', 'HIGH CEILINGS', 'Private Entrances', 'Finished Basement', 'Top Floor Unit', 'King Sized Bedroom', 'XXL Windows', 'pool', 'Full-time doorman', 'Gym/Fitness', 'building-common-outdoor-space', 'Walk in Closet(s)', 'Parking', 'Live In Super', 'Green Building', \"children's room\", 'fitness center', 'pet friendly', 'water view', '24hr doormen', 'package service', 'dry cleaning service', 'On-site Laundry', 'DINING ROOM', 'Short Term Allowed', 'Laundry', 'Pet Friendly', 'Guarantors Accepted', 'Sleep Loft', 'hardwood floors', 'own entrance', 'oak cabinets', 'Eat-in Kitchen', '', ' HOLY NO FEE DEAL BATMAN! ', ' OVERSIZED 2BR HOME ', ' SPARKLING CLEAN & BRITE ', ' HEART OF GREENPOINT ', ' NEAR THE PARK & TRAINS ', 'Recreational Room', 'DECORATIVE FIREPLACE', 'MIDRISE', 'BALCONY', 'garden', 'Lounge', \"Children's Playroom\", 'Wheelchair Ramp', 'Townhouse', 'Air conditioning', 'Shared garden', 'Gym In Building', 'Roof deck', '24hr doorman', 'dry-cleaning service', 'Housekeeping service', 'Package service', 'Washer', 'NO FEE', '!!!!LOW FEE!!!!', 'WiFi', '24/7 Doorman', 'Washer/Dryer Hookup', 'Common garden', 'Luxury building', ' CHELSEA BABY! ', ' MASSIVE 2BR SUPER SHARE ', ' ALL MODERN & NEW ', ' ELEV /LNDRY BLDG ', 'Laundry in building', 'Eat In Kitchen', 'Home Office', 'Loft Area', 'Flex two bed', 'Superintendent lives in', 'Actual Apt. Photos', ' SPRAWLING STUDIO HOME ', ' DISHWASHER ', ' EXPOSED BRICK ', ' GUT RENOVATED ', ' PETS OK ', ' STEPS TO THE PARK ', 'Bike Room', 'Gym', 'Media Room', 'Package Room', 'Parking Available', 'Community Recreation Facilities', 'Courtyard', 'Control & pay for your own heat with your own thermostat', 'NO alternate side parking rules in neighborhood', 'Previous tenant found easy on-street parking.', 'Free Wifi', 'Citi Bike Station', 'Private Terrace', 'Stainless Steel', 'Indoor Pool', 'Garage Parking!', ' COURT SQUARE GEM! ', ' SPRAWLING SUNDRENCHED 2BR HOME ', ' CUSTOM FINISHES ', ' FIREPLACES ', ' EAT-IN KITCHEN ', ' BAY WINDOWS ', 'doorman', 'ROOFDECK', 'Backyard', 'Central Air', 'Common parking/Garage', 'New construction', 'Sauna', 'Recently renovated', '2 blocks away from Union Square', 'HIGHRISE', 'Live/Work', 'Sublet', 'Outdoor Pool', 'Combo Washer Dryer', 'Gut Renovated', 'Natural Light', 'Bridge View', 'Granite Counters', 'Shared yard', 'Newly Renovated', 'Diplomats OK', 'Walk-In Closet', 'Outdoor play area', 'Washer and dryer in unit', 'Walk-in closet', 'River view', \"Children's room\", 'Stainless steel appliances', 'build-in Microwave-oven', 'ceiling-fan...', 'patio', 'Outdoor Areas', 'Private backyard', ' UNIQUE FIND! ', ' SPRAWLING 2BR SUPER SHARE ', ' WALLS OF WINDOWS ', ' STUNNING RENOVATIONS ', ' 2 BLKS TO BEDFORD L STOP ', '24/7 Concierge', 'Package & grocery delivery storage', 'Full size gym', 'Yoga / dance studio', 'Screening room', 'Movie theater', 'Children playroom', 'Gardening area with rentable plots', 'On-site parking', 'Bike & stroller storage', 'Pet grooming room', 'Stunning roof deck with breathtaking views', 'Roof grilling area', 'Rentable', 'fully equipped chef’s kitchen with private roof deck', 'Party room', 'Virtual Doorman', 'Laundry On Floor', 'Expansive Living-room', 'King Size Bedrooms', ' OVERSIZED 1BR HOME ', ' PERFECT NATURAL LIGHT ', ' HEART OF CHELSEA ', 'Unassigned Paid parking available', 'A full service Luxury highrise', 'Breakfast Bar', 'Queen & King Size Bedrooms', 'Large Living room', 'renovated', 'Deco Brick Wall', '4th off Charles', 'ALL NEW', 'Loft Like', 'Big Rooms', 'The Most Sought after Location', 'Valet Parking', 'Sunny', 'Bike room', 'Lots of Light', 'pets upon approval', 'Resident Super in the building', 'pets', 'Pets: Cats/Small Dogs', 'private-outdoor-space', ' OVERSIZED 2BR SUPER SHARE ', ' FRENCH DOORS ', ' SS EAT-IN KITCHEN ', ' MR CLEAN APPROVED ', ' HEART OF MIDTOWN! ', 'assigned-parking-space', 'Private parking', 'Post-War', 'Diswasher', 'ELEVATOR/LAUNDRY/ SO CLOSE TO THE 6 $2450!!', 'Microwave', 'Rooftop Deck', 'On-site super', 'Hardwood Floor', 'BROWNSTONE', 'Lounge room', 'Hot Water Inc. HUGE Walk-In Closet or Extra Room!', 'Air Conditioning', 'Near Subway', 'Near PRATT', 'Live-in super', 'private backyard', '• On-site lifestyle concierge by Luxury Attaché •24/7 Doorman • State of the art cardiovascular and weight training equipment • 24-hour valet parking garage • Valet services including dry cleaning', 'laundry & housekeeping • Marc Club includes a cinema room', 'business center', 'exclusive residential lounge & Café • Spacious and breathtaking fully landscaped 10', '000-square foot sun deck• Free WiFi in Marc Club', ' DOUBLE DUPLEX DEAL! ', ' SPRAWLING 3BR HOME ', ' 1.5 BATHS ', ' PRIVATE DECK & BALCONY! ', ' WASHER//DRYER ', ' ALL MODERN NEW! ', 'King size bedroom', 'walk in closet', 'New Renovation', 'FLEXIBLE VIEWING TIMES', 'Deck', '1.5 Bath', 'On-site Parking Lot', 'Granite counter tops', 'lounge', 'in unit washer and dryer', 'fireplace', 'eat in kitchen', 'Mint Condition', '12th St & 3rd Ave', 'Union Square', 'French Doors', ' CLASSY CONV 2BR DUPLEX DREAM! ', ' ROOM TO ENTERTAIN ', ' LNDRY BLDG ', ' CATS OK ', ' HEART OF THE VILLAGE ', ' SASSY SOHO STEAL! ', ' NO FEE! ', ' GOURMET KITCHEN ', ' HUGE CLOSETS ', ' ELEV BLDG ', 'Health Club', 'All Utilities included', 'Pets Allowed', 'Near Transportation', 'AC', 'Separate kitchen', 'Sorry no pets', 'Equal King-Size Bedrooms', 'Large Living-room', 'Bright & Sunny', 'Brand New SS Kitchen', 'Polished Hardwood Floors', 'Sparkling  Marble Bathroom', 'Mins From Train', 'Common terrace', 'HARDWOOD FLOORS', 'HEAT/HOT WATER INCLUDED', ' DIAMOND NO FEE DEAL! ', ' MASSIVE 1BR w/ HOME OFFICE ', ' CONDO QUALITY FINISHES ', ' 1 BLK TO THE PARK ', 'deco brick walls', 'Tall Ceilings', 'Island Kitchen', 'Complimentary breakfast on weekdays', 'terrace', 'Extra room', '1 month free rent', 'Marble Bathroom', 'Queen Size bedrooms', 'Heat Included', 'Gas Included', 'Hot Water Included', 'Electricity Included', 'Eat-in kitchen', 'GARDEN', 'DUPLEX', 'Attended Lobby', 'FT Doorman', 'Hi Rise', 'Post War', 'Basement Storage', 'Full Service Garage', 'Washer/Dryer in building', 'Rooftop Terrace', 'On-Site Parking', 'Outdoor Entertainment Space', 'In-Unit Washer/Dryer', 'Fireplaces', 'Live-In Superintendent', 'Terraces / Balconies', 'LEED certified', 'Green building', 'near transportation', 'Air Condition', 'High Ceil', 'Laundry room on every floor. Health club', 'indoor swimming pool', 'sundeck with BBQ grills', 'misting shower and resident lounge available.', 'FREE MONTH & NO-FEE', 'RENOVATED 1 Bed', 'roof deck', 'washer and dryer in the unit', 'floor to ceiling windows', 'open concept kitchen', 'sauna', ' ENTIRE FLOOR! ', ' SPRAWLING 2BR HOME ', ' IMMACULATE RENOVATIONS ', ' FIREPLACE ', ' HOLY DEAL BATMAN! ', ' MASSIVE 4BR MANSION ', 'All utilities included', 'Shared backyard', 'Washer & Dryer', '65th/2nd Ave', '2nd Ave', 'All New', 'Mint', 'One month Fee', 'Valet services', 'Move-in coordination', 'Private Dining Room', 'Indoor swimming pool', 'Outdoor grilling terrace', 'Children’s playroom', 'Library', 'Spa center', 'Pilates and training room.', 'Eat in kitchen', 'Standard on-site parking', 'A Full Service luxury Highrise', 'Exposed Brick Wall', 'Full-time Doorman', 'Pets allowed', 'Laundry on floor', 'Outdoor areas', 'Bike Storage', 'b Billiards Table', 'Party Room', 'Screening Room', 'Resident Events', 'Atm', 'Private Shuttle', 'Leed Certificate Gold', 'BBQ Grill', 'Roof garden and lounge', 'Market on site', 'Poker Table', 'Yoga an Pilates class', \"Children's playroom\", 'Spin Room', 'Exposed Brick', 'Low Fee', 'High-speed Internet', 'Live/work', 'exposed brick', 'stainless steel', 'Magnificent Venetian-Style', 'Fully  equipped', 'state-of-the-art fitness center', 'On-site Parking available', 'Valet services including dry cleaning', 'laundry & housekeeping', 'On-site ATM Machine', 'Outdoor roof deck overlooking New York Harbor and Battery Park', 'Private laundry room on every floor', 'Storage Facilities available', 'Cinema room', 'Huge Private Backyard', '2 bathrooms', 'RENOVATED', 'WALK IN CLOSET', 'INDOOR GARAGE AVAILABLE', 'Jacuzzi', '24 hour attended lobby', 'Double height lobby French limestone and Rojo Alicante marble', 'Comprehensive valet services including maid service', 'laundry / dry-cleaning and auto care', 'Building Link Notification & Key Track for tenants convenience', 'Closed circuit television security system', 'Bicycle and tenant st...orage available for rent', 'Pet friendly', 'specific dog breeds up to 40lbs', 'Live-In Resident Manager', '& ATM machine on-site', 'postwar', 'ONE MONTH FREE', 'SS Appliances w/ Dishwasher', 'Convertible-2', 'Working Fireplace', ' OVERSIZED 3BR HOME ', ' SPARKLING CLEAN ', ' TONS OF NATURAL LIGHT ', ' 2 BLKS TO THE WATERFRONT & BEDFORD L STOP ', 'Super On-Site', 'small pets allowed', ' MASSIVE WINDOWS GALORE ', \" COOK'S KITCHEN \", ' HUGE TRUE 3BR HOME ', ' THE PERFECT SHARE ', ' STEPS TO L TRAIN ', 'SS Appliances', 'Large Windows with Lots of Natural Light', 'golf simulator', \"children's playroom\", \"residents' lounge\", 'concierge services', 'rooftop with grills', 'Private garden', 'Bright', 'Luxury Building', 'Free Gym', 'Grand Central', '36th St & 3rd Ave', 'Flex-2', ' EAST VILLAGE EXTRAVAGANZA ', ' MASSIVE 2BR HOME ', ' PERFECT SHARE ', ' SPRAWLING TRUE 2BR HOME ', ' COURTYARD! ', ' 2 BLKS TO BEDFORD L ', ' OVERSIZED 1BR DUPLEX DREAM ', ' UNIQUE DETAILS ', ' NEAR CENTRAL PARK ', ' W50s BABY ', 'Close to subway', 'Conv. 3 Bedroom', 'Skylights', \"1 mo broker's fee 18 mo lease\", 'Video intercom', 'Soaking Neptune bathtub', 'Exposed brick', 'in-unit washer-dryer', 'built-in wine cooler', 'private patio', 'counter-top space', 'closet space', '$250 application fee with background and credit check. Board interview and approval.', ' HOLY NO FEE! ', ' PRIVATE TERRACE & SCENIC ROOF DECK ', ' SS KITCHEN ', ' ELEV/LNDRY BLDG ', ' 3 BLKS TO L TRAIN ', 'Decorative Fireplace', 'Private terrace', 'Southern exposure', 'Outdoor space', ' EXPANSIVE 4BR DUPLEX DREAM SHARE ', ' GARDEN! ', ' HUGE WINDOWS GALORE ', ' ORNATE PREWAR DETAILS ', ' RARE FIND! ', ' SPRAWLING SUNDRENCHED 1BR HOME ', ' STUNNING FINISHES ', ' WASHER/DRYER ', ' HEART OF CHELSEA! ', 'deck', 'Private roofdeck', 'Large Living Room', 'Queen Sized Bedrooms', 'Sunny Southern Exposure', 'Actual Photos!', ' STEPS TO THE PARK & BEDFORD L STOP ', ' SPRAWLING TRUE 3BR SUPER SHARE ', ' FIT FOR KINGS! ', ' UNIQUE RENOVATIONS ', ' STEPS TO THE WATERFRONT ', ' 1 BLK TO BEDFORD L STOP ', 'All pets ok', 'Bike storage', 'Storage space', 'Common courtyard', 'Skyline view', 'Stone countertops', 'Game room', 'Owner Occupied - 3 family townhouse - no realtor fees - this beautiful apt is offered below market rate', ' NO FEE BKLN LUXURY! ', ' EXPANSIVE 1BR w/HOME OFFICE ', ' FULL RENOVATED ', 'BACKYARD', 'Flex-3', 'On-site Super', ' ROOMY CLOSETS ', ' 4 BLKS TO BEDFORD L ', 'Great Views', 'Sunny Southern & Western Exposure', 'air conditioned', 'hardwood  floors', 'Steps to Prospect Park', 'Spacious', 'Granite Countertops', 'Oak Floors', 'Stainless Appliances', 'Parquet Floors', 'Built-in Breakfast Bar', 'Incredible Views!', 'NO FEE Specialist! Harry Ego 718.413.8270 hego@citihabitats.com', 'Great View', 'Package Receiving', 'Storage Space', ' MASSIVE 3BR SUPER SHARE ', ' STEPS TO BEDFORD L STOP ', ' SPACIOUS STUDIO SUPREME ', ' AMAZING CORNER LAYOUT ', ' TONS OF SUNLIGHT ', 'Laundry.', 'DISHWASHER', 'Business Center', ' HUGE TRUE 2BR ', ' COURTYARD ', ' FULLY RENOVATED ', 'at an additional cost.', 'Private Patio!', 'Laundry in Building!', 'Storage in Building Included!', 'Great Light and Location. Fresh paint.', 'Storage Available', 'Flex-1', ' HOLY NO FEE DEAL! ', ' PRIVATE TERRACE ', 'electronic keycard', 'shuttle service to subway', ' GIGANTIC GREENPOINT 2BR HOME ', ' EXTRA STORAGE ', ' DINING ROOM ', ' ALL BRAND NEW! ', ' CHIC CHELSEA FIND! ', ' MASSIVE 4BR HOME ', ' 2 FULL BATHS ', ' CHEF INSPIRED KITCHEN ', ' ELEV THAT OPENS INTO APT ', 'new kitchen!', 'True 2 Bedroom - On Lexington Ave', 'central ac', 'Brand New Appliances', 'Great Closet Space', 'Cinema Room', 'One small dog ok on approval', 'Twenty-four hour concierge and doorman', 'On-site lifestyle concierge by Luxury Attaché', 'Elegant glass-enclosed private lounge with magnificent river views', 'Billiards table and wet bar', 'Fully-equipped Club fitness center', 'Club sun deck has spectacular city and river views', 'Complimentary Sunday brunch', 'On-site parking available', 'Free WiFi in Club lounge', 'backyard', 'new construction', 'Actual photos', 'Garbage Disposal', 'Jr.1 Bed', 'Alcove Studio', 'NO FEE...LUXURY DOORMAN BUILDING^^^RIVER VIEWS', 'Extra Room', 'Wood-burning Fireplace', 'Great Location', 'Stunning New Renovation', 'Southern Exposure', 'Seperate Kitchen', 'Queen Sized Bedroom', 'Underground parking', 'Storage in basement', 'Close to hospitals', 'Recessed Lighting', 'Built In AC', 'Extra Closet Space', 'Common backyard', 'Rent Stabilize - Elevator Building', ' ENORMOUS 4BR MEGA-SHARE ', ' MAGIC ERASER CLEAN ', ' SPRAWLING 3BR SUPER SHARE ', ' CLEAN & BRITE ', ' NEAR WATERFRONT! ', 'Keyed Elevator with direct access into your living room', 'private terrace', '9th floor manhattan views', 'huge living room', 'view', 'Park view', 'Dish Washer', 'King-Sized Bedroom', 'Granite Counter Tops', 'Full Floor', 'Parking Garage', 'Washer/ Dryer Hookups', 'private deck', ' OVERSIZED 3BR SUPER SHARE ', ' EQUAL SIZED BRS! ', ' WALL OF WINDOWS ', ' MULTI-LEVEL MANSION ', ' HUGE 4BR DUPLEX ', ' OVERSIZED WINDOWS GALORE ', 'Deco Fireplace', '1.5 baths', 'Marble Bathrooms', 'PLUS 1 MONTH FREE!!!', 'amazing detail', 'Multi-level', 'valet parking', 'Windowed Kitchen', 'Gas Stove', 'Utilities Included', 'Extra Storage', 'Bluetooth', '24 hr doorman', 'free gym', 'tenants lounge with free Wi-Fi', 'furnished wrap around terrace', 'laundry room', 'housekeeping + dry cleaning services', 'Condo Grade Finishes', 'Large Private Deck', 'Washer/ Dryer in Unit', 'Low Fee Listing', 'Granite Counter-tops', 'Garage.', 'Massive Living-room', 'gym', 'Original Details', 'In unit washer and dryer', 'lounge area', 'Dry cleaning service', 'Fitness center', 'garage', 'washer dryer', 'Yard', 'Views', 'Elevator building', 'Large Living room & Bedrooms', 'skylight', 'Renovated Bathroom', 'Closets', 'Separate Kitchen', ' SUPER SEXY 2BR ', ' SPACIOUS SUNSPANKED LAYOUT ', 'RIVER VIEWS', 'Gym Discount', 'free cable tv and wireless internet', '6 bedrooms', '3 bath', 'wine cooler.', 'Virtual Tour', '1 BR or Conv 2', ' 1/2 BLK TO BEDFORD L ', 'Local Gym Discount', 'Valet Service', 'FIOS High Speed Internet', 'On Site Super', ' THE PERFECT SHARE! ', ' 2 BLKS TO WATERFRONT & BEDFORD L STOP ', 'City view', ' CLASSY CORNER STUDIO ', ' OVERSIZED & UNDERPRICED ', ' WINDOWS ALL AROUND ', ' LIC LUXURY 2BR HOME ', ' SS KITCHEN ~ DISHWASHER ', ' ALL NEW! ', 'Garage Fitness Facility Laundry Room Valet Lounge Billiards Room Rooftop Deck WiFi Access', 'Brand Spanking New', '1 MONTH FREE', 'deco brick wall', 'dishwaser', 'Wardrobe Style Closets', 'Brand New Stainless Steal Appliances!', 'Granite Counter tops.', 'Sunlight', 'Gut Renovations', 'Ceiling Fans', 'microwave', 'on-site super', 'HUGE & GUT RENOVATED', 'Nearby M & R trains', 'Close to Central Park', '3-12 MONTH LEASES ALLOWED', ' WICKED W50s FIND! ', ' STEPS TO CENTRAL PARK! ', 'Washer/Dryer in Unit', 'Renovated Kitchen', '2 Full Baths', 'Ample sofa bed in living space for extra accommodations', 'Exposed BrickHardwood Floors MicrowaveRenovated open view Excellent', '4th floor Walk Up', 'A/C Units', 'Washer/Dryer in-Unit', 'Private Deck', 'ceiling-fan. 3Lg closets', 'small dressing-area in front of bathroom', '2 Months Free', 'playroom/nursery', 'storage room', 'Unassigned Paid parking available nearby', 'Shares OK', 'Shared Yard', '$1000. Move-in Visa Giftcard will be handed to new tenants upon rental lease signing', 'A Full service Luxury Highrise', 'Penthouse', ' SPRAWLING SUNFILLED 4BR MANSION ', 'Bluetooth System', 'Stainless Kitchen', 'Mail Room', 'Washer / Dryer', 'Fitness Room', \"No Broker's Fees\", 'Sun/Roofdeck', 'Free Storage', '<null>', 'pets allowed', 'A full service Luxury residence', 'Reduced fee while it lasts!', 'Roof', '700 SF', 'Storage Closet', ' CLASSY CORNER STUDIO SUPREME ', ' UNIQUE UNION SQ STEAL ', ' MASSIVE 1BR HOME ', ' REAL PIX ', ' HUGE TRUE 2BR SUPER SHARE ', ' SO FRESH & SO CLEAN ', ' L TRAIN BABY! ', 'Large room', 'BUILT-IN SPEAKER SYSTEM', 'Large windows', 'Dining room', 'kitchen island', 'Breakfast bar', 'S/S appliances', 'Cable ready', 'Flex-4', 'Garage Parking', 'Garden Roof Deck', 'Semi-private Backyard', ' REAL NO FEE LUXURY! ', ' OVERSIZED 2BR HOME ~ FIT FOR QUEENS!! ', \"  CHEF'S KITCHEN \", ' 1 BLK TO TRAIN ', 'Wine Cooler', '24/7 Doorman Concierge', 'Media Screening Room', 'Exercise/Yoga Studio', 'Roof Deck with Grills', 'Billiards Room', 'Spa Services', 'Washer/Dryer In-Unit', 'Cold Storage', 'Unit has Balcony', 'bike room', 'billiards room', 'water filtration system', 'valet', 'rooftop deck', 'fitness facility', 'common storage', 'exercise studio', 'steam room', 'private storage', ' EXPANSIVE KING-SIZED 2BR MEGA-SHARE ', ' BIKE STORAGE ', ' 3 BLKS TO BEDFORD L ', 'Hardwood floor', 'Private Outdoor space', 'spacious rooms', '24-hour concierge and doorman', 'premier resident services offered by our friendly and helpful staff', 'and breathtaking views of New York City from our rooftop terrace', 'Central AC', 'Large patio', ' BROWNSTONE BEAUTY ', ' OVERSIZED CLOSETS ', ' NEAR COLUMBIA U ', ' SPRAWLING SUNDRENCHED STUDIO ', ' W50s ~ STEPS TO THE PARK! ', 'Walk in closet', 'Double Panned Sound-Proof windows /Renovated open kitchen marble and stainless steel countertops', 'and stainless steel appliances with a dishwasher well maintained hardwood floors add to the warmth and modern feel of the space.', 'Open Kitchen', 'NEW Marble Bathroom', 'Recessed Lighting.', 'Oversized windows', 'South Facing', 'Central Heat', 'Julian Balcony', 'Large rooms', 'Private fenced yard', 'Stainless Steel Kitchen', ' PRISTINE MODERN TOWNHOUSE! ', 'Pets: Case by case', 'Voice Intercom', 'Full Skyline View', 'NMW', 'NO FEE!!!', '79th/2nd', 'Spotless Laundry', 'Huge', 'One Month Fee', 'one month free rent', 'parking', '3 AC', 'Solarium', 'Rent Stabilized', 'walk-in closet', 'live-in super', 'Dogs under 20 Lbs.                Parking ( additional Fee)', 'Large private terrace', 'Large open kitchen', 'Living/dining room', 'A/C', '500 Sq Ft', 'Elevator Building', 'Gramercy Park', '24th St & 3rd Ave', 'Roof/Sundeck', 'Full service Luxury Highrise', 'Kitchen Pantry', \" CHEF'S KITCHEN \", 'DW', ' RARE FIND ~ UNIQUE CARRIAGE HOUSE ', ' MASSIVE TRUE 2BR ', ' PRIVATE GARDEN ', ' 2 BLKS TO L TRAIN ', 'Well mainatained Swimming pool', 'shuttle service', 'basketball court', '1/2 Month Fee', 'Washer Dryer in Unit', '24 Hour Doorman', 'State-of-the-Art Cardio and Fitness Club', 'On-site Resident Manager', 'Expansive Sundeck', 'Valet Services', 'Tenant Lounge', 'Tenant Storage', 'Open Layout', 'high ceilings', '81ST & CPW', 'new flooring', 'renovated kitchen', 'open views', 'natural sunlight', 'Heat & Water Included', 'CitiBikes Nearby', 'Game Center', 'Water Views', 'No Fee!', 'BBQs!', 'Park Block', 'Jacuzzi bath tube', ' PRISTINE PARK AVE FIND! ', ' MASSIVE 2BR TRIPLEX DREAM SHARE ', ' DINING RM ', ' HEART OF THE E50s ', 'Landlord paying for all utilities! Tenant pays for cable / tv / internet.', 'High Floor', 'Crown Moldings', 'Pre-war Charm', 'Beamed Ceilings', 'Ached Doorways', 'Foyer', 'SSA Kitchen', 'Walk In Closet', ' RIVERSIDE NO FEE SPECIAL! ', ' SPRAWLING 1BR HOME ', ' E60s EXCELLENCE ', 'Intercom', '1/2 bath', 'new stainless steel appliances', 'rooftop', 'finished basement', 'Fire Place', 'Equal Size Rooms', 'Bright & Sunny!', 'video intercom', 'Brand New', 'Queen Bedrooms', 'Tenant pays for electric!', ' OVERSIZED & UNDERPRICED! ', ' SPRAWLING SUNFILLED STUDIO ', 'MW', 'DW  DUPLEX   PENTHOUSE', 'Arched Doorways', 'Herringbone Wood Floors', 'Window Kitchen', 'Window Bath', 'King Size Bedroom', 'On-Site Super', 'balocny', '$500 Security Deposit', 'Easy Qualification', 'Dining/living room', 'Large finished basement', 'Mullion Pane Windows', 'Decorative fireplace', 'junior 1 bedroom layout', 'duplex', 'Balconies in both bedrooms', 'Private roof access', 'Skylight Atrium', 'Duplex Lounge', 'Sundeck', 'On-Site Attended Garage', 'Walk-in-closet', ' CENTRAL PARK STEAL! ', ' MASSIVE STUDIO SUPREME ', '24/7 Full-Time Doorman Concierge', 'Full Kitchen', 'One Month Free', 'New Stainless Appliances', 'Close to Subway', '24-Hour Attended lobby', ' MIDTOWN MIRACLE ', 'Third Floor walk up', 'walk-up', 'townhouse', 'triplex', 'laundry in bldg.', ' SPRAWLING CONV 3BR MANSION ', ' STEPS TO THE PARK! ', 'Gramercy', 'BIG 2 BED DEAL..Grab it or Grieve it!!!', 'furnished rental', 'Short term', ' W70s WINNER! ', ' SUPER SWEET STUDIO ', ' HI END RENOVATIONS ', 'FURNISHED price. Central Air Conditioning. High Ceilings. Stainless Steel Appliances. Fully Equipped Stainless Steel Appliances Kitchen.', 'No fee', 'Open Granite Kitchen', 'Redwood Hardwood Floor', 'Renovated Apt', 'Roofdeck', 'A Full service Luxury highrise', ' MIDTOWN MANSION ', ' HUGE 2BR HOME ', ' SS APPL ', 'cinema room', '$1500. Move-in Visa Giftcard will be handed to new tenants upon rental lease signing', '24 Hour Doorman Concierge', 'Health Club & Indoor Swimming Pool', 'Laundry on every floor', ' EYE POPPING NO FEE! ', ' ROOF DECK ', 'Alcove', 'Dining Area', 'Part-time doorman', 'S/S Appliances', 'over sized apartment', 'Pet friendly ( case by case )', 'RENT-STABILIZED - ** RARE **', 'Basketball Court', 'Children’s Playroom.', 'Call/Text Abraham Caro @ 917-373-0862', 'FIRE PLACE', 'NO FEE!', \" CHEF'S KITCHEN w/DISHWASHER \", ' STEPS TO THE PARK & COLUMBIA ', ' SPRAWLING TRUE 2BR SUPER SHARE ', ' SCENIC ROOF DECK ', ' SUNDRENCHED & SPACIOUS ', ' MASSIVE 3BR HOME ', 'Gas and Electric Included in Rent', '1.5 bathrooms', 'laundry in basement', 'central air', 'newly renovated', 'only $250 Deposit with Approved Credit', '$600 gift card for Move-ins prior to June 19', 'A One-of-a-Kind Full Service Luxury Highrise', ' CHIC CHELSEA STEAL! ', \" GOURMET CHEF'S KITCHEN \", ' TONS OF STORAGE ', ' G-VILLAGE BABY! ', 'soaking tub', 'all kitchen appliances included', 'walking distances to restaurants', 'direct bus line to ferry', 'Large Livingroom', ' HEART OF THE VILLAGE! ', 'Live Work', 'Air Conditioning: Unknown Type', 'Outdoor Space (Private Roof Deck)', 'heat hot water included', 'huge room', ' EXTRA SWEET EAST VILLAGE! ', 'MICROWAVE', 'High Speed Internet Available', 'Complimentary Continental Breakfast', 'Valet Laundry', 'Dry Cleaning Service', 'Electronic Rent Payment', 'Outdoor Basketball Court', 'Wifi in Resident Lounge', 'Free brealfast', 'REAL WALL ALLOWED', 'Private Roof Deck', 'Call Timur for instant Access 646 847 8588', 'LOW FEE', 'Arguably the most well-Maintained Luxury Highrise in the City', 'Shares okay', 'however there\\'s a standing \"no walls\\' building policy!', 'Walls OK', ' UTILITIES INCLUDED ', ' DOORMAN ', 'Ceiling Fan', 'Large Living Area', 'Separate Entryway', 'Two Closets', 'Pets: Cats Only', 'on-sites super', 'EAT-IN-KITCHEN', ' MODERN MARVEL! ', 'One Month rent free concession on a 12 month lease', 'A One-of-a-Kind Full service Luxury Highrise', 'abundant closets', 'on site dog park and pet spa', 'attached parking', 'onsite valet', 'package room', 'virtual doorman', 'exclusive rental', 'EASY TO SHOW!', ' HOLY DEAL BATMAN!! ', ' OVERSIZED 3BR MANSION ', ' HUGE SCENIC TERRACE ', 'two month free rent', 'outdoor space', 'Kids Playroom', 'Yoga Room', 'Pets Upon Approval', 'Stainless Steel appliances', 'modern kitchen', 'granite kitchen', 'big closets', 'Twenty-four-hour concierge and doorman', 'NO PETS', 'Guarantors okay', 'Eat in Kitchen', 'Half floor through', 'Game Room', 'Business center', 'brand new stainless steel appliances', 'One month free rent', 'deco fireplace', 'high ceilings.', 'Rent includes cable tv and wireless internet', 'two full bathrooms', 'crown molding', '-Greal location', ' ALL BRAND NEW NO FEE! ', ' EXPANSIVE 2BR McMANSION ', \" COOK'S SS KITCHEN \", ' EXQUISITE RIVERSIDE SPECIAL! ', ' STUNNING STUDIO DUPLEX ', 'Gas&Electric included', ' LEX AVE LUXURY! ', ' SPRAWLING SUNFILLED 1BR HOME ', ' ALL UTILITIES INCL! ', 'NO FEE!!', ' RENT STABILIZED! ', ' OFF 6TH AVE ~ HEART OF MIDTOWN! ', 'Virtual DM', 'AC Central', 'Brand Newm Outdoor Deck', 'Stainless Steel Full Size Appliances.', 'Photos of actual apartment', 'Marble bath', 'SS appliances', 'Kids Play Room', 'Yoga Studio', ' NO FEE ', '1 month free', '2 year lease', '73rd St.', 'Elevator & LAUNDRY', 'Dogs OK', 'Bright spacious 2 BR/1BA', 'Heat and Hot Water Included', 'Newly Renovated w/ Oak wood floors   Mid century modern style interior   Large Closets in Every Bedroom EXTRA storage space in hall. Large Living room', 'Huge Bedrooms', \"Chef's kitchen\", 'Light.', 'Huge Rooms', 'Private Roof-Deck', 'storage unit', 'Vacation home', 'Water view', 'Common balcony', 'Wonderful 2 bed in WV   Grab it or Grieve it..xoxo', ' EXTRAVAGANT EAST VILLAGE! ', 'Oversize Terrace', 'Queen size sleeping Alcove', 'Convertible 1br', 'High floor', 'elevator & Laundry', '30th & 3rd ave', 'Just Listed', 'competitively priced', 'well-maintained', 'live in super', 'Modern Finishes', 'Roof Access', 'Washer/Dryer In Unit', 'A true top luxury Hi-Rise', 'reduced fee while it lasts!', 'Children’s Playroom', 'Exercise equipment (if furnished)', ' NO FEE BABY! ', ' MASSIVE 2BR w/TERRACE ', ' GOURMET SS KITCHEN ', ' 3 BLKS TO TRAIN ', 'huge balcony', 'Convertible 2', ' 2 BLKS TO WATERFRONT ', ' BEDFORD L STOP ', 'Oversized Shower Tub', 'Walk-in Closet', 'Eat-in-Kitchen', 'Refrigerated storage in lobby for grocery deliveries', 'Residents-only fitness center and aerobic room professionally outfitted with a full complement of strength and cardio-training equipment', 'featuring a sophisticated Precor® online profile system that tracks your personal fitness goals', 'A wide array of complimentary fitness classes offered weekly', '4', '000 sq. ft. landscaped terrace complete with an organic garden', 'Executive conference room with large-screen HDTV', 'Residents can choose from three high-speed Internet providers: Verizon Fios', 'Time Warner', 'and RCN', 'All common areas feature Wi-Fi accessibility', 'Telephonic intercom system/multiple phone lines per residence', 'Bicycle room and individual resident storage', '24-hour parking garage with an electric vehicle charging station.', 'Stainless Steet Appliances', 'Fireplace Storage', 'PRIVATE BALCONY', ' HUGE TRUE 3BR SUPER SHARE ', ' GORGEOUS GREENWICH VILLAGE ', 'Brand New Renovation', 'Steps from Tompkins Sq Park', 'Concierge and Live-In Super.', \"Resident's Courtyard\", ' MIDTOWN EAST ELEGANCE! ', \" BRAND SPANKIN' NEW! \", 'Exposed Brick Walls', 'Recessed Lights', 'State-of-the-art swimming pool', 'Fitness Center and health club', 'Attended garage', 'Laundry room', '24-hour doorman', 'Gatehouse security', 'Features: Washer/Dryer', 'Southern Facing', 'NO BROKER FEE! NO FEE', ' RENT STABILIZED ', ' SEPARATE KITCHEN ', 'share ok', 'king size bedrooms', ' REAL NO FEE BABY! ', ' EXPANSIVE 3BR MASTERPIECE ', ' SPACIOUS & SUNFILLED ', ' 2 BLKS TO TRAIN ', 'oversized closet', 'Flat screen TV and sound system', 'custom lighting', 'built in storage', 'custom window treatments', 'great location!', 'built in office area', '1st', 'Last', 'Security ******Available June 1st***', 'King Bedrooms', 'gut renovated', 'PERFECT LOCATION!!!!', 'housekeeping', 'ALL UTILITIES INCLUDED!!', ' MIDTOWN NO FEE MANSION! ', 'Onsite super and porter', 'Pets - case by case.', ' ELEGANT EAST VILLAGE! ', ' MODERN & NEW ', 'AMAZING DEAL!', ' WICKED W50s WINNER! ', ' WINDOWS AL AROUND ', 'ROOFTOP', 'LOUNGE', 'SUNDECK', 'Queen Size Bedrooms', 'Ample Closet Space', '1200sq ft', '3br', 'large living room', 'walk up', 'rooftop access', 'Sun decks', 'Kids playroom', 'Onsite dry cleaner', 'The friendliest doormen in all of Manhattan', 'Offering  1 month free OR 1 month OP', 'SPACE', 'LIGHT', 'GREAT SHARE', 'Poo', 'Historical Brownstone originally built in 1901!', ' GREENPOINT GIANT ', ' HUGE TRUE 2BR MEGA-SHARE ', '24hr white-gloved doorman', 'Concierge service. Fitness center', 'Rooftop deck', 'High-speed internet access', \" BKLYN'S FINEST! \", 'Storage locker for each apt', 'Electric Included', 'All Utilities Included', 'No Pets', 'New Appliances', 'New Electric', ' SPRAWLING SUNFILLED 3BR HOME ', ' MODERN RENOVATIONS ', 'Window treatments', 'Lighting upgrades', 'Oversized window', 'Lounge with WiFi', 'Stainless Steal Appliances', 'Private Storage', 'Digital TV', 'Wi-Fi Access', '1 Month Free', 'Washer/Dryer in Bldg', ' ELEGANT E50s!! ', ' FRENCH DRS ', ' BREAKFAST BAR ', ' WALK-IN CLOSETS! ', 'Parking spot with additional fee', '25lb weight limit on pet', 'Hardwood Flooring', 'Wood burning fireplace', 'Lease Term (Flexible) 3 Months - 1 Year / Furnished or Unfurnished', 'Full-service condominium', 'Garage attached', 'Storage room', 'Lounge spaces', 'Health club with pool on the top floor', 'loft', '2', '3', '4 train is less than 1 block away', 'New', 'Total Reno. Heart of West Village', 'Eat-In-Kitchen', 'Spacious Living Room', 'Great Natural Light', 'Great Views of the Neighborhood', 'Cats on approval', 'OPEN HOUSE SAT. MAY 14 12- 1PM', 'PRIVATE GARAGE AVAILABLE', 'GROUND FLOOR', 'PRIVATE ENTRANCE', \" UPTOWN'S FINEST! \", 'Large apartment', 'ACT FAST WONT LAST', 'stainless steel appliances', 'natural light', 'heat and water included in rent', ' ONE OF A KIND NO FEE! ', ' MASSIVE 3BR MANSION ', 'Yoga Classes', 'laundry in building', 'great river views', 'fully equipped gym', 'heated lap pool', '4 roof-decks with river views', '24 hr concierge', 'club room w billiards tables', 'children’s playroom', 'bicycle storage', 'on-site parking', ' STEPS TO CENTRAL PARK!! ', ' EXPANSIVE STUDIO STEAL! ', ' A/C ', 'Yoga and Spin Studios', 'Live in Super', 'Woodburning Fireplace', 'Large Windows w/ lots of Natural Light', 'East Village', 'Large', 'Flex 3 Bed', 'On site super', 'Low fee and great space too!', 'Electricity + Hot Water + Gas + Heat Included', 'No Fee or One Month Free', 'PRE-WAR', 'Tenant pays for only electric!', 'TONS OF NATURAL LIGHT', 'QUEEN SIZED ROOMS', 'CLOSETS GALORE!', 'CHEFS KITCHEN', 'CONDO FINISHES', 'Multi Level', 'loft storage', 'Indoor 50ft lap pool; dishwasher; free bike storage', 'attached garage', 'Close to Subway - Renovated!', 'Overlooks Garden', 'One month free', '22', '000 Square Foot Exclusive Courtyard Oasis for VIA Residents', 'Four Barbecue Grills', 'East and West Resident Lounges Reading Room Outdoor Lounges with River Views Party Room Chefs Kitchen Movie Screening Room Tot Spot Playroom Ping Pong', 'Billiards and Shuffle Board Game Room Poker room Golf Simulator and Putting Green', 'Gym Fitness Lounge Swimming Pool Sun Decks Exercise Studios Indoor Half-Basketball Court', 'landmark building', 'co-op', 'no board approval', 'stunning', 'huge 1 bedroom', 'convertible 2 bedroom', 'super bright', 'bay windows', 'In Unit Washer & Dryer', 'Gut Renovation', 'Walls of Windows', 'Corner Unit', 'Window Bathroom', 'NO FEE!!!Roof Deck', 'FREE HEALTH CLUB', '24/7 DOORMAN', 'PETS WELCOME', 'Two Private Balconies', 'New reno', 'Great Area', 'spacious', 'must see', 'june 1st occupancy', 'ACT FAST WILL NOT LAST', '75th & 1st', 'ELEVATOR', 'Dog OKAY', 'STAINLESS STEEL', 'NO FEE HARDWOOD FLOORS', 'BRAND NEW SS APPLIANCES', 'ON-SITE GARAGE', 'Close to Transit', 'two tennis courts', 'real sand beach volleyball courts', 'an expansive landscaped terrace and sun deck', 'water feature', 'state-of-the-art fitness center and even an on-site dog run', 'valet and dry cleaning services', '24 hour doorman', 'on-site parking garage', 'on-site management', 'MASSIVE HOME', 'VERY COMFORTABLE LAYOUT', 'Common Storage', 'Available 06/01/16', 'BROKER FEE.', ' MASTERFUL 3BR MANSION ', ' BACKYARD ', ' 1 BLK TO BEDFORD L ', '2 Queen Bedrooms', 'Large Closets', 'Duplex Layout', 'Available  05/01/16      Swimming pool         Dishwasher', 'Live-In Super', 'Common Areas', 'Individual Climate Control', '24/7 Fitness Center', 'Concierge Services', 'Electronic Rent Payment (Ach)', 'Childrens Room', 'Rooftop Sundeck', 'Accepts Credit Cards (Fee Applies)', 'Housekeeping', 'Continental Breakfast Served 5 Days A Week', 'Lounge W/ Free Wifi', 'Guest Suite For Residents Only', 'Large & Medium Storage', 'Cold Storage In Lobby', 'NYU', 'Baruch', '1100 sq ft', '55th & 6th ave', ' MASTERFUL BKLN MANSION! ', 'Super On Site', 'Granite Counter', 'Gut Renovated.', 'Half Bath', 'Landlord is offering month of April Free', 'No application fee!', 'No broker fee!', 'Underground Parking', 'Roof Deck with real grass', 'Rent Stabalized', 'Billiards Lounge', 'Outdoor BBQs', 'Leed Certified', '24HR Doorman', 'Convinient to all major transportation', 'Outstanding Shopping', 'Pre-War small dogs', '1.5 Baths', 'PRIVATE OUTDOOR GARDEN', 'WASHER/DRYER INSIDE THE UNIT', ' W50s WONDER! ', ' NEAR CENTRAL PARK! ', 'Custom murals on the ceiling and living room wall. Painted my a local artist.', ' NO FEE MULTI-LEVEL MANSION! ', ' MASSIVE 3BR TRIPLEX ', ' HUGE PRIVATE TERRACE ', ' E50s & PARK AVE ', 'ALL UTILITIES INCLUDED', 'LARGE Living Room', 'Hardwood Flooring Throughout', 'Highland Park', 'Quiet Neighborhood', 'Club room', ' SUPER SWEET NO FEE! ', ' XL 3BR MANSION ', ' ALL BRAND NEW ', 'S-Steel Appliances', ' CLASSY CONDO GEM! ', ' PERFECT SUN ', ' CHIC CHELSEA LOCALE! ', '2 Bedroon Convertible', 'Lexington 95th', 'HUGE', 'Recent Renovation', 'Floor To Ceiling Windows', 'Sun Drenched', 'Brand new washer & dryer', ' ELEGANT E50s & PARK BABY! ', ' NO BROKER FEE ', 'Spacious Layout', 'Pets Allowed Case by Case', 'HUGE Living Room', 'HUGE Closets', 'Kitchen Island', 'Large Windows w/ Natural Light', ' CLASSY CLINTON HOME ', ' MASSIVE 1BR ', 'private roof deck', 'Triplex', '\\xa0Subway', ' SPRAWLING SUNFILLED 2BR w/PRIVATE TERRACE ', 'Transport right outside', 'parks in area', 'quiet', 'close to NYC', '**Laundry room code is 3401', 'Approved animals only', 'No Fee!!!', ' BRING UR BBQ! ', ' HUGE REAR TERRACE ', ' MODERN EVERYTHING ', ' ALL NEW ', \" UPTOWN'S BEST KEPT SECRET \", 'Walk-In Closet Views:', 'no fee', ' DIAMOND UWS DEAL! ', ' MASSIVE STUDIO ', 'Great area', 'Top Floor', 'Private roof-deck', 'Madison Square Park', '30th St & Madison Avenue', 'Pre-War brand new renovations', \" BRAND SPANKIN' NEW \", ' SS KITCHEN w/ISLAND ', ' HEART OF DESIRABLE SOHO ', ' EAST VILLAGE BABY! ', 'Private Backyard', 'Available  07/01/16', 'one flight walk up', 'Manhattan Views', ' STEPS TO THE PARK & TRAIN! ', 'Two Level Fitness Center', 'Steam Room', 'Rent stabilized', 'newly renovated large bright', 'separate kitchen', 'low-rise', 'small dogs ok', 'Custom painted murals', 'Indoor parking', 'Sitting Area', 'Social Lounge', 'Building Storage', 'Common Terrace', \" SEPARATE COOK'S KITCHEN \", ' HEART OF MIDTOWN ', ' OVERSIZED 3BR DUPLEX MANSION ', ' PRIVATE ROOF DECK ', 'granite bathroom', ' PRISTINE PARK AVE S LOFT! ', 'Available 05/01/16', 'Postwar', 'mid-rise', 'wash/dryer', 'pets ok', 'attended garage and service entrance', 'high speed elevator', 'Fully equipped fitness center with studio for classes', 'personal trainer', 'tenants lounge with kitchenette', '50 ft. exercise pool and whirlpool with lifeguard on duty', '2 beautifully furnished outside sundecks', 'air conditioned laundry facility', 'Bicycle Room', '87th & 1st', 'furnished', 'Updated Kitchen and Bathroom', 'European air condition in each room', 'surveillance cameras. and much more!', 'Oversized', 'Mosaic tiled kitchen', 'Spacious and Bright !!!', 'laundry hookup', ' SUPER SWEET 1BR HOME ', ' ELEGANT E60s! ', ' TONS OF NATURAL LIGHT! ', 'boating hardwood floors', 'prime location', 'Spacious private garden', 'LIMITED TIME - NO FEE', 'Shuttle to 7 train', 'Video Access Control', 'Dishwasher/Microwave', 'Stunning Renovations', 'Vaulted Ceilings', 'Harwood Floors', ' REAL NO FEE! ', ' MASSIVE TRUE 2BR SUPER SHARE ', ' 2 BLKS TO THE TRAIN ', 'Everything Brand New!', 'Granite Bath', 'Rent stabilize', ' MIDTOWN MARVEL! ', ' UNIQUE PREWAR DETAILS ', 'Elevator & Laundry', '78th & LEXINGTON Ave', 'Partially Furnished with two (2) air conditioners and microwave unit.', '2 Story Tenant Lounge', '$250 Security Deposit', 'Rent is net effective-Gross price is $3250', ' W60s WONDER ~ NEAR THE PARK! ', ' OVERSZED STUDIO STEAL ', ' FREE GYM ', 'Near All Trains', 'Exposed brick wall', 'Right on Lexington Ave - Close to subway', 'Community recreation facilities', 'Central Air Conditioning', 'Heat/Hot Water/Gas Included', ' OVERSIZED & UNDERPRICED NO FEE ', 'heat and hot water included', 'onsite super', 'laundry in bldg', 'Central Park 1/2 block away!', 'Laundry in Some Units', 'Available  04/15/16', 'near NQRMG Trains', 'Outdoor terrace', ' SPRAWLING 1BR w/HOME OFFICE ', ' PRIVATE BACKYARD ', ' SPARKLING CLEAN & BRIGHT ', ' OVERSIZED & UNDERPRICED!! ', ' W50s ~ NEAR CENTRAL PARK! ', 'Pre War', 'Restaurant', 'Available  05/15/16    Dishwasher', ' MARVELOUS MIDTOWN GEM ', ' SPACIOUS SUNDRENCHED STUDIO ', ' STUNNING PREWAR DETAILS ', 'Private Patio', 'Floor-to-ceiling windows', 'Just Renovated', 'designer finishes', \"two en-suite balcony's.\", 'GUT RENOVATED', 'MONTH FREE', \" UPTOWN'S BEST DEAL! \", 'LINOLEUM', 'ABSOLUTE VALUE FOR SIZE & LOCATION', 'ONLY 1st and Security', 'Heat and Hot water included', '732-330-4737', 'Exposed Bricks', 'Double Hung Wooden Shutters', 'Decorative Wooden Fireplace', 'utilities included', \"Commuter's paradise\", ' MURRAY HILL NO FEE MANSION ', 'Pre-War Details', 'No Broker Fee', 'Nearby Medical Centers', 'W/D', '30', '000 SF Fitness Center', ' PRISTINE TOWNHOUSE ', ' E50s BABY! ', ' EXTREME E50s EXCELLENCE ', ' PERFECT SUNLIGHT ', 'Catering Facility', 'Satellite TV', 'Housekeeeping', 'Party/Meeting Room', 'Garage parking', 'Updated appliances', 'Huge Walk In Closet', 'Washer/Dyer Combo', 'Flat-screen TV', '24-hour concierge', 'Private lounge w/ wet bar & billiards table', 'Sun deck', ' MASTERFUL BKLYN FIND! ', ' SPRAWLING 3BR MEGA-SHARE ', 'XXLARGE STUDIO', 'original molding details', 'over sized windows', 'high floor unit', 'sun drenched', 'bike storage', 'game room', 'Natural Sunlight', 'King sized Bedroom', 'windowed kitchen', ' PRISTINE PREWAR GEM! ', ' CHEF;S KITCHEN ', ' MODERN VILLAGE MARVEL ', ' NEAR THE PARK ', 'French Door', 'state of the art fitness center', 'laundry room as well as housekeeping & dry-cleaning services', 'IN-UNIT WASHER & DRYER', '5 BED', 'BIG OPEN SPACES', 'HIGHHHHHH CEILINGS', 'COME LIVE THE GOOD LIFE FOR  LESS $$$$', ' NO BROKER FEE! ', ' 1 BLK TO L TRAIN ', 'Laundry facility on every floor', 'Roof deck with stunning view', 'Sleeping Alcove', 'Chelsea', ' CHEF INSPIRED EAT-IN KITCHEN ', \"Lot's of Light\", '2 Full Bathrooms', 'attached parking garage', 'Private Balcony', '1.5 Marble Baths', '24hr Doorman', ' WICKED W50s STEAL! 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     ]
    }
   ],
   "source": [
    "#create 2-d list to store words \n",
    "#without duplicate and the frequency of a word \n",
    "total_word = 0\n",
    "for i in range(len(text_list1)):\n",
    "    total_word += dic_list[1][i]\n",
    "\n",
    "freq_list = [[0 for x in range(len(text_list1))] for y in range(2)] \n",
    "for i in range(len(text_list1)):\n",
    "    temp = text_list1[i]\n",
    "    freq = dic_list[1][i]/total_word\n",
    "    freq_list[0][i] = temp\n",
    "    freq_list[1][i] = freq\n",
    "    \n",
    "#print(freq_list[0][1])\n",
    "#print(freq_list[1][1])\n",
    "print(freq_list[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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