Multi_Class_Classification_BiLSTM.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Multi Class Classification BiLSTM.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "qxEob-FjDXXu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 219
        },
        "outputId": "c6b9aa08-dd7c-4ba5-bfd1-517f6a7f8a4c"
      },
      "source": [
        "!wget https://s3.amazonaws.com/hr-testcases/859/assets/training.json"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-07-02 15:42:21--  https://s3.amazonaws.com/hr-testcases/859/assets/training.json\n",
            "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.111.77\n",
            "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.111.77|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 2321936 (2.2M) [application/octet-stream]\n",
            "Saving to: ‘training.json’\n",
            "\n",
            "\rtraining.json         0%[                    ]       0  --.-KB/s               \rtraining.json       100%[===================>]   2.21M  --.-KB/s    in 0.08s   \n",
            "\n",
            "2019-07-02 15:42:21 (26.6 MB/s) - ‘training.json’ saved [2321936/2321936]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5vPNvTQLFGiM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import json    \n",
        "\n",
        "data = []\n",
        "with open('training.json') as f:\n",
        "    for line in f:\n",
        "        data.append(json.loads(line))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OzCb8qZVFQ0k",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "643d6736-789a-4058-fb5a-2e95e082fdb1"
      },
      "source": [
        "data"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[20217,\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New batteries C-S2 for Blackberry 7100/7130/8700/Curve/Pearl',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '*******   Brand New Original SAMSUNG GALAXY NOTE 2 BATTERY ******',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG GALAXY SIII T-999 MARBLE WHITE T-MOBILE SMARTPHONE BRAND NEW',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Ipad mini 64gb 4g any sim unlock ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'htc evo 4g lte for trade',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone T-mobile Unlock Phone New ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'at&amp;t iphone 5 32gb black good condition no scratches at all $550',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iphone 5 white from Tmobile with lifeproof case ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I-phone 4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I PHONE 4 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Spectrum 2 Shell Holster Case',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'OtterBox Defender Case for iPhone 4S ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'factory Unlocked iphone 5 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3 16G ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 5 white 16 gb at&amp;t Factory unlocked tmobile simple 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlocked Blackberry Bold 9900',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 tmobile 32gb black 10-10',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ALL Samsung PHONES Unlock &amp; IMEI Fix Service ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ALL Samsung PHONES  Unlock &amp; IMEI Fix Service',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'i want to buy ipad 4,wifi,4g,mini,iphone 5/4/4s,,macbook pro,air,imac,,retina ap',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'sprint iphone for sale mint ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC Vivid',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Galaxy s4 Grand Dous',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPHONE 5 unlocked Trade/for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 charger',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG GALAXY S2 (sprint)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'factory unlocked black iphone 4 32Gb at&amp;t  mint ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'factory unlocked black iphone 4 8gb ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlocked black iPhone 4 8gb at&amp;t like new ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Black Sprint iPhone 4 8gb (bad esn)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3 Black Factory Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' ((( the best part is I will come to you 20 minutes  repair iPhone )))',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Like new jailbreak white iPhone 4 for sprint ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FS: iphone 4 16 gb (unlocked) ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone and galaxy screen repair ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Samsung Galaxay 3 rooted!!.verizon',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Prada 3.0 - 8GB   Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '=&gt;&gt; IPHONE 5 &amp; GALAXY NOTE 2 ***LIKE NEW, UNLOCKED*** for SALE/ TRADE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New In Box Galaxy note 2',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'COLOMBIANOS POR FAVOR LEA (RECOMPENSA)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fast Motorola Droid Razr Maxx - 16GB New and Original Factory Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy Note 2 -16GB- White (T-Mobile) Smartphone - MINT CONDITION****',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S4 i9505 HD unlocked white.New',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4 for sprint 8 gig',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Verizon Galaxy Note 2 Metalic Gray Brand New In Box W/Cover 299.99',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 - 16GB White - (Factory Unlocked) MINT CONDITION',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'white galaxy note 2 for s/t f.unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iPhone5 we want AT&amp;T&amp; Verizon used or cracked - $350 (Queens Brooklyn',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Wantd samsung galaxy S4 and galaxy note 2 today ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Seeking for samsung galaxy s4, s3 and iPhone 4s &amp; iPhone 5 today ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nokia Lumia 800 - 16GB New Factory Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': \" I want BUYING IPHONE'S and Galaxy S4- $999 (Flushing ) \",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'AT&amp;T IPHONE 5 64GB FACTORY UNLOCK',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I like to buy your iphone',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 Verizon unlocked 64 GB',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC Sensation UNLOCKED (Android 4.0 - ICS)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy Tab 10.1',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'White Skulls on Black Hard Case for LG Envy Touch Phone',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'AT&amp;T IPHONE 5 16GB FACTORY UNLOCKED',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Verizon Galaxy Note 2 Titanium **TONS OF CASES AND 2 BATTERIES!!***',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone5 Brand New !!! Never Use',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC one mint with all accessories att silver clean esn',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW IPHONE 5 FOR SALE!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'verizon iphone 4s black 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"&#9733;&#9733;&#9733;&#9733;iPHONE 4/4S ''WANTED''&#9733;&#9733;&#9733;&#9733;\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'unlocked samsung galaxy s2',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BLACKBERRY BOLD 9800 FOR SALE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GALAXY INFUSE SAMSUNG S2 AT&amp;T',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I PHONE 4 BLACK- 2 MONTHS OLD LIKE NEW (sprint)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '_________ FREE CABLE TV and MOVIES! - - - - - - - - - ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'for sale/trade htc one t-mobile ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'for sale my touch 4g and htc hd 7',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'for sale brand new condition htc one',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW SAMSUNG GALAXY S4 WHITE COLOR T-MOBILE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'For sale/trade blue galaxy s3 factory unlock ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'For sale/ trade blue samsung galaxy s3 factory unlock ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'For sale/trade blue Samsung galaxy s3 factory unlock ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'for sale/trade htc one t-mobile ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S2 and S3 replacement battery',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S   unlocked 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 't mobile prism',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Repairs of iPhone Screen',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '******* NEW CINGULAR GO PHONE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG GALAXY S3 AT&amp;T 16GB BLACK/BLUE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Repairs of iPhone ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung I8190 Galaxy S III mini New',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone Repairs - Cracked Screen Replacement',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Optimus Vu II F200 4G LTE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand NEW Blackberry Torch 9810 ATT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand NEW Galaxy S4 ACTIVE - WATERPROOF',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New Blackberry Torch 9810 unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW IPHONE 5 FOR SALE!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Factory Unlocked White iPhone 4S 16 GB in NEW Condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Factory Unlocked White iPhone 4 16 GB with the Firmware 5.0.1',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Factory Unlocked iPhone 5 White 32 GB with Accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 - Black - 64GB - Factory Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FS: SAMSUNG GALAXY S3 WHITE 16GB BRAND NEW ***',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'i want to buy ipad 4,wifi,4g,mini,iphone 5/4/4s,,macbook pro,air,imac,,retinaap',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Apple iPhone 5 (Latest Model) - 16GB - Black and Slate (AT&amp;T Factory U',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC SENSATION 4g (Unlocked,Rooted)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'samsung galaxy s2 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sprint HTC ONE trade with S4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNLOCK SAMSUNG GALAXY S3',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4 16gb factory unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Verizon Blackberry Curve- good condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '--- iPhone 4 &amp; 4S for your 5 ---',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 32GB UNLOCKED mint condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sprint Galaxy Note 2 CLEAN ESN',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Two Sprint Samsung S3 for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'VERIZON IPHONE 5 16GB WHITE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'MOTORCYCLE PERMIT EXAM CDL PERMIT EXAM GURANTEE PASSIN  CALL MEEEEEE!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'VERIZON IPHONE 5 16GB WHITE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' 2 - I phones 3GS for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'htc one x at&amp;t',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nokia AC-4C Cell Phone Charger with CA-44 Adapter',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'OEM NOKIA Boom HEADSET HDB-4 HDB4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fix iPhone 5 , galaxy,iPod,tablet,iPad,htc,blackberry3475379013',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung SGH-T259 3G GSM Used Cell Phone Midnight T-Mobile',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'T-Mobile Micro Sim Card',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Huawei Premia 4g Meteo pcs MetroPcs good condition clean ESN',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 .. White 16 g... Mint condition..  ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG GALAXY S3 16 GB  WHITE  VERIZON',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Damaged Iphones wanted 4 4s 5',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Damaged Iphones Wanted 4 4s 5',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'samsung galaxy note II ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'APPLE I PHONE 5 NEW IN THE BOX AT&amp;T Factory  Unlocked ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Premium Motorola RAZR i XT890 Original Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Bold.9930.Black.(Unlocked).Smartphone.-.$155',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy Nexus Car Dock',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Cool Apple iPhone 4 32GB   Factory Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"I phone 3GS 16gb ( Look's like New )\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 4S 64gb Black in Mint Condition in the Box! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC One  32gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sprint Samsung S3 for sale available ASAP!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'sprint \".galaxy \".s3 \".- \".$180',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone \".4 \".$150',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SONY \".XPERIA \".Z \".BLACK \".LIKE \".BRAND \".NEW \".TMOBILE \".- \".$150',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlocked Samsung Galaxy s4 like new ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'white\\' \"iphone\\' \"5\\' \"16gb\\' \"$190www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG\\' \"GALAXY\\' \"S3\\' \"WHITE\\' \"$180www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3 White- 16Gb- Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '# `HTC# `One# `X# `AT&amp;T# `$129www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '# `iPhone# `4S# `16GB# `White$120www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S4 HD i9505 Unlocked White.New',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fast FUJITSU F-04E New in Box Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 5 Sprint White 16GB Unused',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'galaxy s2 t989 tmobile for trade',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4s 16gb Black - FACTORY UNLOCKED - Excellent cond - I DELIVER!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Blackberry Bold 9900 T-Mobile (Black)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'nokia lumia 710',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Otterbox Armor Series Waterproof Case for Iphone 5',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sprint Iphone 4s',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Bold Unlocked Blackberry 96-50 Cellphone AT&amp;T Tmobile Simple Mobile ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Two Sprint Samsung S3 for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC* ~One* ~v* ~Virgin* ~Mobile* ~-* ~$125www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone* ~3GS* ~32gb* ~$72www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone* ~3* ~8GB* ~$65* ~www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '16* ~Gig* ~iPhone* ~4S* ~$130www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Huawei* ~W1* ~Windows* ~Prepaid* ~Phone* ~Net10$175www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPhone* ~3GS* ~8Gb* ~$81www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Galaxy 2.3.4./iPhone 5 ,4,4s,3 / Note2 / iPad / iPod/ Repair shop',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone* `4* `16GB$137www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GALAXYS3* `CHEAP* `$160www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung* `Gxy* `s4* `$205www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Urban Armor Gear Case for Galaxy s4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NETWORK UNBLOCK: BAD BLOCKED OR BLACKLISTED OR NO SERVICE PROBLEM',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNBLOCKING BLOCKED IMEI GALAXY S4 S3 or NOTE 1/2',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nokia 610 Xpress Music like New..used 2X Unlocked - $150 (Fort Lee)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock iphone4s 16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4s (Sprint)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Huawei Ascend D1 8GB   Unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'brand new sidekick lx brown unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I CAN FIX SAMSUNG GALAXY S3 NOTE2 THAT DONT TAKE SIGNAL',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNBLOCK BLACKLISTED SAMSUNG S4 S3 NOTE 2 S2 TMOBILE/AT&amp;T IN MINUTES ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samung Galaxy note ll ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New HTC ONE MINI',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BLACKBERRY BOLD FROM VERIZON',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'samsung galaxy s4 atat ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S 16gb for sale ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPhone Repair ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S III SGH-I747 - 16GB - Pebble Blue (Unlocked)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Blackberry z10 - brand new price FIRM',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Top Samsung I8190 Galaxy S III mini',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung&#12291;galaxy&#12291;2&#12291;$160&#12291;www.applyelec.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'T-Mobile blackberry 7290',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand New Verizon Blackberry Z10',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'samsung galaxy note unlocked',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 Empty Box With Accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CELL PHONE REPAIR I PHONE 4 4S FOR 55 ONLY ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone Factory Unlocking - $10',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 Empty Box With Accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone repair 4/ 4s glass cracked, Battery, charger Repair  9176764520',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC ONE WANTED (only 2013 model)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand newBeats Tours with control talk',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iPhone Factory Unlock Service. NYC Based, 100% Legal, Permanent! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Apple iPhone 4 8gb White: AT&amp;T',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 5 unlocked (ios 7) ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'at&amp;t Samsung galaxy note 2',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'OEM BATTERY for galaxy vibrant t959v',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'verizon iphone 4s   16gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I PHONE 4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9742;~&#9742;~&#9742; &#9742;~&#9742; glass replacement ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S4 \"Verizon\"',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNLOCKED Iphone 4 Broken Glass/Digitizer 10 AM until 10 pm West Villag',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#128158;&#128158;&#128158; iPhone 5 Glass replacement',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '20 minutes service repair iPhone scottie',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I PHONE 4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPHONE Repair charging port for iPhone 4 or iPhone 4s',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9742;~&#9742;~&#9742; &#9742;~&#9742; glass replacement ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9742;~&#9742;~&#9742; &#9742;~&#9742; glass replacement ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 black 16gb Verizon',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'I PHONE 4',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Galaxy 2.3.4./iPhone 5 ,4,4s,3 / Note2 / iPad / iPod/ Repair shop',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung galaxy s3 Verizon',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$$~~FREE CELL PHONES WITH NEW PLAN!!!~~$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S white 16gb w/ charger AT&amp;T ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fix iPhone 5,Tabletgalaxy s3,Htc,blackberry,LG,iPod,iPad, 347-537-9013',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'like new black iPhone 5 tmobile',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'like new black iPhone 5 tmobile',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'refurbished iphone 5 black t-mobile',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' IPHONE Repair charging port for iPhone 4 or iPhone 4s ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 5 att',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand new original iphone 5 cases original ATT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '***IPHONE 5 16GB -black --FACTORY UNLOCK--**',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '16gb iPhone 4Gs verizon',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'tmobile galaxy s4 white',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Premium Motorola Droid Razr Maxx - 16GB New and Original',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '(Tmobile) Samsung Galaxy S1 4G in Excellent Condition! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '+=+*=excellent condition Factory Unlock IPHONE 5 32GB -black -==**',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' I BUY ANY PHONE ANY SMARTHPHONE ANY CONDITION$callme now i buy it$$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPHONES Repair iPhone 4/4s Head Phone jack',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Galaxy s2 boost with screen protecter n dre solo beats For Iphone 4s',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fix your iPhone 4 or 4s Screen (Verizon/Sprint/AT&amp;T)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CANCEL ALL CELLULAR LINES GET OUT OF CONTRACT ASAP $75 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'i325is Nextel, Walkie Talkie, ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S 16gig AT&amp;T',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4 vzw mint condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung galaxy s3 Sprint 16 Gb  Trade ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FUJITSU F-04E',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG mytouch 4g cracked lcd screen',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '76% OFF CELL PHONES, ANTENNAS, NOKIA',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Y2K TECH REPAIR SELL PAWN BUY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'AT&amp;T Samsung Galaxy Note II Titanium Gray 16GB',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CELL PHONE REPAIR CHARGING PORT FOR $45',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SPRINT IPHONE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Verizon Iphone 4S White 16GB Clean ESNExcellent Condition  ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '(Tmobile) HTC Amaze 4G Android Smartphone for Sale!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 5 factory unlocked ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4 s 16gig unlocked for any gsm ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 4 Black Sprint (Clean ESM)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR IPHONE 4 4S 5 LCD GLASS DIGITIZER * SPECIAL ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Impression SGH-A877 AT&amp;T',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' AT&amp;T Iphone 5 black mint ASAP - $440 (Flushing ) ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 3g/3gs broken lens replacement',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S4  Factory Unlocked....10/10 Condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'blackberry 4 sale!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Boost Mobile Galaxy Prevail',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FUJITSU F-04E',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'blackberry 4 sale!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'blackberry 4 sale!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'TRADE LG NEXUS 4 16GIG UNLOCKED ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CELL PHONE REPAIR CHARGING PORT FOR $45',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CELL PHONE REPAIR I PHONE 3 3GS GLASS FOR $35',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR iPads iPhones ALL SMART PHONES SCREENS/BATTERY/POWER RESET ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' IPHONES Repair iPhone 4/4s Head Phone jack ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 4 &amp; 4S 16GB factory Unlocked Mint ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '!~! AT&amp;T HTC One X+ LTE For IPhonE !~!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPod touch 3rd Generation 32gb Brand new in box',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Back cover for Iphone 4 &amp; miscellaneous parts',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand New BlackBerry Z10 (Latest Model) - 16GB - Black (T-Mobile)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR COMPUTERS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Your Spint/Verizon iPhone 4s ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Immediate Sale Samsung Galaxy Note I',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG S4 I537-I337-M919 BAD IMEI UNBLOCK SERVICE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'clean Bad or blocked imei : SAMSUNG T999/T989/T879/T889/I317/I747/I727',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3 For Parts',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMSUNG S3 T999 OR I747 BAD IMEI UNBLOCK SERVICE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR iPads iPhones ALL SMART PHONES SCREENS/BATTERY/POWER RESET',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE  !!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE  !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'selling brand new samsung galaxy Y gt-s5360',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Y2K TECH REPAIR SELL PAWN BUY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNLOCKING 4S AND 5 IPHONE AT&amp;T',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$Need To Buy Used iPhone 4S For $220 Cash!!! - - 917-474-8511',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S SCH-I500 (Verizon)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S 16gb AT&amp;T ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone5 16g black factory unlocked ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'MOTOROLA BLUETOOTH HEADSET WITH CHARGER-BRAND NEW',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 4 white 16gb at&amp;t\\n',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Boost Mobile Venice ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '***QUICK SALE SPRINT S3 BLUE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iphone 5 LCD Repair FOR Only ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Bulk Lots of High End Electronics!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Update Your Iphone 2 IOS 7 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Your Spint/Verizon iPhone 4s ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC VIVID (AT&amp;T)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Original OEM Samsung Galaxy S2 S3 Battery with 1800mAh/ 3.7V ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Wanted:iPhone &amp; galaxy',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNLOCK GSM 4G ANDROID PHONES FOR SIMPLE AND TMOBILE ATT SMARTPHONES ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPHONE 5 16BLACK AT&amp;T BRAND NEW UNOPENED BOX!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone Factory Unlock AT&amp;T FAST REPAIR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC One (2013) tmobile',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GALAXY NOTE 2 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SONY XPERIA Z WHITE LTE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Optimus G SPRINT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Ipod touch 5 Brand New 32Gb',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC One 32GB PN07120 - Good Condition Silver T-MOBILE  Smartphone',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iphone 5 LCD Repair FOR Only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ipad Mini 16gb &amp; 64gb Mint Condition ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New IPAD2',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'APPLE IPHONE 4 16GB BLACK FACTORY UNLOCKED SMARTPHONE GSM | EXCELLENT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC MyTouch - UNLOCKED ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '2 ipad Mini 16gb &amp; 64gb for sale ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HTC G2 - UNLOCKED ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '6 iphone 5 for sale White &amp; Black Mint Wholesale ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'PLASTIC MATT METALLIC COLOR WALLET FLIP COVER SAMSUNG GALAXY S4 CASE S',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '6 iphone 5 for sale White &amp; Black Mint Condition ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4S',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 5 16 GB New Sealed',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone 4/4S Incipio Case',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR COMPUTERS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Turn Your Money Into More Instantly NO B.S ...... Call Me',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nexus 7 Tablet, cracked screen',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': '((( SAMSUNG GALAXY S2 LIKE NEW IN BOX WITH EXTRAS )))',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sprint Samsung galaxy S4 white color Clean Esn Gsm Unloked Any Country',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Servise ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand New iPhone 4S. 16GB. AT&amp;T ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Blackberry Smartphones For Sales!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Servise ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'samsung galaxy s3 brand new',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone jailbrake services',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Jets Parking passes and or tickets on 49ydline row 7 Sect 338',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'MetroPCS Samsung Aspire $100',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' @!7GET YOUR S2/S3/S4 HTC ONE,EVO,LTE PHONES,SAMSUNG AND MORE FLASH GU',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH  FREE  !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE  !!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung Galaxy S3 - MINT CONDITION ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Servise ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FIRST MONTH FREE   !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Servise ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Unlock Servise ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' IPHONE Repair iphone 4/4s power button',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iphone 5 LCD Repair FOR Only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'lifesproof for iphone 4-5',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Get your galaxi s3 no senal, we fix in 20 minute.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' IPHONES Repair iPhone 4/4s Head Phone jack',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IPHONE Repair charging port for iPhone 4 or iPhone 4s',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE REPAIR COMPUTERS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Speaker repair for iPhone 4 or iPhone 4s ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' iphone 5 LCD Repair FOR Only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' power button for iPhone 4/4s ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Fix your iPhone 5 Screen (Verizon/Sprint/AT&amp;T)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'iPhone Factory Unlocking',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Iphone 4 32gb Factory Unlocked ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Bold Blackberry Unlocked 965O Tmobile AT&amp;T Simple Mobile att h20 etc..',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Blackberry Bold 9000 - UNLOCKED ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Blackberry Storm 9530 - UNLOCKED ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Large Air conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Freestanding Cooling and Heating unit! Just Plug in to outlet',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FAN 18\" Floor unit 3 speeds.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vacume Cleaner,Bissell easy vac.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'VITA MIX 3600 BLENDER MOTOR BASE WORKS GREAT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Welbilt bread machine ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '__*Portable A/C , Washer,Dryer,Fridge,Stove,Microwaves ETC__q',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SUPER AFFORDABLE: REFRIDGERATORS &gt;&gt; Fast Friendly Sale &lt;&lt;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9658;&#9658;Washing Machine,Dryer,Stove,Oven,Range,Fridge',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' ========&gt; OVEN STOVE RANGE ... Mint . CLEAN!!!   Island Discount',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '7000 btu AIR CONDITION HAMPTON BAY  mfg WHIRLPOOL',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' DISHWASHER, White, 24\"',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'freezer compressor',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'EXPERT PLUMBING - HOT WATER BOILERS -HVAC REPAIRS AND INSTALLATIONS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"=====Don't pay more for furnaces##\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&lt;:(Discount Air Conditioners:)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lot of Household appliances',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Pepsi Refrid / Vending',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '_&#9608;___$130 _ WIRELESS _ DR DRE &#9608;&#9608;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'MicroLux ML4000D HEPA Air Purifier ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Professional smokers only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'white pedestal sink',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'REAL NICE WIRLPOOL WASHING MACHINE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Basic Window AC Unit',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Induction Burner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Castle Pizza Oven',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'air jordan  14s size 8.5',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'beautiful massage chair',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BBQ VERY GOOD CONDITION/ VERY CHEAP ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$$$$ We pay Top Dollar For Used Restaurant Equipment $$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Mixers&#9734;Collers&#9734;Freezers&#9734;Ovens&#9734;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Avanti portable washer w757 ( free delivery within Brooklyn)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'A lot of appliances for sale^^up to save 75%',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Hot tube (jacuzzi)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Portable AC - Frigidaire 9000 BTU for $175 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'AC frigidaire - Window-Air-Conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '^ SHARP AC 6500 BTU for Sale.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'commercial Refrigeration',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable AC - Frigidaire 9000 BTU for $175 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'commercial Refrigeration',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW GE PROFILE 27\" ELECTRIC CONVECTION WALL OVEN IN BISQUE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Commercial refrigeration',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'restaurant / Deli equipment for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW SUMMIT 24\" STAINLESS STEEL GAS RANGE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BRAND NEW (in box) Delonghi heater',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Frigidaire window and Amana portable air conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable Electric Fireplace',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Whirlpool Washer &amp; Dryer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'OMEGA FRUIT AND VEGETABLE JUICER WITH 2 PKS OF FILTERS ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'space saver washer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'office refrigerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'stove',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ge refrigerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'kenmore washer and dryer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ge refrigerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vitamix 5200 (White)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'refrigerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'baseman refrigerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '__________ FREE CABLE TV and MOVIES! - - - - - ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'stove',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'air conditioning',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'wine cooler ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE BUY ALL COMMERCIAL KITCHEN EQUIPMENT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE BUY ALL COMMERCIAL KITCHEN EQUIPMENT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'maytag washer dryer $400 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9603; &#9605; &#9606;_ $90 STUDIO DRE HEADPHONES _ &#9603; &#9605; &#9606;_ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Stainless steel gas stove',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Maytag 5000 series dryer w/ steam',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Rheem Condensing unit',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Atmosair P2000 and T400 Air Purifiers / Ionizer (Remove Smoke Odors)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'COMMERCIAL ICE MACHINES AND BINS BEST OFFER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Dacor 48\" range 9\" Backguard',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW STAINLESS STEEL DOUBLE DRAWER REFRIGERATOR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SUMMIT PROFESSIONAL 20\" GAS STOVE STAINLESS STEEL TNM13027BFKWY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW GE 27\" FRONT LOAD GAS DRYER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Frigidaire Refrigerator. Excellent condition.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable Dishwasher',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW IN BOX GE 30\" SINGLE-DOUBLE WALL OVEN IN STAINLESS STEEL',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Tanita BF682W Body Fat Analyzer and Digital Scale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '5,200 BTU Window Air Conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Tanita BF682W Body Fat Analyzer and Digital Scale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Washing Machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Self Taking Blood Pressure Monitor Medical Grade Accuracy',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sanyo Microwave  1 year old',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW!!! WASHER &amp; DRYER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'White Kenmore Refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '32 BOTTLE WINE COOLER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Window AC Air Conditioner Units',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Steamer-Rice Cooker-Glassware &amp; More',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Hamilton Beach~Food Processor in very good working condition like new',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'H2O Steam Machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Water Heater (Electric)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Juke Box Iphone Doc Speaker',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Summit SWC1925 SWC1925 162 Bottle Capacity Wine Cellar ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Oster 6-Cup Glass Jar 12-Speed Blender ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Microwave over the range',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Priced To Fly: WASHER DRYER SETS &gt;&gt; Save 70% Over New &lt;&lt;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' REGULAR FRIDGE //// SMALL - MED SIZES  islanddiscountappliances.com',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' You Can Buy a Refrigerator,Dishwasher,Microwave&amp;Stove,Oven, ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'restaurant / Deli equipment for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fusion Juicer w/ Fusion Booster Red',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '12000 BTU Portable air conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Cuisinart Convection Breadmaker',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '+++++&#929;ac&#1082;age &#913;ir &#1057;ondit&#1110;&#7441;ners,',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '___WIRELESS &#9608;&#9608;&#9608;&#9608;____BEATS BEATS BEATS BEATS BEATS BEATS ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DYNEX PAPER SHREDDER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Two Desk Lamps',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'APPLIANCES ON SALE, 78% OFF ON KITCHEN APPLIANCES, VACUUMS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Gas Hot Water Heater 75 Gallon Tank - only 2 years old',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Heater - Electric Oil-Filled Radiator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'We Pay Top Dollar For Used Equipment ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' $$$ we pay top dollar for any equipment $$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WE BUY ALL COMMERCIAL KITCHEN EQUIPMENT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'We Pay Top Dollar For Used Equipment ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$$$$ We pay Top Dollar For Used Restaurant Equipment $$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DeLonghi Digital Oil-filled Radiator Heater w/ Remote (OBO)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Black Whirlpool Refrigerator, Like New! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BRAND NEW TRAVEL COVERTER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'INDOOR / OUTDOOR   VENTLESS   ETHANOL  FIREPLACES',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'INDOOR / OUTDOOR   VENTLESS   ETHANOL  FIREPLACES',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '10000 btu window air conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Two Desk Lamps',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LE PRESSE 8 MACHINES IN ONE- NEW $50 347 272 5099',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#10070;&#10070; WASHING MACHINE /// MUST SEE !!!! &#10070;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kenmore 13.3 cu ft stand up freezer, works well',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Oster bread maker $30 347 272 5099',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$$$$ We pay Top Dollar For Used Restaurant Equipment $$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Monster Beats by Dr Dre Wireless Headphones with Bluetooth ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Monster Beats by Dr Dre Wireless Headphones with Bluetooth \\xa0',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'new Dr dre PRO BEATS headphones monster beats',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr Dre SOLO on ear headphones HD with control talk ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Whirlpool Duet (Stainless Steel Washer and Dryer)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr Dre SOLO on ear headphones HD with control talk ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'air conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Washer and sewing machine for sale',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'We Pay Top Dollar For Used Equipment ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '$$$$ ### washer&amp;dryer $$$$###',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'oven',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Commercial Restaurant Stainless Steel Sink',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Electric grill',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre Tour with Control Talk In-Ear Headphone Black / Red',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DR DRE SILVER STUDIO headphones new in box -',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DR DRE SILVER STUDIO headphones new in box -',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DR DRE SILVER STUDIO headphones new in box -',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr Dre SOLO on ear headphones HD with control talk ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr Dre SOLO on ear headphones HD with control talk ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr Dre SOLO on ear headphones HD with control talk ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'PSB SPEAKERS PAIR ...MODEL (ALPHA-T )... Tower Speaker ...crazy sound',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9608;&#9608;&#9608;&#9608;_$65 SOLO HD DR DRE BEATS ;;;;;;;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre PowerBeats Sport Ear-Hook Headphones',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre PowerBeats Sport Ear-Hook Headphones',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Singer Industrial Sewing Machine - Shoes / Leather',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre PowerBeats Sport Ear-Hook Headphones',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'APPLIANCES',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre PowerBeats Sport Ear-Hook Headphones',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats by Dr. Dre PowerBeats Sport Ear-Hook Headphones',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '**** SUPER CAPACITY **** WASHER WASHING MACHINE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '__*Portable A/C , Washer,Dryer,Fridge,Stove,Microwaves ETC__q',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'sealed Dr dre PRO BEATS headphones monster beats',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'new Dr dre PRO BEATS headphones monster beats',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Monster Beats by Dr Dre Wireless Headphones with Bluetooth ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Insanity workout 13 DVD set Complete with guides and calendar NEW\\xa0',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Monster Beats by Dr Dre Wireless Headphones with Bluetooth \\xa0',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '***BRAND NEW**KENMORE 12,000 BTU AIR CONDITIONER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Monster Beats by Dr Dre Wireless Headphones with Bluetooth ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GENERAL ELECTRIC OVEN/STOVE/COOK TOP 30\" WIDE(BRAND NEW)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;©  NEW  Frigidaire 30\" Freestanding Gas Range',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;© NEW  240V two burner cooktop with black ceramic glass su',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HAIR DRYER',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;© NEW Frigidaire 26\" Gas Cooktop',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;© NEW 30\" 450 CFM Stainless Steel Chimney Hood, Internal B',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;© NEW 4.4 cu. ft. Gas Range with Drop-Down Broiler',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DRE &#9608;___$65 SOLO HD ____BEATS BEATS BEATS BEATS BEATS BEATS ;;;;;;;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Hoover canister vacuum',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Pizza Prep Table',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Haier Energy-Star Dehumidifier',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Air Conditioner LG and Haier AC',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Danby Countertop Dishwasher',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Pizza Oven (electric)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Window Air Conditioner + Remote, Samsung 8,500 BTU   (Great Condition)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Washer &amp; Dryer Set - $295 - 70% Less Than New!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Side by Side Fridges Starting LOW PRICES SAVE BIG ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Breville Juice Fountain JE900',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CASIO DIGITAL CAMERA',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Whirlpool Black Refrigerator in Excellent Condition ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Ge Profile (stainless) side by side refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fantastic Price: REFRIDGERATORS &gt;&gt; Certified By Qualified Tech &lt;&lt;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '( Unbeatable Prices: REFRIDGERATORS &gt;&gt; Do Not Pay Retail! &lt;&lt;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' ========&gt; OVEN STOVE RANGE ... Mint . CLEAN!!!   Island Discount',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9829; Washers and Dryers Looking For a New Home &#9829; ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable Heaters for Sale! Delonghi &amp; Lasko',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Frigidaire FRA053PU1 5,000 BTU Portable Air Conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sharp Stainless Steel Microwave',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Singer \"Touch and Sew\" Sewing machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vintage scovill Hamilton Beach Blender model #639',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SILVER KING STAINLESS MERCHANDISER FRIDGE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Cooktop',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Napoleon P308RBPSS-7 Prestige Stainless Steel Gas Grill on Cart',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Mirage Series Grills by Napoleon',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Microwave,Dishwasher,Fridge,Range,Stove,Electric Dryer,Washing Machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==&gt;Top Freezer Fridge+Bottom Freezer Fridge+Side xside &lt;===Tons ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"No Better Deal: WASHER DRYER SETS &gt;&gt; Don'T Throw Away Money\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&lt;&lt;&lt; ALMOST BRAND NEW 30\" WHIRLPOOL STOVE OVEN MUST SEE !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"Don't Put It Off: REFRIDGERATORS &gt;&gt; Zero-Risk Shopping &lt;&lt;\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ',:) You Can Buy a Fridge,dishwasher,microwave&amp;stove 50% Below Retail',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' &#9668; Washer Dryer // FRIDGE STOVE &amp; Many More Appliances !!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"No Better Deal: WASHER DRYER SETS &gt;&gt; Don'T Throw Away Money\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'we buy all walk in coolers/freezers',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GENERATOR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Hot and cold water Machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' *BRAND NEW* 1.3 cu. ft Microwave Oven Stainless Steel',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ice cold refrigerator with ice machine - $200 (east orange new jersey ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'MINT Friedrich Uni-Fit 8,000 BTU Model #: UE08D11',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE JGB600SETSS 30\" Freestanding Gas Range with 5 Sealed Burners',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'KitchenAid  KDRS505XSS 30\" Freestanding Dual-Fuel Double Oven Range.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Orange juice squeeze machine- Excellent working condition -- ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX31945ST FRENCH DOOR REFRIGERATOR WITH DOOR-IN-DOOR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE CGS985SETSS GE 5.4 cu. ft. Gas Range ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE Cafe  CSA1201RSS 1.7 cu. ft. Over-the-Range Advantium Speed Oven',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Summit SWC1545 23\" Dual Zone Wine Cellar with 80-Bottle Capacity',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX31935ST 3 Door French Door Refrigerator with Blast Chiller ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX25976ST Ultra-Capacity 3 Door French Door Refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung RF4289 28 Cubic Foot French Door Refrigerator with 4 Doors ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE Cafe  CSHS6UGZSS 25.7 cu. ft. Side by Side Refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung RF4289 28 Cubic Foot French Door Refrigerator with 4 Doors ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE Profile PGSS5RKZSS Bottom-Freezer Refrigerator with 24.8 Cu. Ft.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX31925ST refrigerator 3 DOOR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung RF4289 28 Cubic Foot French Door Refrigerator with 4 Doors ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE CGS985SETSS GE 5.4 cu. ft. Gas Range ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX33975ST 32.5 cu. ft. French Door in Stainless Steel ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX31925ST refrigerator 3 DOOR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX28978ST Ultra-Large Capacity 3 Door French Door ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX25976ST Ultra-Capacity 3 Door French Door Refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' LG Portable Air Conditioner- Excellent condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'REDUCED PRICE: Alkaline Water Machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'George Foreman Grill',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kenmore Washer Dryer - Gas',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Haier portable washing machine',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"1950's Welbilt _ Robert Shaw model Stove - Super Condition\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Air Conditioners For Sale-Moving!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vacuum, Air Purifier, Air Conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '+++++&#1053;eat Pump prices++',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Whirlpool Ultimate Care II 8cycle/5speed Washer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '*** BRAND NEW, PORTABLE, GAS TABLE TOP STOVE, 4 BURNERS ***',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '~$$$~ We  Buy All Restaurant Equipment ~$$$',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'TV with DVD and VHS for Sale ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'VERY LARGE GE MICROWAVE OVEN',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE Profile PGB995SETSS Double Oven Convection Gas',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX25978ST 3 Door French Door Refrigerator Fits a 33\"',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG DLEC855R 24\" COMPACT VENTLESS ELECTRIC FRONT LOAD DRYER (NEW) ONLY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ceiling fan/portable grill/faucet',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX25991ST Ultra-Capacity Counter Depth 3 Door French Door',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFC25765ST (Fits a 33\" Opening) ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#9603; &#9605; &#9606;_ -__$65 _ SOLO HD DR DRE HEADPHONES ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LFX25976ST Ultra-Capacity 3 Door French Door Refrigerator ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Model #2020  Marvin Quartz Heater',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'TOP $$$ PAID FOR RESTAURANT EQUIPMENT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Peerless Series EC/ECT-05 EnergyStar Oil Boiler ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Appliance Removal | Eco-Friendly Disposal',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DRINK SNACK COMBO VENDING MACHINES FOR CHEAP!!!!!!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ProTeam ProForce 1500XP HEPA Commercial Vacuum',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Maytag Epic Z frontload washer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&gt;&gt; &gt;&gt;  Basic WASHERS &amp; DRYERS - $149 - Absolute CLEARANCE!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#3061; We pay top Dollae For Your Used Equipment &#3061;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable Air Conditioner 10,000 BTU w/remote',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Frigidaire Air Conditioner - 6000 BTU - FREE DELIVERY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Beats Beats .. Beats , Beats Solo HD / Tour / Wireless / PowerBeats',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Small Refridgerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Marble Tile, Granite Tile, Porcelain tile, Mosaic tile Backsplashs! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'N E W MODEL Weber Genesis EP-330 LP Gas Grill -black.green.brick.gray.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Breville Smart Oven',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kenmore Front Loading Washer ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '_Washing machine gas electric dryer, fridge,stove,oven,range',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'REFRIDGERATOR  GE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Dorm Size Steel refridgerator',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WHOLESALE VENDING MACHINES',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Frigidaire 8,000 BTU AC ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '==============  restaurant equipment 646.236.4717 ============ ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Haier Dehumidifier 30-pint - Great Condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'AIR CONDITIONERS - FRIEDRICH REFURBISHED',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE DRYER 220 VOLT ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Water heaters Tank-Less',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG 15,000BTU Window Air Conditioner AC w. Standard 110v in Box Remote',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG Air Conditioners Window, Thru The Wall &amp; Portable AC in Box Remote',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG WM1355HW Compact Washing Machine Washer White 110v &amp; 24\" Wide! ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG LMX25964ST 4 Door LG Refrigerator w. Dispenser Stainless Warranty -',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Stainless Steel Emerson Microwave',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '______ ELECTRIC STOVES - COIL TOP - $149 - BLOWOUT Clerance!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Paper Shredder Dynex dx-ps10cc',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'LG WASHER AND DRYER COMBO ALL IN ONE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Portable Dishwasher--pick-up only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Viking Professional Series 30\" Gas Cooktop with 4 Sealed Burners ONLY',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE PROFILE FRENCH DOOR 33 INCHES WIDE ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BOSCH BUILT IN REFRIGERATOR ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'VIKING 48\" BUILT IN REFRIGERATOR W/ WATER &amp; ICE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '8000 btu Air Conditioner',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BOSCH FRENCH DOOR REFRIGERATOR ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Magic chef gas stove ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Stacked washer and dryer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ELECTROLUX SLIDE IN RANGE ELECTRIC ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'steel blue lockers',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'We Buy And Sell All Restaurant Equip',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '&#8779; we buy any used equipment &#8779;',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' \\t&#9608;&#9608;&#9608; \\t&#9608;&#9608;&#9608; $50 POWERBEAT DRE HEADPHONES ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kenmore washer machine ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Life fitness 95xi',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Refrigerator sub zero 601r',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Gas dryer.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE fridge',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GE profile refrigerator 4 doors',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'appliances',\n",
              "  'city': 'newyork',\n",
              "  'heading': '©&#8902;&#8902;&#8902;© NEW 3.5 cu.ft. chest freezer with manual defrost and loc',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'PALMCORDER PANASONIC',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HOYA HD UV 72mm Filter',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CANON REBEL XT BODY IN AS NEW CONDITION ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sony Adapter for AIS Advanced Interface to Standard Hot Shoe',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon xl1 for a mini dv deck',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'EXCELLENT SEARS 135mm 1:2.8 MACRO LENS FOR PENTAX CAMERAS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '~ITV 1:1.4 / 25mm C-MOUNT LENS Lens in mint condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Panasonic DMC-FZ50 DSLR with 12x Optical Image Stabilized Leica Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '58mm Hoya HMC Super Multicoated filter ,Tiffen ND 0.9 filter,more',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '10 feet Underwater Waterproof Olympus, new condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sony Umatic &amp; Betacam Parts',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Light &amp; Grip',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Bulbs for Film &amp; Video lights ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lightware T4444 Four Strobe Head Lighting Case -- Black (AS NEW)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon rebel xsi BOdy only',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Anton Bauer 2400 Interactive 2000 Dual Power Charger for $300',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon 10-22mm Zoom',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Tamron AF 70-300mm F/4-5.6 LD MACRO for Nikon AF (never used)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '2 Calumet 7\" (17.8cm) Deep Reflector for Grids',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Storage/Travel Case',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lighting and Video equipment rental',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CAMERA BAG',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SAMIGON UNIVERSAL DEVELOPING TANK',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon Lens Plus more',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Voigtlander Nokton 40mm F1.4 Leica M-Mount Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Voigtlander Nokton 35mm f/1.4 Leica M Mount Lens Black',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon 80 - 400 AF VR Zoom F4.5 - 5.6',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Zeiss 50mm f/2.0 Makro Planar ZE Macro Lens for Canon EF Mount',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Brand New Box Fujifilm XF 18-55mm f/2.8-4 R LM OIS Zoom Fuji Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fujifilm X-E1 Mirrorless Digital Fuji Camera and Grip',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Zeiss Sonnar T* 135mm f2.8 lens ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New Sony NEX-3N Mirrorless Camera ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'fuji xpro1 with 35mm 1.4 len and flash new',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon EF 100mm f/2.8L Macro IS USM Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fujifilm 18mm f/2.0 XF R Fuji Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Slick Digital Video Camera (Brand New)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Video Camera Sony HVR-V1U HDV Camcorder',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D7000 Like New, With Extras',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Need a QuantumFlash battery repair or buy',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FS: JVC DT-V1910CGU Professional 19\" Widescreen HD CRT Monitor - MINT',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Slightly damaged 37\" Panasonic LCD',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BUY or RENT Nikon EM 35mm film camera and/or lenses',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'PENTAX &amp; Accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CANON EOS REBEL G 35 mm W/ 75-300MM LENS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Voigtlander M-mount 35/1.4 Nokton Classic with accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Digital Video Lights Pair with accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon 24-85mm',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'DSLR Camera Cleaning Kit - GREAT COND',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Tamron  AF 75-300mm F/4-5.6 LD Macro Lens for Pentax ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Pentax K x 12.4 megapixel Digital SLR with Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fuji lens hood',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'one step polaroid camara',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Fast prime Albinar ADG 135mm macro focus lens constant F2.8 aperture',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New Battery for Asahi Spotmatic-F 35mm film camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon 80-200 Zoom Lens\\t',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BUYING CAMERAS SHM GUARANTEES YOU THE HIGHEST PRCES PAID -  ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'BUYING CAMERAS SHM GUARANTEES YOU THE HIGHEST PRCES PAID -  ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'HASSELBLAD ZEISS TELE-TESSAR 5.6/350 T* ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Seal Jumbo 150 Dry Mounting/Laminating Press',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Schneider 300mm/5.6 Copal 3 Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Samsung DualView TL220Blue 12MP Digital Camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Panasonic AG HVX 200 Camera- 7 P2 Cards, Extra Batteries, and Case ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon 7D and 17-55 pack, priced to sell quickly!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Like New Canon 60D DLSR camera (Magic Lantern enabled)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon Powershot A495 Digital Point and Shoot Camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Think Tank Camera Bag',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sony NEX 6 w/16-50mm OSS EPZ lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GoPro Hero HD',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Camera Suitecase Zero Halliburton',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New in box digital camera with 14MP 15x zoom. -',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D5100 with 18-55mm kit lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nodal Ninja NN3 MKII (Virtual tour)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Stylus Photo 2200 Epson Printer almost NEW',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'WACOM intuos 9X12 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Velbon PH-460B 3-Way Tripod Pan Head',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Velbon PH-460B 3-Way Tripod Pan Head',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Velbon PH-460B 3-Way Tripod Pan Head',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Schneider Kreuznach Super-Angulon 8/90 w/Copal-No. 0 Shutter',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Schneider Kreuznach Super-Angulon 8/90 w/Copal-No. 0 Shutter',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Profoto Equipment',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus Digital Zuiko Lenses',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus Digital Zuiko Lenses',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'efi ES-1000 Color Profiler',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus Digital Zuiko Lenses',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'efi ES-1000 Color Profiler',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Minox B subminiature \"spy camera\"',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'FS: Rollei Medium Format SLR Gear',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon lenses: 20mn &amp; 55mn Micro',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'photography power pack, vagabond mini',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'GoPro Hero 2 Smoothee with Iphone 4 adapter',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Large Softbox',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Profoto HMI PD575 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Pro series swing out 2 stage matte',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Coolpix P500 compact digital camera +accessories',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Gitzo G-2272M Rationnelle Magnesium Tripod Head',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Manfrotto 410 Junior Geared Head',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Epson Stylus Photo R2880 Color Inkjet Printer ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon EOS Rebel T4i / 650D 18.0 MP Digital SLR Camera with 18-135 mm I',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Photographer looking for work',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Photographer looking for work',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Zacuto EVF Pro',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Marshall 7\" Field Monitor (Sony L Battery Mount)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vinten Vision Blue Fluid Head + Video Tripod',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '35mm SLR film camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon 24-70L f/2.8 ver1',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Roland edirol V-4 4 channel mixer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus VF-1 Optical Viewfinder',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Zykkor Macro Super Wide Angle Semi-Fish Eye Lens (49mm)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': \"Avenger Black Steel Turtle Base 5.0' Century Stand\",\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lighting and Video equipment rental',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'UNIVERSAL DEVELOPING TANK',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'minolta mzxxum 7000i  35 mm film Sigma 28-70 AF lens ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Video Production Workshops',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'G1X in MINT CONDITION',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Selling canon EOS A2E Camera Make me a offer',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon XTi DSLR camera ex+ condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Tripod Dolly and Tracking',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D90+2 nikkor lenses+2 batterys',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon EF 24-105mm F4L IS USM',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon EOS 7D With Canon EFS 24-105mm And Battery Grip with 4 LP-E6',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Tripod dolly with flex and pvc tracking.',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D60 camera package with two zoom lenses ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'EX+ / LN- Canon Normal EF 50mm f/1.2L USM Autofocus Lens in Box',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Panasonic GH3 w 20mm 1.7 with extras',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vintage Cameras',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ARRI, MOLE RICHARDSON OR LOWELL LIGHT DIMMER 1K - $39 ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Mint Minolta Maxxum 50mm F1.7 Also Fits Sony Alpha',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon MB-16 with kit for Fuji S2 (cameratechUSA)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'High Quality Adapter for Field Monitor / Lights 1/4-20 hot shoe base',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Professional Retouching Secrets Pro series Masterclass by Karl Taylor ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '58mm Hoya HMC Super Multicoated filter ,Tiffen ND 0.9 filter,more',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '(2)[New] Mitsubishi OL-XD2000TZ Tele-Zoom Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SECURITY SPY CAMERA 347-427-2359',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '_________ FREE CABLE TV and MOVIES! - - - - - - - ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Polaroid Sun 660 Camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Sony Cybershot Camera,Dell compact Photo Printer(3x5x7)Perfect cond',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Set Shop Saw Horses custom made forfor photography excellent condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '2 Brand New unused 30 ft. 6pin to 6pin Firewire Cable in box',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ClearViewer Premium Viewfinder for Sony RX100 Camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Photogenic Lighting Kit for Sale or Trade',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'NEW Sony DVD Digital Camcorder Handycam w EXTRAS!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D5100 DSLR',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Keystone Riviera K-45 8mm movie camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Two Altman 3.5\" Ellipsoidals/Lekos',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D3100 with 18-55 &amp; 55-200 Lenses - Like New - Low Shutter Clicks',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon D90 with 18-105mm - Low Shutter Clicks',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Printer -  Epson Stylus Pro 9600',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon FM10 35mm film SLR camera and EXTRAS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Nikon AF-S 55-200 mm VR lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kodak 750 H Carousel Slide Projector',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'For Sale or Trade Nikon 55-200 VR lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Honeycomb grids for profoto magnum',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lensbaby Composer Pro Sweet 35 Optic Muse Double Glass Fisheye etc',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Rare Honeywell (Asahi) Auto Strobonar 280S (Flash unit)',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Minolta X700 Rig',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'CAMERA COLLECTORS!!!!',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Attachment for Panasonic 3D lens and HD camcorder',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Vintage Halsman Marilyn prints',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Adapter Case 22.5L w foam pad',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Quantum QF63B Telephoto Reflector',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Mamiya 43mm f4.5L w Lenshade for M7',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Lowepro Pro Roller 2 Rolling Case',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Kodak Stack Loader Tray',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' LOWEL SNOOT for DP',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Contax N Digital and 24-85mm ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus M.Zuiko 17mm f1.8 (Black) f/ Olympus + Panasonic Micro 4/3 Cam',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '35MM &amp; VIDEO CAMERAS',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '35 MM CAMERA SET FOR SALE',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Olympus Pen EP-5 M4/3 Silver/Black Camera with VF-4 Viewfinder -LN',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '_______FREE CABLE TV and MOVIES! - - - - - ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon G10 Mint Condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'IDX Wevi Cam~Wave WIFI Video Transmission / Receiver system',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Asahi Pentax Spotmatic SP 35mm film Camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '10 feet Underwater Waterproof Olympus, new condition',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'SIGMA EX 17-35 f2.8  FOR CANON',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Rode Shotgun Mic $200 OBO',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': ' Eyemo by  Bell &amp; Howell/ 35mm motion picture camera',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Voigtlander Prominent Camera - for Parts',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Taylor &amp; Hobson 1 inch f:1.9 C mount, bolex/m 4/3 lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'map',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'ISCO-GOTTINGEN ISCONAR 100/4.5 M42 Lens',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': '*RARE* Minox AF Mini - 35mm Point &amp; Shoot Camera (BEAUTIFUL!) ',\n",
              "  'section': 'for-sale'},\n",
              " {'category': 'photography',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'Canon 40D Kit + Box, Accessories, Pelican Case + Extras',\n",
              "  'section': 'for-sale'},\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pY7B1cGwFmWr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "outputId": "6bb3517d-1b54-45cd-a6a6-5b501a7032e0"
      },
      "source": [
        "data[1:2]"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'category': 'cell-phones',\n",
              "  'city': 'newyork',\n",
              "  'heading': 'New batteries C-S2 for Blackberry 7100/7130/8700/Curve/Pearl',\n",
              "  'section': 'for-sale'}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZOl90eXkFrAJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "my_data = data[1:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bTYCHDTYGTrs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "category = []\n",
        "city = []\n",
        "heading = []\n",
        "section = []\n",
        "\n",
        "for i in my_data:\n",
        "  \n",
        "  category.append(i[\"category\"])\n",
        "  city.append(i[\"city\"])\n",
        "  heading.append(i[\"heading\"])\n",
        "  section.append(i[\"section\"])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8O6kvqXzGU_H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "data_new = pd.DataFrame(\n",
        "    {'city': city,\n",
        "     'section': section,\n",
        "     'heading': heading,\n",
        "     'category':category\n",
        "    })"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uRs-Wp3sG_SG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "9a9a1157-08a2-46c2-f6a0-19114c3e5289"
      },
      "source": [
        "data_new.head()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>city</th>\n",
              "      <th>section</th>\n",
              "      <th>heading</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>New batteries C-S2 for Blackberry 7100/7130/87...</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>*******   Brand New Original SAMSUNG GALAXY NO...</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>SAMSUNG GALAXY SIII T-999 MARBLE WHITE T-MOBIL...</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Ipad mini 64gb 4g any sim unlock</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>htc evo 4g lte for trade</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      city  ...     category\n",
              "0  newyork  ...  cell-phones\n",
              "1  newyork  ...  cell-phones\n",
              "2  newyork  ...  cell-phones\n",
              "3  newyork  ...  cell-phones\n",
              "4  newyork  ...  cell-phones\n",
              "\n",
              "[5 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r-yqL6lmNWLd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 329
        },
        "outputId": "4f93dcd6-1e8f-4742-c34b-6de2721841bc"
      },
      "source": [
        "data_new[\"category\"].value_counts()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "shared                2273\n",
              "therapeutic           2203\n",
              "cell-phones           1741\n",
              "temporary             1518\n",
              "appliances            1443\n",
              "household-services    1381\n",
              "photography           1379\n",
              "wanted-housing        1378\n",
              "childcare             1255\n",
              "video-games           1249\n",
              "automotive            1136\n",
              "real-estate           1048\n",
              "general               1020\n",
              "artists                439\n",
              "housing                397\n",
              "activities             357\n",
              "Name: category, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "syD39dwnNi2E",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 697
        },
        "outputId": "914ae6d3-e887-475f-9d4f-688b0e96c821"
      },
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "plt.figure(figsize=(10,5))\n",
        "chart = sns.countplot(\n",
        "    data_new[\"category\"])\n",
        "chart.set_xticklabels(chart.get_xticklabels(), rotation=45)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0, 0, 'cell-phones'),\n",
              " Text(0, 0, 'appliances'),\n",
              " Text(0, 0, 'photography'),\n",
              " Text(0, 0, 'video-games'),\n",
              " Text(0, 0, 'housing'),\n",
              " Text(0, 0, 'shared'),\n",
              " Text(0, 0, 'temporary'),\n",
              " Text(0, 0, 'wanted-housing'),\n",
              " Text(0, 0, 'activities'),\n",
              " Text(0, 0, 'artists'),\n",
              " Text(0, 0, 'childcare'),\n",
              " Text(0, 0, 'general'),\n",
              " Text(0, 0, 'automotive'),\n",
              " Text(0, 0, 'household-services'),\n",
              " Text(0, 0, 'real-estate'),\n",
              " Text(0, 0, 'therapeutic')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAAGCCAYAAACPY5USAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naq1hIyP1AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ys4gQ_3madv3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 182
        },
        "outputId": "8e300832-a609-4e10-e308-607ce2537d7d"
      },
      "source": [
        "data_new.info()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 20217 entries, 0 to 20216\n",
            "Data columns (total 4 columns):\n",
            "city        20217 non-null object\n",
            "section     20217 non-null object\n",
            "heading     20217 non-null object\n",
            "category    20217 non-null object\n",
            "dtypes: object(4)\n",
            "memory usage: 631.9+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cx9dw5wAQSk-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "bfc520ac-66ee-498b-96f2-10d5f889a3a9"
      },
      "source": [
        "from sklearn.preprocessing import LabelBinarizer\n",
        "from keras.utils import to_categorical"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4Ut-ljBtc2_5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "targets = data_new[\"category\"].values"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0w6BNIY5W-Yk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "encoder = LabelBinarizer()\n",
        "encoder.fit(targets)\n",
        "y_train = encoder.transform(targets)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c9fwGQFxXE6y",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras.models import Model\n",
        "from keras.layers import Dense, Embedding, Input\n",
        "from keras.layers import LSTM, Bidirectional, GlobalMaxPool1D, Dropout\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "from keras.optimizers import Adam"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JD4blj3GW0UC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 384
        },
        "outputId": "f4dee6a0-02e0-45e1-e2ef-2bd59f08baad"
      },
      "source": [
        "!wget http://nlp.stanford.edu/data/glove.6B.zip"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-07-02 15:44:56--  http://nlp.stanford.edu/data/glove.6B.zip\n",
            "Resolving nlp.stanford.edu (nlp.stanford.edu)... 171.64.67.140\n",
            "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:80... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://nlp.stanford.edu/data/glove.6B.zip [following]\n",
            "--2019-07-02 15:44:56--  https://nlp.stanford.edu/data/glove.6B.zip\n",
            "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:443... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: http://downloads.cs.stanford.edu/nlp/data/glove.6B.zip [following]\n",
            "--2019-07-02 15:44:56--  http://downloads.cs.stanford.edu/nlp/data/glove.6B.zip\n",
            "Resolving downloads.cs.stanford.edu (downloads.cs.stanford.edu)... 171.64.64.22\n",
            "Connecting to downloads.cs.stanford.edu (downloads.cs.stanford.edu)|171.64.64.22|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 862182613 (822M) [application/zip]\n",
            "Saving to: ‘glove.6B.zip’\n",
            "\n",
            "glove.6B.zip        100%[===================>] 822.24M  35.7MB/s    in 24s     \n",
            "\n",
            "2019-07-02 15:45:20 (34.6 MB/s) - ‘glove.6B.zip’ saved [862182613/862182613]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Nw41nOb1XEgk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import zipfile\n",
        "zip_ref = zipfile.ZipFile(\"glove.6B.zip\", 'r')\n",
        "zip_ref.extractall(\"glove\")\n",
        "zip_ref.close()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pVrGIrtAYaVH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "8e454210-fdba-4353-d52d-222399b72394"
      },
      "source": [
        "import numpy as np\n",
        "# some configuration\n",
        "MAX_SEQUENCE_LENGTH = 50\n",
        "MAX_VOCAB_SIZE = 20000\n",
        "EMBEDDING_DIM = 300\n",
        "VALIDATION_SPLIT = 0.2\n",
        "BATCH_SIZE = 128\n",
        "EPOCHS = 5\n",
        "\n",
        "\n",
        "\n",
        "# load in pre-trained word vectors\n",
        "print('Loading word vectors...')\n",
        "word2vec = {}\n",
        "with open(\"glove/glove.6B.300d.txt\") as f:\n",
        "  # is just a space-separated text file in the format:\n",
        "  # word vec[0] vec[1] vec[2] ...\n",
        "  for line in f:\n",
        "    values = line.split()\n",
        "    word = values[0]\n",
        "    vec = np.asarray(values[1:], dtype='float32')\n",
        "    word2vec[word] = vec\n",
        "print('Found %s word vectors.' % len(word2vec))"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loading word vectors...\n",
            "Found 400000 word vectors.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JXqTJ2FHYly2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# convert the sentences (strings) into integers\n",
        "tokenizer = Tokenizer(num_words=MAX_VOCAB_SIZE)\n",
        "tokenizer.fit_on_texts(data_new[\"heading\"])\n",
        "sequences = tokenizer.texts_to_sequences(data_new[\"heading\"])\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hf9p6Z4LY4N_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "0994c826-54f2-4960-9260-6b9b08389ebe"
      },
      "source": [
        "# get word -> integer mapping\n",
        "word2idx = tokenizer.word_index\n",
        "print('Found %s unique tokens.' % len(word2idx))\n",
        "\n",
        "\n",
        "# pad sequences so that we get a N x T matrix\n",
        "data = pad_sequences(sequences, maxlen=MAX_SEQUENCE_LENGTH)\n",
        "print('Shape of data tensor:', data.shape)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 12743 unique tokens.\n",
            "Shape of data tensor: (20217, 50)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h2IbW5iiY7xz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "e4b77896-02f9-4128-bc2d-61e59177890b"
      },
      "source": [
        "# prepare embedding matrix\n",
        "print('Filling pre-trained embeddings...')\n",
        "num_words = min(MAX_VOCAB_SIZE, len(word2idx) + 1)\n",
        "embedding_matrix = np.zeros((num_words, EMBEDDING_DIM))\n",
        "for word, i in word2idx.items():\n",
        "  if i < MAX_VOCAB_SIZE:\n",
        "    embedding_vector = word2vec.get(word)\n",
        "    if embedding_vector is not None:\n",
        "      # words not found in embedding index will be all zeros.\n",
        "        embedding_matrix[i] = embedding_vector"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Filling pre-trained embeddings...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l71dJQYdZTCl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "a9cfcbc1-319a-4605-c8f4-077045cb19d3"
      },
      "source": [
        "# load pre-trained word embeddings into an Embedding layer\n",
        "# note that we set trainable = False so as to keep the embeddings fixed\n",
        "embedding_layer = Embedding(\n",
        "  num_words,\n",
        "  EMBEDDING_DIM,\n",
        "  weights=[embedding_matrix],\n",
        "  input_length=MAX_SEQUENCE_LENGTH,\n",
        "  trainable=False\n",
        ")\n",
        "\n",
        "\n",
        "\n",
        "print('Building model...')\n",
        "\n",
        "# create an LSTM network with a single LSTM\n",
        "input_ = Input(shape=(MAX_SEQUENCE_LENGTH,))\n",
        "x = embedding_layer(input_)\n",
        "# x = LSTM(15, return_sequences=True)(x)\n",
        "x = Bidirectional(LSTM(15, return_sequences=True))(x)\n",
        "x = GlobalMaxPool1D()(x)\n",
        "output = Dense(16, activation=\"softmax\")(x)\n",
        "\n",
        "model = Model(input_, output)\n",
        "model.compile(\n",
        "  loss='binary_crossentropy',\n",
        "  optimizer=Adam(lr=0.01),\n",
        "  metrics=['accuracy']\n",
        ")"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Building model...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DfLjOz1tdb7U",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "outputId": "06ab2643-2de9-49bd-990b-f5fd5edb9baa"
      },
      "source": [
        "print('Training model...')\n",
        "r = model.fit(\n",
        "  data,\n",
        "  y_train,\n",
        "  batch_size=BATCH_SIZE,\n",
        "  epochs=EPOCHS,\n",
        "  validation_split=VALIDATION_SPLIT\n",
        ")\n"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training model...\n",
            "Train on 16173 samples, validate on 4044 samples\n",
            "Epoch 1/5\n",
            "16173/16173 [==============================] - 30s 2ms/step - loss: 0.1218 - acc: 0.9606 - val_loss: 0.0901 - val_acc: 0.9705\n",
            "Epoch 2/5\n",
            "16173/16173 [==============================] - 28s 2ms/step - loss: 0.0860 - acc: 0.9716 - val_loss: 0.0959 - val_acc: 0.9678\n",
            "Epoch 3/5\n",
            "16173/16173 [==============================] - 28s 2ms/step - loss: 0.0772 - acc: 0.9748 - val_loss: 0.1002 - val_acc: 0.9679\n",
            "Epoch 4/5\n",
            "16173/16173 [==============================] - 28s 2ms/step - loss: 0.0705 - acc: 0.9771 - val_loss: 0.0993 - val_acc: 0.9681\n",
            "Epoch 5/5\n",
            "16173/16173 [==============================] - 28s 2ms/step - loss: 0.0657 - acc: 0.9788 - val_loss: 0.0987 - val_acc: 0.9679\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zaVUw-a0dlYg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8izZYXnLe808",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1ZrhHOUZe-Gf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RMuHfFs-iei6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8Q2OBcj2ieWZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CziBJz-hieCd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C2v84KHpe-h8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 219
        },
        "outputId": "eab214e2-b5c7-45a0-a33e-0680a6ff4026"
      },
      "source": [
        "!wget https://s3.amazonaws.com/hr-testcases/859/sample-test.in.json"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-07-02 16:01:26--  https://s3.amazonaws.com/hr-testcases/859/sample-test.in.json\n",
            "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.129.45\n",
            "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.129.45|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1385338 (1.3M) [application/octet-stream]\n",
            "Saving to: ‘sample-test.in.json’\n",
            "\n",
            "\rsample-test.in.json   0%[                    ]       0  --.-KB/s               \rsample-test.in.json 100%[===================>]   1.32M  --.-KB/s    in 0.08s   \n",
            "\n",
            "2019-07-02 16:01:26 (16.1 MB/s) - ‘sample-test.in.json’ saved [1385338/1385338]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FklsX67LfBQu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_input = []\n",
        "with open('sample-test.in.json') as f:\n",
        "    for line in f:\n",
        "        data_input.append(json.loads(line))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l3OfRfpzfMsm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_data = data_input[1:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "saTHHLJRfR4J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "city = []\n",
        "heading = []\n",
        "section = []\n",
        "\n",
        "for i in test_data:\n",
        "  \n",
        "  city.append(i[\"city\"])\n",
        "  heading.append(i[\"heading\"])\n",
        "  section.append(i[\"section\"])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eEOkPEmafjc0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test = pd.DataFrame(\n",
        "    {'city': city,\n",
        "     'section': section,\n",
        "     'heading': heading,\n",
        "     })"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H6TPSTKMfsU2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "977cb43d-dcaf-40d3-e00b-ec558251c3ce"
      },
      "source": [
        "test.head()"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>city</th>\n",
              "      <th>section</th>\n",
              "      <th>heading</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>chicago</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Madden NFL 25 XBOX 360. Brand New!</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>paris.en</td>\n",
              "      <td>housing</td>\n",
              "      <td>looking for room to rent.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>two DS game</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>seattle</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>singapore</td>\n",
              "      <td>services</td>\n",
              "      <td>Good Looking Asian Sensation N aughty Girl ---...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        city   section                                            heading\n",
              "0    chicago  for-sale                 Madden NFL 25 XBOX 360. Brand New!\n",
              "1   paris.en   housing                          looking for room to rent.\n",
              "2    newyork  for-sale                                        two DS game\n",
              "3    seattle   housing                                                map\n",
              "4  singapore  services  Good Looking Asian Sensation N aughty Girl ---..."
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vhq6uiNJjViD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "c2b39878-a4d2-4c4d-9dfd-7405941545d0"
      },
      "source": [
        "test.shape"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(15370, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mULFMolNft4q",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_sequences = tokenizer.texts_to_sequences(test[\"heading\"])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zENbKgQ5hEyp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_pad = pad_sequences(test_sequences, maxlen=MAX_SEQUENCE_LENGTH, padding='post')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ztJuMxm9hRFH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "text_labels = encoder.classes_"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CzeznP_chkgG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "outputId": "9c4eb86f-3891-4d4c-a6a1-716780413f41"
      },
      "source": [
        "text_labels"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['activities', 'appliances', 'artists', 'automotive', 'cell-phones',\n",
              "       'childcare', 'general', 'household-services', 'housing',\n",
              "       'photography', 'real-estate', 'shared', 'temporary', 'therapeutic',\n",
              "       'video-games', 'wanted-housing'], dtype='<U18')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j8o-KGBMhmMN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "category_predicted = []\n",
        "for i in range(test.shape[0]):\n",
        "    prediction = model.predict(np.array([test_pad[i]]))\n",
        "    predicted_label = text_labels[np.argmax(prediction[0])]\n",
        "    category_predicted.append(predicted_label)\n",
        "    "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6G8iqbWqihEr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test[\"category\"] = category_predicted"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HLRFZeG7noXL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "14be2a52-c25c-414c-93d0-988b6454d7ea"
      },
      "source": [
        "test"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>city</th>\n",
              "      <th>section</th>\n",
              "      <th>heading</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>chicago</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Madden NFL 25 XBOX 360. Brand New!</td>\n",
              "      <td>video-games</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>paris.en</td>\n",
              "      <td>housing</td>\n",
              "      <td>looking for room to rent.</td>\n",
              "      <td>wanted-housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>two DS game</td>\n",
              "      <td>video-games</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>seattle</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>singapore</td>\n",
              "      <td>services</td>\n",
              "      <td>Good Looking Asian Sensation N aughty Girl ---...</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>singapore</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Panasonic ,2doors fridge(238L)($220 with deliv...</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>dubai.en</td>\n",
              "      <td>services</td>\n",
              "      <td>SWEET  FRIENDLY  COMPANION:- monaliza</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>london</td>\n",
              "      <td>services</td>\n",
              "      <td>&amp;#10031; Indulge yourself to the body to body ...</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>chicago</td>\n",
              "      <td>community</td>\n",
              "      <td>Enough</td>\n",
              "      <td>general</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>london</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Brand New Xperia T</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>london</td>\n",
              "      <td>community</td>\n",
              "      <td>Shaadi Single Muslims</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>seattle</td>\n",
              "      <td>housing</td>\n",
              "      <td>ER Nurse wants a responsible, quiet, clean roo...</td>\n",
              "      <td>wanted-housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>seattle</td>\n",
              "      <td>housing</td>\n",
              "      <td>490 $ ROOM for rent available (Bellevue)</td>\n",
              "      <td>shared</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>london</td>\n",
              "      <td>housing</td>\n",
              "      <td>Lovely two bedroom Los Angeles house</td>\n",
              "      <td>shared</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>seattle</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>PERFECT CONDITION MOTOROLA TRIUMPH</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>chicago</td>\n",
              "      <td>services</td>\n",
              "      <td>CONPRAMOS CARROS VIEJOS!!!! SERVICIO DE GRUA B...</td>\n",
              "      <td>automotive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>singapore</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>For Sale - Samsung Galaxy Tab Chargers (Wall +...</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>newyork</td>\n",
              "      <td>community</td>\n",
              "      <td>Full Time Nanny Needed for baby</td>\n",
              "      <td>childcare</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>seattle</td>\n",
              "      <td>services</td>\n",
              "      <td>206-375-3387 opening for cleaning move out/in</td>\n",
              "      <td>household-services</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>newyork</td>\n",
              "      <td>community</td>\n",
              "      <td>Babysitter Looking For Immediate Position.  Af...</td>\n",
              "      <td>childcare</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Moving Sale: Coffeemaker, Pitcher, Wine &amp;amp; ...</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>newyork</td>\n",
              "      <td>housing</td>\n",
              "      <td>Luxuries 1 Bed+ Terrace*_* Laundry &amp;amp; Parki...</td>\n",
              "      <td>housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>seattle</td>\n",
              "      <td>services</td>\n",
              "      <td>Cheap and fast towing</td>\n",
              "      <td>housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>hyderabad</td>\n",
              "      <td>services</td>\n",
              "      <td>Hyderabad Call Girls Mr.Atul-9701068787 Call G...</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>newyork</td>\n",
              "      <td>housing</td>\n",
              "      <td>Queens Open Rooms For Rental &amp;lt;&amp;gt; At The S...</td>\n",
              "      <td>temporary</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>dubai.en</td>\n",
              "      <td>services</td>\n",
              "      <td>~~~~~New Hot Sizzling Babe~~~~~~~~~~~~~</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>newyork</td>\n",
              "      <td>housing</td>\n",
              "      <td>Young professional female looking for October ...</td>\n",
              "      <td>wanted-housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>singapore</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Elba microwave oven for sale</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>newyork</td>\n",
              "      <td>housing</td>\n",
              "      <td>Looking for a 1br Apt asap</td>\n",
              "      <td>wanted-housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15340</th>\n",
              "      <td>seattle</td>\n",
              "      <td>community</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15341</th>\n",
              "      <td>chicago</td>\n",
              "      <td>services</td>\n",
              "      <td>&amp;#9733;PAINTING?On call,Highly Skilled, Pro Pa...</td>\n",
              "      <td>household-services</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15342</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>10,000 BTU Portable Air Conditioner</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15343</th>\n",
              "      <td>seattle</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Energizer Flat Panel 2X Induction Charging Sys...</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15344</th>\n",
              "      <td>chicago</td>\n",
              "      <td>community</td>\n",
              "      <td>Stay at Home Mom</td>\n",
              "      <td>childcare</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15345</th>\n",
              "      <td>singapore</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Toshiba 10kg washing machine @free delivery@</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15346</th>\n",
              "      <td>chicago</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Ilex-Calumet Series-S Caltar 8.5\" 215mm f/4.8 ...</td>\n",
              "      <td>photography</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15347</th>\n",
              "      <td>chicago</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15348</th>\n",
              "      <td>singapore</td>\n",
              "      <td>housing</td>\n",
              "      <td>City Square - 2x Common Room for Rent</td>\n",
              "      <td>shared</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15349</th>\n",
              "      <td>london</td>\n",
              "      <td>services</td>\n",
              "      <td>&amp;#9807; Gorgeous Goddess brings you B2B and nu...</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15350</th>\n",
              "      <td>chicago</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15351</th>\n",
              "      <td>seattle</td>\n",
              "      <td>community</td>\n",
              "      <td>VENDORS NEEDED FOR SUMMER BAZAAR</td>\n",
              "      <td>general</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15352</th>\n",
              "      <td>paris.en</td>\n",
              "      <td>housing</td>\n",
              "      <td>Room For Rent</td>\n",
              "      <td>shared</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15353</th>\n",
              "      <td>london</td>\n",
              "      <td>housing</td>\n",
              "      <td>Flat share in NW 10 CLOSE WILLESDEN JUNCTION TUBE</td>\n",
              "      <td>shared</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15354</th>\n",
              "      <td>newyork</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15355</th>\n",
              "      <td>seattle</td>\n",
              "      <td>services</td>\n",
              "      <td>WANT TO KNOW HOW TO SELL YOUR USED FURNITURE?</td>\n",
              "      <td>general</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15356</th>\n",
              "      <td>singapore</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Brand New: LEGO Lord of the Rings (3DS)</td>\n",
              "      <td>video-games</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15357</th>\n",
              "      <td>paris.en</td>\n",
              "      <td>services</td>\n",
              "      <td>MENAGE,REPASSAGE</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15358</th>\n",
              "      <td>seattle</td>\n",
              "      <td>housing</td>\n",
              "      <td>Family of 3 (Women) looking for Seattle HOME</td>\n",
              "      <td>general</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15359</th>\n",
              "      <td>london</td>\n",
              "      <td>services</td>\n",
              "      <td>&amp;#9808; Amazing European doll for high class t...</td>\n",
              "      <td>therapeutic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15360</th>\n",
              "      <td>mumbai</td>\n",
              "      <td>housing</td>\n",
              "      <td>1 BHK Flat for sale in Virar</td>\n",
              "      <td>real-estate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15361</th>\n",
              "      <td>chicago</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Deardorff 5x7 Home Portrait Camera</td>\n",
              "      <td>artists</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15362</th>\n",
              "      <td>london</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>new samsung s4 boxed</td>\n",
              "      <td>cell-phones</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15363</th>\n",
              "      <td>seattle</td>\n",
              "      <td>services</td>\n",
              "      <td>all around handy lady</td>\n",
              "      <td>general</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15364</th>\n",
              "      <td>chicago</td>\n",
              "      <td>housing</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15365</th>\n",
              "      <td>newyork</td>\n",
              "      <td>services</td>\n",
              "      <td>NISSAN UD , ISUZU NPR , FUSO , HINO TRUCK &amp;amp...</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15366</th>\n",
              "      <td>seattle</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>map</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15367</th>\n",
              "      <td>seattle</td>\n",
              "      <td>services</td>\n",
              "      <td>Old School Upholstery &amp;amp; Repair</td>\n",
              "      <td>housing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15368</th>\n",
              "      <td>newyork</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>LG Super Capacity 31CuFt French Door Refrigera...</td>\n",
              "      <td>appliances</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15369</th>\n",
              "      <td>seattle</td>\n",
              "      <td>for-sale</td>\n",
              "      <td>Wii UDraw Pictionary w/ UDraw Board</td>\n",
              "      <td>video-games</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>15370 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            city  ...            category\n",
              "0        chicago  ...         video-games\n",
              "1       paris.en  ...      wanted-housing\n",
              "2        newyork  ...         video-games\n",
              "3        seattle  ...          appliances\n",
              "4      singapore  ...         therapeutic\n",
              "5        newyork  ...          appliances\n",
              "6      singapore  ...          appliances\n",
              "7       dubai.en  ...         therapeutic\n",
              "8         london  ...         therapeutic\n",
              "9        chicago  ...             general\n",
              "10        london  ...          appliances\n",
              "11        london  ...         therapeutic\n",
              "12       seattle  ...      wanted-housing\n",
              "13       seattle  ...              shared\n",
              "14        london  ...              shared\n",
              "15       seattle  ...          appliances\n",
              "16       chicago  ...          automotive\n",
              "17     singapore  ...         cell-phones\n",
              "18       newyork  ...           childcare\n",
              "19       seattle  ...  household-services\n",
              "20       newyork  ...           childcare\n",
              "21       newyork  ...          appliances\n",
              "22       newyork  ...             housing\n",
              "23       seattle  ...             housing\n",
              "24     hyderabad  ...         therapeutic\n",
              "25       newyork  ...           temporary\n",
              "26      dubai.en  ...          appliances\n",
              "27       newyork  ...      wanted-housing\n",
              "28     singapore  ...          appliances\n",
              "29       newyork  ...      wanted-housing\n",
              "...          ...  ...                 ...\n",
              "15340    seattle  ...          appliances\n",
              "15341    chicago  ...  household-services\n",
              "15342    newyork  ...          appliances\n",
              "15343    seattle  ...          appliances\n",
              "15344    chicago  ...           childcare\n",
              "15345  singapore  ...          appliances\n",
              "15346    chicago  ...         photography\n",
              "15347    chicago  ...          appliances\n",
              "15348  singapore  ...              shared\n",
              "15349     london  ...         therapeutic\n",
              "15350    chicago  ...          appliances\n",
              "15351    seattle  ...             general\n",
              "15352   paris.en  ...              shared\n",
              "15353     london  ...              shared\n",
              "15354    newyork  ...          appliances\n",
              "15355    seattle  ...             general\n",
              "15356  singapore  ...         video-games\n",
              "15357   paris.en  ...          appliances\n",
              "15358    seattle  ...             general\n",
              "15359     london  ...         therapeutic\n",
              "15360     mumbai  ...         real-estate\n",
              "15361    chicago  ...             artists\n",
              "15362     london  ...         cell-phones\n",
              "15363    seattle  ...             general\n",
              "15364    chicago  ...          appliances\n",
              "15365    newyork  ...          appliances\n",
              "15366    seattle  ...          appliances\n",
              "15367    seattle  ...             housing\n",
              "15368    newyork  ...          appliances\n",
              "15369    seattle  ...         video-games\n",
              "\n",
              "[15370 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q5VA9L-7nxEz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test.to_json(\"my_results.json\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y9a2UHobod4b",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test.to_csv(\"my_results_csv.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OS9ApU6ko0hB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}