WebScrapping-API.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c5ea2fb6",
   "metadata": {},
   "source": [
    "# Web Scrapping from Autoline website"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9aaa825",
   "metadata": {},
   "source": [
    "Autoline website which contains the details of used `cars` around the mentioned city is used for scrapping. \n",
    "\n",
    "This method of scrapping uses `cURL` for sending HTTP requests to retrieve the data from the website."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10e9157e",
   "metadata": {},
   "source": [
    "## Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d91c314d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8961312",
   "metadata": {},
   "source": [
    "## Requesting connection for the first city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4ea1f9ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': '*/*',\n",
    "    'Accept-Language': 'en-GB,en;q=0.9,ta-IN;q=0.8,ta;q=0.7,en-US;q=0.6',\n",
    "    'Connection': 'keep-alive',\n",
    "    'If-None-Match': 'W/^\\\\^e3211357bab550aa0622b8cbd5cf050e^\\\\^',\n",
    "    'Origin': 'https://www.autolist.com',\n",
    "    'Referer': 'https://www.autolist.com/',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36',\n",
    "    'sec-ch-ua': '^\\\\^Not.A/Brand^\\\\^;v=^\\\\^8^\\\\^, ^\\\\^Chromium^\\\\^;v=^\\\\^114^\\\\^, ^\\\\^Google',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '^\\\\^Windows^\\\\^',\n",
    "}\n",
    "\n",
    "params = (\n",
    "    ('city', 'California^%^20City'),\n",
    "    ('latitude', '35.125801'),\n",
    "    ('limit', '20'),\n",
    "    ('longitude', '-117.9859038'),\n",
    "    ('make', 'Ford'),\n",
    "    ('page', '1'),\n",
    "    ('radius', '100'),\n",
    "    ('state', 'CA'),\n",
    ")\n",
    "\n",
    "response = requests.get('https://production-proxy.autolist.com/api/cwv/seo/listings', headers=headers, params=params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7db4f1f7",
   "metadata": {},
   "source": [
    "The cURL command for is give to send a HTTP request using requests library to the Autoline website."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "78b41d75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "284fba92",
   "metadata": {},
   "source": [
    "This `<Response [200]>` means that a successfull connection is made to the Website for retrieving the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "71f43321",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'total_results_count': 10619,\n",
       " 'make_model_name': 'Ford',\n",
       " 'trims': [],\n",
       " 'ad_info': {'ad_unit': '/19485787/AutoList.com/Search_Results_Page/Ford',\n",
       "  'make': 'Ford',\n",
       "  'model': None,\n",
       "  'page_type': 'srp',\n",
       "  'cpo': False,\n",
       "  'body_style': None,\n",
       "  'year': 2024,\n",
       "  'age_type': 'new',\n",
       "  'app': 'web',\n",
       "  'seller_id': None,\n",
       "  'content_url': 'https://www.autolist.com/listings#city=California%5E%25%5E20City&latitude=35.125801&limit=20&longitude=-117.9859038&make=Ford&page=1&radius=100&state=CA'},\n",
       " 'search_results': [{'available_nationwide': False,\n",
       "   'created_at': 1680711999,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/3FA6P0LU1JR206181',\n",
       "   'vdp_url': '/ford-fusion+hybrid#vin=3FA6P0LU1JR206181',\n",
       "   'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 262679309,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ke9T4JwJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       "   'lat': 34.0643,\n",
       "   'lon': -117.69,\n",
       "   'year': 2018,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Fusion Hybrid',\n",
       "   'model_id': 959,\n",
       "   'display_color': '',\n",
       "   'price': '$18,502',\n",
       "   'price_unformatted': 18502,\n",
       "   'mileage': '52,618 Miles',\n",
       "   'mileage_unformatted': 52618,\n",
       "   'city': 'Montclair',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 75,\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '3FA6P0LU1JR206181',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '353843595',\n",
       "    'remote_dealer_id': '436669',\n",
       "    'dealer_name': 'Montclair Auto Exchange',\n",
       "    'remote_sku': 'JR206181',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SE',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1681567925,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/3FA6P0PUXHR201307',\n",
       "   'vdp_url': '/ford-fusion+energi#vin=3FA6P0PUXHR201307',\n",
       "   'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 263321970,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/01/53/2017_ford_fusion_energi-pic-4272170641034495927-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--O4u302jr--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/01/53/2017_ford_fusion_energi-pic-4272170641034495927-1024x768.jpeg',\n",
       "   'lat': 33.7674,\n",
       "   'lon': -117.8514,\n",
       "   'year': 2017,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Fusion Energi',\n",
       "   'model_id': 945,\n",
       "   'display_color': '',\n",
       "   'price': '$17,413',\n",
       "   'price_unformatted': 17413,\n",
       "   'mileage': '68,878 Miles',\n",
       "   'mileage_unformatted': 68878,\n",
       "   'city': 'Montclair',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 94,\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '3FA6P0PUXHR201307',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '354637239',\n",
       "    'remote_dealer_id': '436669',\n",
       "    'dealer_name': 'Montclair Auto Exchange',\n",
       "    'remote_sku': 'HR201307',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SE Luxury',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1689156793,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU9H97MUB11910',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU9H97MUB11910',\n",
       "   'clickoff_url': 'https://www.carmax.com/car/24599116?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 269006152,\n",
       "   'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24599116/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--RbxZxERy--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24599116/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "   'lat': 33.9242754200128,\n",
       "   'lon': -117.553618451027,\n",
       "   'year': 2021,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$26,998',\n",
       "   'price_unformatted': 26998,\n",
       "   'mileage': '20,032 Miles',\n",
       "   'mileage_unformatted': 20032,\n",
       "   'city': 'Norco',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 86,\n",
       "   'dealer_name': 'CarMax Norco - Now Offering Curbside Pickup & Home Delivery',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU9H97MUB11910',\n",
       "   'provider': None,\n",
       "   'provider_name': 'carmax',\n",
       "   'always_ask_for_zip': True,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '1FMCU9H97MUB11910',\n",
       "    'remote_dealer_id': '6156',\n",
       "    'dealer_name': 'CarMax Norco',\n",
       "    'remote_sku': '24599116',\n",
       "    'experience': 'regional',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'carmax_norco',\n",
       "    'dealer_uuid': 'db2437d4-f078-460b-80c3-63d0c86a7141',\n",
       "    'dealer_group_unique_name': 'carmax',\n",
       "    'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 146,\n",
       "   'provider_group_id': 149,\n",
       "   'experience': 'regional',\n",
       "   'regional': True,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1683304271,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/1FMCU0GD0JUA75877',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU0GD0JUA75877',\n",
       "   'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 264670185,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/10/23/23/2018_ford_escape-pic-2080290385980625312-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--HcEbgHOv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/10/23/23/2018_ford_escape-pic-2080290385980625312-1024x768.jpeg',\n",
       "   'lat': 34.0643,\n",
       "   'lon': -117.69,\n",
       "   'year': 2018,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$16,324',\n",
       "   'price_unformatted': 16324,\n",
       "   'mileage': '60,292 Miles',\n",
       "   'mileage_unformatted': 60292,\n",
       "   'city': 'Montclair',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 75,\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU0GD0JUA75877',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '356252489',\n",
       "    'remote_dealer_id': '436669',\n",
       "    'dealer_name': 'Montclair Auto Exchange',\n",
       "    'remote_sku': 'JUA75877',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SE',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1687569041,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/3FA6P0G72JR167797',\n",
       "   'vdp_url': '/ford-fusion#vin=3FA6P0G72JR167797',\n",
       "   'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 267919519,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/07/08/02/28/2018_ford_fusion-pic-4243028264615403178-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--6hf30AyQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/08/02/28/2018_ford_fusion-pic-4243028264615403178-1024x768.jpeg',\n",
       "   'lat': 34.1068,\n",
       "   'lon': -117.895,\n",
       "   'year': 2018,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Fusion',\n",
       "   'model_id': 965,\n",
       "   'display_color': '',\n",
       "   'price': '$16,499',\n",
       "   'price_unformatted': 16499,\n",
       "   'mileage': '54,599 Miles',\n",
       "   'mileage_unformatted': 54599,\n",
       "   'city': 'Azusa',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 70,\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '3FA6P0G72JR167797',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '360092855',\n",
       "    'remote_dealer_id': '413380',\n",
       "    'dealer_name': 'California Motor Trade 2',\n",
       "    'remote_sku': 'JR167797',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "    'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'S',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 230,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1684508260,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU9H61MUA51368',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU9H61MUA51368',\n",
       "   'clickoff_url': 'https://www.hertzcarsales.com/catcher.esl?vin=1FMCU9H61MUA51368&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 265568358,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/24/17/06/2021_ford_escape-pic-1179044179428158358-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--mp4Kp1fC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/24/17/06/2021_ford_escape-pic-1179044179428158358-1024x768.jpeg',\n",
       "   'lat': 33.922848,\n",
       "   'lon': -118.09832,\n",
       "   'year': 2021,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$20,696',\n",
       "   'price_unformatted': 20696,\n",
       "   'mileage': '40,696 Miles',\n",
       "   'mileage_unformatted': 40696,\n",
       "   'city': 'Norwalk',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 83,\n",
       "   'dealer_name': 'Hertz Car Sales Norwalk',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU9H61MUA51368',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '357339614',\n",
       "    'remote_dealer_id': '343405',\n",
       "    'dealer_name': 'Hertz Car Sales Norwalk',\n",
       "    'remote_sku': '54969',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'hertz_car_sales_norwalk',\n",
       "    'dealer_uuid': '0dad82ce-a7a6-42b7-ae56-f0a596173f07',\n",
       "    'dealer_group_unique_name': 'hertz_cargurus',\n",
       "    'dealer_group_uuid': '4f465214-25f3-4592-8eb6-a105060f87fc'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1686262531,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/2FMGK5C81HBA01980',\n",
       "   'vdp_url': '/ford-flex#vin=2FMGK5C81HBA01980',\n",
       "   'clickoff_url': 'https://www.carmax.com/car/24396157?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 266896060,\n",
       "   'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24396157/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--2Dzs54l0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24396157/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "   'lat': 33.9242754200128,\n",
       "   'lon': -117.553618451027,\n",
       "   'year': 2017,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Flex',\n",
       "   'model_id': 1005,\n",
       "   'display_color': '',\n",
       "   'price': '$19,998',\n",
       "   'price_unformatted': 19998,\n",
       "   'mileage': '75,223 Miles',\n",
       "   'mileage_unformatted': 75223,\n",
       "   'city': 'Norco',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 86,\n",
       "   'dealer_name': 'CarMax Norco - Now Offering Curbside Pickup & Home Delivery',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '2FMGK5C81HBA01980',\n",
       "   'provider': None,\n",
       "   'provider_name': 'carmax',\n",
       "   'always_ask_for_zip': True,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '2FMGK5C81HBA01980',\n",
       "    'remote_dealer_id': '6156',\n",
       "    'dealer_name': 'CarMax Norco',\n",
       "    'remote_sku': '24396157',\n",
       "    'experience': 'regional',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'carmax_norco',\n",
       "    'dealer_uuid': 'db2437d4-f078-460b-80c3-63d0c86a7141',\n",
       "    'dealer_group_unique_name': 'carmax',\n",
       "    'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 146,\n",
       "   'provider_group_id': 149,\n",
       "   'experience': 'regional',\n",
       "   'regional': True,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1685052940,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/3FA6P0HD5KR174197',\n",
       "   'vdp_url': '/ford-fusion#vin=3FA6P0HD5KR174197',\n",
       "   'clickoff_url': 'https://www.carmax.com/car/23537243?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 265980831,\n",
       "   'primary_photo_url': 'https://img2.carmax.com/img/vehicles/23537243/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--RkGaTiu0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/23537243/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "   'lat': 34.594549,\n",
       "   'lon': -118.13983,\n",
       "   'year': 2019,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Fusion',\n",
       "   'model_id': 965,\n",
       "   'display_color': '',\n",
       "   'price': '$16,998',\n",
       "   'price_unformatted': 16998,\n",
       "   'mileage': '83,434 Miles',\n",
       "   'mileage_unformatted': 83434,\n",
       "   'city': 'Palmdale',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 37,\n",
       "   'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '3FA6P0HD5KR174197',\n",
       "   'provider': None,\n",
       "   'provider_name': 'carmax',\n",
       "   'always_ask_for_zip': True,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '3FA6P0HD5KR174197',\n",
       "    'remote_dealer_id': '6003',\n",
       "    'dealer_name': 'CarMax Palmdale',\n",
       "    'remote_sku': '23537243',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'carmax_palmdale',\n",
       "    'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "    'dealer_group_unique_name': 'carmax',\n",
       "    'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "   'trim': 'SE',\n",
       "   'provider_id': 146,\n",
       "   'provider_group_id': 149,\n",
       "   'experience': 'local_if_nearby',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1682037921,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/1FA6P8CF5H5310055',\n",
       "   'vdp_url': '/ford-mustang#vin=1FA6P8CF5H5310055',\n",
       "   'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 263666268,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/22/02/35/2017_ford_mustang-pic-7753035106051710152-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--fKqJ9Jec--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/22/02/35/2017_ford_mustang-pic-7753035106051710152-1024x768.jpeg',\n",
       "   'lat': 33.7674,\n",
       "   'lon': -117.8514,\n",
       "   'year': 2017,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Mustang',\n",
       "   'model_id': 969,\n",
       "   'display_color': '',\n",
       "   'price': '$27,065',\n",
       "   'price_unformatted': 27065,\n",
       "   'mileage': '53,397 Miles',\n",
       "   'mileage_unformatted': 53397,\n",
       "   'city': 'Montclair',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 94,\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FA6P8CF5H5310055',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '355033270',\n",
       "    'remote_dealer_id': '436669',\n",
       "    'dealer_name': 'Montclair Auto Exchange',\n",
       "    'remote_sku': 'H5310055',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'GT',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1685032263,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FATP8FF8K5126105',\n",
       "   'vdp_url': '/ford-mustang#vin=1FATP8FF8K5126105',\n",
       "   'clickoff_url': 'https://www.aviscarsales.com/catcher.esl?vin=1FATP8FF8K5126105&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 265958026,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/13/21/16/2019_ford_mustang-pic-7265040988348359034-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--nfYTJJa7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/13/21/16/2019_ford_mustang-pic-7265040988348359034-1024x768.jpeg',\n",
       "   'lat': 34.521,\n",
       "   'lon': -117.317,\n",
       "   'year': 2019,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Mustang',\n",
       "   'model_id': 969,\n",
       "   'display_color': '',\n",
       "   'price': '$32,395',\n",
       "   'price_unformatted': 32395,\n",
       "   'mileage': '39,212 Miles',\n",
       "   'mileage_unformatted': 39212,\n",
       "   'city': 'Victorville',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 56,\n",
       "   'dealer_name': 'Avis Car Sales - Victorville',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FATP8FF8K5126105',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '357821786',\n",
       "    'remote_dealer_id': '436334',\n",
       "    'dealer_name': 'Avis Car Sales - Victorville',\n",
       "    'remote_sku': '85722280',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'avis_victorville',\n",
       "    'dealer_uuid': 'ae07436a-ba42-4b8a-a4bd-66b7ec7ebe02',\n",
       "    'dealer_group_unique_name': 'avis_cargurus',\n",
       "    'dealer_group_uuid': '82194771-95d6-4e42-9d96-0a838b5cc1f6'},\n",
       "   'trim': 'GT Premium',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1688229652,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/1FAHP2E80DG120926',\n",
       "   'vdp_url': '/ford-taurus#vin=1FAHP2E80DG120926',\n",
       "   'clickoff_url': 'www.ocmotorsdirect1.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 268437397,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/30/20/25/2013_ford_taurus-pic-1466397740630574237-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ebg3fqLB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/20/25/2013_ford_taurus-pic-1466397740630574237-1024x768.jpeg',\n",
       "   'lat': 33.7686,\n",
       "   'lon': -117.852,\n",
       "   'year': 2013,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Taurus',\n",
       "   'model_id': 1000,\n",
       "   'display_color': '',\n",
       "   'price': '$9,691',\n",
       "   'price_unformatted': 9691,\n",
       "   'mileage': '130,347 Miles',\n",
       "   'mileage_unformatted': 130347,\n",
       "   'city': 'Santa Ana',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 94,\n",
       "   'dealer_name': 'California Motors Direct',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FAHP2E80DG120926',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '360744326',\n",
       "    'remote_dealer_id': '304872',\n",
       "    'dealer_name': 'California Motors Direct - Santa Ana',\n",
       "    'remote_sku': 'DG120926',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': 'e27e9426-9418-4cba-8845-fe006ff1d961',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1681572379,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/3FA6P0LU6KR177228',\n",
       "   'vdp_url': '/ford-fusion+hybrid#vin=3FA6P0LU6KR177228',\n",
       "   'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 263333697,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/23/59/2019_ford_fusion_hybrid-pic-7345382155006844565-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--eDtM1P9Q--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/23/59/2019_ford_fusion_hybrid-pic-7345382155006844565-1024x768.jpeg',\n",
       "   'lat': 34.1068,\n",
       "   'lon': -117.895,\n",
       "   'year': 2019,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Fusion Hybrid',\n",
       "   'model_id': 959,\n",
       "   'display_color': '',\n",
       "   'price': '$17,399',\n",
       "   'price_unformatted': 17399,\n",
       "   'mileage': '66,142 Miles',\n",
       "   'mileage_unformatted': 66142,\n",
       "   'city': 'Azusa',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 70,\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '3FA6P0LU6KR177228',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '355447830',\n",
       "    'remote_dealer_id': '413380',\n",
       "    'dealer_name': 'California Motor Trade 2',\n",
       "    'remote_sku': 'KR177228',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "    'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SE',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 230,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1686673689,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/2FMGK5C8XEBD35663',\n",
       "   'vdp_url': '/ford-flex#vin=2FMGK5C8XEBD35663',\n",
       "   'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 267179925,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/22/23/40/2014_ford_flex-pic-7051872853599914317-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--8alm_tlL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/22/23/40/2014_ford_flex-pic-7051872853599914317-1024x768.jpeg',\n",
       "   'lat': 34.0643,\n",
       "   'lon': -117.69,\n",
       "   'year': 2014,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Flex',\n",
       "   'model_id': 1005,\n",
       "   'display_color': '',\n",
       "   'price': '$15,799',\n",
       "   'price_unformatted': 15799,\n",
       "   'mileage': '91,717 Miles',\n",
       "   'mileage_unformatted': 91717,\n",
       "   'city': 'Montclair',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 75,\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '2FMGK5C8XEBD35663',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '359248285',\n",
       "    'remote_dealer_id': '436669',\n",
       "    'dealer_name': 'Montclair Auto Exchange',\n",
       "    'remote_sku': 'EBD35663',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motors_direct',\n",
       "    'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1688260194,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU0J9XHUE97573',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU0J9XHUE97573',\n",
       "   'clickoff_url': 'https://www.shift.com/car/c1975423?utm_source=Autolist&utm_medium=listing&utm_campaign=deeplink',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 268473075,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/07/15/09/30/2017_ford_escape-pic-1544752398296171284-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Pt9dilH7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/15/09/30/2017_ford_escape-pic-1544752398296171284-1024x768.jpeg',\n",
       "   'lat': 34.0313,\n",
       "   'lon': -117.756,\n",
       "   'year': 2017,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$16,950',\n",
       "   'price_unformatted': 16950,\n",
       "   'mileage': '78,432 Miles',\n",
       "   'mileage_unformatted': 78432,\n",
       "   'city': 'Commerce',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 76,\n",
       "   'dealer_name': 'Shift LA - Test Drives Delivered To You',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU0J9XHUE97573',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '360807063',\n",
       "    'remote_dealer_id': '413398',\n",
       "    'dealer_name': 'Shift LA - Test Drives Delivered to You',\n",
       "    'remote_sku': 'c1975423',\n",
       "    'experience': 'regional',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'shift_la_test_drives_deliveredto_you',\n",
       "    'dealer_uuid': '5f46e30a-668c-4cae-8840-6effa3aee23c',\n",
       "    'dealer_group_unique_name': 'shift_cargurus',\n",
       "    'dealer_group_uuid': '88c7994e-2ed1-4892-b70f-55ba4c3e5540'},\n",
       "   'trim': 'Titanium',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'regional',\n",
       "   'regional': True,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1689135035,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FA6P8THXK5175681',\n",
       "   'vdp_url': '/ford-mustang#vin=1FA6P8THXK5175681',\n",
       "   'clickoff_url': '',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 269002952,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/18/11/2019_ford_mustang-pic-7637893101151828038-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--eKgclPlQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/18/11/2019_ford_mustang-pic-7637893101151828038-1024x768.jpeg',\n",
       "   'lat': 33.9373,\n",
       "   'lon': -117.177,\n",
       "   'year': 2019,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Mustang',\n",
       "   'model_id': 969,\n",
       "   'display_color': '',\n",
       "   'price': '$24,649',\n",
       "   'price_unformatted': 24649,\n",
       "   'mileage': '29,366 Miles',\n",
       "   'mileage_unformatted': 29366,\n",
       "   'city': 'Moreno Valley',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 94,\n",
       "   'dealer_name': 'Moss Bros Chrysler Jeep Dodge Moreno Valley',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 3,\n",
       "   'partner_type': 'metasearch',\n",
       "   'vin': '1FA6P8THXK5175681',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '361418671',\n",
       "    'remote_dealer_id': '60283',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'S-E302421',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'trim': 'EcoBoost',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 227,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': True},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1687361735,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/2FMGK5C84HBA07935',\n",
       "   'vdp_url': '/ford-flex#vin=2FMGK5C84HBA07935',\n",
       "   'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 267708057,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/20/19/51/2017_ford_flex-pic-8633658266899846769-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--npdFf0OB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/19/51/2017_ford_flex-pic-8633658266899846769-1024x768.jpeg',\n",
       "   'lat': 34.1068,\n",
       "   'lon': -117.895,\n",
       "   'year': 2017,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Flex',\n",
       "   'model_id': 1005,\n",
       "   'display_color': '',\n",
       "   'price': '$16,499',\n",
       "   'price_unformatted': 16499,\n",
       "   'mileage': '98,032 Miles',\n",
       "   'mileage_unformatted': 98032,\n",
       "   'city': 'Azusa',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 70,\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '2FMGK5C84HBA07935',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '359864746',\n",
       "    'remote_dealer_id': '413380',\n",
       "    'dealer_name': 'California Motor Trade 2',\n",
       "    'remote_sku': 'HBA07935',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "    'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "    'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "    'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 230,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1686933435,\n",
       "   'recent_price_drop': None,\n",
       "   'is_hot': True,\n",
       "   'href_target': '/listings/1FTEW1CBXKKD52503',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1CBXKKD52503',\n",
       "   'clickoff_url': 'https://www.aviscarsales.com/catcher.esl?vin=1FTEW1CBXKKD52503&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 267419878,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/16/07/22/2019_ford_f-150-pic-3864764524093116416-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--fUq7RHSk--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/16/07/22/2019_ford_f-150-pic-3864764524093116416-1024x768.jpeg',\n",
       "   'lat': 34.521,\n",
       "   'lon': -117.317,\n",
       "   'year': 2019,\n",
       "   'make': 'Ford',\n",
       "   'model': 'F-150',\n",
       "   'model_id': 957,\n",
       "   'display_color': '',\n",
       "   'price': '$30,995',\n",
       "   'price_unformatted': 30995,\n",
       "   'mileage': '39,740 Miles',\n",
       "   'mileage_unformatted': 39740,\n",
       "   'city': 'Victorville',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 56,\n",
       "   'dealer_name': 'Avis Car Sales - Victorville',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FTEW1CBXKKD52503',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '359533316',\n",
       "    'remote_dealer_id': '436334',\n",
       "    'dealer_name': 'Avis Car Sales - Victorville',\n",
       "    'remote_sku': '91991690',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'avis_victorville',\n",
       "    'dealer_uuid': 'ae07436a-ba42-4b8a-a4bd-66b7ec7ebe02',\n",
       "    'dealer_group_unique_name': 'avis_cargurus',\n",
       "    'dealer_group_uuid': '82194771-95d6-4e42-9d96-0a838b5cc1f6'},\n",
       "   'trim': 'XL',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1689415998,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU9HD5JUC78699',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU9HD5JUC78699',\n",
       "   'clickoff_url': 'https://www.carmax.com/car/24311566?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 269250041,\n",
       "   'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24311566/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ptz3l18y--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24311566/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "   'lat': 34.594549,\n",
       "   'lon': -118.13983,\n",
       "   'year': 2018,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$21,998',\n",
       "   'price_unformatted': 21998,\n",
       "   'mileage': '42,432 Miles',\n",
       "   'mileage_unformatted': 42432,\n",
       "   'city': 'Palmdale',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 37,\n",
       "   'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU9HD5JUC78699',\n",
       "   'provider': None,\n",
       "   'provider_name': 'carmax',\n",
       "   'always_ask_for_zip': True,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '1FMCU9HD5JUC78699',\n",
       "    'remote_dealer_id': '6003',\n",
       "    'dealer_name': 'CarMax Palmdale',\n",
       "    'remote_sku': '24311566',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'carmax_palmdale',\n",
       "    'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "    'dealer_group_unique_name': 'carmax',\n",
       "    'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 146,\n",
       "   'provider_group_id': 149,\n",
       "   'experience': 'local_if_nearby',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1689459252,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU0KZ5NUB04718',\n",
       "   'vdp_url': '/ford-escape+plug+in+hybrid#vin=1FMCU0KZ5NUB04718',\n",
       "   'clickoff_url': 'https://www.carmax.com/car/24397541?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 269306649,\n",
       "   'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24397541/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--x84FYDLG--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24397541/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "   'lat': 34.594549,\n",
       "   'lon': -118.13983,\n",
       "   'year': 2022,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape Plug-In Hybrid',\n",
       "   'model_id': 2303,\n",
       "   'display_color': '',\n",
       "   'price': '$38,998',\n",
       "   'price_unformatted': 38998,\n",
       "   'mileage': '6,430 Miles',\n",
       "   'mileage_unformatted': 6430,\n",
       "   'city': 'Palmdale',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 37,\n",
       "   'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU0KZ5NUB04718',\n",
       "   'provider': None,\n",
       "   'provider_name': 'carmax',\n",
       "   'always_ask_for_zip': True,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '1FMCU0KZ5NUB04718',\n",
       "    'remote_dealer_id': '6003',\n",
       "    'dealer_name': 'CarMax Palmdale',\n",
       "    'remote_sku': '24397541',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'carmax_palmdale',\n",
       "    'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "    'dealer_group_unique_name': 'carmax',\n",
       "    'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "   'trim': 'SEL',\n",
       "   'provider_id': 146,\n",
       "   'provider_group_id': 149,\n",
       "   'experience': 'local_if_nearby',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False},\n",
       "  {'available_nationwide': False,\n",
       "   'created_at': 1685812081,\n",
       "   'recent_price_drop': False,\n",
       "   'is_hot': False,\n",
       "   'href_target': '/listings/1FMCU9J91MUA58065',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU9J91MUA58065',\n",
       "   'clickoff_url': 'https://www.hertzcarsales.com/catcher.esl?vin=1FMCU9J91MUA58065&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "   'accepts_leads': True,\n",
       "   'open_in_new_window': False,\n",
       "   'id': 266591930,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/07/02/28/2021_ford_escape-pic-3195100006513402320-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--HzDT1Kl8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/07/02/28/2021_ford_escape-pic-3195100006513402320-1024x768.jpeg',\n",
       "   'lat': 33.9584,\n",
       "   'lon': -118.361,\n",
       "   'year': 2021,\n",
       "   'make': 'Ford',\n",
       "   'model': 'Escape',\n",
       "   'model_id': 975,\n",
       "   'display_color': '',\n",
       "   'price': '$24,299',\n",
       "   'price_unformatted': 24299,\n",
       "   'mileage': '50,593 Miles',\n",
       "   'mileage_unformatted': 50593,\n",
       "   'city': 'Anaheim',\n",
       "   'state': 'CA',\n",
       "   'distance_from_origin': 83,\n",
       "   'dealer_name': 'Hertz Car Sales Anaheim',\n",
       "   'show_message_box': None,\n",
       "   'email_opt_default': True,\n",
       "   'show_financing_checkbox': None,\n",
       "   'show_new_mileage': False,\n",
       "   'show_thankyou_page': False,\n",
       "   'show_rsrp': True,\n",
       "   'click_off': False,\n",
       "   'pre_check_thankyou': True,\n",
       "   'cpl_value': 15,\n",
       "   'partner_type': 'dealer_direct',\n",
       "   'vin': '1FMCU9J91MUA58065',\n",
       "   'provider': None,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'always_ask_for_zip': False,\n",
       "   'listing_id': None,\n",
       "   'time_on_market': None,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': None,\n",
       "   'listimate_category': None,\n",
       "   'listimate_text': None,\n",
       "   'photo_urls': [],\n",
       "   'tracking_params': {'id_from_provider': '358544622',\n",
       "    'remote_dealer_id': '379521',\n",
       "    'dealer_name': 'Hertz Car Sales Anaheim',\n",
       "    'remote_sku': '41692',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': 'hertz_car_sales_anaheim',\n",
       "    'dealer_uuid': '4317a17b-cb4a-4abd-ad70-cb9f1ae5425c',\n",
       "    'dealer_group_unique_name': 'hertz_cargurus',\n",
       "    'dealer_group_uuid': '4f465214-25f3-4592-8eb6-a105060f87fc'},\n",
       "   'trim': 'Titanium',\n",
       "   'provider_id': 199,\n",
       "   'provider_group_id': 229,\n",
       "   'experience': 'local',\n",
       "   'regional': False,\n",
       "   'badges': {'position0': None, 'position1': None},\n",
       "   'quick_picks_eligible': False}],\n",
       " 'html': {'search_results': '<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-fusion+hybrid#vin=3FA6P0LU1JR206181\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' style=\\'background-image: url(https://images.autolist.com/image/fetch/s--Ke9T4JwJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg)\\' title=\\'used 2018 Ford Fusion Hybrid SE Ingot Silver Metallic 3FA6P0LU1JR206181\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2018 Ford Fusion Hybrid SE</div>\\n<div class=\\'subtext\\'>\\n52,618 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Montclair, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$18,502</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $267/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-fusion+energi#vin=3FA6P0PUXHR201307\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' style=\\'background-image: url(https://images.autolist.com/image/fetch/s--O4u302jr--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/01/53/2017_ford_fusion_energi-pic-4272170641034495927-1024x768.jpeg)\\' title=\\'used 2017 Ford Fusion Energi SE Luxury Shadow Black 3FA6P0PUXHR201307\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2017 Ford Fusion Energi SE Luxury</div>\\n<div class=\\'subtext\\'>\\n68,878 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Montclair, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$17,413</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $251/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU9H97MUB11910\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--RbxZxERy--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24599116/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a\\' title=\\'used 2021 Ford Escape SEL Blue 1FMCU9H97MUB11910\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2021 Ford Escape SEL</div>\\n<div class=\\'subtext\\'>\\n20,032 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Transfer Available</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$26,998</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $389/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU0GD0JUA75877\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--HcEbgHOv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/10/23/23/2018_ford_escape-pic-2080290385980625312-1024x768.jpeg\\' title=\\'used 2018 Ford Escape SE WHITE 1FMCU0GD0JUA75877\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2018 Ford Escape SE</div>\\n<div class=\\'subtext\\'>\\n60,292 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Montclair, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$16,324</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $235/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<div class=\\'AL-ad-container hidden-md hidden-sm hidden-xs\\'>\\n<div class=\\'-leaderboard AL-ad ad\\' id=\\'ad-search-wide-0\\'></div>\\n</div>\\n<div class=\\'AL-ad-container hidden-lg\\'>\\n<div class=\\'-medium-rectangle AL-ad _no-padding ad\\' id=\\'ad-search-narrow-0\\'></div>\\n</div>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-fusion#vin=3FA6P0G72JR167797\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--6hf30AyQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/08/02/28/2018_ford_fusion-pic-4243028264615403178-1024x768.jpeg\\' title=\\'used 2018 Ford Fusion S WHITE 3FA6P0G72JR167797\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2018 Ford Fusion S</div>\\n<div class=\\'subtext\\'>\\n54,599 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Azusa, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$16,499</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $238/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU9H61MUA51368\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--mp4Kp1fC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/24/17/06/2021_ford_escape-pic-1179044179428158358-1024x768.jpeg\\' title=\\'used 2021 Ford Escape SEL Black 1FMCU9H61MUA51368\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2021 Ford Escape SEL</div>\\n<div class=\\'subtext\\'>\\n40,696 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Norwalk, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$20,696</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $298/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-flex#vin=2FMGK5C81HBA01980\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--2Dzs54l0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24396157/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a\\' title=\\'used 2017 Ford Flex SEL Black 2FMGK5C81HBA01980\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2017 Ford Flex SEL</div>\\n<div class=\\'subtext\\'>\\n75,223 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Transfer Available</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$19,998</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $288/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-fusion#vin=3FA6P0HD5KR174197\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--RkGaTiu0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/23537243/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a\\' title=\\'used 2019 Ford Fusion SE Red 3FA6P0HD5KR174197\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2019 Ford Fusion SE</div>\\n<div class=\\'subtext\\'>\\n83,434 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Palmdale, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$16,998</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $245/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-mustang#vin=1FA6P8CF5H5310055\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--fKqJ9Jec--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/22/02/35/2017_ford_mustang-pic-7753035106051710152-1024x768.jpeg\\' title=\\'used 2017 Ford Mustang GT Magnetic Metallic 1FA6P8CF5H5310055\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2017 Ford Mustang GT</div>\\n<div class=\\'subtext\\'>\\n53,397 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Montclair, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$27,065</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $390/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<div class=\\'AL-ad-container hidden-md hidden-sm hidden-xs\\'>\\n<div class=\\'-leaderboard AL-ad ad\\' id=\\'ad-search-wide-1\\'></div>\\n</div>\\n<div class=\\'AL-ad-container hidden-lg\\'>\\n<div class=\\'-medium-rectangle AL-ad _no-padding ad\\' id=\\'ad-search-narrow-1\\'></div>\\n</div>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-mustang#vin=1FATP8FF8K5126105\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--nfYTJJa7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/13/21/16/2019_ford_mustang-pic-7265040988348359034-1024x768.jpeg\\' title=\\'used 2019 Ford Mustang GT Premium Silver 1FATP8FF8K5126105\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2019 Ford Mustang GT Premium</div>\\n<div class=\\'subtext\\'>\\n39,212 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Victorville, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$32,395</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $467/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-taurus#vin=1FAHP2E80DG120926\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--Ebg3fqLB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/20/25/2013_ford_taurus-pic-1466397740630574237-1024x768.jpeg\\' title=\\'used 2013 Ford Taurus SEL Oxford White 1FAHP2E80DG120926\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2013 Ford Taurus SEL</div>\\n<div class=\\'subtext\\'>\\n130,347 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Santa Ana, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$9,691</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $140/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-fusion+hybrid#vin=3FA6P0LU6KR177228\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--eDtM1P9Q--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/23/59/2019_ford_fusion_hybrid-pic-7345382155006844565-1024x768.jpeg\\' title=\\'used 2019 Ford Fusion Hybrid SE Ruby Red Metallic Tinted Clearcoat 3FA6P0LU6KR177228\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2019 Ford Fusion Hybrid SE</div>\\n<div class=\\'subtext\\'>\\n66,142 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Azusa, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$17,399</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $251/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-flex#vin=2FMGK5C8XEBD35663\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--8alm_tlL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/22/23/40/2014_ford_flex-pic-7051872853599914317-1024x768.jpeg\\' title=\\'used 2014 Ford Flex SEL WHITE 2FMGK5C8XEBD35663\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2014 Ford Flex SEL</div>\\n<div class=\\'subtext\\'>\\n91,717 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Montclair, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$15,799</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $228/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU0J9XHUE97573\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--Pt9dilH7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/15/09/30/2017_ford_escape-pic-1544752398296171284-1024x768.jpeg\\' title=\\'used 2017 Ford Escape Titanium Silver 1FMCU0J9XHUE97573\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2017 Ford Escape Titanium</div>\\n<div class=\\'subtext\\'>\\n78,432 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Online Only</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$16,950</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $244/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<div class=\\'AL-ad-container hidden-md hidden-sm hidden-xs\\'>\\n<div class=\\'-leaderboard AL-ad ad\\' id=\\'ad-search-wide-2\\'></div>\\n</div>\\n<div class=\\'AL-ad-container hidden-lg\\'>\\n<div class=\\'-medium-rectangle AL-ad _no-padding ad\\' id=\\'ad-search-narrow-2\\'></div>\\n</div>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-mustang#vin=1FA6P8THXK5175681\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--eKgclPlQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/18/11/2019_ford_mustang-pic-7637893101151828038-1024x768.jpeg\\' title=\\'used 2019 Ford Mustang EcoBoost Blue 1FA6P8THXK5175681\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2019 Ford Mustang EcoBoost</div>\\n<div class=\\'subtext\\'>\\n29,366 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Moreno Valley, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$24,649</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $355/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-flex#vin=2FMGK5C84HBA07935\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--npdFf0OB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/19/51/2017_ford_flex-pic-8633658266899846769-1024x768.jpeg\\' title=\\'used 2017 Ford Flex SEL WHITE 2FMGK5C84HBA07935\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2017 Ford Flex SEL</div>\\n<div class=\\'subtext\\'>\\n98,032 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Azusa, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$16,499</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $238/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-f+150#vin=1FTEW1CBXKKD52503\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--fUq7RHSk--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/16/07/22/2019_ford_f-150-pic-3864764524093116416-1024x768.jpeg\\' title=\\'used 2019 Ford F-150 XL Gray 1FTEW1CBXKKD52503\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'badge hot_car\\' data-spot=\\'1\\'>\\nHot Car\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2019 Ford F-150 XL</div>\\n<div class=\\'subtext\\'>\\n39,740 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Victorville, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$30,995</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $447/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU9HD5JUC78699\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--Ptz3l18y--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24311566/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a\\' title=\\'used 2018 Ford Escape SEL Red 1FMCU9HD5JUC78699\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2018 Ford Escape SEL</div>\\n<div class=\\'subtext\\'>\\n42,432 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Palmdale, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$21,998</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $317/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape+plug+in+hybrid#vin=1FMCU0KZ5NUB04718\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--x84FYDLG--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24397541/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a\\' title=\\'used 2022 Ford Escape Plug-In Hybrid SEL White 1FMCU0KZ5NUB04718\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2022 Ford Escape Plug-In Hybrid SEL</div>\\n<div class=\\'subtext\\'>\\n6,430 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Palmdale, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$38,998</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $562/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n<a class=\"AL-vehicle-item -small-md -stacked-sm -stacked-xs -popout-action\" href=\"/ford-escape#vin=1FMCU9J91MUA58065\"><div class=\\'photo\\'>\\n<div class=\\'AL-vehicle-photo\\'>\\n<div class=\\'viewed-overlay hidden\\'></div>\\n<div class=\\'photo-overlay\\'></div>\\n<div class=\\'overlay-menu\\' data-menu>\\n<div class=\\'-favorite -results-gtsm item\\' data-action=\\'favorite\\'></div>\\n</div>\\n<div class=\\'photo\\' data-background-image=\\'https://images.autolist.com/image/fetch/s--HzDT1Kl8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/07/02/28/2021_ford_escape-pic-3195100006513402320-1024x768.jpeg\\' title=\\'used 2021 Ford Escape Titanium Black 1FMCU9J91MUA58065\\'></div>\\n</div>\\n<div class=\\'badges-container\\'>\\n<div class=\\'outer-container\\'>\\n<div class=\\'\\' data-spot=\\'0\\'>\\n\\n</div>\\n<div class=\\'\\' data-spot=\\'1\\'>\\n\\n</div>\\n</div>\\n</div>\\n</div>\\n<div class=\\'details\\'>\\n<h3 class=\\'AL-vehicle-primary-details -small-sm -small-xs\\'>\\n<div class=\\'description\\'>\\n<div class=\\'headline\\'>2021 Ford Escape Titanium</div>\\n<div class=\\'subtext\\'>\\n50,593 Miles\\n<span class=\\'divider\\'>\\n|\\n</span>\\n<span class=\\'location\\'>Anaheim, CA</span>\\n</div>\\n</div>\\n<div class=\\'pricing\\'>\\n<div class=\\'headline\\'>$24,299</div>\\n<div class=\\'monthly-payment\\' data-menu data-monthly-payment>\\n<span class=\\'info-link\\' href=\\'javascript:void(0);\\'>\\nest. $350/mo\\n<i></i>\\n</span>\\n</div>\\n</div>\\n</h3>\\n<div class=\\'AL-vehicle-secondary-details -small-sm -small-xs\\' data-menu>\\n<div class=\\'action\\'>\\n<span class=\\'\\' data-action=\\'track price\\'>\\nTrack Price\\n</span>\\n<span class=\\'popout-item\\' data-action=\\'check availability\\'>\\nCheck Availability\\n</span>\\n</div>\\n</div>\\n</div>\\n</a>\\n',\n",
       "  'pagination': '<ul><li class=\"previous disabled\"><a>Previous</a></li><li class=\"selected\"><a>1</a></li><li data-page=\"2\"><a>2</a></li><li data-page=\"3\"><a>3</a></li><li data-page=\"4\"><a>...</a></li><li data-page=\"529\"><a>529</a></li><li data-page=\"530\"><a>530</a></li><li data-page=\"2\" class=\"next\"><a>Next</a></li></ul>'}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "56ff9040",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_json=response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5ba82bc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1b9339a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['total_results_count', 'make_model_name', 'trims', 'ad_info', 'search_results', 'html'])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7317831f",
   "metadata": {},
   "source": [
    "The required datas to be scrapped off are\n",
    "- Model\n",
    "- Year\n",
    "- Dealer\n",
    "- Mileage\n",
    "- Price\n",
    "- City"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e536fee",
   "metadata": {},
   "source": [
    "## Scrapping the necessary datas from the website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ea80a1ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "#data Scrapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "72062129",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'available_nationwide': False,\n",
       "  'created_at': 1680711999,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/3FA6P0LU1JR206181',\n",
       "  'vdp_url': '/ford-fusion+hybrid#vin=3FA6P0LU1JR206181',\n",
       "  'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 262679309,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ke9T4JwJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       "  'lat': 34.0643,\n",
       "  'lon': -117.69,\n",
       "  'year': 2018,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Fusion Hybrid',\n",
       "  'model_id': 959,\n",
       "  'display_color': '',\n",
       "  'price': '$18,502',\n",
       "  'price_unformatted': 18502,\n",
       "  'mileage': '52,618 Miles',\n",
       "  'mileage_unformatted': 52618,\n",
       "  'city': 'Montclair',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 75,\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '3FA6P0LU1JR206181',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '353843595',\n",
       "   'remote_dealer_id': '436669',\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'remote_sku': 'JR206181',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SE',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1681567925,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/3FA6P0PUXHR201307',\n",
       "  'vdp_url': '/ford-fusion+energi#vin=3FA6P0PUXHR201307',\n",
       "  'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 263321970,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/01/53/2017_ford_fusion_energi-pic-4272170641034495927-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--O4u302jr--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/01/53/2017_ford_fusion_energi-pic-4272170641034495927-1024x768.jpeg',\n",
       "  'lat': 33.7674,\n",
       "  'lon': -117.8514,\n",
       "  'year': 2017,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Fusion Energi',\n",
       "  'model_id': 945,\n",
       "  'display_color': '',\n",
       "  'price': '$17,413',\n",
       "  'price_unformatted': 17413,\n",
       "  'mileage': '68,878 Miles',\n",
       "  'mileage_unformatted': 68878,\n",
       "  'city': 'Montclair',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 94,\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '3FA6P0PUXHR201307',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '354637239',\n",
       "   'remote_dealer_id': '436669',\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'remote_sku': 'HR201307',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SE Luxury',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1689156793,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU9H97MUB11910',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU9H97MUB11910',\n",
       "  'clickoff_url': 'https://www.carmax.com/car/24599116?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 269006152,\n",
       "  'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24599116/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--RbxZxERy--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24599116/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "  'lat': 33.9242754200128,\n",
       "  'lon': -117.553618451027,\n",
       "  'year': 2021,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
       "  'model_id': 975,\n",
       "  'display_color': '',\n",
       "  'price': '$26,998',\n",
       "  'price_unformatted': 26998,\n",
       "  'mileage': '20,032 Miles',\n",
       "  'mileage_unformatted': 20032,\n",
       "  'city': 'Norco',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 86,\n",
       "  'dealer_name': 'CarMax Norco - Now Offering Curbside Pickup & Home Delivery',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU9H97MUB11910',\n",
       "  'provider': None,\n",
       "  'provider_name': 'carmax',\n",
       "  'always_ask_for_zip': True,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '1FMCU9H97MUB11910',\n",
       "   'remote_dealer_id': '6156',\n",
       "   'dealer_name': 'CarMax Norco',\n",
       "   'remote_sku': '24599116',\n",
       "   'experience': 'regional',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'carmax_norco',\n",
       "   'dealer_uuid': 'db2437d4-f078-460b-80c3-63d0c86a7141',\n",
       "   'dealer_group_unique_name': 'carmax',\n",
       "   'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 146,\n",
       "  'provider_group_id': 149,\n",
       "  'experience': 'regional',\n",
       "  'regional': True,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1683304271,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/1FMCU0GD0JUA75877',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU0GD0JUA75877',\n",
       "  'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 264670185,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/10/23/23/2018_ford_escape-pic-2080290385980625312-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--HcEbgHOv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/10/23/23/2018_ford_escape-pic-2080290385980625312-1024x768.jpeg',\n",
       "  'lat': 34.0643,\n",
       "  'lon': -117.69,\n",
       "  'year': 2018,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
       "  'model_id': 975,\n",
       "  'display_color': '',\n",
       "  'price': '$16,324',\n",
       "  'price_unformatted': 16324,\n",
       "  'mileage': '60,292 Miles',\n",
       "  'mileage_unformatted': 60292,\n",
       "  'city': 'Montclair',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 75,\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU0GD0JUA75877',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '356252489',\n",
       "   'remote_dealer_id': '436669',\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'remote_sku': 'JUA75877',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SE',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1687569041,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/3FA6P0G72JR167797',\n",
       "  'vdp_url': '/ford-fusion#vin=3FA6P0G72JR167797',\n",
       "  'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 267919519,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/07/08/02/28/2018_ford_fusion-pic-4243028264615403178-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--6hf30AyQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/08/02/28/2018_ford_fusion-pic-4243028264615403178-1024x768.jpeg',\n",
       "  'lat': 34.1068,\n",
       "  'lon': -117.895,\n",
       "  'year': 2018,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Fusion',\n",
       "  'model_id': 965,\n",
       "  'display_color': '',\n",
       "  'price': '$16,499',\n",
       "  'price_unformatted': 16499,\n",
       "  'mileage': '54,599 Miles',\n",
       "  'mileage_unformatted': 54599,\n",
       "  'city': 'Azusa',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 70,\n",
       "  'dealer_name': 'California Motor Trade 2',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '3FA6P0G72JR167797',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '360092855',\n",
       "   'remote_dealer_id': '413380',\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'remote_sku': 'JR167797',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "   'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'S',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 230,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1684508260,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU9H61MUA51368',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU9H61MUA51368',\n",
       "  'clickoff_url': 'https://www.hertzcarsales.com/catcher.esl?vin=1FMCU9H61MUA51368&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 265568358,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/24/17/06/2021_ford_escape-pic-1179044179428158358-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--mp4Kp1fC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/24/17/06/2021_ford_escape-pic-1179044179428158358-1024x768.jpeg',\n",
       "  'lat': 33.922848,\n",
       "  'lon': -118.09832,\n",
       "  'year': 2021,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
       "  'model_id': 975,\n",
       "  'display_color': '',\n",
       "  'price': '$20,696',\n",
       "  'price_unformatted': 20696,\n",
       "  'mileage': '40,696 Miles',\n",
       "  'mileage_unformatted': 40696,\n",
       "  'city': 'Norwalk',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 83,\n",
       "  'dealer_name': 'Hertz Car Sales Norwalk',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU9H61MUA51368',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '357339614',\n",
       "   'remote_dealer_id': '343405',\n",
       "   'dealer_name': 'Hertz Car Sales Norwalk',\n",
       "   'remote_sku': '54969',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'hertz_car_sales_norwalk',\n",
       "   'dealer_uuid': '0dad82ce-a7a6-42b7-ae56-f0a596173f07',\n",
       "   'dealer_group_unique_name': 'hertz_cargurus',\n",
       "   'dealer_group_uuid': '4f465214-25f3-4592-8eb6-a105060f87fc'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1686262531,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/2FMGK5C81HBA01980',\n",
       "  'vdp_url': '/ford-flex#vin=2FMGK5C81HBA01980',\n",
       "  'clickoff_url': 'https://www.carmax.com/car/24396157?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 266896060,\n",
       "  'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24396157/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--2Dzs54l0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24396157/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "  'lat': 33.9242754200128,\n",
       "  'lon': -117.553618451027,\n",
       "  'year': 2017,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Flex',\n",
       "  'model_id': 1005,\n",
       "  'display_color': '',\n",
       "  'price': '$19,998',\n",
       "  'price_unformatted': 19998,\n",
       "  'mileage': '75,223 Miles',\n",
       "  'mileage_unformatted': 75223,\n",
       "  'city': 'Norco',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 86,\n",
       "  'dealer_name': 'CarMax Norco - Now Offering Curbside Pickup & Home Delivery',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '2FMGK5C81HBA01980',\n",
       "  'provider': None,\n",
       "  'provider_name': 'carmax',\n",
       "  'always_ask_for_zip': True,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '2FMGK5C81HBA01980',\n",
       "   'remote_dealer_id': '6156',\n",
       "   'dealer_name': 'CarMax Norco',\n",
       "   'remote_sku': '24396157',\n",
       "   'experience': 'regional',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'carmax_norco',\n",
       "   'dealer_uuid': 'db2437d4-f078-460b-80c3-63d0c86a7141',\n",
       "   'dealer_group_unique_name': 'carmax',\n",
       "   'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 146,\n",
       "  'provider_group_id': 149,\n",
       "  'experience': 'regional',\n",
       "  'regional': True,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1685052940,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/3FA6P0HD5KR174197',\n",
       "  'vdp_url': '/ford-fusion#vin=3FA6P0HD5KR174197',\n",
       "  'clickoff_url': 'https://www.carmax.com/car/23537243?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 265980831,\n",
       "  'primary_photo_url': 'https://img2.carmax.com/img/vehicles/23537243/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--RkGaTiu0--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/23537243/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "  'lat': 34.594549,\n",
       "  'lon': -118.13983,\n",
       "  'year': 2019,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Fusion',\n",
       "  'model_id': 965,\n",
       "  'display_color': '',\n",
       "  'price': '$16,998',\n",
       "  'price_unformatted': 16998,\n",
       "  'mileage': '83,434 Miles',\n",
       "  'mileage_unformatted': 83434,\n",
       "  'city': 'Palmdale',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 37,\n",
       "  'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '3FA6P0HD5KR174197',\n",
       "  'provider': None,\n",
       "  'provider_name': 'carmax',\n",
       "  'always_ask_for_zip': True,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '3FA6P0HD5KR174197',\n",
       "   'remote_dealer_id': '6003',\n",
       "   'dealer_name': 'CarMax Palmdale',\n",
       "   'remote_sku': '23537243',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'carmax_palmdale',\n",
       "   'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "   'dealer_group_unique_name': 'carmax',\n",
       "   'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "  'trim': 'SE',\n",
       "  'provider_id': 146,\n",
       "  'provider_group_id': 149,\n",
       "  'experience': 'local_if_nearby',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1682037921,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/1FA6P8CF5H5310055',\n",
       "  'vdp_url': '/ford-mustang#vin=1FA6P8CF5H5310055',\n",
       "  'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 263666268,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/22/02/35/2017_ford_mustang-pic-7753035106051710152-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--fKqJ9Jec--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/22/02/35/2017_ford_mustang-pic-7753035106051710152-1024x768.jpeg',\n",
       "  'lat': 33.7674,\n",
       "  'lon': -117.8514,\n",
       "  'year': 2017,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Mustang',\n",
       "  'model_id': 969,\n",
       "  'display_color': '',\n",
       "  'price': '$27,065',\n",
       "  'price_unformatted': 27065,\n",
       "  'mileage': '53,397 Miles',\n",
       "  'mileage_unformatted': 53397,\n",
       "  'city': 'Montclair',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 94,\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FA6P8CF5H5310055',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '355033270',\n",
       "   'remote_dealer_id': '436669',\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'remote_sku': 'H5310055',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'GT',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1685032263,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FATP8FF8K5126105',\n",
       "  'vdp_url': '/ford-mustang#vin=1FATP8FF8K5126105',\n",
       "  'clickoff_url': 'https://www.aviscarsales.com/catcher.esl?vin=1FATP8FF8K5126105&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 265958026,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/13/21/16/2019_ford_mustang-pic-7265040988348359034-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--nfYTJJa7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/13/21/16/2019_ford_mustang-pic-7265040988348359034-1024x768.jpeg',\n",
       "  'lat': 34.521,\n",
       "  'lon': -117.317,\n",
       "  'year': 2019,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Mustang',\n",
       "  'model_id': 969,\n",
       "  'display_color': '',\n",
       "  'price': '$32,395',\n",
       "  'price_unformatted': 32395,\n",
       "  'mileage': '39,212 Miles',\n",
       "  'mileage_unformatted': 39212,\n",
       "  'city': 'Victorville',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 56,\n",
       "  'dealer_name': 'Avis Car Sales - Victorville',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FATP8FF8K5126105',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '357821786',\n",
       "   'remote_dealer_id': '436334',\n",
       "   'dealer_name': 'Avis Car Sales - Victorville',\n",
       "   'remote_sku': '85722280',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'avis_victorville',\n",
       "   'dealer_uuid': 'ae07436a-ba42-4b8a-a4bd-66b7ec7ebe02',\n",
       "   'dealer_group_unique_name': 'avis_cargurus',\n",
       "   'dealer_group_uuid': '82194771-95d6-4e42-9d96-0a838b5cc1f6'},\n",
       "  'trim': 'GT Premium',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1688229652,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/1FAHP2E80DG120926',\n",
       "  'vdp_url': '/ford-taurus#vin=1FAHP2E80DG120926',\n",
       "  'clickoff_url': 'www.ocmotorsdirect1.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 268437397,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/30/20/25/2013_ford_taurus-pic-1466397740630574237-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ebg3fqLB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/20/25/2013_ford_taurus-pic-1466397740630574237-1024x768.jpeg',\n",
       "  'lat': 33.7686,\n",
       "  'lon': -117.852,\n",
       "  'year': 2013,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Taurus',\n",
       "  'model_id': 1000,\n",
       "  'display_color': '',\n",
       "  'price': '$9,691',\n",
       "  'price_unformatted': 9691,\n",
       "  'mileage': '130,347 Miles',\n",
       "  'mileage_unformatted': 130347,\n",
       "  'city': 'Santa Ana',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 94,\n",
       "  'dealer_name': 'California Motors Direct',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FAHP2E80DG120926',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '360744326',\n",
       "   'remote_dealer_id': '304872',\n",
       "   'dealer_name': 'California Motors Direct - Santa Ana',\n",
       "   'remote_sku': 'DG120926',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': 'e27e9426-9418-4cba-8845-fe006ff1d961',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1681572379,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/3FA6P0LU6KR177228',\n",
       "  'vdp_url': '/ford-fusion+hybrid#vin=3FA6P0LU6KR177228',\n",
       "  'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 263333697,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/23/59/2019_ford_fusion_hybrid-pic-7345382155006844565-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--eDtM1P9Q--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/23/59/2019_ford_fusion_hybrid-pic-7345382155006844565-1024x768.jpeg',\n",
       "  'lat': 34.1068,\n",
       "  'lon': -117.895,\n",
       "  'year': 2019,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Fusion Hybrid',\n",
       "  'model_id': 959,\n",
       "  'display_color': '',\n",
       "  'price': '$17,399',\n",
       "  'price_unformatted': 17399,\n",
       "  'mileage': '66,142 Miles',\n",
       "  'mileage_unformatted': 66142,\n",
       "  'city': 'Azusa',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 70,\n",
       "  'dealer_name': 'California Motor Trade 2',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '3FA6P0LU6KR177228',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '355447830',\n",
       "   'remote_dealer_id': '413380',\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'remote_sku': 'KR177228',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "   'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SE',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 230,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1686673689,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/2FMGK5C8XEBD35663',\n",
       "  'vdp_url': '/ford-flex#vin=2FMGK5C8XEBD35663',\n",
       "  'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 267179925,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/22/23/40/2014_ford_flex-pic-7051872853599914317-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--8alm_tlL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/22/23/40/2014_ford_flex-pic-7051872853599914317-1024x768.jpeg',\n",
       "  'lat': 34.0643,\n",
       "  'lon': -117.69,\n",
       "  'year': 2014,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Flex',\n",
       "  'model_id': 1005,\n",
       "  'display_color': '',\n",
       "  'price': '$15,799',\n",
       "  'price_unformatted': 15799,\n",
       "  'mileage': '91,717 Miles',\n",
       "  'mileage_unformatted': 91717,\n",
       "  'city': 'Montclair',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 75,\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '2FMGK5C8XEBD35663',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '359248285',\n",
       "   'remote_dealer_id': '436669',\n",
       "   'dealer_name': 'Montclair Auto Exchange',\n",
       "   'remote_sku': 'EBD35663',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motors_direct',\n",
       "   'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1688260194,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU0J9XHUE97573',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU0J9XHUE97573',\n",
       "  'clickoff_url': 'https://www.shift.com/car/c1975423?utm_source=Autolist&utm_medium=listing&utm_campaign=deeplink',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 268473075,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/07/15/09/30/2017_ford_escape-pic-1544752398296171284-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Pt9dilH7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/15/09/30/2017_ford_escape-pic-1544752398296171284-1024x768.jpeg',\n",
       "  'lat': 34.0313,\n",
       "  'lon': -117.756,\n",
       "  'year': 2017,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
       "  'model_id': 975,\n",
       "  'display_color': '',\n",
       "  'price': '$16,950',\n",
       "  'price_unformatted': 16950,\n",
       "  'mileage': '78,432 Miles',\n",
       "  'mileage_unformatted': 78432,\n",
       "  'city': 'Commerce',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 76,\n",
       "  'dealer_name': 'Shift LA - Test Drives Delivered To You',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU0J9XHUE97573',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '360807063',\n",
       "   'remote_dealer_id': '413398',\n",
       "   'dealer_name': 'Shift LA - Test Drives Delivered to You',\n",
       "   'remote_sku': 'c1975423',\n",
       "   'experience': 'regional',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'shift_la_test_drives_deliveredto_you',\n",
       "   'dealer_uuid': '5f46e30a-668c-4cae-8840-6effa3aee23c',\n",
       "   'dealer_group_unique_name': 'shift_cargurus',\n",
       "   'dealer_group_uuid': '88c7994e-2ed1-4892-b70f-55ba4c3e5540'},\n",
       "  'trim': 'Titanium',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'regional',\n",
       "  'regional': True,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1689135035,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FA6P8THXK5175681',\n",
       "  'vdp_url': '/ford-mustang#vin=1FA6P8THXK5175681',\n",
       "  'clickoff_url': '',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 269002952,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/16/18/11/2019_ford_mustang-pic-7637893101151828038-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--eKgclPlQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/16/18/11/2019_ford_mustang-pic-7637893101151828038-1024x768.jpeg',\n",
       "  'lat': 33.9373,\n",
       "  'lon': -117.177,\n",
       "  'year': 2019,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Mustang',\n",
       "  'model_id': 969,\n",
       "  'display_color': '',\n",
       "  'price': '$24,649',\n",
       "  'price_unformatted': 24649,\n",
       "  'mileage': '29,366 Miles',\n",
       "  'mileage_unformatted': 29366,\n",
       "  'city': 'Moreno Valley',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 94,\n",
       "  'dealer_name': 'Moss Bros Chrysler Jeep Dodge Moreno Valley',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 3,\n",
       "  'partner_type': 'metasearch',\n",
       "  'vin': '1FA6P8THXK5175681',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '361418671',\n",
       "   'remote_dealer_id': '60283',\n",
       "   'dealer_name': None,\n",
       "   'remote_sku': 'S-E302421',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': None,\n",
       "   'dealer_uuid': None,\n",
       "   'dealer_group_unique_name': None,\n",
       "   'dealer_group_uuid': None},\n",
       "  'trim': 'EcoBoost',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 227,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': True},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1687361735,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/2FMGK5C84HBA07935',\n",
       "  'vdp_url': '/ford-flex#vin=2FMGK5C84HBA07935',\n",
       "  'clickoff_url': 'www.cmtcars2.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 267708057,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/20/19/51/2017_ford_flex-pic-8633658266899846769-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--npdFf0OB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/19/51/2017_ford_flex-pic-8633658266899846769-1024x768.jpeg',\n",
       "  'lat': 34.1068,\n",
       "  'lon': -117.895,\n",
       "  'year': 2017,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Flex',\n",
       "  'model_id': 1005,\n",
       "  'display_color': '',\n",
       "  'price': '$16,499',\n",
       "  'price_unformatted': 16499,\n",
       "  'mileage': '98,032 Miles',\n",
       "  'mileage_unformatted': 98032,\n",
       "  'city': 'Azusa',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 70,\n",
       "  'dealer_name': 'California Motor Trade 2',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '2FMGK5C84HBA07935',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '359864746',\n",
       "   'remote_dealer_id': '413380',\n",
       "   'dealer_name': 'California Motor Trade 2',\n",
       "   'remote_sku': 'HBA07935',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'california_motor_trade_azusa',\n",
       "   'dealer_uuid': '5ca9d0bb-0eed-4cdc-8251-7c7deab7c882',\n",
       "   'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "   'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 230,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1686933435,\n",
       "  'recent_price_drop': None,\n",
       "  'is_hot': True,\n",
       "  'href_target': '/listings/1FTEW1CBXKKD52503',\n",
       "  'vdp_url': '/ford-f+150#vin=1FTEW1CBXKKD52503',\n",
       "  'clickoff_url': 'https://www.aviscarsales.com/catcher.esl?vin=1FTEW1CBXKKD52503&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 267419878,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/16/07/22/2019_ford_f-150-pic-3864764524093116416-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--fUq7RHSk--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/16/07/22/2019_ford_f-150-pic-3864764524093116416-1024x768.jpeg',\n",
       "  'lat': 34.521,\n",
       "  'lon': -117.317,\n",
       "  'year': 2019,\n",
       "  'make': 'Ford',\n",
       "  'model': 'F-150',\n",
       "  'model_id': 957,\n",
       "  'display_color': '',\n",
       "  'price': '$30,995',\n",
       "  'price_unformatted': 30995,\n",
       "  'mileage': '39,740 Miles',\n",
       "  'mileage_unformatted': 39740,\n",
       "  'city': 'Victorville',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 56,\n",
       "  'dealer_name': 'Avis Car Sales - Victorville',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FTEW1CBXKKD52503',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '359533316',\n",
       "   'remote_dealer_id': '436334',\n",
       "   'dealer_name': 'Avis Car Sales - Victorville',\n",
       "   'remote_sku': '91991690',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'avis_victorville',\n",
       "   'dealer_uuid': 'ae07436a-ba42-4b8a-a4bd-66b7ec7ebe02',\n",
       "   'dealer_group_unique_name': 'avis_cargurus',\n",
       "   'dealer_group_uuid': '82194771-95d6-4e42-9d96-0a838b5cc1f6'},\n",
       "  'trim': 'XL',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': 'hot_car'},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1689415998,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU9HD5JUC78699',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU9HD5JUC78699',\n",
       "  'clickoff_url': 'https://www.carmax.com/car/24311566?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 269250041,\n",
       "  'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24311566/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ptz3l18y--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24311566/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "  'lat': 34.594549,\n",
       "  'lon': -118.13983,\n",
       "  'year': 2018,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
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       "  'display_color': '',\n",
       "  'price': '$21,998',\n",
       "  'price_unformatted': 21998,\n",
       "  'mileage': '42,432 Miles',\n",
       "  'mileage_unformatted': 42432,\n",
       "  'city': 'Palmdale',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 37,\n",
       "  'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU9HD5JUC78699',\n",
       "  'provider': None,\n",
       "  'provider_name': 'carmax',\n",
       "  'always_ask_for_zip': True,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '1FMCU9HD5JUC78699',\n",
       "   'remote_dealer_id': '6003',\n",
       "   'dealer_name': 'CarMax Palmdale',\n",
       "   'remote_sku': '24311566',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'carmax_palmdale',\n",
       "   'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "   'dealer_group_unique_name': 'carmax',\n",
       "   'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 146,\n",
       "  'provider_group_id': 149,\n",
       "  'experience': 'local_if_nearby',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1689459252,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU0KZ5NUB04718',\n",
       "  'vdp_url': '/ford-escape+plug+in+hybrid#vin=1FMCU0KZ5NUB04718',\n",
       "  'clickoff_url': 'https://www.carmax.com/car/24397541?adcode=ALST&utm_campaign=LG_OC&utm_source=LG_OC_ALST&utm_medium=OC&utm_content=carpage ',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 269306649,\n",
       "  'primary_photo_url': 'https://img2.carmax.com/img/vehicles/24397541/1.jpg?width=1024&watermark=LYCG_1a',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--x84FYDLG--/c_fill,f_auto,q_auto,w_320/https://img2.carmax.com/img/vehicles/24397541/1.jpg%3Fwidth%3D1024%26watermark%3DLYCG_1a',\n",
       "  'lat': 34.594549,\n",
       "  'lon': -118.13983,\n",
       "  'year': 2022,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape Plug-In Hybrid',\n",
       "  'model_id': 2303,\n",
       "  'display_color': '',\n",
       "  'price': '$38,998',\n",
       "  'price_unformatted': 38998,\n",
       "  'mileage': '6,430 Miles',\n",
       "  'mileage_unformatted': 6430,\n",
       "  'city': 'Palmdale',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 37,\n",
       "  'dealer_name': 'CarMax Palmdale - Now Offering Curbside Pickup And Home Delivery',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU0KZ5NUB04718',\n",
       "  'provider': None,\n",
       "  'provider_name': 'carmax',\n",
       "  'always_ask_for_zip': True,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '1FMCU0KZ5NUB04718',\n",
       "   'remote_dealer_id': '6003',\n",
       "   'dealer_name': 'CarMax Palmdale',\n",
       "   'remote_sku': '24397541',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'carmax_palmdale',\n",
       "   'dealer_uuid': '1efdb98e-8956-4dfa-93b5-9fad8e26cf93',\n",
       "   'dealer_group_unique_name': 'carmax',\n",
       "   'dealer_group_uuid': 'f6138600-f21e-4c20-90b8-308961c3e520'},\n",
       "  'trim': 'SEL',\n",
       "  'provider_id': 146,\n",
       "  'provider_group_id': 149,\n",
       "  'experience': 'local_if_nearby',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False},\n",
       " {'available_nationwide': False,\n",
       "  'created_at': 1685812081,\n",
       "  'recent_price_drop': False,\n",
       "  'is_hot': False,\n",
       "  'href_target': '/listings/1FMCU9J91MUA58065',\n",
       "  'vdp_url': '/ford-escape#vin=1FMCU9J91MUA58065',\n",
       "  'clickoff_url': 'https://www.hertzcarsales.com/catcher.esl?vin=1FMCU9J91MUA58065&utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       "  'accepts_leads': True,\n",
       "  'open_in_new_window': False,\n",
       "  'id': 266591930,\n",
       "  'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/07/02/28/2021_ford_escape-pic-3195100006513402320-1024x768.jpeg',\n",
       "  'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--HzDT1Kl8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/07/02/28/2021_ford_escape-pic-3195100006513402320-1024x768.jpeg',\n",
       "  'lat': 33.9584,\n",
       "  'lon': -118.361,\n",
       "  'year': 2021,\n",
       "  'make': 'Ford',\n",
       "  'model': 'Escape',\n",
       "  'model_id': 975,\n",
       "  'display_color': '',\n",
       "  'price': '$24,299',\n",
       "  'price_unformatted': 24299,\n",
       "  'mileage': '50,593 Miles',\n",
       "  'mileage_unformatted': 50593,\n",
       "  'city': 'Anaheim',\n",
       "  'state': 'CA',\n",
       "  'distance_from_origin': 83,\n",
       "  'dealer_name': 'Hertz Car Sales Anaheim',\n",
       "  'show_message_box': None,\n",
       "  'email_opt_default': True,\n",
       "  'show_financing_checkbox': None,\n",
       "  'show_new_mileage': False,\n",
       "  'show_thankyou_page': False,\n",
       "  'show_rsrp': True,\n",
       "  'click_off': False,\n",
       "  'pre_check_thankyou': True,\n",
       "  'cpl_value': 15,\n",
       "  'partner_type': 'dealer_direct',\n",
       "  'vin': '1FMCU9J91MUA58065',\n",
       "  'provider': None,\n",
       "  'provider_name': 'car_gurus',\n",
       "  'always_ask_for_zip': False,\n",
       "  'listing_id': None,\n",
       "  'time_on_market': None,\n",
       "  'total_price_change': None,\n",
       "  'relative_price_difference': None,\n",
       "  'listimate_category': None,\n",
       "  'listimate_text': None,\n",
       "  'photo_urls': [],\n",
       "  'tracking_params': {'id_from_provider': '358544622',\n",
       "   'remote_dealer_id': '379521',\n",
       "   'dealer_name': 'Hertz Car Sales Anaheim',\n",
       "   'remote_sku': '41692',\n",
       "   'experience': 'local',\n",
       "   'rooftop_unique_name': None,\n",
       "   'rooftop_uuid': None,\n",
       "   'dealer_unique_name': 'hertz_car_sales_anaheim',\n",
       "   'dealer_uuid': '4317a17b-cb4a-4abd-ad70-cb9f1ae5425c',\n",
       "   'dealer_group_unique_name': 'hertz_cargurus',\n",
       "   'dealer_group_uuid': '4f465214-25f3-4592-8eb6-a105060f87fc'},\n",
       "  'trim': 'Titanium',\n",
       "  'provider_id': 199,\n",
       "  'provider_group_id': 229,\n",
       "  'experience': 'local',\n",
       "  'regional': False,\n",
       "  'badges': {'position0': None, 'position1': None},\n",
       "  'quick_picks_eligible': False}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8a511ca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data_json['search_results'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9beb719e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_json['search_results'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a780d5d",
   "metadata": {},
   "source": [
    "As each page contains 20 entries, the length is shown as `20`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7df62aa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'available_nationwide': False,\n",
       " 'created_at': 1680711999,\n",
       " 'recent_price_drop': False,\n",
       " 'is_hot': True,\n",
       " 'href_target': '/listings/3FA6P0LU1JR206181',\n",
       " 'vdp_url': '/ford-fusion+hybrid#vin=3FA6P0LU1JR206181',\n",
       " 'clickoff_url': 'www.montclairautox.com?utm_source=autolist&utm_medium=referral&utm_campaign=vdp_deep_link',\n",
       " 'accepts_leads': True,\n",
       " 'open_in_new_window': False,\n",
       " 'id': 262679309,\n",
       " 'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       " 'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--Ke9T4JwJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/17/23/15/2018_ford_fusion_hybrid-pic-3193442773663903549-1024x768.jpeg',\n",
       " 'lat': 34.0643,\n",
       " 'lon': -117.69,\n",
       " 'year': 2018,\n",
       " 'make': 'Ford',\n",
       " 'model': 'Fusion Hybrid',\n",
       " 'model_id': 959,\n",
       " 'display_color': '',\n",
       " 'price': '$18,502',\n",
       " 'price_unformatted': 18502,\n",
       " 'mileage': '52,618 Miles',\n",
       " 'mileage_unformatted': 52618,\n",
       " 'city': 'Montclair',\n",
       " 'state': 'CA',\n",
       " 'distance_from_origin': 75,\n",
       " 'dealer_name': 'Montclair Auto Exchange',\n",
       " 'show_message_box': None,\n",
       " 'email_opt_default': True,\n",
       " 'show_financing_checkbox': None,\n",
       " 'show_new_mileage': False,\n",
       " 'show_thankyou_page': False,\n",
       " 'show_rsrp': True,\n",
       " 'click_off': False,\n",
       " 'pre_check_thankyou': True,\n",
       " 'cpl_value': 15,\n",
       " 'partner_type': 'dealer_direct',\n",
       " 'vin': '3FA6P0LU1JR206181',\n",
       " 'provider': None,\n",
       " 'provider_name': 'car_gurus',\n",
       " 'always_ask_for_zip': False,\n",
       " 'listing_id': None,\n",
       " 'time_on_market': None,\n",
       " 'total_price_change': None,\n",
       " 'relative_price_difference': None,\n",
       " 'listimate_category': None,\n",
       " 'listimate_text': None,\n",
       " 'photo_urls': [],\n",
       " 'tracking_params': {'id_from_provider': '353843595',\n",
       "  'remote_dealer_id': '436669',\n",
       "  'dealer_name': 'Montclair Auto Exchange',\n",
       "  'remote_sku': 'JR206181',\n",
       "  'experience': 'local',\n",
       "  'rooftop_unique_name': None,\n",
       "  'rooftop_uuid': None,\n",
       "  'dealer_unique_name': 'california_motors_direct',\n",
       "  'dealer_uuid': '6108b8fe-ee93-40ba-82be-fd888524c4a0',\n",
       "  'dealer_group_unique_name': 'california_motors_direct_cargurus',\n",
       "  'dealer_group_uuid': 'd818b90f-e601-407a-ba39-57d14021de91'},\n",
       " 'trim': 'SE',\n",
       " 'provider_id': 199,\n",
       " 'provider_group_id': 229,\n",
       " 'experience': 'local',\n",
       " 'regional': False,\n",
       " 'badges': {'position0': None, 'position1': 'hot_car'},\n",
       " 'quick_picks_eligible': False}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84951cc4",
   "metadata": {},
   "source": [
    "All the necessary datas for the first item is accessed and printed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b3db2ca",
   "metadata": {},
   "source": [
    "## Accessing the retrieved data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "91739d72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Fusion Hybrid'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]['model']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f7baa781",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'52,618 Miles'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]['mileage']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9c6c26fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]['year']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76409ba1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Montclair Auto Exchange'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]['dealer_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3313cc6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'$18,502'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json['search_results'][0]['price']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee11d4df",
   "metadata": {},
   "source": [
    "For accessing the entire items in the first page, `For` loop is used and the scrapped details are stored as `List`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3b3f97bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#looping the information\n",
    "data_items=data_json['search_results']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e2aca924",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = []\n",
    "year = []\n",
    "dealer = []\n",
    "mileage = []\n",
    "price = []\n",
    "city =[]\n",
    "\n",
    "for data in data_items:\n",
    "    model.append(data['model'])\n",
    "    year.append(data['year'])\n",
    "    dealer.append(data['dealer_name'])\n",
    "    mileage.append(data['mileage'])\n",
    "    price.append(data['price'])\n",
    "    city.append(data['city'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "facb38d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Fusion Hybrid',\n",
       " 'Fusion Energi',\n",
       " 'Escape',\n",
       " 'Escape',\n",
       " 'Fusion',\n",
       " 'Escape',\n",
       " 'Flex',\n",
       " 'Fusion',\n",
       " 'Mustang',\n",
       " 'Mustang',\n",
       " 'Taurus',\n",
       " 'Fusion Hybrid',\n",
       " 'Flex',\n",
       " 'Escape',\n",
       " 'Mustang',\n",
       " 'Flex',\n",
       " 'F-150',\n",
       " 'Escape',\n",
       " 'Escape Plug-In Hybrid',\n",
       " 'Escape']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a6e4e52",
   "metadata": {},
   "source": [
    "The first 20 car model names scrapped from the website are displayed "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4639ca66",
   "metadata": {},
   "source": [
    "This website totally contains the details of used cars in `633` pages. Hence `multiple pages` are to be scrapped by using the same cURL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d8f80ca",
   "metadata": {},
   "source": [
    "## Multiple page Web Scrapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dc64d051",
   "metadata": {},
   "outputs": [],
   "source": [
    "#scrapping multiple webpages\n",
    "headers = {\n",
    "    'Accept': '*/*',\n",
    "    'Accept-Language': 'en-GB,en;q=0.9,ta-IN;q=0.8,ta;q=0.7,en-US;q=0.6',\n",
    "    'Connection': 'keep-alive',\n",
    "    'If-None-Match': 'W/^\\\\^e3211357bab550aa0622b8cbd5cf050e^\\\\^',\n",
    "    'Origin': 'https://www.autolist.com',\n",
    "    'Referer': 'https://www.autolist.com/',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36',\n",
    "    'sec-ch-ua': '^\\\\^Not.A/Brand^\\\\^;v=^\\\\^8^\\\\^, ^\\\\^Chromium^\\\\^;v=^\\\\^114^\\\\^, ^\\\\^Google',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '^\\\\^Windows^\\\\^',\n",
    "}\n",
    "\n",
    "model = []\n",
    "year = []\n",
    "dealer = []\n",
    "mileage = []\n",
    "price = []\n",
    "city=[]\n",
    "\n",
    "for i in range(1,634):\n",
    "    \n",
    "    params = (\n",
    "        ('city', 'California^%^20City'),\n",
    "        ('latitude', '35.125801'),\n",
    "        ('limit', '20'),\n",
    "        ('longitude', '-117.9859038'),\n",
    "        ('make', 'Ford'),\n",
    "        ('page', str(i)),\n",
    "        ('radius', '100'),\n",
    "        ('state', 'CA'),\n",
    "    )\n",
    "    #variable for obtaining request\n",
    "    response = requests.get('https://production-proxy.autolist.com/api/cwv/seo/listings', headers=headers, params=params)\n",
    "    \n",
    "    #json object\n",
    "    data_json=response.json()\n",
    "    \n",
    "    #getting 20 items for each page\n",
    "    data_items=data_json['search_results']\n",
    "    \n",
    "    for data in data_items:\n",
    "        model.append(data['model'])\n",
    "        year.append(data['year'])\n",
    "        dealer.append(data['dealer_name'])\n",
    "        mileage.append(data['mileage'])\n",
    "        price.append(data['price'])\n",
    "        city.append(data['city'])\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f962e5e4",
   "metadata": {},
   "source": [
    "After scrapping off entire pages, the retrieved datas are stored in a `DataFrame` format named as `ford_pages_df`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5d75e9d",
   "metadata": {},
   "source": [
    "## Converting into DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9539d52f",
   "metadata": {},
   "outputs": [],
   "source": [
    "ford_pages_df=pd.DataFrame({'Model': model,'Mileage': mileage,'City': city,'Year': year,'Dealer': dealer,'Price': price})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "10ada194",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>City</th>\n",
       "      <th>Year</th>\n",
       "      <th>Dealer</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fusion Hybrid</td>\n",
       "      <td>52,618 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2018</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$18,502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fusion Energi</td>\n",
       "      <td>68,878 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2017</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$17,413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Escape</td>\n",
       "      <td>20,032 Miles</td>\n",
       "      <td>Norco</td>\n",
       "      <td>2021</td>\n",
       "      <td>CarMax Norco - Now Offering Curbside Pickup &amp; ...</td>\n",
       "      <td>$26,998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Escape</td>\n",
       "      <td>60,292 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2018</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$16,324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fusion</td>\n",
       "      <td>54,599 Miles</td>\n",
       "      <td>Azusa</td>\n",
       "      <td>2018</td>\n",
       "      <td>California Motor Trade 2</td>\n",
       "      <td>$16,499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>Bronco</td>\n",
       "      <td>New</td>\n",
       "      <td>Long Beach</td>\n",
       "      <td>2023</td>\n",
       "      <td>Ford Of Long Beach</td>\n",
       "      <td>accepting_offers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>Mustang Mach-E</td>\n",
       "      <td>New</td>\n",
       "      <td>Redlands</td>\n",
       "      <td>2023</td>\n",
       "      <td>Ken Grody Ford Of Redlands</td>\n",
       "      <td>accepting_offers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>F-150</td>\n",
       "      <td>New</td>\n",
       "      <td>Redlands</td>\n",
       "      <td>2023</td>\n",
       "      <td>Ken Grody Ford Of Redlands</td>\n",
       "      <td>$68,210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>Mustang Mach-E</td>\n",
       "      <td>New</td>\n",
       "      <td>Oxnard</td>\n",
       "      <td>2023</td>\n",
       "      <td>Envision Ford Lincoln Of Oxnard</td>\n",
       "      <td>accepting_offers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>Escape</td>\n",
       "      <td>New</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>2023</td>\n",
       "      <td>Star Ford Lincoln</td>\n",
       "      <td>accepting_offers</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Model       Mileage        City  Year  \\\n",
       "0      Fusion Hybrid  52,618 Miles   Montclair  2018   \n",
       "1      Fusion Energi  68,878 Miles   Montclair  2017   \n",
       "2             Escape  20,032 Miles       Norco  2021   \n",
       "3             Escape  60,292 Miles   Montclair  2018   \n",
       "4             Fusion  54,599 Miles       Azusa  2018   \n",
       "...              ...           ...         ...   ...   \n",
       "9995          Bronco           New  Long Beach  2023   \n",
       "9996  Mustang Mach-E           New    Redlands  2023   \n",
       "9997           F-150           New    Redlands  2023   \n",
       "9998  Mustang Mach-E           New      Oxnard  2023   \n",
       "9999          Escape           New    Glendale  2023   \n",
       "\n",
       "                                                 Dealer             Price  \n",
       "0                               Montclair Auto Exchange           $18,502  \n",
       "1                               Montclair Auto Exchange           $17,413  \n",
       "2     CarMax Norco - Now Offering Curbside Pickup & ...           $26,998  \n",
       "3                               Montclair Auto Exchange           $16,324  \n",
       "4                              California Motor Trade 2           $16,499  \n",
       "...                                                 ...               ...  \n",
       "9995                                 Ford Of Long Beach  accepting_offers  \n",
       "9996                         Ken Grody Ford Of Redlands  accepting_offers  \n",
       "9997                         Ken Grody Ford Of Redlands           $68,210  \n",
       "9998                    Envision Ford Lincoln Of Oxnard  accepting_offers  \n",
       "9999                                  Star Ford Lincoln  accepting_offers  \n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ford_pages_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5814f86",
   "metadata": {},
   "source": [
    "The entire scrapped datas are a count of `10000` cars from `633` pages"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6efdda7",
   "metadata": {},
   "source": [
    "Now, second city is choosen for scrpping the car details\n",
    "\n",
    "Before that, a HTTP request is give for retrieving the data from the website using `requests` library"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "200a0f45",
   "metadata": {},
   "source": [
    "## Requesting connection for the second city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "596aa71e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#second city basic connection establishing\n",
    "headers = {\n",
    "    'sec-ch-ua': '^\\\\^Not.A/Brand^\\\\^;v=^\\\\^8^\\\\^, ^\\\\^Chromium^\\\\^;v=^\\\\^114^\\\\^, ^\\\\^Google',\n",
    "    'Referer': 'https://www.autolist.com/',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36',\n",
    "    'sec-ch-ua-platform': '^\\\\^Windows^\\\\^',\n",
    "}\n",
    "\n",
    "params = (\n",
    "    ('include_total_price_change', 'true'),\n",
    "    ('include_time_on_market', 'true'),\n",
    "    ('include_relative_price_difference', 'true'),\n",
    "    ('latitude', '42.8286091'),\n",
    "    ('limit', '20'),\n",
    "    ('longitude', '-98.3298021'),\n",
    "    ('make', 'Ford'),\n",
    "    ('page', '1'),\n",
    "    ('radius', '100'),\n",
    "    ('zip', '600099'),\n",
    ")\n",
    "\n",
    "response = requests.get('https://production-proxy.autolist.com/api/v2/search', headers=headers, params=params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f88ba40e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "676cb8f3",
   "metadata": {},
   "source": [
    "This `<Response [200]>` means that a successfull connection is made to the Website for retrieving the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "537cb4ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'total_count': 3621,\n",
       " 'total_count_formatted': '3,621',\n",
       " 'hits_count': 20,\n",
       " 'records': [{'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': None,\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'suv',\n",
       "   'body_type': 'suv',\n",
       "   'cabin': None,\n",
       "   'categories': ['american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 19,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 22,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-30T02:01:50.807Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': 'FWD',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 27,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 43.4914,\n",
       "   'leather': True,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_edge',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 101023,\n",
       "   'model_id': 955,\n",
       "   'model_name': 'Edge',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'brown',\n",
       "   'normalized_color_interior': 'gray',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--pRB9sBXe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--2cqoweHS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7460921905178714221-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--90FZj0wK--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-5937656210339008907-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AMrQsM2I--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3957375505727364462-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--74ro6VuB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-5792411022862543502-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--MPqV--2U--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1576828593324631242-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--p8bqw819--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-945042314223794908-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--hnWn1zeT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4422412765688684387-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Z0vhceJm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-6167648586395212948-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---SFEWNzx--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1307861987075825530-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---c70_2ql--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7277144152692725567-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3iP_z1kp--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3618501829980587276-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ipWNePXH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-9058437388426157875-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4rpYyaYt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7232234358657662835-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Mw0hntnm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3632907429998622918-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4yUKBC21--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3364945347931998397-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--pw8gj61c--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4071301924278216959-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--CN-SiGEt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7367104290500341899-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nkOjW5bS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-8241963233439466035-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--NMd9GEF2--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7587833645057615036-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--XpCdfEYI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4099235605156366958-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--dKZ8SD7B--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-6681603057241374753-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 13995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 13995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': None,\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'edge',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--5ap7WS2N--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--pRB9sBXe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '360592339',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D34214A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'SEL',\n",
       "   'updated_at': '2023-07-11T16:21:47.028Z',\n",
       "   'vdp_url': '/ford-edge#vin=2FMDK3JC2DBA58696',\n",
       "   'vin': '2FMDK3JC2DBA58696',\n",
       "   'warranty': False,\n",
       "   'year': 2013,\n",
       "   'time_on_market': 17,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': 9},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 23,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 23,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-04-18T16:06:51.462Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'hybrid',\n",
       "   'green_engine': True,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 43.4914,\n",
       "   'leather': True,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 5600,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'red',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--2s_Tagdx--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5043681539452914956-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--e6Yclw8x--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-73066212555194244-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--XuNyrIXg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-4954207355231718622-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yisfsqsx--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-3620472456251624947-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--DZ-QTd2M--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-6343270617976613443-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--K4_Gf1Pp--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5761558229147482718-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--5YdXKQoI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-8320770628464827622-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--HBlJbiH6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-6207335389381782745-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4DCib94A--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-4949878347932971880-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--NZu5L-Z8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5064937269831815342-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--rkgQ9d1p--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-2871160427200833664-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--aBbCkXEo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-1797313186281193408-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1L489T-K--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-2798828992790591901-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--aYonL2ju--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-3943769563557064969-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Y95JVyAn--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5862675924424499030-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ndfXqKka--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5550036786607771121-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--QVPEh5OI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5977675378127351684-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--R8EYf5Bw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-4323287690312161298-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--KkC0tZlK--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-4263507368770410788-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qxUw-5Sc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-2985238848609493978-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ums6aBJS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-1373273731545171510-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--IczTyVKG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-8732253690055709647-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0Bw3UVzg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-4818422691057237279-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ASNDYdYg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-6652799291457570227-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---GyXw23n--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-6964811852595580780-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--b4R65BTt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-1576944733086555649-1024x768.jpeg'],\n",
       "   'previous_price': 67995,\n",
       "   'price': 68995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 68995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5043681539452914956-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--mBRj7YFs--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5043681539452914956-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--2s_Tagdx--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/25/09/16/2022_ford_f-150-pic-5043681539452914956-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '354836556',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D33784A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Platinum',\n",
       "   'updated_at': '2023-07-17T16:23:41.575Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1ED9NFB53541',\n",
       "   'vin': '1FTFW1ED9NFB53541',\n",
       "   'warranty': False,\n",
       "   'year': 2022,\n",
       "   'time_on_market': 90,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': -3},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'long',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'regular',\n",
       "   'categories': ['large', 'american'],\n",
       "   'city': 'Neligh',\n",
       "   'city_mpg': None,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': None,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2022-10-07T17:06:59.551Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Jonny Dodge Chrysler Jeep',\n",
       "   'distance_from_origin': 49,\n",
       "   'door_count': 2,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'flex fuel',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': None,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 42.1363,\n",
       "   'leather': False,\n",
       "   'lon': -98.0444,\n",
       "   'make_and_model': 'ford_f_250 super duty',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 91663,\n",
       "   'model_id': 999,\n",
       "   'model_name': 'F-250 Super Duty',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'silver',\n",
       "   'normalized_color_interior': 'gray',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '4025276803',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--MBxgQUUJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4807823544195865191-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--lxXUXa0_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4685887653782749337-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ZbpMTLPJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-3816769589638807520-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1P5Rq8H_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-5647544665747317007-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--oPr-QYtO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4625426960061368704-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--76Zft_Fi--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-7922607459912009409-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--luHCctfZ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-2830520050680395957-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--QwtCyxgl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-9113616341412605228-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--tk7tSRh8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-617336874529575754-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--W0j4-nRG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-6506061967400155863-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--7Ia4CMhE--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-3336252956319784354-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--cyE5yrC8--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-2804735853073786934-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--LKZbijIF--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-5367634960769476226-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 29450,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 29450,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4807823544195865191-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-250 super duty',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'NE',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--1eijUT2W--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4807823544195865191-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--MBxgQUUJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/08/00/26/2015_ford_f-250_super_duty-pic-4807823544195865191-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '340965691',\n",
       "    'remote_dealer_id': '312093',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '6N24B',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XLT',\n",
       "   'updated_at': '2022-10-08T17:51:35.713Z',\n",
       "   'vdp_url': '/ford-f+250+super+duty#vin=1FTBF2B67FED54002',\n",
       "   'vin': '1FTBF2B67FED54002',\n",
       "   'warranty': False,\n",
       "   'year': 2015,\n",
       "   'time_on_market': 283,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': -3},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['large', 'american'],\n",
       "   'city': 'Neligh',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2022-10-21T02:37:04.242Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Jonny Dodge Chrysler Jeep',\n",
       "   'distance_from_origin': 49,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 42.1363,\n",
       "   'leather': False,\n",
       "   'lon': -98.0444,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 93976,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'blue',\n",
       "   'normalized_color_interior': 'gray',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '4025276803',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--4bM-DrKP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1099729695483698509-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--r4tnrHVU--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-7650775426921919201-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--G5xluCsX--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-3655811093010631540-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--698esCDf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-8890034966186152211-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--QyLgdHjH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1358160420162326326-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Yi93xBjJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-2317500134553929528-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--j7SxkQAi--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-7730371327674769181-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--PKk0OI5u--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-7279665332307986804-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0IoHQP1i--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-5955512190753276407-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wofbcZn---/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-721073838931094958-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--gedXxli9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-3510220457357698869-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3GeGCGh2--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-4115455267849049811-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ki8iOLKW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-486359588140273030-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--_Quu0AXB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-3382961425352245439-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--FoTekYNv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-8815493122717182423-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ofxPyWJa--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-6811472786476845834-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--pifdCuDn--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-6904615958907485603-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wLUAru-g--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1366805065857687624-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--gtVnEIB5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-4538395164748961077-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--U23fM-kF--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-7995396841318825313-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mO9Rs-fJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1216620156945347391-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nzkpZVd0--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-7624284139423035810-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 28450,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 28450,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1099729695483698509-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'NE',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--K9eSOohe--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1099729695483698509-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--4bM-DrKP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2022/10/20/16/10/2018_ford_f-150-pic-1099729695483698509-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '341894941',\n",
       "    'remote_dealer_id': '312093',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '6N22A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XL',\n",
       "   'updated_at': '2023-04-03T02:35:37.599Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1EG0JKC24651',\n",
       "   'vin': '1FTEW1EG0JKC24651',\n",
       "   'warranty': True,\n",
       "   'year': 2018,\n",
       "   'time_on_market': 269,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': -1},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['large', 'american'],\n",
       "   'city': 'Niobrara',\n",
       "   'city_mpg': 11,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 13,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-14T17:49:26.120Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Moody Motor Company',\n",
       "   'distance_from_origin': 15,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': True,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': '4709554',\n",
       "   'financing_experience': 'softpull',\n",
       "   'fuel_type': 'flex fuel',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 16,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 42.7507,\n",
       "   'leather': False,\n",
       "   'lon': -98.0341,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 248680,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'red',\n",
       "   'normalized_color_interior': None,\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '4028210237',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--s107mKAL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-5812908482297500832-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mAjnsqT_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-7382807674438091557-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Tl1sV9jf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-7272902407496841527-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--vwfX3CsT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-3093487133418061529-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--rQssZMnN--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-1116209123752005788-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--x17we4S4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-717617142355817448-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--21SK6hsl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-3650521947701598415-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0cXO22qF--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-4419760034723529861-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--YGvkqrY_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-8485675771202577825-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--n88gjYqO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-8656881031171949955-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Xu9IY0gC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-6071694035385396981-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--oAGcfhRf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-5036619476117087829-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--FbcuFaXH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-4473837402691265263-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--TU2Ihrfv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-610579277756548813-1024x768.jpeg'],\n",
       "   'previous_price': 16995,\n",
       "   'price': 17995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 17995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-5812908482297500832-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'NE',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--Iw4RvKpG--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-5812908482297500832-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--s107mKAL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/14/07/05/2016_ford_f-150-pic-5812908482297500832-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '359373142',\n",
       "    'remote_dealer_id': '56797',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D27000',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Lariat',\n",
       "   'updated_at': '2023-06-15T17:46:26.271Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1EF2GFD27000',\n",
       "   'vin': '1FTEW1EF2GFD27000',\n",
       "   'warranty': False,\n",
       "   'year': 2016,\n",
       "   'time_on_market': 33,\n",
       "   'total_price_change': 1000,\n",
       "   'relative_price_difference': -9},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 16,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 18,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-05-25T14:54:02.237Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 20,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': False,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 30,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'silver',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg'],\n",
       "   'previous_price': 61050,\n",
       "   'price': 60050,\n",
       "   'price_dropped_at': '2023-07-12T14:58:39.138Z',\n",
       "   'price_with_listimate': 60050,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--nOXUiHmP--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '357799956',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104595',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Tremor',\n",
       "   'updated_at': '2023-07-14T15:04:42.631Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1E82PFB98256',\n",
       "   'vin': '1FTEW1E82PFB98256',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 53,\n",
       "   'total_price_change': -6000,\n",
       "   'relative_price_difference': -14},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': None,\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'suv',\n",
       "   'body_type': 'suv',\n",
       "   'cabin': None,\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 27,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 30,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-04-28T14:52:14.059Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': 'FWD',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 34,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': False,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_escape',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 7,\n",
       "   'model_id': 975,\n",
       "   'model_name': 'Escape',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'white',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--A9IbRkU7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-6622103422949623857-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--za-3b7Vs--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-1719720540378845449-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wbj129BP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-4941243034549026333-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--x1StUemM--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-4313538215530370704-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AqfA_1u5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-4790208431256988383-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--p4XOYHj3--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-2360081895723182390-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--f2q3nd4e--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-5173977432407069884-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1MX5RdBf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-3505881347393048604-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--J-HRxOMT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-1471238602206401782-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ELWZfHaT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-1373417258711691511-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--BFQ2M_Yw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-352002132974374031-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4yR-9qB6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-8123684338894932318-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nQumOI9Q--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-5613663051097615750-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ulFpPAf6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-8250568994636117478-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--xDs9oyl---/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-5211083340210827983-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4xn9LQiO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-8028842089965758894-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--H-nDD3M3--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-5495551979171550020-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--8dIsMoQ5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-7699203854708103914-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ddm1A7U9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-3215838937992643145-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--HyAHXc2L--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-1871073491253893678-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0-YsdaDy--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-7895381903249189932-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ooMpedj_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-616740512692713965-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--LWFSz0dL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-5536972727715363613-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Y7QiTkGt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-7030335617537375076-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--y2gPePtS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-2225191850610519713-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0GR4DFvN--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-1874359354637930546-1024x768.jpeg'],\n",
       "   'previous_price': 33825,\n",
       "   'price': 30825,\n",
       "   'price_dropped_at': '2023-07-13T14:54:23.459Z',\n",
       "   'price_with_listimate': 30825,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-6622103422949623857-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': None,\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'escape',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--Zs2liqxZ--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-6622103422949623857-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--A9IbRkU7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/31/02/34/2023_ford_escape-pic-6622103422949623857-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '355658756',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104518',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'ST-Line',\n",
       "   'updated_at': '2023-07-13T14:55:46.028Z',\n",
       "   'vdp_url': '/ford-escape#vin=1FMCU0MN4PUA14425',\n",
       "   'vin': '1FMCU0MN4PUA14425',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 80,\n",
       "   'total_price_change': -3000,\n",
       "   'relative_price_difference': -6},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': None,\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'suv',\n",
       "   'body_type': 'suv',\n",
       "   'cabin': None,\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 19,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 21,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-01-11T15:43:22.204Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 64,\n",
       "   'door_count': 4,\n",
       "   'driveline': 'AWD',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': True,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 22,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.731263,\n",
       "   'leather': False,\n",
       "   'lon': -98.025699,\n",
       "   'make_and_model': 'ford_explorer',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 58,\n",
       "   'model_id': 961,\n",
       "   'model_name': 'Explorer',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'green',\n",
       "   'normalized_color_interior': None,\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--bFjcJE4a--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8354027627662896756-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--o2Mepoor--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-7007878051755620796-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--oU1i4qjD--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-455686167815303071-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ziRP6S_1--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-944297672927819756-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--oZufLRoP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8608123829094692070-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wf1JO3AJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-5714605916793688080-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3e4hN2Tw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-1476349186098204901-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--a7WPuZaZ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-6569383887096578863-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--EivaN2rv--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8021881766748993746-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wqL3Vfnc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8197612136584529290-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--DMVl9Era--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-6074429138471267897-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--zFZiEKlO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-4475261357986425218-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0hhosSPe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-5704808701965187231-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ChWXNVW0--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-6402086664446720728-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--19TAr3XF--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-2932677175214326370-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4awJOmdy--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-7554302778613517517-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--w3GhMfIB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-937256854006869969-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--crALhYcS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-2922859935054778113-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--KUTXQGIz--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-7087490742818990363-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--lmYu9Af3--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8763138103516401580-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Fmak5qL1--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-2506016071247516349-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--8N1OExRm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-1897175179793942223-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--iwWkTvhd--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8477806273149189774-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SCqLDnmW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8199092591394393031-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--H5pLuDnt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-6718035764785913594-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yoSmPXYW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-1050894350221215357-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--IbQN4iHo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-5195219205420390878-1024x768.jpeg'],\n",
       "   'previous_price': 48895,\n",
       "   'price': 50895,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 50895,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8354027627662896756-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': None,\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'explorer',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': True,\n",
       "   'third_row_seats': True,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--GqUJXPQw--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8354027627662896756-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--bFjcJE4a--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/25/22/44/2023_ford_explorer-pic-8354027627662896756-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '347600151',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104275',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Timberline',\n",
       "   'updated_at': '2023-07-07T15:02:01.899Z',\n",
       "   'vdp_url': '/ford-explorer#vin=1FMSK8JH8PGA45223',\n",
       "   'vin': '1FMSK8JH8PGA45223',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 187,\n",
       "   'total_price_change': -3000,\n",
       "   'relative_price_difference': 0},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['large', 'american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 15,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 16,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-04-21T16:07:10.786Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 18,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 43.4914,\n",
       "   'leather': True,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 63017,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'black',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--YODAbPQP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8521976411575676018-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--kDQJ-qEi--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8536218435805004009-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1ZgnDHX9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8278830925491064648-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--PhFhigm5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-6596170442296390236-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--H9U2MmdR--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-3989183401654311974-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nZm_gn1d--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-7448734158158901165-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--hOhm3vMt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-7688704203670216652-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--oapNS32C--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-2303481210417479062-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Aiw90VXX--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-6583789303912436401-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--PLUvCSbt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-5568861393326227351-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3mG3RmWF--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-2739464684894919563-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--UXFKleK7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-4277668216962941486-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--xEDE1ZBT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-1058386889627499992-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--5gmA-mqN--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-3527647835169475332-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--bhPfS8hg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-2683955933936268395-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wggOE--4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-1027506708966203226-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--XthBSLep--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-5004625246375162191-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--N56c81rG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-5116402663683212324-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---iIL1KT9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-638856752228385371-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yg25u6qr--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-6444260634922407620-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--BpZffqao--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8362403042621602274-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--jc2L618U--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-3428961061110909548-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yBxKp-gw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-7171049514023910154-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--833rMxTm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-7010103103825802893-1024x768.jpeg'],\n",
       "   'previous_price': 55995,\n",
       "   'price': 52295,\n",
       "   'price_dropped_at': '2023-06-30T16:34:59.896Z',\n",
       "   'price_with_listimate': 52295,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8521976411575676018-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--xvww_UBR--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8521976411575676018-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--YODAbPQP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/02/05/38/2018_ford_f-150-pic-8521976411575676018-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '355123924',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D33960A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Raptor',\n",
       "   'updated_at': '2023-06-30T16:36:06.372Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1RG9JFA06442',\n",
       "   'vin': '1FTFW1RG9JFA06442',\n",
       "   'warranty': False,\n",
       "   'year': 2018,\n",
       "   'time_on_market': 87,\n",
       "   'total_price_change': -2700,\n",
       "   'relative_price_difference': -5},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': None,\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'suv',\n",
       "   'body_type': 'suv',\n",
       "   'cabin': None,\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 25,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 26,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-01-29T15:50:44.482Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 64,\n",
       "   'door_count': 4,\n",
       "   'driveline': 'AWD',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 28,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.731263,\n",
       "   'leather': True,\n",
       "   'lon': -98.025699,\n",
       "   'make_and_model': 'ford_bronco sport',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 6077,\n",
       "   'model_id': 2371,\n",
       "   'model_name': 'Bronco Sport',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'gray',\n",
       "   'normalized_color_interior': 'blue',\n",
       "   'one_owner': True,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--AWba2OC4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/27/08/09/2022_ford_bronco_sport-pic-9052015171140138685-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qlKdoH-B--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-4588238894434055656-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--09i_C-LZ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-2160472554600988235-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--lU42E89r--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-4111564558664878947-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--EpIJutzg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-2999049059078097365-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--IYSL6j6i--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-1587706247111660884-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--D18YqSFW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-6962199261248097151-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3jkTpcw2--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-7291048282308621795-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--JsMIDfc_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-5607292576397820255-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--TsBa4mAn--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-6242861950129717041-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--_56MuYMB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-3973021775188955055-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ecaXQb_z--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-850542094822352147-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AK50iwrw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-7190523827563378423-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nF1JRdWb--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-4800036476755478459-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--50t8AWI6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-5908688486617947439-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yxf0nA11--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-5174198963572271842-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qCvfW-1s--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-7910338963416224433-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--rCS101dV--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-3583922579585027206-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--_vTkZ_d4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-4326863878771198739-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--S2x9BHNe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-7676023158499926871-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--CMd0EuGI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-4151392633698426537-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---vjvbiEk--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-6381448815225011789-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--eV2yk0q_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-2428534720467429260-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--a6456F0T--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-1139868803944195878-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4tJF2QEw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-82699219127356238-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wk2yCh9g--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-3681894188071595439-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--LnAzRRdW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-717285650672074841-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--C1knUEBk--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/07/16/22/00/2022_ford_bronco_sport-pic-2404454978177428146-1024x768.jpeg'],\n",
       "   'previous_price': 35989,\n",
       "   'price': 35499,\n",
       "   'price_dropped_at': '2023-06-30T00:46:12.666Z',\n",
       "   'price_with_listimate': 35499,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/03/27/08/09/2022_ford_bronco_sport-pic-9052015171140138685-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': None,\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'bronco sport',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--jI6WX1kd--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/03/27/08/09/2022_ford_bronco_sport-pic-9052015171140138685-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--AWba2OC4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/27/08/09/2022_ford_bronco_sport-pic-9052015171140138685-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '348945547',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'F104000A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Outer Banks',\n",
       "   'updated_at': '2023-07-17T14:58:18.990Z',\n",
       "   'vdp_url': '/ford-bronco+sport#vin=3FMCR9C62NRE13063',\n",
       "   'vin': '3FMCR9C62NRE13063',\n",
       "   'warranty': False,\n",
       "   'year': 2022,\n",
       "   'time_on_market': 169,\n",
       "   'total_price_change': -2490,\n",
       "   'relative_price_difference': -3},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 20,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-04-28T16:14:59.370Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 43.4914,\n",
       "   'leather': True,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 9220,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'white',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s---t6L_YKC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-2903424401471684557-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--fHmcbkA9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-3008242848831931076-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--YkdOo82b--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-56834256413777718-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--bRXlBl_X--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-5332823726227832479-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--8b2fMBv5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-5469988759633696727-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ad4aMwTA--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-2993209076208837862-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4U-g7s3V--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-7609476594034626120-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--uRWWBYmQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-6216639817425838451-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Rm1Fq7j6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-4707185504017007902-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--seFTSDYT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-474114412744117810-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AFnVZ0jK--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-4928394042411463551-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--sVbx8P8y--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-4904610703426695789-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--gWpEP4Qs--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-5467003038976090962-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Rg_-4-BV--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-1125798652370386638-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mtZMaHOs--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-6192509445870823377-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--apKI2fHG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-7834718559100864433-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--4x0g3pAb--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-8469010374874202712-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ICp1jeM0--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-245493336819653164-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--fFEp-61d--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-3867214840320945503-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--kwyq7AnW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-6566617123465021463-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--cJ3UFF0K--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-3969724727508677823-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--o9e3fD8x--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-6990701018963389649-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--B0w0MwL7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-5402973842662221010-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--m6no3G3S--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-1455428888556673683-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--vfWN92uc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-6097137472240642057-1024x768.jpeg'],\n",
       "   'previous_price': 56995,\n",
       "   'price': 57995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 57995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-2903424401471684557-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--PW1V-2Ei--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-2903424401471684557-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s---t6L_YKC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/30/15/54/2022_ford_f-150-pic-2903424401471684557-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '355683288',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D33704A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Lariat',\n",
       "   'updated_at': '2023-07-16T16:25:26.997Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1EP7NKD59325',\n",
       "   'vin': '1FTEW1EP7NKD59325',\n",
       "   'warranty': False,\n",
       "   'year': 2022,\n",
       "   'time_on_market': 80,\n",
       "   'total_price_change': -4000,\n",
       "   'relative_price_difference': -6},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Niobrara',\n",
       "   'city_mpg': 20,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 22,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-02T03:37:36.578Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Moody Motor Company',\n",
       "   'distance_from_origin': 15,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': True,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': '4709554',\n",
       "   'financing_experience': 'softpull',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 24,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 42.7507,\n",
       "   'leather': False,\n",
       "   'lon': -98.0341,\n",
       "   'make_and_model': 'ford_ranger',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 23750,\n",
       "   'model_id': 980,\n",
       "   'model_name': 'Ranger',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'silver',\n",
       "   'normalized_color_interior': None,\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '4028210237',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--h3AuvAuQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-1886987427355583800-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--RgdWGmxS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-3142645373001009735-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--TqGEeoKY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-4524239554957986247-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--472UhSJl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-6674172242975441916-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--DTkjnQfg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-8118967040896172700-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--zznYvFus--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-9123917400634495237-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mr5hMbF_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-5290802021421425745-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Kf7vAb9v--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/15/34/2020_ford_ranger-pic-462308864850605614-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--CEX15_V5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-2404559969806032308-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--EKKcI7zM--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-4920459418364721879-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--upl8Uo22--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-2150601741081066771-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--O47ZoJsq--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-2369965190654058049-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1WDLvN92--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-1731961158725305759-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--sGvx0_j5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-6578053761622669976-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mubAkYz1--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/01/12/36/2020_ford_ranger-pic-1282622750009481291-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 41995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 41995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-1886987427355583800-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'ranger',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'NE',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--sojnGBKM--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-1886987427355583800-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--h3AuvAuQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/05/18/10/03/2020_ford_ranger-pic-1886987427355583800-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '350191711',\n",
       "    'remote_dealer_id': '56797',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'A84996',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XLT',\n",
       "   'updated_at': '2023-06-02T03:37:36.578Z',\n",
       "   'vdp_url': '/ford-ranger#vin=1FTER4FH5LLA84996',\n",
       "   'vin': '1FTER4FH5LLA84996',\n",
       "   'warranty': False,\n",
       "   'year': 2020,\n",
       "   'time_on_market': 45,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': 22},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 16,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 18,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-16T14:59:16.847Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 20,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': False,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 11,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'white',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg'],\n",
       "   'previous_price': 60460,\n",
       "   'price': 59460,\n",
       "   'price_dropped_at': '2023-07-12T14:59:18.336Z',\n",
       "   'price_with_listimate': 59460,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--nOXUiHmP--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '359546889',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104664',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Tremor',\n",
       "   'updated_at': '2023-07-15T14:56:57.032Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1E88PFB98276',\n",
       "   'vin': '1FTEW1E88PFB98276',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 31,\n",
       "   'total_price_change': -6000,\n",
       "   'relative_price_difference': -14},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['luxury', 'large', 'american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-03-26T01:45:46.052Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.4914,\n",
       "   'leather': False,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 72217,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'brown',\n",
       "   'normalized_color_interior': 'brown',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--mP54SiM6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1842684850212520263-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SvX9XuHg--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-6309052367281424602-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AxtFoeJL--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-3357332444819881509-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--2qoj1--m--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-5063074657579453812-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--szaj0k7g--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-7770716288785804354-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Kob6P3p_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-986791947441242616-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ZRpUlQ_z--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-3398646180646385581-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--NvYvr8Py--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-6803893750789267589-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ItHyFQI4--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-4957721013647984062-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--RJqko3wG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-7970226519272548739-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qJVZdIiJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-4570225666907004794-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--K8-EGWbT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-7882813437879510716-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wBs8ys0v--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1861702913428694099-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--P-wEKh2v--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-8380355431829760045-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--sdlmdXud--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1965804949581860667-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--uACnAx_K--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-9093499636153756415-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--TqeMZTXu--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-7251484377687022412-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--gjq_CF9C--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-262265016127113948-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--LZpohwZc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-644658840690368301-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--cir66bAb--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-2692044387391413908-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--yVcB-hki--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-2697151970687828469-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1_ClnUuM--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-3612803651675748603-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--aj7_byZz--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-7935135174191634038-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--hIBCnf6C--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-8881216497199137879-1024x768.jpeg'],\n",
       "   'previous_price': 41995,\n",
       "   'price': 40595,\n",
       "   'price_dropped_at': '2023-06-30T02:00:27.232Z',\n",
       "   'price_with_listimate': 40595,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1842684850212520263-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': True,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--sS5qbeBk--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1842684850212520263-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--mP54SiM6--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/04/13/06/26/2018_ford_f-150-pic-1842684850212520263-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '353055781',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D33857A',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'King Ranch',\n",
       "   'updated_at': '2023-06-30T02:01:34.614Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1EG3JFA95295',\n",
       "   'vin': '1FTEW1EG3JFA95295',\n",
       "   'warranty': False,\n",
       "   'year': 2018,\n",
       "   'time_on_market': 113,\n",
       "   'total_price_change': -1400,\n",
       "   'relative_price_difference': -2},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-30T15:07:23.285Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': True,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': None,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'red',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--sdDqxeQo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/02/21/57/2023_ford_f-150-pic-522646861707366615-1024x768.jpeg'],\n",
       "   'previous_price': 71500,\n",
       "   'price': 63500,\n",
       "   'price_dropped_at': '2023-07-07T14:59:55.054Z',\n",
       "   'price_with_listimate': 63500,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/02/21/57/2023_ford_f-150-pic-522646861707366615-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--x7IrrR2w--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/02/21/57/2023_ford_f-150-pic-522646861707366615-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--sdDqxeQo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/02/21/57/2023_ford_f-150-pic-522646861707366615-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '360655612',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104704',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XL',\n",
       "   'updated_at': '2023-07-07T15:01:21.311Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1E83PFC30832',\n",
       "   'vin': '1FTFW1E83PFC30832',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 17,\n",
       "   'total_price_change': -8000,\n",
       "   'relative_price_difference': 31},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-16T14:59:16.995Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': True,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': None,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'white',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--h6ocApSQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/15/17/46/2023_ford_f-150-pic-7738215933870413347-1024x768.jpeg'],\n",
       "   'previous_price': 70205,\n",
       "   'price': 69705,\n",
       "   'price_dropped_at': '2023-07-07T15:00:08.333Z',\n",
       "   'price_with_listimate': 69705,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/03/15/17/46/2023_ford_f-150-pic-7738215933870413347-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--3X679UPR--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/03/15/17/46/2023_ford_f-150-pic-7738215933870413347-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--h6ocApSQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/15/17/46/2023_ford_f-150-pic-7738215933870413347-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '359546908',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104666',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XL',\n",
       "   'updated_at': '2023-07-07T15:01:24.704Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1E85PFC17967',\n",
       "   'vin': '1FTFW1E85PFC17967',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 31,\n",
       "   'total_price_change': -6000,\n",
       "   'relative_price_difference': 44},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': None,\n",
       "   'bluetooth': False,\n",
       "   'body_style': 'suv',\n",
       "   'body_type': 'suv',\n",
       "   'cabin': None,\n",
       "   'categories': ['large', 'family', 'american'],\n",
       "   'city': 'Niobrara',\n",
       "   'city_mpg': 20,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 23,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-02T03:37:36.511Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Moody Motor Company',\n",
       "   'distance_from_origin': 15,\n",
       "   'door_count': 4,\n",
       "   'driveline': 'AWD',\n",
       "   'eligible_for_financing': True,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': '4709554',\n",
       "   'financing_experience': 'softpull',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 27,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 42.7507,\n",
       "   'leather': False,\n",
       "   'lon': -98.0341,\n",
       "   'make_and_model': 'ford_explorer',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 24150,\n",
       "   'model_id': 961,\n",
       "   'model_name': 'Explorer',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'blue',\n",
       "   'normalized_color_interior': None,\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '4028210237',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--zBiBiPaY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-1890548079053026715-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--rp2PSpTt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5639960839682372311-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--_zHVH52C--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-8836312165548682031-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--hYZWFkmO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-3794553603239242345-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qO2mZGgw--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-8059342499404751971-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--3H5E1tzc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-8591183647350455839-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--uj1rGuEc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-4086724460456126878-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--vly13bhQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-829128451345191943-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--L7uziyIn--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-2872883350935915469-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--wISIEb0B--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-8197903374502340016-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--NvbZKm93--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-9050332552879506315-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--66d4-qp3--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5008090435572068975-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--UmIqs_st--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5785449372130130777-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--2sMgaFhV--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-4212704933444993538-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--qA6Y2TPq--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-7050221153143382276-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--rlqtTLnc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-6590030237316816450-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--e0N7_qNP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-2771116840661252067-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--T9mLWWfs--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-8740820038546757054-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s---aLC8NPH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5191575190546358017-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--zIGvSzvc--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5765192552902135570-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--PQncluEl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-5649564079256487277-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 38995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 38995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-1890548079053026715-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': None,\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'explorer',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'NE',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--MHoyqPxC--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-1890548079053026715-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--zBiBiPaY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/08/17/51/2021_ford_explorer-pic-1890548079053026715-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '357928315',\n",
       "    'remote_dealer_id': '56797',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'A93937',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XLT',\n",
       "   'updated_at': '2023-06-09T17:38:04.569Z',\n",
       "   'vdp_url': '/ford-explorer#vin=1FMSK8DH2MGA93937',\n",
       "   'vin': '1FMSK8DH2MGA93937',\n",
       "   'warranty': False,\n",
       "   'year': 2021,\n",
       "   'time_on_market': 45,\n",
       "   'total_price_change': None,\n",
       "   'relative_price_difference': 6},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 14,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 15,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-05-24T14:53:08.188Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 18,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.7183,\n",
       "   'leather': True,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 10,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'silver',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--ALWiFTDe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6526485889421684486-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--htEFNRJE--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-8274407310569856418-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SNqJVnoa--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-2321846671056485743-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--dXcO2IUE--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7720837857749200027-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--PszmZsfl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-2865971783973742138-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--FYaHb2QN--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-3908123468756679477-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--dJJ5xoMh--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-431685306737719878-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--K_eA8H9f--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-4875233308547358743-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--jW0huGLY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-8201216074935717052-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--7AKHWj-z--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-2470044300115398361-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--VkZSR-P7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7001268273344302624-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--aJPhFeBy--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-8551634077367980438-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--5udY_Zdl--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6468450738659365070-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--YQ7p_lqY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7045636636419557822-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SfZ6WWYq--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-3547876518207831293-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--z843pVIW--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-1400739293071680420-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--MhjwSL0M--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-5222803565343454123-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--H4osaY9U--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-8514725083821673694-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ozVLrLeI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-5019563305268446658-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1A3RVpUH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6832705382759079924-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--vUNJ0gkj--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-63505952372069385-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--1n8k5ujY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-5660692540600098358-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--WmVqJolm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-5327157982378091629-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--tk4JwkfB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-1040361011095132027-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--EEVq237o--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-8515369972525987898-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--XHBDkk7q--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7988327311918027734-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--OLT-OwD9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7140339502635170867-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--ilXy5y_O--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-4642058700643155588-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--P68Nf94H--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-3607933194172745689-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Gsq9VAA0--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-151504813732948125-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--mlzgE6jj--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-7397163087613328950-1024x768.jpeg'],\n",
       "   'previous_price': 93565,\n",
       "   'price': 83565,\n",
       "   'price_dropped_at': '2023-06-21T14:58:42.713Z',\n",
       "   'price_with_listimate': 83565,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6526485889421684486-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': True,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--R4WOeK09--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6526485889421684486-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--ALWiFTDe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/20/00/10/2023_ford_f-150-pic-6526485889421684486-1024x768.jpeg',\n",
       "   'towing': True,\n",
       "   'tracking_params': {'id_from_provider': '357700051',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104590',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Raptor',\n",
       "   'updated_at': '2023-07-07T15:00:58.895Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1RG2PFB84671',\n",
       "   'vin': '1FTFW1RG2PFB84671',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 54,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': -16},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': False,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['luxury', 'large', 'american'],\n",
       "   'city': 'Sioux Falls',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'used',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-06-20T16:27:31.905Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       "   'distance_from_origin': 91,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': 6,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': True,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': False,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': True,\n",
       "   'lat': 43.4914,\n",
       "   'leather': False,\n",
       "   'lon': -96.7673,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': 73809,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': True,\n",
       "   'normalized_color_exterior': 'blue',\n",
       "   'normalized_color_interior': 'black',\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6052503286',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--vEkiMhRo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1742193118175704607-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--IDW6z0IK--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-7218296000191894046-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SOI3Bmjt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1725979577156417823-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--uyNnQvNJ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1157787487494206583-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--AKRfok5_--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-2849913789948174003-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--vH5sO3Hq--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-6930651843516367575-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--sg87JrER--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-3472024145573266856-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--D1mwknvV--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8678177878979065888-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--sGKyxylB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-5413465325431454482-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--XXkT3M6K--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8092081949958013055-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--owBiCJoY--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8210562019464464979-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--JsWKp_9R--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-7486019469871418774-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--VVZQVxwy--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-315479830120539465-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--A3POwhLG--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-3565083154369209703-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--WE4Zf7cO--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-2145355446968088812-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--nGhpoFL9--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-4954073514515099701-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--E9gH0FwC--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8234597830122884612-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--78f_FPJQ--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-7961478522400619398-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--0dQe6Bto--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8262686140744298759-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--8rjHajEp--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-5878909759513861138-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--SVYRHQ4b--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-6284154338310052357-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--bjDUfHzP--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-8522743569392767251-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--aGI1Obnb--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-7391662132359263901-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--Swin-Xd5--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-613360162786891719-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--2MYE18hN--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-278990075383680262-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--_bmDZ42m--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-3440280333236670281-1024x768.jpeg',\n",
       "    'https://images.autolist.com/image/fetch/s--bEzNpOq7--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-511339878805959868-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 43995,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 43995,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1742193118175704607-1024x768.jpeg',\n",
       "   'provider_group_id': 227,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 1.0,\n",
       "   'provider_priority_local': 1.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': False,\n",
       "   'state': 'SD',\n",
       "   'sunroof': True,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--sm03zU44--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1742193118175704607-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--vEkiMhRo--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/28/05/27/2018_ford_f-150-pic-1742193118175704607-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '359825336',\n",
       "    'remote_dealer_id': '300235',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': 'D34137B',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'Limited',\n",
       "   'updated_at': '2023-07-06T16:19:26.773Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTEW1EG7JFA44429',\n",
       "   'vin': '1FTEW1EG7JFA44429',\n",
       "   'warranty': False,\n",
       "   'year': 2018,\n",
       "   'time_on_market': 27,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': 2},\n",
       "  {'accepts_click_off': False,\n",
       "   'accepts_leads': True,\n",
       "   'accepts_leads_and_click_off': False,\n",
       "   'always_ask_for_zip': False,\n",
       "   'available_nationwide': False,\n",
       "   'backup_camera': True,\n",
       "   'bed': 'regular',\n",
       "   'bluetooth': True,\n",
       "   'body_style': 'truck',\n",
       "   'body_type': 'pickup',\n",
       "   'cabin': 'crew',\n",
       "   'categories': ['american'],\n",
       "   'city': 'Mitchell',\n",
       "   'city_mpg': 17,\n",
       "   'clickoff_url': '',\n",
       "   'combined_mpg': 19,\n",
       "   'condition': 'new',\n",
       "   'cpl_value': 3,\n",
       "   'created_at': '2023-07-12T15:00:41.766Z',\n",
       "   'dealer_group_uuid': None,\n",
       "   'dealer_name': 'Vern Eide Ford',\n",
       "   'distance_from_origin': 63,\n",
       "   'door_count': 4,\n",
       "   'driveline': '4X4',\n",
       "   'eligible_for_financing': False,\n",
       "   'email_opt_default': True,\n",
       "   'engine_cylinders': None,\n",
       "   'entertainment': False,\n",
       "   'experience': 'local',\n",
       "   'finance_dealer_id': None,\n",
       "   'financing_experience': 'none',\n",
       "   'fuel_type': 'gasoline',\n",
       "   'green_engine': False,\n",
       "   'handicap_accessible': False,\n",
       "   'has_photos': True,\n",
       "   'heated_seats': False,\n",
       "   'hwy_mpg': 23,\n",
       "   'ipod_aux_input': True,\n",
       "   'is_hot': False,\n",
       "   'lane_departure_warning_system': False,\n",
       "   'lat': 43.7183,\n",
       "   'leather': False,\n",
       "   'lon': -98.0263,\n",
       "   'make_and_model': 'ford_f_150',\n",
       "   'make_name': 'Ford',\n",
       "   'max_distance': None,\n",
       "   'mileage': None,\n",
       "   'model_id': 957,\n",
       "   'model_name': 'F-150',\n",
       "   'national_backfill': None,\n",
       "   'national_backfill_priority': None,\n",
       "   'navigation': False,\n",
       "   'normalized_color_exterior': 'blue',\n",
       "   'normalized_color_interior': None,\n",
       "   'one_owner': False,\n",
       "   'open_in_new_window': False,\n",
       "   'partner_type': 'metasearch',\n",
       "   'phone': '6053165265',\n",
       "   'photo_urls': ['https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg'],\n",
       "   'previous_price': None,\n",
       "   'price': 78515,\n",
       "   'price_dropped_at': None,\n",
       "   'price_with_listimate': 78515,\n",
       "   'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'provider_group_id': 228,\n",
       "   'provider_id': 199,\n",
       "   'provider_name': 'car_gurus',\n",
       "   'provider_priority': 5.0,\n",
       "   'provider_priority_local': 5.0,\n",
       "   'quality_score': 1,\n",
       "   'quick_picks_eligible': True,\n",
       "   'rear_wheel': 'single',\n",
       "   'recent_price_drop': False,\n",
       "   'region_name': None,\n",
       "   'regional': False,\n",
       "   'require_email_opt_in': False,\n",
       "   'requires_address_with_lead': False,\n",
       "   'roof_rack': False,\n",
       "   'search_make': 'ford',\n",
       "   'search_model': 'f-150',\n",
       "   'show_new_mileage': True,\n",
       "   'state': 'SD',\n",
       "   'sunroof': False,\n",
       "   'third_row_seats': False,\n",
       "   'thumbnail_url': 'https://images.autolist.com/image/fetch/s--nOXUiHmP--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--0656EkNf--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/03/22/22/13/2023_ford_f-150-pic-1938562233821233743-1024x768.jpeg',\n",
       "   'towing': False,\n",
       "   'tracking_params': {'id_from_provider': '361477498',\n",
       "    'remote_dealer_id': '277398',\n",
       "    'dealer_name': None,\n",
       "    'remote_sku': '104714',\n",
       "    'experience': 'local',\n",
       "    'rooftop_unique_name': None,\n",
       "    'rooftop_uuid': None,\n",
       "    'dealer_unique_name': None,\n",
       "    'dealer_uuid': None,\n",
       "    'dealer_group_unique_name': None,\n",
       "    'dealer_group_uuid': None},\n",
       "   'transmission': 'automatic',\n",
       "   'trim': 'XL',\n",
       "   'updated_at': '2023-07-12T15:00:41.766Z',\n",
       "   'vdp_url': '/ford-f+150#vin=1FTFW1E8XPFC32772',\n",
       "   'vin': '1FTFW1E8XPFC32772',\n",
       "   'warranty': False,\n",
       "   'year': 2023,\n",
       "   'time_on_market': 5,\n",
       "   'total_price_change': 0,\n",
       "   'relative_price_difference': 62}],\n",
       " 'promoted_aggregations': [],\n",
       " 'facet_counts': None}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5858769f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_jason=response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "71f104cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['total_count', 'total_count_formatted', 'hits_count', 'records', 'promoted_aggregations', 'facet_counts'])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "be14c002",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_jason['records'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3819dfd",
   "metadata": {},
   "source": [
    "The carlist in the first page is `20`, so it shows the length as 20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8847b467",
   "metadata": {},
   "source": [
    "The required datas to be scrapped off are\n",
    "- Model\n",
    "- Year\n",
    "- Dealer\n",
    "- Mileage\n",
    "- Price\n",
    "- City"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42968ec9",
   "metadata": {},
   "source": [
    "## Scrapping the necessary datas from the website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c3956ac9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'accepts_click_off': False,\n",
       " 'accepts_leads': True,\n",
       " 'accepts_leads_and_click_off': False,\n",
       " 'always_ask_for_zip': False,\n",
       " 'available_nationwide': False,\n",
       " 'backup_camera': True,\n",
       " 'bed': None,\n",
       " 'bluetooth': False,\n",
       " 'body_style': 'suv',\n",
       " 'body_type': 'suv',\n",
       " 'cabin': None,\n",
       " 'categories': ['american'],\n",
       " 'city': 'Sioux Falls',\n",
       " 'city_mpg': 19,\n",
       " 'clickoff_url': '',\n",
       " 'combined_mpg': 22,\n",
       " 'condition': 'used',\n",
       " 'cpl_value': 3,\n",
       " 'created_at': '2023-06-30T02:01:50.807Z',\n",
       " 'dealer_group_uuid': None,\n",
       " 'dealer_name': 'Billion Chrysler Jeep Dodge Ram',\n",
       " 'distance_from_origin': 91,\n",
       " 'door_count': 4,\n",
       " 'driveline': 'FWD',\n",
       " 'eligible_for_financing': False,\n",
       " 'email_opt_default': True,\n",
       " 'engine_cylinders': 6,\n",
       " 'entertainment': False,\n",
       " 'experience': 'local',\n",
       " 'finance_dealer_id': None,\n",
       " 'financing_experience': 'none',\n",
       " 'fuel_type': 'gasoline',\n",
       " 'green_engine': False,\n",
       " 'handicap_accessible': False,\n",
       " 'has_photos': True,\n",
       " 'heated_seats': True,\n",
       " 'hwy_mpg': 27,\n",
       " 'ipod_aux_input': False,\n",
       " 'is_hot': False,\n",
       " 'lane_departure_warning_system': False,\n",
       " 'lat': 43.4914,\n",
       " 'leather': True,\n",
       " 'lon': -96.7673,\n",
       " 'make_and_model': 'ford_edge',\n",
       " 'make_name': 'Ford',\n",
       " 'max_distance': None,\n",
       " 'mileage': 101023,\n",
       " 'model_id': 955,\n",
       " 'model_name': 'Edge',\n",
       " 'national_backfill': None,\n",
       " 'national_backfill_priority': None,\n",
       " 'navigation': False,\n",
       " 'normalized_color_exterior': 'brown',\n",
       " 'normalized_color_interior': 'gray',\n",
       " 'one_owner': False,\n",
       " 'open_in_new_window': False,\n",
       " 'partner_type': 'metasearch',\n",
       " 'phone': '6052503286',\n",
       " 'photo_urls': ['https://images.autolist.com/image/fetch/s--pRB9sBXe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--2cqoweHS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7460921905178714221-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--90FZj0wK--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-5937656210339008907-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--AMrQsM2I--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3957375505727364462-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--74ro6VuB--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-5792411022862543502-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--MPqV--2U--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1576828593324631242-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--p8bqw819--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-945042314223794908-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--hnWn1zeT--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4422412765688684387-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--Z0vhceJm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-6167648586395212948-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s---SFEWNzx--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1307861987075825530-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s---c70_2ql--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7277144152692725567-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--3iP_z1kp--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3618501829980587276-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--ipWNePXH--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-9058437388426157875-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--4rpYyaYt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7232234358657662835-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--Mw0hntnm--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3632907429998622918-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--4yUKBC21--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-3364945347931998397-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--pw8gj61c--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4071301924278216959-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--CN-SiGEt--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7367104290500341899-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--nkOjW5bS--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-8241963233439466035-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--NMd9GEF2--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-7587833645057615036-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--XpCdfEYI--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-4099235605156366958-1024x768.jpeg',\n",
       "  'https://images.autolist.com/image/fetch/s--dKZ8SD7B--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-6681603057241374753-1024x768.jpeg'],\n",
       " 'previous_price': None,\n",
       " 'price': 13995,\n",
       " 'price_dropped_at': None,\n",
       " 'price_with_listimate': 13995,\n",
       " 'primary_photo_url': 'https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       " 'provider_group_id': 227,\n",
       " 'provider_id': 199,\n",
       " 'provider_name': 'car_gurus',\n",
       " 'provider_priority': 1.0,\n",
       " 'provider_priority_local': 1.0,\n",
       " 'quality_score': 1,\n",
       " 'quick_picks_eligible': True,\n",
       " 'rear_wheel': None,\n",
       " 'recent_price_drop': False,\n",
       " 'region_name': None,\n",
       " 'regional': False,\n",
       " 'require_email_opt_in': False,\n",
       " 'requires_address_with_lead': False,\n",
       " 'roof_rack': False,\n",
       " 'search_make': 'ford',\n",
       " 'search_model': 'edge',\n",
       " 'show_new_mileage': False,\n",
       " 'state': 'SD',\n",
       " 'sunroof': False,\n",
       " 'third_row_seats': False,\n",
       " 'thumbnail_url': 'https://images.autolist.com/image/fetch/s--5ap7WS2N--/c_fill,f_auto,q_auto,w_160/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       " 'thumbnail_url_large': 'https://images.autolist.com/image/fetch/s--pRB9sBXe--/c_fill,f_auto,q_auto,w_320/https://static.cargurus.com/images/forsale/2023/06/30/08/33/2013_ford_edge-pic-1720344272442362598-1024x768.jpeg',\n",
       " 'towing': False,\n",
       " 'tracking_params': {'id_from_provider': '360592339',\n",
       "  'remote_dealer_id': '300235',\n",
       "  'dealer_name': None,\n",
       "  'remote_sku': 'D34214A',\n",
       "  'experience': 'local',\n",
       "  'rooftop_unique_name': None,\n",
       "  'rooftop_uuid': None,\n",
       "  'dealer_unique_name': None,\n",
       "  'dealer_uuid': None,\n",
       "  'dealer_group_unique_name': None,\n",
       "  'dealer_group_uuid': None},\n",
       " 'transmission': 'automatic',\n",
       " 'trim': 'SEL',\n",
       " 'updated_at': '2023-07-11T16:21:47.028Z',\n",
       " 'vdp_url': '/ford-edge#vin=2FMDK3JC2DBA58696',\n",
       " 'vin': '2FMDK3JC2DBA58696',\n",
       " 'warranty': False,\n",
       " 'year': 2013,\n",
       " 'time_on_market': 17,\n",
       " 'total_price_change': 0,\n",
       " 'relative_price_difference': 9}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d8062993",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Edge'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['model_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "68636e3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "101023"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['mileage']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "89cebac6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Sioux Falls'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['city']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f8cfa4f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Billion Chrysler Jeep Dodge Ram'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['dealer_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "403b8aba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['year']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "99127138",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13995"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jason['records'][0]['price']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "619a03c2",
   "metadata": {},
   "source": [
    "The required datas from the first page are scrapped and displayed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3949bb74",
   "metadata": {},
   "source": [
    "This website totally contains the details of used cars in `187` pages. Hence `multiple pages` are to be scrapped by using the same cURL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9131ca0",
   "metadata": {},
   "source": [
    "## Multiple page Web Scrapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "48f2b94e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#multiple page scrapping for second city\n",
    "headers = {\n",
    "    'sec-ch-ua': '^\\\\^Not.A/Brand^\\\\^;v=^\\\\^8^\\\\^, ^\\\\^Chromium^\\\\^;v=^\\\\^114^\\\\^, ^\\\\^Google',\n",
    "    'Referer': 'https://www.autolist.com/',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36',\n",
    "    'sec-ch-ua-platform': '^\\\\^Windows^\\\\^',\n",
    "}\n",
    "\n",
    "model = []\n",
    "year = []\n",
    "dealer = []\n",
    "mileage = []\n",
    "price = []\n",
    "city=[]\n",
    "\n",
    "for i in range(1,188):\n",
    "    params = (\n",
    "        ('include_total_price_change', 'true'),\n",
    "        ('include_time_on_market', 'true'),\n",
    "        ('include_relative_price_difference', 'true'),\n",
    "        ('latitude', '42.8286091'),\n",
    "        ('limit', '20'),\n",
    "        ('longitude', '-98.3298021'),\n",
    "        ('make', 'Ford'),\n",
    "        ('page', '1'),\n",
    "        ('radius', '100'),\n",
    "        ('zip', '600099'),\n",
    "    )\n",
    "\n",
    "    response = requests.get('https://production-proxy.autolist.com/api/v2/search', headers=headers, params=params)\n",
    "\n",
    "    #json object\n",
    "    data_json=response.json()\n",
    "    \n",
    "    #getting 20 items for 187 page\n",
    "    data_items=data_json['records']\n",
    "    \n",
    "    for data in data_items:\n",
    "        model.append(data['model_name'])\n",
    "        year.append(data['year'])\n",
    "        dealer.append(data['dealer_name'])\n",
    "        mileage.append(data['mileage'])\n",
    "        price.append(data['price'])\n",
    "        city.append(data['city'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c887524",
   "metadata": {},
   "source": [
    "After scrapping off entire pages, the retrieved datas are stored in a `DataFrame` format named as `ford_pages2_df`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b2b14e7",
   "metadata": {},
   "source": [
    "## Converting into DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "42308f08",
   "metadata": {},
   "outputs": [],
   "source": [
    "ford_pages2_df=pd.DataFrame({'Model': model,'Mileage': mileage,'City': city,'Year': year,'Dealer': dealer,'Price': price})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "32b7c1d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>City</th>\n",
       "      <th>Year</th>\n",
       "      <th>Dealer</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Edge</td>\n",
       "      <td>101023.0</td>\n",
       "      <td>Sioux Falls</td>\n",
       "      <td>2013</td>\n",
       "      <td>Billion Chrysler Jeep Dodge Ram</td>\n",
       "      <td>13995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F-150</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>Sioux Falls</td>\n",
       "      <td>2022</td>\n",
       "      <td>Billion Chrysler Jeep Dodge Ram</td>\n",
       "      <td>68995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F-250 Super Duty</td>\n",
       "      <td>91663.0</td>\n",
       "      <td>Neligh</td>\n",
       "      <td>2015</td>\n",
       "      <td>Jonny Dodge Chrysler Jeep</td>\n",
       "      <td>29450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F-150</td>\n",
       "      <td>93976.0</td>\n",
       "      <td>Neligh</td>\n",
       "      <td>2018</td>\n",
       "      <td>Jonny Dodge Chrysler Jeep</td>\n",
       "      <td>28450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F-150</td>\n",
       "      <td>248680.0</td>\n",
       "      <td>Niobrara</td>\n",
       "      <td>2016</td>\n",
       "      <td>Moody Motor Company</td>\n",
       "      <td>17995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3735</th>\n",
       "      <td>F-150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>69705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3736</th>\n",
       "      <td>Explorer</td>\n",
       "      <td>24150.0</td>\n",
       "      <td>Niobrara</td>\n",
       "      <td>2021</td>\n",
       "      <td>Moody Motor Company</td>\n",
       "      <td>38995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3737</th>\n",
       "      <td>F-150</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>83565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3738</th>\n",
       "      <td>F-150</td>\n",
       "      <td>73809.0</td>\n",
       "      <td>Sioux Falls</td>\n",
       "      <td>2018</td>\n",
       "      <td>Billion Chrysler Jeep Dodge Ram</td>\n",
       "      <td>43995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3739</th>\n",
       "      <td>F-150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>78515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3740 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Model   Mileage         City  Year  \\\n",
       "0                 Edge  101023.0  Sioux Falls  2013   \n",
       "1                F-150    5600.0  Sioux Falls  2022   \n",
       "2     F-250 Super Duty   91663.0       Neligh  2015   \n",
       "3                F-150   93976.0       Neligh  2018   \n",
       "4                F-150  248680.0     Niobrara  2016   \n",
       "...                ...       ...          ...   ...   \n",
       "3735             F-150       NaN     Mitchell  2023   \n",
       "3736          Explorer   24150.0     Niobrara  2021   \n",
       "3737             F-150      10.0     Mitchell  2023   \n",
       "3738             F-150   73809.0  Sioux Falls  2018   \n",
       "3739             F-150       NaN     Mitchell  2023   \n",
       "\n",
       "                               Dealer  Price  \n",
       "0     Billion Chrysler Jeep Dodge Ram  13995  \n",
       "1     Billion Chrysler Jeep Dodge Ram  68995  \n",
       "2           Jonny Dodge Chrysler Jeep  29450  \n",
       "3           Jonny Dodge Chrysler Jeep  28450  \n",
       "4                 Moody Motor Company  17995  \n",
       "...                               ...    ...  \n",
       "3735                   Vern Eide Ford  69705  \n",
       "3736              Moody Motor Company  38995  \n",
       "3737                   Vern Eide Ford  83565  \n",
       "3738  Billion Chrysler Jeep Dodge Ram  43995  \n",
       "3739                   Vern Eide Ford  78515  \n",
       "\n",
       "[3740 rows x 6 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ford_pages2_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c57915bc",
   "metadata": {},
   "source": [
    "The entire scrapped datas are a count of `3740` cars from `187` pages"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96875b2c",
   "metadata": {},
   "source": [
    "Now the obtained dataframes for are both the cities are combined using `concat` function and stored as an `excel` sheet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4147ea35",
   "metadata": {},
   "source": [
    "## Merging of DataFrame "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "92faa87d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#merging both dataframes\n",
    "merged=pd.concat([ford_pages_df,ford_pages2_df],ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "77b4716a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>City</th>\n",
       "      <th>Year</th>\n",
       "      <th>Dealer</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fusion Hybrid</td>\n",
       "      <td>52,618 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2018</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$18,502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fusion Energi</td>\n",
       "      <td>68,878 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2017</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$17,413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Escape</td>\n",
       "      <td>20,032 Miles</td>\n",
       "      <td>Norco</td>\n",
       "      <td>2021</td>\n",
       "      <td>CarMax Norco - Now Offering Curbside Pickup &amp; ...</td>\n",
       "      <td>$26,998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Escape</td>\n",
       "      <td>60,292 Miles</td>\n",
       "      <td>Montclair</td>\n",
       "      <td>2018</td>\n",
       "      <td>Montclair Auto Exchange</td>\n",
       "      <td>$16,324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fusion</td>\n",
       "      <td>54,599 Miles</td>\n",
       "      <td>Azusa</td>\n",
       "      <td>2018</td>\n",
       "      <td>California Motor Trade 2</td>\n",
       "      <td>$16,499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13735</th>\n",
       "      <td>F-150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>69705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13736</th>\n",
       "      <td>Explorer</td>\n",
       "      <td>24150.0</td>\n",
       "      <td>Niobrara</td>\n",
       "      <td>2021</td>\n",
       "      <td>Moody Motor Company</td>\n",
       "      <td>38995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13737</th>\n",
       "      <td>F-150</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>83565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13738</th>\n",
       "      <td>F-150</td>\n",
       "      <td>73809.0</td>\n",
       "      <td>Sioux Falls</td>\n",
       "      <td>2018</td>\n",
       "      <td>Billion Chrysler Jeep Dodge Ram</td>\n",
       "      <td>43995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13739</th>\n",
       "      <td>F-150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>2023</td>\n",
       "      <td>Vern Eide Ford</td>\n",
       "      <td>78515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13740 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Model       Mileage         City  Year  \\\n",
       "0      Fusion Hybrid  52,618 Miles    Montclair  2018   \n",
       "1      Fusion Energi  68,878 Miles    Montclair  2017   \n",
       "2             Escape  20,032 Miles        Norco  2021   \n",
       "3             Escape  60,292 Miles    Montclair  2018   \n",
       "4             Fusion  54,599 Miles        Azusa  2018   \n",
       "...              ...           ...          ...   ...   \n",
       "13735          F-150           NaN     Mitchell  2023   \n",
       "13736       Explorer       24150.0     Niobrara  2021   \n",
       "13737          F-150          10.0     Mitchell  2023   \n",
       "13738          F-150       73809.0  Sioux Falls  2018   \n",
       "13739          F-150           NaN     Mitchell  2023   \n",
       "\n",
       "                                                  Dealer    Price  \n",
       "0                                Montclair Auto Exchange  $18,502  \n",
       "1                                Montclair Auto Exchange  $17,413  \n",
       "2      CarMax Norco - Now Offering Curbside Pickup & ...  $26,998  \n",
       "3                                Montclair Auto Exchange  $16,324  \n",
       "4                               California Motor Trade 2  $16,499  \n",
       "...                                                  ...      ...  \n",
       "13735                                     Vern Eide Ford    69705  \n",
       "13736                                Moody Motor Company    38995  \n",
       "13737                                     Vern Eide Ford    83565  \n",
       "13738                    Billion Chrysler Jeep Dodge Ram    43995  \n",
       "13739                                     Vern Eide Ford    78515  \n",
       "\n",
       "[13740 rows x 6 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e2dd1314",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Model        0\n",
       "Mileage    561\n",
       "City         0\n",
       "Year         0\n",
       "Dealer       0\n",
       "Price        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d3196008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Model      object\n",
       "Mileage    object\n",
       "City       object\n",
       "Year        int64\n",
       "Dealer     object\n",
       "Price      object\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98afe1fe",
   "metadata": {},
   "source": [
    "## Saving the scrapped data as Excel file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "43e4e317",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged.to_excel('Ford.xlsx',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e4aa5ea",
   "metadata": {},
   "source": [
    "The entire details which were scrapped from `Autoline` website are stored in excel format named as `Ford`"
   ]
  }
 ],
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