01_get_transcript_urls.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6313843f-9a7e-48a8-82ff-9982de297974",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "impor time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "0d2dffc3-8eb2-4ed0-aa78-6bb28b237adb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=0\n",
      "30\n",
      "30 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=30\n",
      "30\n",
      "60 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=60\n",
      "30\n",
      "90 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=90\n",
      "30\n",
      "120 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=120\n",
      "30\n",
      "150 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=150\n",
      "30\n",
      "180 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=180\n",
      "30\n",
      "210 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=210\n",
      "30\n",
      "240 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=240\n",
      "30\n",
      "270 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=270\n",
      "30\n",
      "300 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=300\n",
      "30\n",
      "330 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=330\n",
      "30\n",
      "360 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=360\n",
      "30\n",
      "390 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=390\n",
      "30\n",
      "420 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=420\n",
      "30\n",
      "450 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=450\n",
      "30\n",
      "480 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=480\n",
      "30\n",
      "510 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=510\n",
      "30\n",
      "540 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=540\n",
      "30\n",
      "570 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=570\n",
      "30\n",
      "600 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=600\n",
      "30\n",
      "630 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=630\n",
      "30\n",
      "660 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=660\n",
      "30\n",
      "690 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=690\n",
      "30\n",
      "720 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=720\n",
      "30\n",
      "750 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=750\n",
      "30\n",
      "780 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=780\n",
      "30\n",
      "810 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=810\n",
      "30\n",
      "840 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=840\n",
      "30\n",
      "870 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=870\n",
      "30\n",
      "900 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=900\n",
      "30\n",
      "930 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=930\n",
      "30\n",
      "960 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=960\n",
      "30\n",
      "990 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=990\n",
      "30\n",
      "1020 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1020\n",
      "30\n",
      "1050 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1050\n",
      "30\n",
      "1080 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1080\n",
      "30\n",
      "1110 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1110\n",
      "30\n",
      "1140 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1140\n",
      "30\n",
      "1170 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1170\n",
      "30\n",
      "1200 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1200\n",
      "30\n",
      "1230 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1230\n",
      "30\n",
      "1260 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1260\n",
      "30\n",
      "1290 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1290\n",
      "30\n",
      "1320 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1320\n",
      "30\n",
      "1350 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1350\n",
      "30\n",
      "1380 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1380\n",
      "30\n",
      "1410 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1410\n",
      "30\n",
      "1440 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1440\n",
      "30\n",
      "1470 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1470\n",
      "30\n",
      "1500 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1500\n",
      "30\n",
      "1530 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1530\n",
      "30\n",
      "1560 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1560\n",
      "30\n",
      "1590 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1590\n",
      "30\n",
      "1620 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1620\n",
      "30\n",
      "1650 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1650\n",
      "30\n",
      "1680 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1680\n",
      "30\n",
      "1710 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1710\n",
      "30\n",
      "1740 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1740\n",
      "30\n",
      "1770 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1770\n",
      "30\n",
      "1800 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1800\n",
      "30\n",
      "1830 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1830\n",
      "30\n",
      "1860 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1860\n",
      "30\n",
      "1890 200 https://www.foxnews.com/api/article-search?searchBy=categories&values=fox-news%2Ftranscript&size=30&from=1890\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "size = 30\n",
    "start = 0\n",
    "categories = []\n",
    "while True:\n",
    "    params = {'searchBy': 'categories',\n",
    "              'values': 'fox-news/transcript',\n",
    "              'size': size,\n",
    "              'from': start\n",
    "             }\n",
    "    headers = {\"User-Agent\":\"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.97 Safari/537.36\"}\n",
    "    r = requests.get('https://www.foxnews.com/api/article-search', params=params, headers=headers)\n",
    "    print(start, r.status_code, r.url)\n",
    "    j = r.json()\n",
    "    print(len(j))\n",
    "    if len(j) == 0:\n",
    "        break\n",
    "    categories.extend(j)\n",
    "    start += size\n",
    "    time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a7a3a5b9-f6bd-4a77-9628-12d5bdc84256",
   "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>imageUrl</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>publicationDate</th>\n",
       "      <th>lastPublishedDate</th>\n",
       "      <th>category</th>\n",
       "      <th>isBreaking</th>\n",
       "      <th>isLive</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on May 29, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Mo Brooks, O...</td>\n",
       "      <td>/transcript/fox-news-sunday-on-may-29-2022</td>\n",
       "      <td>2022-05-29T14:08:01-04:00</td>\n",
       "      <td>2022-05-29T14:08:01-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'The Ingraham Angle' on Beto O'Rourke derailin...</td>\n",
       "      <td>Guests: Chris Olivarez, Dan Patrick, Stephen W...</td>\n",
       "      <td>/transcript/ingraham-angle-beto-orourk-texas-s...</td>\n",
       "      <td>2022-05-25T22:00:23-04:00</td>\n",
       "      <td>2022-05-26T14:20:57-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Hannity' on Texas school shooting, Biden targ...</td>\n",
       "      <td>Guests: Sara Carter, Trace Gallagher, Mike Huc...</td>\n",
       "      <td>/transcript/hannity-texas-school-shooting-bide...</td>\n",
       "      <td>2022-05-25T21:00:03-04:00</td>\n",
       "      <td>2022-05-26T12:29:37-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on monkeypox, gas prices</td>\n",
       "      <td>Guests: Tyrus, Kat Timpf, Joe DeVito, Julie Ba...</td>\n",
       "      <td>/transcript/gutfeld-monkeypox-gas-prices</td>\n",
       "      <td>2022-05-25T23:00:26-04:00</td>\n",
       "      <td>2022-05-26T12:21:35-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on Biden's approval rating, compani...</td>\n",
       "      <td>\"Gutfeld!\" welcomed guests Jimmy Failla, Emily...</td>\n",
       "      <td>/transcript/gutfeld-bidens-approval-rating-com...</td>\n",
       "      <td>2022-05-18T23:00:45-04:00</td>\n",
       "      <td>2022-05-23T22:00:42-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Former top FBI official urges Biden team to mo...</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/former-top-fbi-official-urges-bide...</td>\n",
       "      <td>2021-01-11T10:39:09-05:00</td>\n",
       "      <td>2021-01-23T10:40:22-05:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1886</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>FBI seeks further info from public on Capitol ...</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/fbi-seeks-further-info-from-public...</td>\n",
       "      <td>2021-01-12T10:29:44-05:00</td>\n",
       "      <td>2021-01-23T10:35:02-05:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Ted Williams: FBI response to Capitol riot was...</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/ted-williams-fbi-response-to-capit...</td>\n",
       "      <td>2021-01-12T09:59:26-05:00</td>\n",
       "      <td>2021-01-23T10:23:31-05:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1888</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>House impeaches President Donald Trump for unp...</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/house-impeaches-president-donald-t...</td>\n",
       "      <td>2021-01-13T09:51:27-05:00</td>\n",
       "      <td>2021-01-23T09:56:29-05:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1889</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Ten Republicans join Democrats to impeach Trum...</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/ten-republicans-join-democrats-to-...</td>\n",
       "      <td>2021-01-13T09:45:22-05:00</td>\n",
       "      <td>2021-01-23T09:50:06-05:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1890 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               imageUrl  \\\n",
       "0     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "2     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "3     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "4     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "...                                                 ...   \n",
       "1885  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1886  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1887  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1888  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1889  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "\n",
       "                                                  title  \\\n",
       "0                     'Fox News Sunday' on May 29, 2022   \n",
       "1     'The Ingraham Angle' on Beto O'Rourke derailin...   \n",
       "2     'Hannity' on Texas school shooting, Biden targ...   \n",
       "3                   'Gutfeld!' on monkeypox, gas prices   \n",
       "4     'Gutfeld!' on Biden's approval rating, compani...   \n",
       "...                                                 ...   \n",
       "1885  Former top FBI official urges Biden team to mo...   \n",
       "1886  FBI seeks further info from public on Capitol ...   \n",
       "1887  Ted Williams: FBI response to Capitol riot was...   \n",
       "1888  House impeaches President Donald Trump for unp...   \n",
       "1889  Ten Republicans join Democrats to impeach Trum...   \n",
       "\n",
       "                                            description  \\\n",
       "0     \"Fox News Sunday\" welcomed guests Mo Brooks, O...   \n",
       "1     Guests: Chris Olivarez, Dan Patrick, Stephen W...   \n",
       "2     Guests: Sara Carter, Trace Gallagher, Mike Huc...   \n",
       "3     Guests: Tyrus, Kat Timpf, Joe DeVito, Julie Ba...   \n",
       "4     \"Gutfeld!\" welcomed guests Jimmy Failla, Emily...   \n",
       "...                                                 ...   \n",
       "1885                                                      \n",
       "1886                                                      \n",
       "1887                                                      \n",
       "1888                                                      \n",
       "1889                                                      \n",
       "\n",
       "                                                    url  \\\n",
       "0            /transcript/fox-news-sunday-on-may-29-2022   \n",
       "1     /transcript/ingraham-angle-beto-orourk-texas-s...   \n",
       "2     /transcript/hannity-texas-school-shooting-bide...   \n",
       "3              /transcript/gutfeld-monkeypox-gas-prices   \n",
       "4     /transcript/gutfeld-bidens-approval-rating-com...   \n",
       "...                                                 ...   \n",
       "1885  /transcript/former-top-fbi-official-urges-bide...   \n",
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       "1888  /transcript/house-impeaches-president-donald-t...   \n",
       "1889  /transcript/ten-republicans-join-democrats-to-...   \n",
       "\n",
       "                publicationDate          lastPublishedDate  \\\n",
       "0     2022-05-29T14:08:01-04:00  2022-05-29T14:08:01-04:00   \n",
       "1     2022-05-25T22:00:23-04:00  2022-05-26T14:20:57-04:00   \n",
       "2     2022-05-25T21:00:03-04:00  2022-05-26T12:29:37-04:00   \n",
       "3     2022-05-25T23:00:26-04:00  2022-05-26T12:21:35-04:00   \n",
       "4     2022-05-18T23:00:45-04:00  2022-05-23T22:00:42-04:00   \n",
       "...                         ...                        ...   \n",
       "1885  2021-01-11T10:39:09-05:00  2021-01-23T10:40:22-05:00   \n",
       "1886  2021-01-12T10:29:44-05:00  2021-01-23T10:35:02-05:00   \n",
       "1887  2021-01-12T09:59:26-05:00  2021-01-23T10:23:31-05:00   \n",
       "1888  2021-01-13T09:51:27-05:00  2021-01-23T09:56:29-05:00   \n",
       "1889  2021-01-13T09:45:22-05:00  2021-01-23T09:50:06-05:00   \n",
       "\n",
       "                                               category  isBreaking  isLive  \\\n",
       "0     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "2     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "3     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "4     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "...                                                 ...         ...     ...   \n",
       "1885  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1886  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1887  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1888  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1889  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "\n",
       "     duration  \n",
       "0              \n",
       "1              \n",
       "2              \n",
       "3              \n",
       "4              \n",
       "...       ...  \n",
       "1885           \n",
       "1886           \n",
       "1887           \n",
       "1888           \n",
       "1889           \n",
       "\n",
       "[1890 rows x 10 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_df = pd.DataFrame(categories)\n",
    "cat_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1d6bbdcf-1653-4e94-9528-2c7c02ae2822",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on May 29, 2022</td>\n",
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       "      <td>2022-05-25T23:00:26-04:00</td>\n",
       "      <td>2022-05-26T12:21:35-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
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       "      <td>False</td>\n",
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       "      <th>...</th>\n",
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       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
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       "      <td></td>\n",
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       "      <td>False</td>\n",
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       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
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       "      <td>fox-news/shows/your-world/transcript</td>\n",
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       "      <th>1888</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>House impeaches President Donald Trump for unp...</td>\n",
       "      <td></td>\n",
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       "      <td>2021-01-13T09:51:27-05:00</td>\n",
       "      <td>2021-01-23T09:56:29-05:00</td>\n",
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       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>fox-news/shows/special-report/transcript</td>\n",
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      "text/plain": [
       "                                               imageUrl  \\\n",
       "0     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "2     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "3     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "4     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "...                                                 ...   \n",
       "1885  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1886  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1887  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1888  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1889  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "\n",
       "                                                  title  \\\n",
       "0                     'Fox News Sunday' on May 29, 2022   \n",
       "1     'The Ingraham Angle' on Beto O'Rourke derailin...   \n",
       "2     'Hannity' on Texas school shooting, Biden targ...   \n",
       "3                   'Gutfeld!' on monkeypox, gas prices   \n",
       "4     'Gutfeld!' on Biden's approval rating, compani...   \n",
       "...                                                 ...   \n",
       "1885  Former top FBI official urges Biden team to mo...   \n",
       "1886  FBI seeks further info from public on Capitol ...   \n",
       "1887  Ted Williams: FBI response to Capitol riot was...   \n",
       "1888  House impeaches President Donald Trump for unp...   \n",
       "1889  Ten Republicans join Democrats to impeach Trum...   \n",
       "\n",
       "                                            description  \\\n",
       "0     \"Fox News Sunday\" welcomed guests Mo Brooks, O...   \n",
       "1     Guests: Chris Olivarez, Dan Patrick, Stephen W...   \n",
       "2     Guests: Sara Carter, Trace Gallagher, Mike Huc...   \n",
       "3     Guests: Tyrus, Kat Timpf, Joe DeVito, Julie Ba...   \n",
       "4     \"Gutfeld!\" welcomed guests Jimmy Failla, Emily...   \n",
       "...                                                 ...   \n",
       "1885                                                      \n",
       "1886                                                      \n",
       "1887                                                      \n",
       "1888                                                      \n",
       "1889                                                      \n",
       "\n",
       "                                                    url  \\\n",
       "0            /transcript/fox-news-sunday-on-may-29-2022   \n",
       "1     /transcript/ingraham-angle-beto-orourk-texas-s...   \n",
       "2     /transcript/hannity-texas-school-shooting-bide...   \n",
       "3              /transcript/gutfeld-monkeypox-gas-prices   \n",
       "4     /transcript/gutfeld-bidens-approval-rating-com...   \n",
       "...                                                 ...   \n",
       "1885  /transcript/former-top-fbi-official-urges-bide...   \n",
       "1886  /transcript/fbi-seeks-further-info-from-public...   \n",
       "1887  /transcript/ted-williams-fbi-response-to-capit...   \n",
       "1888  /transcript/house-impeaches-president-donald-t...   \n",
       "1889  /transcript/ten-republicans-join-democrats-to-...   \n",
       "\n",
       "                publicationDate          lastPublishedDate  \\\n",
       "0     2022-05-29T14:08:01-04:00  2022-05-29T14:08:01-04:00   \n",
       "1     2022-05-25T22:00:23-04:00  2022-05-26T14:20:57-04:00   \n",
       "2     2022-05-25T21:00:03-04:00  2022-05-26T12:29:37-04:00   \n",
       "3     2022-05-25T23:00:26-04:00  2022-05-26T12:21:35-04:00   \n",
       "4     2022-05-18T23:00:45-04:00  2022-05-23T22:00:42-04:00   \n",
       "...                         ...                        ...   \n",
       "1885  2021-01-11T10:39:09-05:00  2021-01-23T10:40:22-05:00   \n",
       "1886  2021-01-12T10:29:44-05:00  2021-01-23T10:35:02-05:00   \n",
       "1887  2021-01-12T09:59:26-05:00  2021-01-23T10:23:31-05:00   \n",
       "1888  2021-01-13T09:51:27-05:00  2021-01-23T09:56:29-05:00   \n",
       "1889  2021-01-13T09:45:22-05:00  2021-01-23T09:50:06-05:00   \n",
       "\n",
       "                                               category  isBreaking  isLive  \\\n",
       "0     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "2     {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "3     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "4     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "...                                                 ...         ...     ...   \n",
       "1885  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1886  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1887  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1888  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1889  {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "\n",
       "     duration                                  cat_value            cat_type  \n",
       "0              fox-news/shows/fox-news-sunday/transcript          TRANSCRIPT  \n",
       "1               fox-news/shows/ingraham-angle/transcript          TRANSCRIPT  \n",
       "2                      fox-news/shows/hannity/transcript          TRANSCRIPT  \n",
       "3              fox-news/shows/gutfeld/transcript-gutfeld  Gutfeld Transcript  \n",
       "4              fox-news/shows/gutfeld/transcript-gutfeld  Gutfeld Transcript  \n",
       "...       ...                                        ...                 ...  \n",
       "1885                fox-news/shows/your-world/transcript          TRANSCRIPT  \n",
       "1886            fox-news/shows/special-report/transcript          TRANSCRIPT  \n",
       "1887                fox-news/shows/your-world/transcript          TRANSCRIPT  \n",
       "1888                fox-news/shows/your-world/transcript          TRANSCRIPT  \n",
       "1889            fox-news/shows/special-report/transcript          TRANSCRIPT  \n",
       "\n",
       "[1890 rows x 12 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_df['cat_value'] = cat_df.category.apply(lambda c: 'fox-news' + c['url'].split('/category')[-1])\n",
    "cat_df['cat_type'] = cat_df.category.apply(lambda c: c['name'])\n",
    "cat_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "95324772-fec7-40c4-a413-4a1b76fb6481",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imageUrl</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>publicationDate</th>\n",
       "      <th>lastPublishedDate</th>\n",
       "      <th>category</th>\n",
       "      <th>isBreaking</th>\n",
       "      <th>isLive</th>\n",
       "      <th>duration</th>\n",
       "      <th>cat_value</th>\n",
       "      <th>cat_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on monkeypox, gas prices</td>\n",
       "      <td>Guests: Tyrus, Kat Timpf, Joe DeVito, Julie Ba...</td>\n",
       "      <td>/transcript/gutfeld-monkeypox-gas-prices</td>\n",
       "      <td>2022-05-25T23:00:26-04:00</td>\n",
       "      <td>2022-05-26T12:21:35-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/gutfeld/transcript-gutfeld</td>\n",
       "      <td>Gutfeld Transcript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on Biden's approval rating, compani...</td>\n",
       "      <td>\"Gutfeld!\" welcomed guests Jimmy Failla, Emily...</td>\n",
       "      <td>/transcript/gutfeld-bidens-approval-rating-com...</td>\n",
       "      <td>2022-05-18T23:00:45-04:00</td>\n",
       "      <td>2022-05-23T22:00:42-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/gutfeld/transcript-gutfeld</td>\n",
       "      <td>Gutfeld Transcript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on Biden's 'mess,' NPR's mask policy</td>\n",
       "      <td>Guests: Kat Timpf, Tom Shillue, Katie Pavlich,...</td>\n",
       "      <td>/transcript/gutfeld-bidens-mess-nprs-mask-policy</td>\n",
       "      <td>2022-05-20T23:00:31-04:00</td>\n",
       "      <td>2022-05-23T21:32:14-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/gutfeld/transcript-gutfeld</td>\n",
       "      <td>Gutfeld Transcript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on Jean-Pierre's old tweets, DeSant...</td>\n",
       "      <td>Guests: Jimmy Failla, Kat Timpf, Tyrus, Chriss...</td>\n",
       "      <td>/transcript/gutfeld-jean-pierres-old-tweets-de...</td>\n",
       "      <td>2022-05-10T23:00:11-04:00</td>\n",
       "      <td>2022-05-11T11:58:02-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/gutfeld/transcript-gutfeld</td>\n",
       "      <td>Gutfeld Transcript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Gutfeld!' on liberal crime policies, scientis...</td>\n",
       "      <td>Guests: Drew Pinsky, Emily Compagno, Kat Timpf...</td>\n",
       "      <td>/transcript/gutfeld-on-liberal-crime-policies-...</td>\n",
       "      <td>2022-04-18T23:00:19-04:00</td>\n",
       "      <td>2022-04-20T11:39:45-04:00</td>\n",
       "      <td>{'name': 'Gutfeld Transcript', 'url': '/catego...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/gutfeld/transcript-gutfeld</td>\n",
       "      <td>Gutfeld Transcript</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>What will be the Democratic agenda under Biden...</td>\n",
       "      <td>Guests: Jeanine Pirro, Dan Bongino, John Solom...</td>\n",
       "      <td>/transcript/what-will-be-the-democratic-agenda...</td>\n",
       "      <td>2021-01-19T21:00:02-05:00</td>\n",
       "      <td>2021-01-25T13:40:45-05:00</td>\n",
       "      <td>{'name': 'HANNITY', 'url': '/category/shows/ha...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/hannity</td>\n",
       "      <td>HANNITY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Cotton: Democrats are being 'sore winners' ahe...</td>\n",
       "      <td>Guests: Tom Cotton, David Clements, Tammy Bruce</td>\n",
       "      <td>/transcript/cotton-democrats-are-being-sore-wi...</td>\n",
       "      <td>2021-01-19T20:00:00-05:00</td>\n",
       "      <td>2021-01-25T13:04:58-05:00</td>\n",
       "      <td>{'name': 'Tucker Carlson Tonight', 'url': '/ca...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/tucker-carlson-tonight</td>\n",
       "      <td>Tucker Carlson Tonight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Levin: Nothing Biden has done demonstrates uni...</td>\n",
       "      <td>Guest: Newt Gingrich</td>\n",
       "      <td>/transcript/levin-nothing-biden-has-done-demon...</td>\n",
       "      <td>2021-01-24T20:00:51-05:00</td>\n",
       "      <td>2021-01-25T10:21:25-05:00</td>\n",
       "      <td>{'name': 'Life Liberty &amp; Levin', 'url': '/cate...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/life-liberty-levin</td>\n",
       "      <td>Life Liberty &amp; Levin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Solomon: Durham is building a small number of ...</td>\n",
       "      <td>Guests: Glenn Greenwald, Lee Smith, Chad Wolf,...</td>\n",
       "      <td>/transcript/solomon-durham-is-building-a-small...</td>\n",
       "      <td>2021-01-24T10:00:27-05:00</td>\n",
       "      <td>2021-01-25T10:11:42-05:00</td>\n",
       "      <td>{'name': 'SUNDAY MORNING FUTURES', 'url': '/ca...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/sunday-morning-futures</td>\n",
       "      <td>SUNDAY MORNING FUTURES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>Biden reverses many of Trump’s actions on day one</td>\n",
       "      <td></td>\n",
       "      <td>/transcript/biden-reverses-many-of-trumps-acti...</td>\n",
       "      <td>2021-01-23T14:41:18-05:00</td>\n",
       "      <td>2021-01-24T14:43:08-05:00</td>\n",
       "      <td>{'name': 'The-Greg-Gutfeld-Show-Transcript', '...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>fox-news/shows/the-greg-gutfeld-show/the-greg-...</td>\n",
       "      <td>The-Greg-Gutfeld-Show-Transcript</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>478 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               imageUrl  \\\n",
       "3     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "4     https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "11    https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "30    https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "40    https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "...                                                 ...   \n",
       "1874  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1875  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1876  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1877  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1881  https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "\n",
       "                                                  title  \\\n",
       "3                   'Gutfeld!' on monkeypox, gas prices   \n",
       "4     'Gutfeld!' on Biden's approval rating, compani...   \n",
       "11      'Gutfeld!' on Biden's 'mess,' NPR's mask policy   \n",
       "30    'Gutfeld!' on Jean-Pierre's old tweets, DeSant...   \n",
       "40    'Gutfeld!' on liberal crime policies, scientis...   \n",
       "...                                                 ...   \n",
       "1874  What will be the Democratic agenda under Biden...   \n",
       "1875  Cotton: Democrats are being 'sore winners' ahe...   \n",
       "1876  Levin: Nothing Biden has done demonstrates uni...   \n",
       "1877  Solomon: Durham is building a small number of ...   \n",
       "1881  Biden reverses many of Trump’s actions on day one   \n",
       "\n",
       "                                            description  \\\n",
       "3     Guests: Tyrus, Kat Timpf, Joe DeVito, Julie Ba...   \n",
       "4     \"Gutfeld!\" welcomed guests Jimmy Failla, Emily...   \n",
       "11    Guests: Kat Timpf, Tom Shillue, Katie Pavlich,...   \n",
       "30    Guests: Jimmy Failla, Kat Timpf, Tyrus, Chriss...   \n",
       "40    Guests: Drew Pinsky, Emily Compagno, Kat Timpf...   \n",
       "...                                                 ...   \n",
       "1874  Guests: Jeanine Pirro, Dan Bongino, John Solom...   \n",
       "1875    Guests: Tom Cotton, David Clements, Tammy Bruce   \n",
       "1876                               Guest: Newt Gingrich   \n",
       "1877  Guests: Glenn Greenwald, Lee Smith, Chad Wolf,...   \n",
       "1881                                                      \n",
       "\n",
       "                                                    url  \\\n",
       "3              /transcript/gutfeld-monkeypox-gas-prices   \n",
       "4     /transcript/gutfeld-bidens-approval-rating-com...   \n",
       "11     /transcript/gutfeld-bidens-mess-nprs-mask-policy   \n",
       "30    /transcript/gutfeld-jean-pierres-old-tweets-de...   \n",
       "40    /transcript/gutfeld-on-liberal-crime-policies-...   \n",
       "...                                                 ...   \n",
       "1874  /transcript/what-will-be-the-democratic-agenda...   \n",
       "1875  /transcript/cotton-democrats-are-being-sore-wi...   \n",
       "1876  /transcript/levin-nothing-biden-has-done-demon...   \n",
       "1877  /transcript/solomon-durham-is-building-a-small...   \n",
       "1881  /transcript/biden-reverses-many-of-trumps-acti...   \n",
       "\n",
       "                publicationDate          lastPublishedDate  \\\n",
       "3     2022-05-25T23:00:26-04:00  2022-05-26T12:21:35-04:00   \n",
       "4     2022-05-18T23:00:45-04:00  2022-05-23T22:00:42-04:00   \n",
       "11    2022-05-20T23:00:31-04:00  2022-05-23T21:32:14-04:00   \n",
       "30    2022-05-10T23:00:11-04:00  2022-05-11T11:58:02-04:00   \n",
       "40    2022-04-18T23:00:19-04:00  2022-04-20T11:39:45-04:00   \n",
       "...                         ...                        ...   \n",
       "1874  2021-01-19T21:00:02-05:00  2021-01-25T13:40:45-05:00   \n",
       "1875  2021-01-19T20:00:00-05:00  2021-01-25T13:04:58-05:00   \n",
       "1876  2021-01-24T20:00:51-05:00  2021-01-25T10:21:25-05:00   \n",
       "1877  2021-01-24T10:00:27-05:00  2021-01-25T10:11:42-05:00   \n",
       "1881  2021-01-23T14:41:18-05:00  2021-01-24T14:43:08-05:00   \n",
       "\n",
       "                                               category  isBreaking  isLive  \\\n",
       "3     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "4     {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "11    {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "30    {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "40    {'name': 'Gutfeld Transcript', 'url': '/catego...       False   False   \n",
       "...                                                 ...         ...     ...   \n",
       "1874  {'name': 'HANNITY', 'url': '/category/shows/ha...       False   False   \n",
       "1875  {'name': 'Tucker Carlson Tonight', 'url': '/ca...       False   False   \n",
       "1876  {'name': 'Life Liberty & Levin', 'url': '/cate...       False   False   \n",
       "1877  {'name': 'SUNDAY MORNING FUTURES', 'url': '/ca...       False   False   \n",
       "1881  {'name': 'The-Greg-Gutfeld-Show-Transcript', '...       False   False   \n",
       "\n",
       "     duration                                          cat_value  \\\n",
       "3                      fox-news/shows/gutfeld/transcript-gutfeld   \n",
       "4                      fox-news/shows/gutfeld/transcript-gutfeld   \n",
       "11                     fox-news/shows/gutfeld/transcript-gutfeld   \n",
       "30                     fox-news/shows/gutfeld/transcript-gutfeld   \n",
       "40                     fox-news/shows/gutfeld/transcript-gutfeld   \n",
       "...       ...                                                ...   \n",
       "1874                                      fox-news/shows/hannity   \n",
       "1875                       fox-news/shows/tucker-carlson-tonight   \n",
       "1876                           fox-news/shows/life-liberty-levin   \n",
       "1877                       fox-news/shows/sunday-morning-futures   \n",
       "1881           fox-news/shows/the-greg-gutfeld-show/the-greg-...   \n",
       "\n",
       "                              cat_type  \n",
       "3                   Gutfeld Transcript  \n",
       "4                   Gutfeld Transcript  \n",
       "11                  Gutfeld Transcript  \n",
       "30                  Gutfeld Transcript  \n",
       "40                  Gutfeld Transcript  \n",
       "...                                ...  \n",
       "1874                           HANNITY  \n",
       "1875            Tucker Carlson Tonight  \n",
       "1876              Life Liberty & Levin  \n",
       "1877            SUNDAY MORNING FUTURES  \n",
       "1881  The-Greg-Gutfeld-Show-Transcript  \n",
       "\n",
       "[478 rows x 12 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_df[cat_df.cat_type != 'TRANSCRIPT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "10a5865b-b405-4a68-b097-d3c3df459a35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['fox-news/shows/fox-news-sunday/transcript',\n",
       "       'fox-news/shows/ingraham-angle/transcript',\n",
       "       'fox-news/shows/hannity/transcript',\n",
       "       'fox-news/shows/gutfeld/transcript-gutfeld',\n",
       "       'fox-news/shows/tucker-carlson-tonight/transcript',\n",
       "       'fox-news/shows/special-report/transcript',\n",
       "       'fox-news/shows/the-five/transcript',\n",
       "       'fox-news/shows/your-world/transcript',\n",
       "       'fox-news/shows/cost-of-freedom/transcript',\n",
       "       'fox-news/shows/gutfeld', 'fox-news/transcript',\n",
       "       'fox-news/shows/on-the-record/transcript',\n",
       "       'fox-news/shows/sunday-morning-futures/transcript',\n",
       "       'fox-news/shows/media-buzz/transcript',\n",
       "       'fox-news/shows/justice-with-judge-jeanine/justice-with-judge-jeanine-transcript',\n",
       "       'fox-news/shows/watters-world/watters-world-transcript',\n",
       "       'fox-news/shows/life-liberty-levin/life-liberty-levin-transcript',\n",
       "       'fox-news/shows/hannity', 'fox-news/shows/your-world',\n",
       "       'fox-news/shows/tucker-carlson-tonight', 'fox-news/shows/the-five',\n",
       "       'fox-news/shows/sunday-morning-futures',\n",
       "       'fox-news/shows/watters-world', 'fox-news/shows/special-report',\n",
       "       'fox-news/shows/ingraham-angle', 'fox-news/shows/media-buzz',\n",
       "       'fox-news/shows/justice-with-judge-jeanine',\n",
       "       'fox-news/shows/life-liberty-levin',\n",
       "       'fox-news/shows/your-world-cavuto',\n",
       "       'fox-news/shows/the-greg-gutfeld-show/the-greg-gutfeld-show-transcript',\n",
       "       'fox-news/transcript-gutfeld',\n",
       "       'fox-news/shows/the-greg-gutfeld-show',\n",
       "       'fox-news/shows/fox-news-night/transcript',\n",
       "       'fox-news/shows/the-story/transcript-the-story',\n",
       "       'fox-news/shows/fox-news-sunday'], dtype=object)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_df.cat_value.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "41172c9b-a111-48f4-977d-4bcf131df030",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fox-news/shows/fox-news-sunday/transcript\n",
      "0 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=0&excludeBy=tags&excludeValues=\n",
      "30\n",
      "30 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=30&excludeBy=tags&excludeValues=\n",
      "30\n",
      "60 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=60&excludeBy=tags&excludeValues=\n",
      "30\n",
      "90 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=90&excludeBy=tags&excludeValues=\n",
      "30\n",
      "120 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=120&excludeBy=tags&excludeValues=\n",
      "30\n",
      "150 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=150&excludeBy=tags&excludeValues=\n",
      "30\n",
      "180 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=180&excludeBy=tags&excludeValues=\n",
      "30\n",
      "210 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday%2Ftranscript&size=30&from=210&excludeBy=tags&excludeValues=\n",
      "30\n",
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      "810 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=810&excludeBy=tags&excludeValues=\n",
      "30\n",
      "840 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=840&excludeBy=tags&excludeValues=\n",
      "30\n",
      "870 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=870&excludeBy=tags&excludeValues=\n",
      "30\n",
      "900 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=900&excludeBy=tags&excludeValues=\n",
      "30\n",
      "930 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=930&excludeBy=tags&excludeValues=\n",
      "30\n",
      "960 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=960&excludeBy=tags&excludeValues=\n",
      "30\n",
      "990 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=990&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1020 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1020&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1050 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1050&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1080 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1080&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1110 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1110&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1140 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1140&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1170 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1170&excludeBy=tags&excludeValues=\n",
      "30\n",
      "1200 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1200&excludeBy=tags&excludeValues=\n",
      "28\n",
      "1230 200 https://www.foxnews.com/api/article-search?searchBy=tags&values=fox-news%2Fshows%2Ffox-news-sunday&size=30&from=1230&excludeBy=tags&excludeValues=\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "data = []\n",
    "for values in cat_df.cat_value.unique():\n",
    "    print(values)\n",
    "    if values.find('shows') == -1:\n",
    "        continue\n",
    "    start = 0\n",
    "    size = 30\n",
    "    while True:\n",
    "        params = {'searchBy': 'tags',\n",
    "                  'values': values,\n",
    "                  'size': size,\n",
    "                  'from': start,\n",
    "                  'excludeBy': 'tags',\n",
    "                  'excludeValues': ''\n",
    "             }\n",
    "        headers = {\"User-Agent\":\"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.97 Safari/537.36\"}\n",
    "        r = requests.get('https://www.foxnews.com/api/article-search', params=params, headers=headers)\n",
    "        print(start, r.status_code, r.url)\n",
    "        j2 = r.json()\n",
    "        print(len(j2))\n",
    "        data.extend(j2)\n",
    "        if len(j2) == 0:\n",
    "            break\n",
    "        start += size\n",
    "        time.sleep(1)\n",
    "    #break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "083c4707-33b2-49df-b3cc-9cfbe301dc7f",
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
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       "      <th>imageUrl</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on April 10, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Mitch McConn...</td>\n",
       "      <td>/shows/fox-news-sunday/fox-news-sunday-on-apri...</td>\n",
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       "      <th>32258</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
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       "      <td>Incoming White House chief of staff weighs in ...</td>\n",
       "      <td>/transcript/reince-priebus-on-trumps-stance-on...</td>\n",
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       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>32259</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Kellyanne Conway talks transition; Exclusive: ...</td>\n",
       "      <td>President-elect Donald Trump's senior adviser ...</td>\n",
       "      <td>/transcript/kellyanne-conway-talks-transition-...</td>\n",
       "      <td>2016-12-04T11:47:40-05:00</td>\n",
       "      <td>2017-01-23T14:22:31-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>32260</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Exclusive: Donald Trump on Cabinet picks, tran...</td>\n",
       "      <td>President-elect on 'Fox News Sunday' for his f...</td>\n",
       "      <td>/transcript/exclusive-donald-trump-on-cabinet-...</td>\n",
       "      <td>2016-12-11T11:15:23-05:00</td>\n",
       "      <td>2017-01-23T14:19:08-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>32261</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
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       "      <td>2016-12-18T11:09:39-05:00</td>\n",
       "      <td>2017-01-23T14:16:31-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>32262</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Newt Gingrich on national security challenges ...</td>\n",
       "      <td>Former speaker of the House weighs in on \"Fox ...</td>\n",
       "      <td>/transcript/newt-gingrich-on-national-security...</td>\n",
       "      <td>2016-12-25T12:17:31-05:00</td>\n",
       "      <td>2017-01-23T14:14:18-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32263 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                imageUrl  \\\n",
       "0      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "2      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "3      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "4      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "...                                                  ...   \n",
       "32258  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32259  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32260  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32261  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32262  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "\n",
       "                                                   title  \\\n",
       "0                      'Fox News Sunday' on May 29, 2022   \n",
       "1                      'Fox News Sunday' on May 22, 2022   \n",
       "2                      'Fox News Sunday' on May 15, 2022   \n",
       "3                    ‘Fox News Sunday’ on April 17, 2022   \n",
       "4                    'Fox News Sunday' on April 10, 2022   \n",
       "...                                                  ...   \n",
       "32258  Reince Priebus on Trump's stance on Cuba, Cabi...   \n",
       "32259  Kellyanne Conway talks transition; Exclusive: ...   \n",
       "32260  Exclusive: Donald Trump on Cabinet picks, tran...   \n",
       "32261  Reince Priebus on war of words with White Hous...   \n",
       "32262  Newt Gingrich on national security challenges ...   \n",
       "\n",
       "                                             description  \\\n",
       "0      \"Fox News Sunday\" welcomed guests Mo Brooks, O...   \n",
       "1      \"Fox News Sunday\" welcomed guests Brian Deese,...   \n",
       "2      \"Fox News Sunday\" welcomed guests Kevin Stitt,...   \n",
       "3      \"Fox News Sunday\" welcomed guests Josh Krausha...   \n",
       "4      \"Fox News Sunday\" welcomed guests Mitch McConn...   \n",
       "...                                                  ...   \n",
       "32258  Incoming White House chief of staff weighs in ...   \n",
       "32259  President-elect Donald Trump's senior adviser ...   \n",
       "32260  President-elect on 'Fox News Sunday' for his f...   \n",
       "32261  Incoming White House chief of staff weighs in ...   \n",
       "32262  Former speaker of the House weighs in on \"Fox ...   \n",
       "\n",
       "                                                     url  \\\n",
       "0             /transcript/fox-news-sunday-on-may-29-2022   \n",
       "1             /transcript/fox-news-sunday-on-may-22-2022   \n",
       "2             /transcript/fox-news-sunday-on-may-15-2022   \n",
       "3           /transcript/fox-news-sunday-on-april-17-2022   \n",
       "4      /shows/fox-news-sunday/fox-news-sunday-on-apri...   \n",
       "...                                                  ...   \n",
       "32258  /transcript/reince-priebus-on-trumps-stance-on...   \n",
       "32259  /transcript/kellyanne-conway-talks-transition-...   \n",
       "32260  /transcript/exclusive-donald-trump-on-cabinet-...   \n",
       "32261  /transcript/reince-priebus-on-war-of-words-wit...   \n",
       "32262  /transcript/newt-gingrich-on-national-security...   \n",
       "\n",
       "                 publicationDate          lastPublishedDate  \\\n",
       "0      2022-05-29T14:08:01-04:00  2022-05-29T14:08:01-04:00   \n",
       "1      2022-05-22T13:59:09-04:00  2022-05-22T13:59:09-04:00   \n",
       "2      2022-05-15T13:59:21-04:00  2022-05-15T13:59:21-04:00   \n",
       "3      2022-04-17T14:08:36-04:00  2022-04-17T14:08:36-04:00   \n",
       "4      2022-04-10T13:59:48-04:00  2022-04-10T13:59:48-04:00   \n",
       "...                          ...                        ...   \n",
       "32258  2016-11-27T11:05:29-05:00  2017-01-23T14:25:28-05:00   \n",
       "32259  2016-12-04T11:47:40-05:00  2017-01-23T14:22:31-05:00   \n",
       "32260  2016-12-11T11:15:23-05:00  2017-01-23T14:19:08-05:00   \n",
       "32261  2016-12-18T11:09:39-05:00  2017-01-23T14:16:31-05:00   \n",
       "32262  2016-12-25T12:17:31-05:00  2017-01-23T14:14:18-05:00   \n",
       "\n",
       "                                                category  isBreaking  isLive  \\\n",
       "0      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "2      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "3      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "4      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "...                                                  ...         ...     ...   \n",
       "32258  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32259  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32260  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32261  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32262  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "\n",
       "      duration  \n",
       "0               \n",
       "1               \n",
       "2               \n",
       "3               \n",
       "4               \n",
       "...        ...  \n",
       "32258           \n",
       "32259           \n",
       "32260           \n",
       "32261           \n",
       "32262           \n",
       "\n",
       "[32263 rows x 10 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "381494fd-2e55-4df8-b326-52affd349c3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('foxnews-transcript-urls.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "db3a2398-0e92-4715-8027-b859990a9f61",
   "metadata": {},
   "outputs": [
    {
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       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on May 22, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Brian Deese,...</td>\n",
       "      <td>/transcript/fox-news-sunday-on-may-22-2022</td>\n",
       "      <td>2022-05-22T13:59:09-04:00</td>\n",
       "      <td>2022-05-22T13:59:09-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on May 15, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Kevin Stitt,...</td>\n",
       "      <td>/transcript/fox-news-sunday-on-may-15-2022</td>\n",
       "      <td>2022-05-15T13:59:21-04:00</td>\n",
       "      <td>2022-05-15T13:59:21-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>‘Fox News Sunday’ on April 17, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Josh Krausha...</td>\n",
       "      <td>/transcript/fox-news-sunday-on-april-17-2022</td>\n",
       "      <td>2022-04-17T14:08:36-04:00</td>\n",
       "      <td>2022-04-17T14:08:36-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://a57.foxnews.com/cf-images.us-east-1.pr...</td>\n",
       "      <td>'Fox News Sunday' on April 10, 2022</td>\n",
       "      <td>\"Fox News Sunday\" welcomed guests Mitch McConn...</td>\n",
       "      <td>/shows/fox-news-sunday/fox-news-sunday-on-apri...</td>\n",
       "      <td>2022-04-10T13:59:48-04:00</td>\n",
       "      <td>2022-04-10T13:59:48-04:00</td>\n",
       "      <td>{'name': 'TRANSCRIPT', 'url': '/category/shows...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32258</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Reince Priebus on Trump's stance on Cuba, Cabi...</td>\n",
       "      <td>Incoming White House chief of staff weighs in ...</td>\n",
       "      <td>/transcript/reince-priebus-on-trumps-stance-on...</td>\n",
       "      <td>2016-11-27T11:05:29-05:00</td>\n",
       "      <td>2017-01-23T14:25:28-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32259</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Kellyanne Conway talks transition; Exclusive: ...</td>\n",
       "      <td>President-elect Donald Trump's senior adviser ...</td>\n",
       "      <td>/transcript/kellyanne-conway-talks-transition-...</td>\n",
       "      <td>2016-12-04T11:47:40-05:00</td>\n",
       "      <td>2017-01-23T14:22:31-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32260</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Exclusive: Donald Trump on Cabinet picks, tran...</td>\n",
       "      <td>President-elect on 'Fox News Sunday' for his f...</td>\n",
       "      <td>/transcript/exclusive-donald-trump-on-cabinet-...</td>\n",
       "      <td>2016-12-11T11:15:23-05:00</td>\n",
       "      <td>2017-01-23T14:19:08-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32261</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Reince Priebus on war of words with White Hous...</td>\n",
       "      <td>Incoming White House chief of staff weighs in ...</td>\n",
       "      <td>/transcript/reince-priebus-on-war-of-words-wit...</td>\n",
       "      <td>2016-12-18T11:09:39-05:00</td>\n",
       "      <td>2017-01-23T14:16:31-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32262</th>\n",
       "      <td>https://a57.foxnews.com///static.foxnews.com/s...</td>\n",
       "      <td>Newt Gingrich on national security challenges ...</td>\n",
       "      <td>Former speaker of the House weighs in on \"Fox ...</td>\n",
       "      <td>/transcript/newt-gingrich-on-national-security...</td>\n",
       "      <td>2016-12-25T12:17:31-05:00</td>\n",
       "      <td>2017-01-23T14:14:18-05:00</td>\n",
       "      <td>{'name': 'FOX NEWS SUNDAY', 'url': '/category/...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24530 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                imageUrl  \\\n",
       "0      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "1      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "2      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "3      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "4      https://a57.foxnews.com/cf-images.us-east-1.pr...   \n",
       "...                                                  ...   \n",
       "32258  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32259  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32260  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32261  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "32262  https://a57.foxnews.com///static.foxnews.com/s...   \n",
       "\n",
       "                                                   title  \\\n",
       "0                      'Fox News Sunday' on May 29, 2022   \n",
       "1                      'Fox News Sunday' on May 22, 2022   \n",
       "2                      'Fox News Sunday' on May 15, 2022   \n",
       "3                    ‘Fox News Sunday’ on April 17, 2022   \n",
       "4                    'Fox News Sunday' on April 10, 2022   \n",
       "...                                                  ...   \n",
       "32258  Reince Priebus on Trump's stance on Cuba, Cabi...   \n",
       "32259  Kellyanne Conway talks transition; Exclusive: ...   \n",
       "32260  Exclusive: Donald Trump on Cabinet picks, tran...   \n",
       "32261  Reince Priebus on war of words with White Hous...   \n",
       "32262  Newt Gingrich on national security challenges ...   \n",
       "\n",
       "                                             description  \\\n",
       "0      \"Fox News Sunday\" welcomed guests Mo Brooks, O...   \n",
       "1      \"Fox News Sunday\" welcomed guests Brian Deese,...   \n",
       "2      \"Fox News Sunday\" welcomed guests Kevin Stitt,...   \n",
       "3      \"Fox News Sunday\" welcomed guests Josh Krausha...   \n",
       "4      \"Fox News Sunday\" welcomed guests Mitch McConn...   \n",
       "...                                                  ...   \n",
       "32258  Incoming White House chief of staff weighs in ...   \n",
       "32259  President-elect Donald Trump's senior adviser ...   \n",
       "32260  President-elect on 'Fox News Sunday' for his f...   \n",
       "32261  Incoming White House chief of staff weighs in ...   \n",
       "32262  Former speaker of the House weighs in on \"Fox ...   \n",
       "\n",
       "                                                     url  \\\n",
       "0             /transcript/fox-news-sunday-on-may-29-2022   \n",
       "1             /transcript/fox-news-sunday-on-may-22-2022   \n",
       "2             /transcript/fox-news-sunday-on-may-15-2022   \n",
       "3           /transcript/fox-news-sunday-on-april-17-2022   \n",
       "4      /shows/fox-news-sunday/fox-news-sunday-on-apri...   \n",
       "...                                                  ...   \n",
       "32258  /transcript/reince-priebus-on-trumps-stance-on...   \n",
       "32259  /transcript/kellyanne-conway-talks-transition-...   \n",
       "32260  /transcript/exclusive-donald-trump-on-cabinet-...   \n",
       "32261  /transcript/reince-priebus-on-war-of-words-wit...   \n",
       "32262  /transcript/newt-gingrich-on-national-security...   \n",
       "\n",
       "                 publicationDate          lastPublishedDate  \\\n",
       "0      2022-05-29T14:08:01-04:00  2022-05-29T14:08:01-04:00   \n",
       "1      2022-05-22T13:59:09-04:00  2022-05-22T13:59:09-04:00   \n",
       "2      2022-05-15T13:59:21-04:00  2022-05-15T13:59:21-04:00   \n",
       "3      2022-04-17T14:08:36-04:00  2022-04-17T14:08:36-04:00   \n",
       "4      2022-04-10T13:59:48-04:00  2022-04-10T13:59:48-04:00   \n",
       "...                          ...                        ...   \n",
       "32258  2016-11-27T11:05:29-05:00  2017-01-23T14:25:28-05:00   \n",
       "32259  2016-12-04T11:47:40-05:00  2017-01-23T14:22:31-05:00   \n",
       "32260  2016-12-11T11:15:23-05:00  2017-01-23T14:19:08-05:00   \n",
       "32261  2016-12-18T11:09:39-05:00  2017-01-23T14:16:31-05:00   \n",
       "32262  2016-12-25T12:17:31-05:00  2017-01-23T14:14:18-05:00   \n",
       "\n",
       "                                                category  isBreaking  isLive  \\\n",
       "0      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "1      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "2      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "3      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "4      {'name': 'TRANSCRIPT', 'url': '/category/shows...       False   False   \n",
       "...                                                  ...         ...     ...   \n",
       "32258  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32259  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32260  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32261  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "32262  {'name': 'FOX NEWS SUNDAY', 'url': '/category/...       False   False   \n",
       "\n",
       "      duration  \n",
       "0               \n",
       "1               \n",
       "2               \n",
       "3               \n",
       "4               \n",
       "...        ...  \n",
       "32258           \n",
       "32259           \n",
       "32260           \n",
       "32261           \n",
       "32262           \n",
       "\n",
       "[24530 rows x 10 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates(subset=['url'])"
   ]
  }
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