class_06_scraping2.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Class 6: Constructing a Network from Scraped Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Come in. Sit down. Open Teams.\n",
    "2. Make sure your notebook from last class is saved.\n",
    "3. Open up the Jupyter Lab server.\n",
    "4. Open up the Jupyter Lab terminal.\n",
    "5. Activate Conda: `module load anaconda3/2022.05`\n",
    "6. Activate the shared virtual environment: `source activate /courses/PHYS7332.202510/shared/phys7332-env/`\n",
    "7. Run `python3 git_fixer2.py`\n",
    "8. Github:\n",
    "    - git status (figure out what files have changed)\n",
    "    - git add ... (add the file that you changed, aka the `_MODIFIED` one(s))\n",
    "    - git commit -m \"your changes\"\n",
    "    - git push origin main\n",
    "________"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Goals of today's class\n",
    "1. Practice scraping news articles\n",
    "2. Get comfortable with error handling\n",
    "3. Build co-occurrence matrices & compare different kinds of co-occurrence matrices."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The KarJenner Social Graph According to TMZ\n",
    "Now, a fun exercise. We've used [`mediacloud.org`](https://www.mediacloud.org/documentation/search-api-guide) to obtain the URLs of all articles about the KarJenners (Kardashians & Jenners) from January 1st, 2024 until July 30, 2024. We'll load the article URLs and gradually construct a name co-occurrence network from a random subset of articles. Let's load the `.csv` of articles first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https://www.tmz.com/2024/07/30/eminem-death-slim-shady-ai-interview-mgk-mother/', 'https://www.tmz.com/2024/07/29/khloe-kardashian-dinosaur-tatum-birthday-party-kris-kim/', 'https://www.tmz.com/2024/07/29/travis-barker-selling-post-crash-boarding-pass-personal-note/', 'https://www.tmz.com/2024/07/28/july-2024-hot-shots-dog-days-of-summer-will-have-you-panting/', 'https://www.tmz.com/2024/07/28/kanye-west-bianca-censori-tiny-shorts-take-north-west-deadpool/']\n"
     ]
    }
   ],
   "source": [
    "import csv\n",
    "with open('data/kardashian_jenner_urls_jan_1_2024_to_july_31_2024_mediacloud.csv', 'r') as f:\n",
    "    reader = csv.reader(f, delimiter=',')\n",
    "    urls = [line[-1] for line in reader][1:]\n",
    "print(urls[0:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's scrape an article! \n",
    "To make it fun, we'll each pick a random article to scrape and parse. We're going to use the `BeautifulSoup` python package to parse the HTML that we'll get via our `requests` module. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import random\n",
    "import requests\n",
    "my_url = random.choice(urls[0:-20]) # leave this; the last 20 URLs are corrupted for Learning Purposes\n",
    "res = requests.get(my_url)\n",
    "soup = BeautifulSoup(res.text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's print out the soup. This will show us what the raw HTML looks like, and disincentivize us from ever writing our own HTML parsers! Note that there are a lot of Javascript scripts in there, denoted with `<script>` tags; these are often widgets or tracking features. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
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       "    title: \"Josh Flagg explica si los allanamientos de Diddy afectar\\u00e1n los precios inmobiliarios de los vecinos\",\n",
       "    url: 'https://www.tmz.com/2024/04/07/josh-flagg-explica-si-los-allanamientos-de-diddy-afectaran-los-precios-inmobiliarios-de-los-vecinos/',\n",
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El br\\u00f3ker destaca su c\\u00e9ntrica ubicaci\\u00f3n en el barrio de las celebridades y de su buen estado, a pesar de que <a href=\\\"https:\\/\\/www.tmz.com\\/2024\\/03\\/26\\/un-video-muestra-la-casa-de-diddy-destrozada-tras-el-allanamiento-el-califica-el-caso-de-caza-de-brujas\\/\\\"><strong>los federales la destrozaron<\\/strong><\\/a> durante el allanamiento.<\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:page-break-block:1-0-0\",\"etag\":\"57f1a162a9512bd6981a5de79d22bc9d\",\"aside\":false,\"read_more_text\":\"Leer m\\u00e1s\"},{\"_schema\":\"pbj:tmz:canvas:block:video-block:1-0-0\",\"etag\":\"82aa5c66086f5cbeb53f3f2c4a57f7b7\",\"aside\":false,\"node_ref\":\"tmz:video:d70db150-4e50-4ab1-bf36-81c8ec09e628\",\"autoplay\":false,\"launch_text\":\"Adentro de la mansi\\u00f3n\",\"muted\":false,\"start_at\":0,\"show_more_videos\":false},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"40830691a88a4d1b974dff2675aea83b\",\"aside\":false,\"text\":\"<p>\\u00c9l le dice a TMZ: \\\"Si se pone a la venta y se tasa correctamente, se vender\\u00e1\\\".<\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"fc9455dbd04cc8122860ff17316fc473\",\"aside\":false,\"text\":\"<p>Aunque admite que la mansi\\u00f3n de Los \\u00c1ngeles probablemente no subir\\u00e1 de valor debido al \\\"estigma negativo\\\" que rodea a la finca. Sin embargo, como Josh nos dice, incluso las propiedades m\\u00e1s \\\"contaminadas\\\" pueden encontrar un comprador, basta con echar un vistazo a la casa de Men\\u00e9ndez.<\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:video-block:1-0-0\",\"etag\":\"8e0121d5f8761f2a482c2ebacd974407\",\"aside\":false,\"node_ref\":\"tmz:video:d5819cfd-58c6-40ea-ac93-c3acc8b2925f\",\"autoplay\":false,\"launch_text\":\"La calle completa es cerrada\",\"muted\":false,\"start_at\":0,\"show_more_videos\":false},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"e7aba56bdaaf882ada940e3611dd3843\",\"aside\":false,\"text\":\"<p>Por si no lo saben, la mansi\\u00f3n de Beverly Hills donde<strong> Erik <\\/strong>y <strong>Lyle Men\\u00e9ndez <\\/strong>asesinaron a sus padres acaba de <a href=\\\"https:\\/\\/www.tmz.com\\/2024\\/03\\/22\\/menendez-brothers-murder-mansion-sells-17-million-conviction-anniversary\\/\\\"><strong>venderse por $17 millones<\\/strong><\\/a> en marzo.<\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:video-block:1-0-0\",\"etag\":\"5a9ea01a43f7d5d3e1b5d9d1d5a184f7\",\"aside\":false,\"node_ref\":\"tmz:video:4c81ac5f-5026-4274-9c75-232b2a6ee679\",\"autoplay\":false,\"launch_text\":\"Entrando a la mansi\\u00f3n\",\"muted\":false,\"start_at\":0,\"show_more_videos\":false},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"728f2922d3f3fb2eb0bf86a3db43190d\",\"aside\":false,\"text\":\"<p>\\u00bfC\\u00f3mo afectar\\u00e1 todo este drama legal a los vecinos de Diddy? Josh est\\u00e1 igual de convencido de que la atenci\\u00f3n no perjudicar\\u00e1 los precios de los bienes ra\\u00edces en el largo plazo.<\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:image-block:1-0-1\",\"etag\":\"5a76dbcff16a7f2299ce494c35df0e27\",\"aside\":false,\"node_ref\":\"tmz:image-asset:image_jpg_20240327_0310f3f3352a492289eae3c012b1f674\",\"is_nsfw\":false,\"aspect_ratio\":\"auto\"},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"56589a0cad993f7f1e846569eb320f65\",\"aside\":false,\"text\":\"<p>Esta es una buena noticia para<a href=\\\"https:\\/\\/www.tmz.com\\/people\\/kylie-jenner\\/\\\"><strong> Kylie Jenner<\\/strong><\\/a>, quien puso a la venta su propiedad de Holmby Hills antes de que se <a href=\\\"https:\\/\\/www.tmz.com\\/2024\\/03\\/25\\/las-fuerzas-de-seguridad-federales-registran-las-casas-de-diddy-en-los-angeles-y-miami\\/\\\"><strong>produjeran las redadas de Diddy.<\\/strong><\\/a><\\/p>\"},{\"_schema\":\"pbj:tmz:canvas:block:video-block:1-0-0\",\"etag\":\"1af17caebb8625af2d4ad935cc1fee00\",\"aside\":false,\"node_ref\":\"tmz:video:917022ea-ac96-4467-9ca8-420813b44b3f\",\"autoplay\":false,\"launch_text\":\"Redada en curso\",\"muted\":false,\"start_at\":0,\"show_more_videos\":false},{\"_schema\":\"pbj:tmz:canvas:block:text-block:1-0-0\",\"etag\":\"28e4d015fecccc35b31905c4ae9d5193\",\"aside\":false,\"text\":\"<p>Ahora, Josh da un solo consejo de bienes ra\\u00edces: evitar cualquier menci\\u00f3n a la investigaci\\u00f3n de tr\\u00e1fico sexual en los materiales de marketing.<\\/p>\"}],\"ads_enabled\":true,\"meta_description\":\"Las redadas en las casas de Diddy en Los \\u00c1ngeles y Miami pueden haber sido noticia nacional, pero el magnate inmobiliario Josh Flagg no est\\u00e1 convencido de que todo ese drama legal vaya a afectar el valor de las propiedades.\",\"is_unlisted\":false,\"swipe\":\"Exclusivo\",\"order_date\":\"2024-04-07T07:50:14.000000Z\",\"hf\":[\"Redadas a las casas de Diddy\",\"Siguen valiendo much\\u00edsimo...\",\"O eso dice Josh Flagg\"],\"hf_sizes\":[3,1,2],\"hf_styles\":[\"uppercase\",\"uppercase\",\"none\"],\"primary_person_refs\":[\"tmz:person:cc950beb-9392-5666-8af0-c6d5fc085afc\",\"tmz:person:dca00472-ddf3-54c8-95f0-85e11ccf39a8\"],\"person_refs\":[\"tmz:person:cc950beb-9392-5666-8af0-c6d5fc085afc\",\"tmz:person:dca00472-ddf3-54c8-95f0-85e11ccf39a8\"],\"category_refs\":[\"tmz:category:29a47d36-126f-53f7-a578-d8bc03229365\",\"tmz:category:a9131c2e-3b11-5dae-9213-37fa5921ba5f\",\"tmz:category:b59d9b77-1bf2-5c92-a0f1-a338eefda513\",\"tmz:category:f722be19-207a-56ae-93bb-66e074be1930\"],\"channel_ref\":\"tmz:channel:a83d8c56-92d2-4f7d-a8ca-d41bb5a90fef\"},\n",
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Obtenga acceso exclusivo a las \\u00faltimas historias, fotos y videos, como solo TMZ puede hacerlo.\",\"is_unlisted\":false,\"order_date\":\"2023-08-04T19:03:49.414083Z\"},\"tmz:category:29a47d36-126f-53f7-a578-d8bc03229365\":{\"_schema\":\"pbj:tmz:taxonomy:node:category:1-0-0\",\"_id\":\"29a47d36-126f-53f7-a578-d8bc03229365\",\"status\":\"published\",\"etag\":\"5abc9d4076b021a17d8be5efd84aaafc\",\"created_at\":\"1345590351000000\",\"title\":\"Money\",\"tags\":{\"cf_slug\":\"money\",\"cf_element\":\"category\",\"cf_guid\":\"eb69ed93-1d5c-4d11-aa21-6409c005a774\"},\"slug\":\"money\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2012-08-21T23:05:51.000000Z\"},\"tmz:category:a9131c2e-3b11-5dae-9213-37fa5921ba5f\":{\"_schema\":\"pbj:tmz:taxonomy:node:category:1-0-0\",\"_id\":\"a9131c2e-3b11-5dae-9213-37fa5921ba5f\",\"status\":\"published\",\"etag\":\"c68422f5816e056d45fca787be6d3a49\",\"created_at\":\"1311700017000000\",\"title\":\"Exclusive\",\"tags\":{\"cf_slug\":\"exclusive\",\"cf_element\":\"category\",\"cf_guid\":\"f2cb2570-104e-4c13-e20e-9186a7708dac\"},\"slug\":\"exclusive\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2011-07-26T16:54:00.000000Z\"},\"tmz:category:b59d9b77-1bf2-5c92-a0f1-a338eefda513\":{\"_schema\":\"pbj:tmz:taxonomy:node:category:1-0-0\",\"_id\":\"b59d9b77-1bf2-5c92-a0f1-a338eefda513\",\"status\":\"published\",\"etag\":\"89b33a1c8a5c6bb2c7a3a46c3d80f3c1\",\"created_at\":\"1269662151000000\",\"title\":\"Music\",\"tags\":{\"cf_slug\":\"music\",\"cf_element\":\"category\",\"cf_guid\":\"0de7815e-2441-4831-ac1e-d1020125cde5\"},\"slug\":\"music\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2010-03-27T03:55:00.000000Z\"},\"tmz:category:f722be19-207a-56ae-93bb-66e074be1930\":{\"_schema\":\"pbj:tmz:taxonomy:node:category:1-0-0\",\"_id\":\"f722be19-207a-56ae-93bb-66e074be1930\",\"status\":\"published\",\"etag\":\"57abd484bf599005a30006fff08c6e0a\",\"created_at\":\"1271216656000000\",\"title\":\"Celebrity Homes\",\"tags\":{\"cf_slug\":\"celebrity-homes\",\"cf_element\":\"category\",\"cf_guid\":\"9176c26e-cdec-49fb-ba1e-d79de649b640\"},\"slug\":\"celebrity-homes\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2010-04-14T03:44:00.000000Z\"},\"tmz:person:cc950beb-9392-5666-8af0-c6d5fc085afc\":{\"_schema\":\"pbj:tmz:people:node:person:1-0-0\",\"_id\":\"cc950beb-9392-5666-8af0-c6d5fc085afc\",\"status\":\"published\",\"etag\":\"5d823b46222e43f5d7b23470bbd0cec5\",\"created_at\":\"1262137561000000\",\"updated_at\":\"1720035917133500\",\"title\":\"Diddy\",\"image_ref\":\"tmz:image-asset:image_jpg_20240326_f7bb3a14310b49fab0f12e510309a923\",\"bio\":\"<p><span>Born \\u2013 November 4, 1969 <\\/span><br \\/><span>Harlem, New York, U.S.<\\/span><br \\/><br \\/><span>Real name: Sean Combs<\\/span><br \\/><br \\/><span>Also known as: Diddy, Puff Daddy, Puff, Puffy, Puffinstuff, Puff the Magic Dragon (Note: We made a couple of those up).<\\/span><br \\/><br \\/><span>Rapper, producer, actor, restaurant owner, clothing designer, vodka maker, and a bunch of other stuff.<\\/span><br \\/><br \\/><span>Dropped out of college, became an intern at a record company, helped develop acts like Jodeci and Mary J. Blige.<\\/span><br \\/><br \\/><span>Founded Bad Boy Records, signed The Notorious B.I.G. and a bunch of other acts that became huge, some of which are actually still alive today.<\\/span><br \\/><br \\/><span>Changed his name to Puff Daddy, became a rapper, won a Grammy for best rap album in 1998.<\\/span><br \\/><br \\/><span>Changed his name to P. Diddy, became horribly overexposed, got a reality show.<\\/span><br \\/><br \\/><span>Changed his name to Diddy, got another reality show, proved he was truly gangsta by starring on two episodes of \\\"CSI: Miami.\\\"<\\/span><br \\/><br \\/><span>Taught his son the value of money by buying him a $360,000 Maybach as a 16th-birthday present.<\\/span><br \\/><br \\/><span>Fun Fact: In 2012, a mentally disturbed man broke into his house, ate his food and slept in his bed. <\\/span><br \\/><br \\/><span>Funner Fact: When he was arrested, the man claimed he had been staying in the house since 2001. <\\/span><\\/p>\",\"bio_source\":\"custom\",\"imdb_url\":\"https:\\/\\/www.imdb.com\\/name\\/nm0004835\\/\",\"is_celebrity\":true,\"tags\":{\"cf_slug\":\"p-diddy\",\"cf_element\":\"person\",\"cf_guid\":\"1773635f-da10-4dca-c62a-8f5e9a2b3f94\"},\"slug\":\"p-diddy\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2009-12-30T01:45:00.000000Z\"},\"tmz:person:dca00472-ddf3-54c8-95f0-85e11ccf39a8\":{\"_schema\":\"pbj:tmz:people:node:person:1-0-0\",\"_id\":\"dca00472-ddf3-54c8-95f0-85e11ccf39a8\",\"status\":\"published\",\"etag\":\"a7d33c3ab4845e0371a203933b8f4759\",\"created_at\":\"1348767939000000\",\"title\":\"Josh Flagg\",\"bio\":\"Josh Flagg was born and raised in Los Angeles. He graduated from Beverly Hills High School in 2004. He attended the Brentwood School before that. He is one of the stars of Bravo's Million Dollar Listing Los Angeles (2006). He is a real estate broker on the west-side. His book came out in 2009.\",\"bio_source\":\"imdb\",\"imdb_url\":\"https:\\/\\/www.imdb.com\\/name\\/nm3089982\\/\",\"is_celebrity\":true,\"tags\":{\"cf_slug\":\"josh-flagg\",\"cf_element\":\"person\",\"cf_guid\":\"b74bc354-d067-4594-e92e-01ce32027a4e\"},\"slug\":\"josh-flagg\",\"ads_enabled\":true,\"is_unlisted\":false,\"order_date\":\"2012-09-27T17:45:00.000000Z\"}},\n",
       "    screen: 'article',\n",
       "    section: 'espanol',\n",
       "    subSection: '',\n",
       "    theme: 'espanol',\n",
       "    hasSidebar: true,\n",
       "    sidebarSlot: 'espanol-sidebar',\n",
       "    isTurbolinksPreview: document.documentElement.hasAttribute('data-turbolinks-preview')\n",
       "  }));\n",
       "});\n",
       "</script>\n",
       "<!-- Google Tag Manager (noscript) -->\n",
       "<noscript><iframe height=\"0\" src=\"https://www.googletagmanager.com/ns.html?id=GTM-KTN543J&amp;gtm_cookies_win=x\" style=\"display:none;visibility:hidden\" width=\"0\"></iframe></noscript>\n",
       "<!-- End Google Tag Manager (noscript) -->\n",
       "<style type=\"text/css\">\n",
       "    .body-93a480e1-711e-41a9-8cca-a413d78c9bcc #blogroll-93a480e1-711e-41a9-8cca-a413d78c9bcc {\n",
       "      display: none;\n",
       "    }\n",
       "  </style>\n",
       "<div class=\"header-wrapper\" id=\"header-wrapper\">\n",
       "<!-- start: promotion-slot desktop-espanol-permalink-header-es -->\n",
       "<!-- start: tmz:alert-widget:2658a1af-28e1-4361-bd65-e1edf66e13bf -->\n",
       "<div class=\"curator-widget curator-widget-header curator-alert-widget curator-alert-widget-header\" data-widget-ref=\"tmz:alert-widget:2658a1af-28e1-4361-bd65-e1edf66e13bf\" id=\"widget-2658a1af-28e1-4361-bd65-e1edf66e13bf\">\n",
       "<!-- no nodes returned or tags.enabled != 'true' -->\n",
       "</div>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:alert-widget:1-0-0\",\"_id\":\"2658a1af-28e1-4361-bd65-e1edf66e13bf\",\"status\":\"published\",\"etag\":\"26e3db7ae12b5c6fc289f90fb2ca3495\",\"created_at\":\"1602603650960324\",\"updated_at\":\"1721412909882919\",\"title\":\"In Site Alert\",\"show_border\":false,\"show_header\":true,\"dismissible\":false,\"theme\":\"in-site\",\"search_request\":{\"_schema\":\"pbj:tmz:curator:request:search-teasers-request:1-0-0\",\"occurred_at\":\"1721412909883095\",\"count\":1,\"page\":1,\"autocomplete\":false,\"track_total_hits\":false,\"is_unlisted\":0,\"sort\":\"published-at-desc\",\"timeline_ref\":\"tmz:timeline:2e0131a4-bfbd-4e7e-9cca-122a175f46b9\"},\"show_pagination\":false,\"show_item_cta_text\":false,\"show_item_date\":false,\"show_item_duration\":false,\"show_item_excerpt\":false,\"show_item_icon\":false,\"show_item_media_count\":false},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:alert-widget:2658a1af-28e1-4361-bd65-e1edf66e13bf -->\n",
       "<!-- start: tmz:ad-widget:e0f099b5-c080-475f-a611-a445003d6b76 -->\n",
       "<div class=\"ad-container ad-size-billboard\" id=\"ad-header\" style=\"min-height: 70px;\"></div>\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {};\n",
       "  config.widgetId = 'e0f099b5-c080-475f-a611-a445003d6b76';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-header',\n",
       "    '',\n",
       "    'billboard',\n",
       "    {\"tile\":\"header\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-header');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-header');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"e0f099b5-c080-475f-a611-a445003d6b76\",\"status\":\"published\",\"etag\":\"49e44958bb787acc1722059901434094\",\"created_at\":\"1555088913165343\",\"updated_at\":\"1705613194632521\",\"title\":\"ad :: desktop :: news :: header\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"billboard\",\"dfp_cust_params\":{\"tile\":\"header\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:e0f099b5-c080-475f-a611-a445003d6b76 -->\n",
       "<!-- start: tmz:ad-widget:c2105496-a85f-4f8a-9aa8-f0587ee7da6d -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = 'c2105496-a85f-4f8a-9aa8-f0587ee7da6d';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-interstitial',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"interstitial\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-interstitial');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-interstitial');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"c2105496-a85f-4f8a-9aa8-f0587ee7da6d\",\"status\":\"published\",\"etag\":\"2ed332a593e48cdaf3640eba6d48c8cb\",\"created_at\":\"1555093321806405\",\"updated_at\":\"1555274392897474\",\"title\":\"ad :: interstitial\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"interstitial\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:c2105496-a85f-4f8a-9aa8-f0587ee7da6d -->\n",
       "<!-- start: tmz:ad-widget:4ff6fe59-f754-4dd8-8932-cae8721d220f -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = '4ff6fe59-f754-4dd8-8932-cae8721d220f';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-skin',\n",
       "    '',\n",
       "    'skin',\n",
       "    {\"tile\":\"skin\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-skin');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-skin');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"4ff6fe59-f754-4dd8-8932-cae8721d220f\",\"status\":\"published\",\"etag\":\"9d461d9806d8727129af2600e813458a\",\"created_at\":\"1555093168607216\",\"updated_at\":\"1608325399184964\",\"title\":\"ad :: skin\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"skin\",\"dfp_cust_params\":{\"tile\":\"skin\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:4ff6fe59-f754-4dd8-8932-cae8721d220f -->\n",
       "<!-- start: tmz:ad-widget:d10f90f3-b494-429f-bff6-e81a0e6159dd -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"has_close_button\":\"true\",\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = 'd10f90f3-b494-429f-bff6-e81a0e6159dd';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-adhesion',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"adhesion\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-adhesion');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-adhesion');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"d10f90f3-b494-429f-bff6-e81a0e6159dd\",\"status\":\"published\",\"etag\":\"add9d86e28e7927c43b536bcb94a611c\",\"created_at\":\"1707426439737726\",\"updated_at\":\"1713297590582064\",\"title\":\"ad :: desktop :: adhesion\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"adhesion\"},\"tags\":{\"has_close_button\":\"true\",\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:d10f90f3-b494-429f-bff6-e81a0e6159dd -->\n",
       "<!-- start: tmz:ad-widget:cc1545b2-ab69-4f54-aca0-5b0175b85d78 -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\",\"refresh_interval\":\"30000\"};\n",
       "  config.widgetId = 'cc1545b2-ab69-4f54-aca0-5b0175b85d78';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-gallery-corner',\n",
       "    '',\n",
       "    'medium_rectangle',\n",
       "    {\"tile\":\"gallery-corner\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-gallery-corner');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-gallery-corner');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"cc1545b2-ab69-4f54-aca0-5b0175b85d78\",\"status\":\"published\",\"etag\":\"1b043a345c977b3640691abd908f897a\",\"created_at\":\"1555090284143011\",\"updated_at\":\"1705613192082016\",\"title\":\"ad :: desktop :: photos :: gallery-corner\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"medium_rectangle\",\"dfp_cust_params\":{\"tile\":\"gallery-corner\"},\"tags\":{\"do_not_write_div\":\"true\",\"refresh_interval\":\"30000\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:cc1545b2-ab69-4f54-aca0-5b0175b85d78 -->\n",
       "<!-- start: tmz:ad-widget:41268db2-c1f8-4b20-9536-ef4df6766f79 -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = '41268db2-c1f8-4b20-9536-ef4df6766f79';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-blogroll4',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"blogroll4\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-blogroll4');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-blogroll4');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"41268db2-c1f8-4b20-9536-ef4df6766f79\",\"status\":\"published\",\"etag\":\"ac5b122f74ad5590643296383215dd60\",\"created_at\":\"1555005879792931\",\"updated_at\":\"1705613240070456\",\"title\":\"ad :: desktop :: news :: blogroll4\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"blogroll4\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:41268db2-c1f8-4b20-9536-ef4df6766f79 -->\n",
       "<!-- start: tmz:ad-widget:df0a1a80-dc37-4172-97ab-300946ecef9a -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = 'df0a1a80-dc37-4172-97ab-300946ecef9a';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-blogroll9',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"blogroll9\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-blogroll9');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-blogroll9');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"df0a1a80-dc37-4172-97ab-300946ecef9a\",\"status\":\"published\",\"etag\":\"8c06dcd1cb34216b353bf2fa396b90e6\",\"created_at\":\"1555008291317936\",\"updated_at\":\"1705613233889595\",\"title\":\"ad :: desktop :: news :: blogroll9\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"blogroll9\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:df0a1a80-dc37-4172-97ab-300946ecef9a -->\n",
       "<!-- start: tmz:ad-widget:ace3bc25-e474-4b01-b1c1-64710c64acf2 -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = 'ace3bc25-e474-4b01-b1c1-64710c64acf2';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-blogroll14',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"blogroll14\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-blogroll14');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-blogroll14');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"ace3bc25-e474-4b01-b1c1-64710c64acf2\",\"status\":\"published\",\"etag\":\"9c51a39e37705cf196b6fb925a9717c4\",\"created_at\":\"1555011231867478\",\"updated_at\":\"1705613227978912\",\"title\":\"ad :: desktop :: news :: blogroll14\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"blogroll14\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:ace3bc25-e474-4b01-b1c1-64710c64acf2 -->\n",
       "<!-- start: tmz:ad-widget:4d1ca05f-ae3d-4b61-90ec-6ae893bd74ea -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = '4d1ca05f-ae3d-4b61-90ec-6ae893bd74ea';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-blogroll19',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"blogroll19\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-blogroll19');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-blogroll19');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"4d1ca05f-ae3d-4b61-90ec-6ae893bd74ea\",\"status\":\"published\",\"etag\":\"cc668304debfea8da39cb7b89b33531d\",\"created_at\":\"1555014130809227\",\"updated_at\":\"1705613222271269\",\"title\":\"ad :: desktop :: news :: blogroll19\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"blogroll19\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:4d1ca05f-ae3d-4b61-90ec-6ae893bd74ea -->\n",
       "<!-- start: tmz:ad-widget:105a82f7-5d99-4ebe-9cc1-2109712cb09d -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\",\"refresh_interval\":\"30000\"};\n",
       "  config.widgetId = '105a82f7-5d99-4ebe-9cc1-2109712cb09d';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-image-corner',\n",
       "    '',\n",
       "    'medium_rectangle',\n",
       "    {\"tile\":\"image-corner\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-image-corner');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-image-corner');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"105a82f7-5d99-4ebe-9cc1-2109712cb09d\",\"status\":\"published\",\"etag\":\"e243f22d860c6c2584f3b2a191dc08ab\",\"created_at\":\"1614016324272574\",\"updated_at\":\"1705613152107132\",\"title\":\"ad :: desktop :: image lightbox :: corner\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"medium_rectangle\",\"dfp_cust_params\":{\"tile\":\"image-corner\"},\"tags\":{\"do_not_write_div\":\"true\",\"refresh_interval\":\"30000\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":320,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-header-es\",\"section\":\"header\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:105a82f7-5d99-4ebe-9cc1-2109712cb09d -->\n",
       "<style>\n",
       "  .body-espanol .nav-desktop__item--active::after {\n",
       "    background-color: #00A11A;\n",
       "  }\n",
       "</style>\n",
       "<!-- end: promotion-slot desktop-espanol-permalink-header-es -->\n",
       "<header class=\"header\" id=\"header\">\n",
       "<a class=\"skip-link visually-hidden visually-hidden-focusable\" href=\"#main\">Skip to main content</a>\n",
       "<div class=\"header__fixed-container\">\n",
       "<div class=\"masthead\">\n",
       "<ul class=\"masthead-social\">\n",
       "<li class=\"masthead-social__item masthead-social__item--facebook\">\n",
       "<a aria-label=\"TMZ on Facebook\" class=\"masthead-social__link masthead-social__link--facebook js-track-link\" data-context='{\"section\":\"header\",\"name\":\"facebook\"}' href=\"https://www.facebook.com/TMZ\" rel=\"noopener noreferrer\" target=\"_blank\">\n",
       "<svg aria-hidden=\"true\" height=\"16\" role=\"img\" viewbox=\"0 0 24 24\" width=\"16\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>Facebook</title>\n",
       "<path d=\"M9.009 7.652H6.4v4.174h2.609V24h5.043V11.826h3.478l.348-4h-3.826v-2.26c0-1.044.174-1.392 1.218-1.392h2.608V0H14.4c-3.652 0-5.391 1.565-5.391 4.696v2.956z\"></path>\n",
       "</svg>\n",
       "</a>\n",
       "</li>\n",
       "<li class=\"masthead-social__item masthead-social__item--x\">\n",
       "<a aria-label=\"TMZ on X\" class=\"masthead-social__link masthead-social__link--x js-track-link\" data-context='{\"section\":\"header\",\"name\":\"twitter\"}' href=\"https://twitter.com/TMZ\" rel=\"noopener noreferrer\" target=\"_blank\">\n",
       "<svg fill=\"none\" height=\"1227\" role=\"img\" viewbox=\"0 0 1200 1227\" width=\"1200\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>X</title>\n",
       "<path d=\"M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z\" fill=\"white\"></path>\n",
       "</svg>\n",
       "</a>\n",
       "</li>\n",
       "<li class=\"masthead-social__item masthead-social__item--youtube\">\n",
       "<a aria-label=\"TMZ on Youtube\" class=\"masthead-social__link masthead-social__link--youtube js-track-link\" data-context='{\"section\":\"header\",\"name\":\"youtube\"}' href=\"https://www.youtube.com/user/TMZ\" rel=\"noopener noreferrer\" target=\"_blank\">\n",
       "<svg aria-hidden=\"true\" height=\"19\" role=\"img\" viewbox=\"0 0 24 24\" width=\"19\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>Youtube</title>\n",
       "<path d=\"M23.39 6.577c.512 1.841.492 5.678.492 5.678s0 3.817-.492 5.658a2.97 2.97 0 0 1-2.105 2.073c-1.869.485-9.344.485-9.344.485s-7.456 0-9.344-.504a2.97 2.97 0 0 1-2.105-2.074C0 16.072 0 12.235 0 12.235s0-3.817.492-5.658a3.03 3.03 0 0 1 2.105-2.093C4.466 4 11.94 4 11.94 4s7.475 0 9.344.504a2.97 2.97 0 0 1 2.105 2.073zM9.56 15.762l6.217-3.527L9.561 8.71v7.053z\"></path>\n",
       "</svg>\n",
       "</a>\n",
       "</li>\n",
       "<li class=\"masthead-social__item masthead-social__item--instagram\">\n",
       "<a aria-label=\"TMZ on Instagram\" class=\"masthead-social__link masthead-social__link--instagram js-track-link\" data-context='{\"section\":\"header\",\"name\":\"instagram\"}' href=\"https://www.instagram.com/tmz_tv/\" rel=\"noopener noreferrer\" target=\"_blank\">\n",
       "<svg aria-hidden=\"true\" height=\"15\" role=\"img\" viewbox=\"0 0 24 24\" width=\"15\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>Instagram</title>\n",
       "<path d=\"M12 0c3.26 0 3.667.012 4.947.072 1.277.059 2.148.261 2.913.558a5.847 5.847 0 0 1 2.126 1.384A5.89 5.89 0 0 1 23.37 4.14c.296.764.498 1.636.558 2.913C23.985 8.333 24 8.74 24 12s-.012 3.667-.072 4.947c-.059 1.277-.262 2.148-.558 2.913a5.86 5.86 0 0 1-1.384 2.126 5.898 5.898 0 0 1-2.126 1.384c-.765.296-1.636.498-2.913.558-1.28.057-1.687.072-4.947.072s-3.667-.012-4.947-.072c-1.277-.059-2.147-.262-2.913-.558a5.868 5.868 0 0 1-2.126-1.384A5.885 5.885 0 0 1 .63 19.86c-.297-.765-.498-1.636-.558-2.913C.015 15.667 0 15.26 0 12s.012-3.667.072-4.947C.131 5.775.333 4.905.63 4.14a5.855 5.855 0 0 1 1.384-2.126A5.876 5.876 0 0 1 4.14.63C4.905.333 5.775.132 7.053.072 8.333.015 8.74 0 12 0zm4.85 2.231c-1.265-.055-1.647-.071-4.895-.101-3.209 0-3.584.015-4.859.06-1.17.06-1.801.255-2.221.421-.569.209-.96.479-1.379.898-.421.421-.69.811-.9 1.381-.165.42-.359 1.064-.42 2.234-.045 1.275-.061 1.665-.061 4.861 0 3.195.016 3.584.061 4.844.061 1.17.255 1.815.42 2.235.21.556.479.961.9 1.38.419.42.81.675 1.379.899.42.165 1.065.36 2.236.421 1.273.059 1.648.074 4.859.074 3.21 0 3.585-.013 4.859-.07 1.17-.053 1.815-.249 2.235-.413a3.744 3.744 0 0 0 1.38-.896c.42-.422.675-.82.899-1.382.165-.422.36-1.057.421-2.227.059-1.265.074-1.646.074-4.85 0-3.204-.013-3.584-.07-4.85-.053-1.17-.249-1.805-.413-2.227a3.707 3.707 0 0 0-.896-1.381 3.727 3.727 0 0 0-1.382-.896c-.422-.166-1.057-.36-2.227-.415zM12 5.838a6.162 6.162 0 1 1 0 12.324 6.162 6.162 0 1 1 0-12.324zM12 16c2.21 0 4-1.79 4-4s-1.79-4-4-4-4 1.79-4 4 1.79 4 4 4zm7.846-10.405a1.441 1.441 0 0 1-2.88 0 1.44 1.44 0 0 1 2.88 0z\"></path>\n",
       "</svg>\n",
       "</a>\n",
       "</li>\n",
       "</ul><!--/.masthead-social-->\n",
       "<div class=\"masthead-tip\">\n",
       "<a aria-label=\"Got a Tip?\" class=\"masthead-tip__btn masthead-tip__btn--espanol js-track-link\" data-context='{\"section\":\"header\",\"name\":\"got-a-tip\"}' href=\"https://www.tmz.com/pages/tips/\">Got <span>A Tip?</span></a>\n",
       "<a class=\"masthead-tip__contact js-track-link\" data-context='{\"section\":\"header\",\"name\":\"email-or-call\"}' href=\"https://www.tmz.com/pages/tips/\">Email Or Call (888) 847-9869</a>\n",
       "</div><!--/.masthead-tip-->\n",
       "<button aria-label=\"Menu\" class=\"masthead__btn masthead__btn--nav js__btn--nav-toggle\" id=\"masthead-nav-open-btn\" type=\"button\">\n",
       "<svg height=\"21\" role=\"img\" viewbox=\"0 0 80 80\" width=\"21\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M80 22.9H0V9.5h80v13.4zm0 10.3H0v13.5h80V33.2zm0 23.9H0v13.4h80V57.1z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</button>\n",
       "<button aria-label=\"Search\" class=\"masthead__btn masthead__btn--search js__btn--search-toggle\" id=\"masthead-search-open-btn\" type=\"button\">\n",
       "<svg height=\"21\" role=\"img\" viewbox=\"0 0 80 80\" width=\"21\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M80 69 61.8 51c3.3-5.1 5.2-11.2 5.2-17.8C67 14.9 52 0 33.5 0S0 14.9 0 33.3c0 18.3 15 33.3 33.5 33.3 6.3 0 12.1-1.7 17.1-4.7L69 80l11-11zM12.5 33.3c0-11.5 9.4-20.9 21-20.9s21 9.4 21 20.9c0 11.5-9.4 20.9-21 20.9s-21-9.4-21-20.9z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</button><!--/.masthead_buttons -->\n",
       "<a aria-labelledby=\"logo-title\" class=\"masthead-logo js-track-link\" data-context='{\"section\":\"head\",\"name\":\"tmz-logo\"}' href=\"https://www.tmz.com/es/\">\n",
       "<svg aria-hidden=\"true\" height=\"122\" role=\"img\" viewbox=\"0 0 300 122\" width=\"300\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title id=\"logo-title\">TMZ</title>\n",
       "<path d=\"M129.91 0a4.11 4.11 0 0 1 0 8.22H97.65l.018.058c-.223 0-14.53-1.408-15.112 11.06v88.607c0 7.106-7.537 13.94-14.643 13.94h-1.702c-7.106 0-14.747-6.834-14.747-13.94V20.273l-.016.002C51.563 6.793 36.54 8.278 36.312 8.278l.018-.057H4.11A4.11 4.11 0 0 1 4.11 0h125.8zm71.72 24.135c7.105 0 12.865 5.761 12.865 12.868v70.771c0 7.106-4.688 13.94-11.793 13.94h-3.082c-7.105 0-12.963-5.707-12.828-13.94l-.014-28.885c.015-4.773-1.35-7.502-5.59-7.502-3.685 0-4.766 2.326-6.095 4.273l-3.01 5.967-17.748 35.18c-2.74 4.907-6.473 5.625-8.676 4.524-.074-.037-.14-.086-.209-.13-1.126-.333-2.495-1.646-4.342-4.394 0 0-18.684-35.19-22.485-41.778-3.802-6.587-12.416-3.778-12.416 4.78v35.807a6.099 6.099 0 1 1-12.195 0v-78.59c0-6.01 2.527-11.42 7.274-14.058 4.653-2.586 15.683-5.183 21.41 5.456l20.358 39.353c1.83 3.2 5.367 9.367 6.442 11.114 1.768 2.874 6.773 9.746 11.123 1.54 3.525-6.65 8.125-15.513 10.841-20.761l13.43-26.896a13.539 13.539 0 0 1 1.722-2.644c2.281-3.599 6.288-5.995 10.864-5.995h4.154zm94.583 89c2.09 0 3.787 1.86 3.787 4.156 0 2.295-1.696 4.155-3.787 4.155h-54.595c-7.053-.026-15.416.293-17.846-2.949-4.44-5.922.5-15.233 2.317-18.867 1.023-2.047 2.257-4.495 3.269-6.503l25.592-55.685.11-1.155v-.078a4.734 4.734 0 0 0-3.839-4.568h-24.63c-2.09 0-3.786-1.86-3.786-4.155s1.696-4.155 3.787-4.155h61.58c2.09 0 3.787 1.86 3.787 4.155 0 .464-.086.902-.214 1.319.005.01.026.02.023.031-.007.023-.04.09-.081.178-.12.33-.279.635-.467.918-1.742 3.364-7.118 13.44-8.497 16.02 0 0-20.588 44.921-22.764 49.573-2.177 4.651-3.917 10.51-3.025 12.59.892 2.082 2.08 4.981 8.694 4.981.44 0 .845.015 1.228.04h29.357z\" fill=\"#cf1100\"></path>\n",
       "</svg>\n",
       "</a><!--/.masthead-logo-->\n",
       "<div class=\"masthead-locale\">\n",
       "<a class=\"masthead-locale__btn masthead-locale__btn--en default js-track-link\" data-context='{\"section\":\"head\",\"name\":\"tmz-locale\"}' href=\"https://www.tmz.com/en/\">\n",
       "<svg fill=\"none\" height=\"100%\" viewbox=\"0 0 190 55\" width=\"100%\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<rect height=\"52\" rx=\"26\" stroke=\"#CF0000\" stroke-width=\"3\" width=\"187\" x=\"1.5\" y=\"1.5\"></rect>\n",
       "<path d=\"M35.7735 39H30.1095L34.8135 17.656H40.4775L35.7735 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M52.7587 39H47.5107L46.1667 28.504L43.8947 39H38.3907L43.0947 17.656H48.7587L49.8467 27.608L51.9907 17.656H57.4627L52.7587 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M71.1115 39H60.3595L65.0635 17.656H75.8155L74.7275 22.584H69.6395L68.9675 25.72H73.8315L72.7435 30.648H67.8475L67.1115 34.072H72.1995L71.1115 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M87.6962 39H82.4482L81.1042 28.504L78.8322 39H73.3282L78.0322 17.656H83.6962L84.7842 27.608L86.9282 17.656H92.4002L87.6962 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M91.4475 31.864C91.4475 26.104 94.4555 17.304 101.335 17.304C105.623 17.304 107.223 20.28 107.256 23.8L102.52 24.984C102.52 23.576 102.104 22.296 101.048 22.296C98.7435 22.296 97.1755 28.888 97.1755 31.992C97.1755 33.72 97.5595 34.392 98.4555 34.392C99.1915 34.392 99.7675 33.944 100.247 33.368L100.632 31.608H98.6795L99.7995 26.68H106.647L104.695 35.448C102.903 38.168 100.599 39.384 98.1675 39.384C93.5915 39.384 91.4475 36.216 91.4475 31.864Z\" fill=\"white\"></path>\n",
       "<path d=\"M116.955 39H106.203L110.907 17.656H116.571L112.955 34.072H118.043L116.955 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M124.555 39H118.891L123.595 17.656H129.259L124.555 39Z\" fill=\"white\"></path>\n",
       "<path d=\"M126.692 36.696L129.796 32.536C130.596 33.656 132.004 34.392 133.284 34.392C134.212 34.392 134.884 33.72 134.884 32.792C134.884 32.024 134.084 31.352 133.092 30.552C131.588 29.304 129.668 27.768 129.668 24.92C129.668 20.76 132.9 17.304 137.252 17.304C139.396 17.304 141.732 18.104 143.14 19.64L140.228 23.832C139.492 22.872 138.372 22.296 137.188 22.296C136.164 22.296 135.684 23.032 135.684 23.768C135.684 24.632 136.516 25.336 137.508 26.168C138.98 27.384 140.804 28.92 140.804 31.704C140.804 35.768 137.86 39.384 133.284 39.384C130.468 39.384 127.94 38.296 126.692 36.696Z\" fill=\"white\"></path>\n",
       "<path d=\"M155.509 39H149.877L151.733 30.488H148.661L146.805 39H141.141L145.845 17.656H151.509L149.749 25.56H152.853L154.581 17.656H160.213L155.509 39Z\" fill=\"white\"></path>\n",
       "</svg>\n",
       "</a>\n",
       "</div>\n",
       "<!--/.masthead-locale-->\n",
       "<div class=\"masthead-search\">\n",
       "<form action=\"/search/\" class=\"masthead-search__form\" id=\"masthead-search-form\" method=\"get\">\n",
       "<label for=\"masthead-search__input\">\n",
       "<span class=\"visually-hidden\">Search</span>\n",
       "</label>\n",
       "<input autocomplete=\"off\" class=\"masthead-search__input\" id=\"masthead-search__input\" name=\"q\" placeholder=\"Search\" type=\"text\"/>\n",
       "<button class=\"masthead-search__submit\">\n",
       "<span class=\"visually-hidden\">Search</span>\n",
       "<svg aria-hidden=\"true\" height=\"16\" role=\"img\" viewbox=\"0 0 24 24\" width=\"16\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>Search</title>\n",
       "<path d=\"M24.001 20.663l-5.64-4.538c1.227-2.216 1.629-4.917.93-7.624l-.014-.053C17.851 2.92 12.714-.118 7.327 1.382 2.003 2.863-1.065 8.307.344 13.775l.014.053c1.426 5.529 6.563 8.566 11.95 7.066a9.935 9.935 0 0 0 3.82-2.03l5.764 4.637 2.11-2.838zM3.908 12.727c-.942-3.649.873-7.103 4.219-8.034 3.376-.939 6.638 1.125 7.585 4.803l.015.054c.94 3.648-.874 7.102-4.22 8.033-3.376.94-6.638-1.126-7.585-4.804l-.014-.052z\"></path>\n",
       "</svg>\n",
       "</button>\n",
       "</form>\n",
       "</div>\n",
       "<!--/.masthead-search-->\n",
       "<div class=\"masthead__browser-notifications\" id=\"masthead-browser-notifications\" role=\"button\">\n",
       "<div aria-hidden=\"true\" class=\"masthead__browser-notifications-tooltip\" data-context='{\"section\":\"header\",\"name\":\"tooltip-link\"}' id=\"browser-notifications-tooltip\">\n",
       "    Turn on browser notifications\n",
       "  </div>\n",
       "<div class=\"masthead__bell-icon js-track-link\" data-context='{\"section\":\"header\",\"name\":\"bell-icon\"}'>\n",
       "<svg height=\"100%\" role=\"img\" viewbox=\"0 0 48 57\" width=\"100%\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>Turn on browser notifications</title>\n",
       "<path d=\"M24.3 56.7a9.3 9.3 0 009-8.2h-3.8a5.5 5.5 0 01-5.1 4.4 5.6 5.6 0 01-5.4-4.4h-3.8c.6 4.6 4.4 8 9 8.2z\" fill=\"#fff\"></path>\n",
       "<path d=\"M24 1c4 0 7.3 3 7.7 6.8 6.9 3 11.4 9.8 11.5 17.3v10.3a3 3 0 002.9 3H48v10.1H0v-10h1.9a3 3 0 003-2.8V25.4c0-7.6 4.5-14.5 11.5-17.6A7.7 7.7 0 0124.1 1zm0 3.8a4 4 0 00-3.2 1.8 19 19 0 016.6 0c-.8-1.1-2-1.8-3.3-1.8z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"masthead__browser-notifications\" id=\"masthead-browser-notifications-blocked\" role=\"link\">\n",
       "<div aria-hidden=\"true\" class=\"masthead__browser-notifications-tooltip js-track-link\" data-context='{\"section\":\"header\",\"name\":\"tooltip-link\"}' id=\"browser-notifications-tooltip-blocked\">\n",
       "    You have notifications blocked. <span class=\"masthead__unblock-text\">Unblock.</span>\n",
       "</div>\n",
       "<div class=\"masthead__bell-icon masthead__bell-icon--broken js-track-link\" data-context='{\"section\":\"header\",\"name\":\"broken-bell-icon\"}'>\n",
       "<svg height=\"100%\" role=\"img\" viewbox=\"0 0 49 57\" width=\"100%\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<title>You have notifications blocked</title>\n",
       "<path d=\"M2.8 11.4L6 8.3l42.9 42.9-3.1 3zM24.3 56.6a9.3 9.3 0 009-8.2h-3.8a5.5 5.5 0 01-5.1 4.4 5.6 5.6 0 01-5.4-4.4h-3.8c.6 4.6 4.4 8 9 8.2z\" fill=\"#fff\"></path>\n",
       "<path d=\"M6 18.9c-.8 2.1-1.2 4.3-1.2 6.6v10a3 3 0 01-3 3H0v10h35.5L6 18.9zM24 1c4 0 7.3 3 7.7 6.8 6.9 3 11.4 9.8 11.5 17.3v10.3a3 3 0 002.9 3H48v10h-6.3L8.1 14.8c2-3 5-5.5 8.3-7A7.7 7.7 0 0124.1 1zm0 3.8a4 4 0 00-3.2 1.8 19 19 0 016.6 0c-.8-1.1-2-1.8-3.3-1.8z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</div>\n",
       "</div>\n",
       "</div><!--/.masthead-->\n",
       "<nav class=\"nav-desktop js__nav-desktop\">\n",
       "<ul class=\"nav-desktop__list\">\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol nav-desktop__item--active js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"news\",\"pos\":1}' href=\"https://www.tmz.com/es/\">noticias</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"sports\",\"pos\":2}' href=\"https://www.tmz.com/sports/\">Sports</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"hip-hop\",\"pos\":3}' href=\"https://www.tmz.com/hip-hop/\">Hip Hop</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"watch\",\"pos\":4}' href=\"https://www.tmz.com/watch/\">Watch</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"photos\",\"pos\":5}' href=\"https://www.tmz.com/photos/\">Photos</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"tours\",\"pos\":6}' href=\"https://www.tmztour.com/\" rel=\"noopener\" target=\"_blank\">Tours</a></li>\n",
       "<li class=\"nav-desktop__item\"><a class=\"nav-desktop__link nav-desktop__link--espanol js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"shop\",\"pos\":7}' href=\"https://www.tmz.com/deals/\">Deals</a></li>\n",
       "<li class=\"nav-desktop__item nav-desktop__item--showtimes\" id=\"nav-showtimes\">\n",
       "<div class=\"nav-desktop-showtimes nav-desktop-showtimes--espanol\">\n",
       "<form id=\"showtimes-nav-root\"></form>\n",
       "</div>\n",
       "</li>\n",
       "</ul><!--/.nav-desktop__list-->\n",
       "</nav><!--/.nav-desktop-->\n",
       "</div><!--/.header__fixed-container-->\n",
       "</header><!--/.header-->\n",
       "</div><!--/.header-wrapper-->\n",
       "<div id=\"header-sticky-toggle-observed\"></div>\n",
       "<nav aria-hidden=\"true\" class=\"nav js__nav\" id=\"masthead-nav\">\n",
       "<div aria-label=\"Close\" class=\"nav__btn nav__btn--close js__btn--nav-toggle\" id=\"nav-close-btn\" role=\"button\">\n",
       "<svg height=\"21\" role=\"img\" viewbox=\"0 0 21 21\" width=\"21\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M10.5 7.6l7-7.1 3 3-7 7 7 7-3 3-7-7-7 7-3-3 7-7-7-7 3-3z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</div>\n",
       "<div aria-label=\"Search\" class=\"nav__btn nav__btn--search js__btn--search-toggle\" id=\"nav-search-open-btn\" role=\"button\">\n",
       "<svg height=\"21\" role=\"img\" viewbox=\"0 0 80 80\" width=\"21\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M80 69 61.8 51c3.3-5.1 5.2-11.2 5.2-17.8C67 14.9 52 0 33.5 0S0 14.9 0 33.3c0 18.3 15 33.3 33.5 33.3 6.3 0 12.1-1.7 17.1-4.7L69 80l11-11zM12.5 33.3c0-11.5 9.4-20.9 21-20.9s21 9.4 21 20.9c0 11.5-9.4 20.9-21 20.9s-21-9.4-21-20.9z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</div>\n",
       "<div class=\"nav__container\">\n",
       "<a class=\"nav__tip-btn js__btn--tip-toggle js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"tip\",\"pos\":1}' href=\"https://www.tmz.com/pages/tips/\">\n",
       "<strong>Got a tip?</strong>\n",
       "</a>\n",
       "<ul class=\"nav__list\">\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"news\",\"pos\":2}' href=\"https://www.tmz.com/es/\">noticias</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"sports\",\"pos\":3}' href=\"https://www.tmz.com/sports/\">Sports</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"hip-hop\",\"pos\":4}' href=\"https://www.tmz.com/hip-hop/\">Hip Hop</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"watch\",\"pos\":5}' href=\"https://www.tmz.com/watch/\">Watch</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"photos\",\"pos\":6}' href=\"https://www.tmz.com/photos/\">Photos</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"tour\",\"pos\":7}' href=\"https://www.tmztour.com/\" rel=\"noopener\" target=\"_blank\">Tours</a></li>\n",
       "<li class=\"nav__item\"><a class=\"nav__link js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"shop\",\"pos\":8}' href=\"https://www.tmz.com/deals/\">Deals</a></li>\n",
       "<li class=\"nav__item nav__item-locale\">\n",
       "<a aria-label=\"In English\" class=\"nav__link nav__link-locale nav__link-locale--en js-track-link\" data-context='{\"section\":\"nav\",\"name\":\"home\",\"pos\":8}' href=\"https://www.tmz.com/en/\">\n",
       "            In English\n",
       "          </a>\n",
       "</li>\n",
       "</ul>\n",
       "<div class=\"nav__card nav__card--shows\">\n",
       "<header class=\"nav__card-section-header nav__card-section-header--shows\">\n",
       "<h3 class=\"nav__card-section-title nav__card-section-title--shows\">\n",
       "          programas\n",
       "        </h3>\n",
       "</header>\n",
       "<div class=\"nav__card-item nav__card-item--shows\">\n",
       "<a class=\"nav__card-link nav__card-link--shows nav__card-link--shows--tmz ratio js-track-link\" data-context='{\"section\":\"nav-shows\",\"name\":\"tmz-on-tv\",\"pos\":1}' href=\"https://www.tmz.com/watch/tmz-on-tv/\">\n",
       "          TMZ\n",
       "        </a>\n",
       "</div>\n",
       "<div class=\"nav__card-item nav__card-item--shows\">\n",
       "<a class=\"nav__card-link nav__card-link--shows nav__card-link--shows--tmz-live ratio js-track-link\" data-context='{\"section\":\"nav-shows\",\"name\":\"tmz-live\",\"pos\":2}' href=\"https://www.tmz.com/watch/tmz-live/\">\n",
       "          TMZ Live\n",
       "        </a>\n",
       "</div>\n",
       "<div class=\"nav__card-item nav__card-item--shows\">\n",
       "<a class=\"nav__card-link nav__card-link--shows nav__card-link--shows--tmz-sports ratio js-track-link\" data-context='{\"section\":\"nav-shows\",\"name\":\"tmz-sports\",\"pos\":3}' href=\"https://www.tmz.com/watch/tmz-sports/\">\n",
       "          TMZ Sports\n",
       "        </a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"nav__card nav__card--app\">\n",
       "<header class=\"nav__card-section-header nav__card-section-header--app\">\n",
       "<h3 class=\"nav__card-section-title nav__card-section-title--app\">\n",
       "          descarga la app\n",
       "        </h3>\n",
       "</header>\n",
       "<div class=\"nav__card-item nav__card-item--app\">\n",
       "<a class=\"nav__card-link nav__card-link--app nav__card-link--app--app-store-es ratio js-track-link\" data-context='{\"section\":\"nav-app-stores\",\"name\":\"apple-app-store\",\"pos\":1}' href=\"https://apps.apple.com/app/apple-store/id299948601?pt=201436&amp;ct=Mobile%20Menu&amp;mt=8\">\n",
       "          App Store\n",
       "        </a>\n",
       "</div>\n",
       "<div class=\"nav__card-item nav__card-item--app\">\n",
       "<a class=\"nav__card-link nav__card-link--shows nav__card-link--app--google-play-es ratio js-track-link\" data-context='{\"section\":\"nav-app-stores\",\"name\":\"google-play-store\",\"pos\":2}' href=\"https://play.google.com/store/apps/details?id=com.rhythmnewmedia.tmz&amp;hl=en_US&amp;gl=US&amp;utm_source=Mobile%20Menu\">\n",
       "          Google Play\n",
       "        </a>\n",
       "</div>\n",
       "</div>\n",
       "<ul class=\"nav__list nav__list--secondary\">\n",
       "</ul>\n",
       "<footer class=\"nav__footer pb-8\">\n",
       "<ul class=\"nav__footer-list pb-0 mb-0\">\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js__btn--tip-toggle js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"contact\",\"pos\":1}' href=\"https://www.tmz.com/pages/contact-us/\">contacto</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"careers\",\"pos\":2}' href=\"https://www.linkedin.com/company/tmz/\" target=\"_blank\">carreras</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"privacy-policy\",\"pos\":3}' href=\"https://www.tmz.com/es/privacy\" rel=\"noopener\" target=\"_blank\">Política de Privacidad (Nuevo)</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"terms-of-use\",\"pos\":4}' href=\"https://www.tmz.com/es/terms\" rel=\"noopener\" target=\"_blank\">Términos de Uso (Nuevo)</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"ad-choices\",\"pos\":5}' href=\"https://www.tmz.com/es/privacy\" rel=\"noopener\" target=\"_blank\">elecciones de privacidad</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"do-not-sell\",\"pos\":6}' href=\"https://privacy.tmz.com/main/web/main?ketch_lang=es-419\" rel=\"noopener\" target=\"_blank\">Sus Opciones de Privacidad</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"sitemap-article-index\",\"pos\":7}' href=\"https://www.tmz.com/sitemaps/article/index\">Articles</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"sitemap-gallery-index\",\"pos\":8}' href=\"https://www.tmz.com/sitemaps/gallery/index\">Galleries</a>\n",
       "</li>\n",
       "<li class=\"nav__footer-item\">\n",
       "<a class=\"nav__footer-link js-track-link\" data-context='{\"section\":\"nav-footer\",\"name\":\"sitemap-watch-index\",\"pos\":9}' href=\"https://www.tmz.com/sitemaps/watch/index\">Videos</a>\n",
       "</li>\n",
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       "<h1 class=\"article__headline-title\">Josh Flagg explica si los allanamientos de Diddy afectarán los precios inmobiliarios de los vecinos</h1>\n",
       "<h2 class=\"article__header-title\">\n",
       "<span class=\"article__hf1 text-uppercase h3\">Redadas a las casas de Diddy</span>\n",
       "<span class=\"article__hf2 text-uppercase h1\">Siguen valiendo muchísimo...</span>\n",
       "<span class=\"article__hf3 text-none h2\">O eso dice Josh Flagg</span>\n",
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       "<time datetime=\"2024-04-07T07:50:14.000Z\">4/7/2024 12:50 AM PT</time>\n",
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       "<p>Las redadas en las casas de Diddy en Los Ángeles y Miami pueden haber sido noticia nacional, pero el magnate inmobiliario <a href=\"https://www.tmz.com/people/josh-flagg/\"><strong>Josh Flagg </strong></a>no está convencido de que todo ese drama legal vaya a afectar el valor de las propiedades.</p>\n",
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       "<p>Nos pusimos al día con la estrella de \"Million Dollar Listing Los Angeles\", quien dice que las residencias de Diddy todavía valen muchísimo, a pesar de estar vinculado a una investigación de tráfico sexual por parte de Seguridad Nacional.</p>\n",
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       "<p>Josh, un nativo de Los Ángeles, habla sobre la propiedad del fundador de Bad Boy Records en Holmby Hills, que Diddy adquirió en 2014 por 40 millones de dólares. El bróker destaca su céntrica ubicación en el barrio de las celebridades y de su buen estado, a pesar de que <a href=\"https://www.tmz.com/2024/03/26/un-video-muestra-la-casa-de-diddy-destrozada-tras-el-allanamiento-el-califica-el-caso-de-caza-de-brujas/\"><strong>los federales la destrozaron</strong></a> durante el allanamiento.</p>\n",
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       "</section><!--/#cb-82aa5c66086f5cbeb53f3f2c4a57f7b7-->\n",
       "<section class=\"canvas-block canvas-block-permalink canvas-text-block canvas-text-block-permalink canvas-text-block--default\" data-context='{\"section\":\"permalink\",\"name\":\"text_block\"}' id=\"cb-40830691a88a4d1b974dff2675aea83b\">\n",
       "<p>Él le dice a TMZ: \"Si se pone a la venta y se tasa correctamente, se venderá\".</p>\n",
       "</section><!--/#cb-40830691a88a4d1b974dff2675aea83b-->\n",
       "<section class=\"canvas-block canvas-block-permalink canvas-text-block canvas-text-block-permalink canvas-text-block--default\" data-context='{\"section\":\"permalink\",\"name\":\"text_block\"}' id=\"cb-fc9455dbd04cc8122860ff17316fc473\">\n",
       "<p>Aunque admite que la mansión de Los Ángeles probablemente no subirá de valor debido al \"estigma negativo\" que rodea a la finca. Sin embargo, como Josh nos dice, incluso las propiedades más \"contaminadas\" pueden encontrar un comprador, basta con echar un vistazo a la casa de Menéndez.</p>\n",
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       "<span class=\"media-video-swipe video-block__media-video-swipe\">3/25/24</span>\n",
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       "<span class=\"media-launch-text video-block__media-launch-text\">La calle completa es cerrada</span>\n",
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       "<span class=\"media-credit video-block__media-credit\">TMZ.com</span>\n",
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       "          var spinner = document.getElementById('video-player-d5819cfd-58c6-40ea-ac93-c3acc8b2925f-641000167-progress-spinner');\n",
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       "          spinner.classList.remove('below');\n",
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       "\n",
       "        window.TMZ.videos.observe(document.getElementById('jwplayer-video-player-d5819cfd-58c6-40ea-ac93-c3acc8b2925f-641000167'), {\n",
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       "</section><!--/#cb-8e0121d5f8761f2a482c2ebacd974407-->\n",
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       "<p>Por si no lo saben, la mansión de Beverly Hills donde<strong> Erik </strong>y <strong>Lyle Menéndez </strong>asesinaron a sus padres acaba de <a href=\"https://www.tmz.com/2024/03/22/menendez-brothers-murder-mansion-sells-17-million-conviction-anniversary/\"><strong>venderse por $17 millones</strong></a> en marzo.</p>\n",
       "</section><!--/#cb-e7aba56bdaaf882ada940e3611dd3843-->\n",
       "<section class=\"canvas-block canvas-block-permalink canvas-video-block canvas-video-block-permalink canvas-video-block--default\" id=\"cb-5a9ea01a43f7d5d3e1b5d9d1d5a184f7\">\n",
       "<div class=\"video-block\">\n",
       "<div class=\"ratio ratio-16x9\">\n",
       "<div class=\"ratio-item video-block__backdrop below\" id=\"video-player-4c81ac5f-5026-4274-9c75-232b2a6ee679-1945361826-progress-spinner\">\n",
       "<div class=\"spinner video-block__spinner\"></div>\n",
       "</div>\n",
       "<div class=\"ratio ratio-item video-block__image-holder\" id=\"video-player-4c81ac5f-5026-4274-9c75-232b2a6ee679-1945361826-image-holder\">\n",
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       "</button>\n",
       "<img class=\"img-fluid\" height=\"410\" loading=\"lazy\" src=\"https://imagez.tmz.com/image/36/16by9/2024/03/25/3620db7b80754393a8b65f28d73cc948_md.jpg\" width=\"728\"/>\n",
       "<span class=\"media-video-swipe video-block__media-video-swipe\">3/25/24</span>\n",
       "</div>\n",
       "<div class=\"ratio-item ratio-item--jwplayer invisible\">\n",
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       "</div>\n",
       "</div>\n",
       "</div>\n",
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       "<span class=\"media-launch-text video-block__media-launch-text\">Entrando a la mansión</span>\n",
       "</footer>\n",
       "<span class=\"media-credit video-block__media-credit\">Fox 11</span>\n",
       "</div>\n",
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       "<p>¿Cómo afectará todo este drama legal a los vecinos de Diddy? Josh está igual de convencido de que la atención no perjudicará los precios de los bienes raíces en el largo plazo.</p>\n",
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       "<p>Esta es una buena noticia para<a href=\"https://www.tmz.com/people/kylie-jenner/\"><strong> Kylie Jenner</strong></a>, quien puso a la venta su propiedad de Holmby Hills antes de que se <a href=\"https://www.tmz.com/2024/03/25/las-fuerzas-de-seguridad-federales-registran-las-casas-de-diddy-en-los-angeles-y-miami/\"><strong>produjeran las redadas de Diddy.</strong></a></p>\n",
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       "<span class=\"media-video-swipe video-block__media-video-swipe\">4/2/24</span>\n",
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       "                'https://www.tmz.com/watch/2024-04-02-040224-diddy-raid-1804536-716/',\n",
       "                null,\n",
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       "                null,\n",
       "                {\n",
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       "<p>Ahora, Josh da un solo consejo de bienes raíces: evitar cualquier mención a la investigación de tráfico sexual en los materiales de marketing.</p>\n",
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       "              </a>\n",
       "</ul>\n",
       "</section><!--/.tag-cloud-->\n",
       "</article>\n",
       "<!-- start: promotion-slot desktop-espanol-permalink-es -->\n",
       "<!-- start: tmz:code-widget:35e71e3b-b339-4b66-9400-30bbf35ffd27 -->\n",
       "<div class=\"curator-widget curator-widget-permalink curator-code-widget curator-code-widget-permalink\" data-widget-ref=\"tmz:code-widget:35e71e3b-b339-4b66-9400-30bbf35ffd27\" id=\"widget-35e71e3b-b339-4b66-9400-30bbf35ffd27\">\n",
       "<script>\n",
       "    wbq.push(function gdprConnatix() {\n",
       "         var response = 'unknown';\n",
       "       \n",
       "         function accept() {\n",
       "           if (response === 'accepted') {\n",
       "             // idempotency ftw\n",
       "             return;\n",
       "           }\n",
       "    \n",
       "          (function () {\n",
       "            if (typeof window.cnxps !== 'undefined') {\n",
       "              return;\n",
       "            }\n",
       "            window.cnxps = {};\n",
       "            window.cnxps.cmd = [];\n",
       "\n",
       "            !function (n) {\n",
       "              var t = n.createElement('iframe');\n",
       "              t.src = 'javascript:false';\n",
       "              t.display = 'none';\n",
       "              t.onload = function () {\n",
       "                var n = t.contentWindow.document;\n",
       "                var c = n.createElement('script');\n",
       "                c.src = '//cd.connatix.com/connatix.playspace.js';\n",
       "                c.setAttribute('async', '1');\n",
       "                c.setAttribute('type', 'text/javascript');\n",
       "                n.body.appendChild(c);\n",
       "              };\n",
       "              n.head.appendChild(t);\n",
       "            }(document);\n",
       "          })();\n",
       "\n",
       "          (function () {\n",
       "            if (typeof window.cnx !== 'undefined') {\n",
       "              return;\n",
       "            }\n",
       "            window.cnx = {};\n",
       "            window.cnx.cmd = [];\n",
       "\n",
       "            !function (n) {\n",
       "              var t = n.createElement('iframe');\n",
       "              t.src = 'javascript:false';\n",
       "              t.display = 'none';\n",
       "              t.onload = function () {\n",
       "                var n = t.contentWindow.document;\n",
       "                var c = n.createElement('script');\n",
       "                c.src = '//cd.connatix.com/connatix.player.js?cid=4365136b-b376-11e9-b4d2-06948452ae1a';\n",
       "                c.setAttribute('async', '1');\n",
       "                c.setAttribute('type', 'text/javascript');\n",
       "                n.body.appendChild(c);\n",
       "              };\n",
       "              n.head.appendChild(t);\n",
       "            }(document);\n",
       "          })();\n",
       "           \n",
       "           response = 'accepted';\n",
       "         }\n",
       "       \n",
       "         function reject() {\n",
       "           if (response === 'rejected') {\n",
       "             return;\n",
       "           }\n",
       "           response = 'rejected';\n",
       "         }\n",
       "       \n",
       "         watchConsent(function(canUse) {\n",
       "           canUse('connatix') ? accept() : reject();\n",
       "         });\n",
       "    });\n",
       "</script>\n",
       "</div>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:code-widget:1-0-0\",\"_id\":\"35e71e3b-b339-4b66-9400-30bbf35ffd27\",\"status\":\"published\",\"etag\":\"af7ff8be742811e2fd9e64402cf845d9\",\"created_at\":\"1627578106782791\",\"updated_at\":\"1711567418407133\",\"title\":\"code :: connatix\",\"show_border\":false,\"show_header\":false,\"code\":\"<script>\\n    wbq.push(function gdprConnatix() {\\n         var response = 'unknown';\\n       \\n         function accept() {\\n           if (response === 'accepted') {\\n             \\/\\/ idempotency ftw\\n             return;\\n           }\\n    \\n          (function () {\\n            if (typeof window.cnxps !== 'undefined') {\\n              return;\\n            }\\n            window.cnxps = {};\\n            window.cnxps.cmd = [];\\n\\n            !function (n) {\\n              var t = n.createElement('iframe');\\n              t.src = 'javascript:false';\\n              t.display = 'none';\\n              t.onload = function () {\\n                var n = t.contentWindow.document;\\n                var c = n.createElement('script');\\n                c.src = '\\/\\/cd.connatix.com\\/connatix.playspace.js';\\n                c.setAttribute('async', '1');\\n                c.setAttribute('type', 'text\\/javascript');\\n                n.body.appendChild(c);\\n              };\\n              n.head.appendChild(t);\\n            }(document);\\n          })();\\n\\n          (function () {\\n            if (typeof window.cnx !== 'undefined') {\\n              return;\\n            }\\n            window.cnx = {};\\n            window.cnx.cmd = [];\\n\\n            !function (n) {\\n              var t = n.createElement('iframe');\\n              t.src = 'javascript:false';\\n              t.display = 'none';\\n              t.onload = function () {\\n                var n = t.contentWindow.document;\\n                var c = n.createElement('script');\\n                c.src = '\\/\\/cd.connatix.com\\/connatix.player.js?cid=4365136b-b376-11e9-b4d2-06948452ae1a';\\n                c.setAttribute('async', '1');\\n                c.setAttribute('type', 'text\\/javascript');\\n                n.body.appendChild(c);\\n              };\\n              n.head.appendChild(t);\\n            }(document);\\n          })();\\n           \\n           response = 'accepted';\\n         }\\n       \\n         function reject() {\\n           if (response === 'rejected') {\\n             return;\\n           }\\n           response = 'rejected';\\n         }\\n       \\n         watchConsent(function(canUse) {\\n           canUse('connatix') ? accept() : reject();\\n         });\\n    });\\n<\\/script>\"},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":360,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-es\",\"section\":\"permalink\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:code-widget:35e71e3b-b339-4b66-9400-30bbf35ffd27 -->\n",
       "<!-- start: tmz:ad-widget:48e0d17a-fa27-42fb-8563-d37b01c3c0aa -->\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = '48e0d17a-fa27-42fb-8563-d37b01c3c0aa';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-permalink-content1',\n",
       "    '',\n",
       "    'leaderboard_flex',\n",
       "    {\"tile\":\"permalink-content1\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-permalink-content1');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-permalink-content1');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"48e0d17a-fa27-42fb-8563-d37b01c3c0aa\",\"status\":\"published\",\"etag\":\"59274b7a6a550b244d0472b01d05be72\",\"created_at\":\"1566589488559414\",\"updated_at\":\"1608325333141193\",\"title\":\"ad :: desktop :: news :: permalink-content1\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard_flex\",\"dfp_cust_params\":{\"tile\":\"permalink-content1\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":360,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-es\",\"section\":\"permalink\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:48e0d17a-fa27-42fb-8563-d37b01c3c0aa -->\n",
       "<!-- start: tmz:ad-widget:f5e62ab6-c173-4c43-a9db-0f85c4098384 -->\n",
       "<div id=\"ad-permalink1\" style=\"min-height: 0 !important; margin-bottom: 0 !important; padding: 0 !important;\"></div>\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {\"do_not_write_div\":\"true\"};\n",
       "  config.widgetId = 'f5e62ab6-c173-4c43-a9db-0f85c4098384';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-permalink1',\n",
       "    '',\n",
       "    'leaderboard',\n",
       "    {\"tile\":\"permalink1\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-permalink1');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-permalink1');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"f5e62ab6-c173-4c43-a9db-0f85c4098384\",\"status\":\"published\",\"etag\":\"782222b1ade29b6fc353ba83b73aa390\",\"created_at\":\"1561415641635261\",\"updated_at\":\"1628872616960756\",\"title\":\"ad :: desktop :: news :: permalink1\",\"pre_render_code\":\"<div id=\\\"ad-permalink1\\\" style=\\\"min-height: 0 !important; margin-bottom: 0 !important; padding: 0 !important;\\\"><\\/div>\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard\",\"dfp_cust_params\":{\"tile\":\"permalink1\"},\"tags\":{\"do_not_write_div\":\"true\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":360,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-es\",\"section\":\"permalink\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:f5e62ab6-c173-4c43-a9db-0f85c4098384 -->\n",
       "<!-- start: tmz:ad-widget:a544d0a0-be3a-45e1-aeab-f402eafac6cd -->\n",
       "<div class=\"ad-container ad-size-leaderboard-flex\" id=\"ad-permalink2\" style=\"min-height: 70px;\"></div>\n",
       "<script>\n",
       "wbq.push(function renderAdWidget() {\n",
       "  var config = {};\n",
       "  config.widgetId = 'a544d0a0-be3a-45e1-aeab-f402eafac6cd';\n",
       "  window.TMZ.defineAdSlot(\n",
       "    'ad-permalink2',\n",
       "    '',\n",
       "    'leaderboard_flex',\n",
       "    {\"tile\":\"permalink2\"},\n",
       "    config\n",
       "  );\n",
       "  window.TMZ.utils.adViewability.observe('ad-permalink2');\n",
       "  if (config.has_close_button === 'true') {\n",
       "    window.TMZ.utils.addAdCloseButton('ad-permalink2');\n",
       "  }\n",
       "});\n",
       "</script>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:ad-widget:1-0-0\",\"_id\":\"a544d0a0-be3a-45e1-aeab-f402eafac6cd\",\"status\":\"published\",\"etag\":\"fbac429c81850fc353a13756aed764df\",\"created_at\":\"1557778053191139\",\"updated_at\":\"1705613172414999\",\"title\":\"ad :: desktop :: news :: permalink2\",\"show_border\":false,\"show_header\":true,\"ad_size\":\"leaderboard_flex\",\"dfp_cust_params\":{\"tile\":\"permalink2\"}},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":360,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-es\",\"section\":\"permalink\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:ad-widget:a544d0a0-be3a-45e1-aeab-f402eafac6cd -->\n",
       "<!-- start: tmz:code-widget:42ffb615-fbe5-4d34-97a7-df9e2fe77753 -->\n",
       "<div class=\"curator-widget curator-widget-permalink curator-code-widget curator-code-widget-permalink\" data-widget-ref=\"tmz:code-widget:42ffb615-fbe5-4d34-97a7-df9e2fe77753\" id=\"widget-42ffb615-fbe5-4d34-97a7-df9e2fe77753\">\n",
       "<div id=\"outbrain-permalink\"></div>\n",
       "<script>\n",
       "  window.wbq = window.wbq || [];\n",
       "  window.wbq.push(function loadOutbrainSmartfeed(app = window.TMZ) {\n",
       "    const outbrainDiv = document.getElementById('outbrain-permalink');\n",
       "\n",
       "    const page = app.select(app.selectors.getPage);\n",
       "    if (!page?.url) {\n",
       "      outbrainDiv.parentNode.removeChild(outbrainDiv);\n",
       "      return;\n",
       "    }\n",
       "\n",
       "    if (window.DEVICE_VIEW === 'smartphone') {\n",
       "      outbrainDiv.style.backgroundColor = 'white';\n",
       "      outbrainDiv.style.display = 'flex';\n",
       "    }\n",
       "\n",
       "    const smartfeedDiv = document.createElement('div');\n",
       "    smartfeedDiv.setAttribute('data-widget-id', 'AR_1');\n",
       "    smartfeedDiv.setAttribute('data-src', page.url);\n",
       "    smartfeedDiv.className = 'OUTBRAIN';\n",
       "\n",
       "    const script = document.createElement('script');\n",
       "    script.type = 'text/javascript';\n",
       "    script.setAttribute('async', 'async');\n",
       "    script.src = 'https://widgets.outbrain.com/outbrain.js';\n",
       "\n",
       "    outbrainDiv.appendChild(smartfeedDiv);\n",
       "    outbrainDiv.appendChild(script);\n",
       "  });\n",
       "</script>\n",
       "</div>\n",
       "<script>\n",
       "// app_version=3.21.4, device_view=desktop, viewer_country=US, ajax=false\n",
       "// benchmark=92ms, etag=df37ab796266c2aaa1235aa978152038, timestamp=1723143851, timestamp_iso=2024-08-08T19:04:11.974138Z\n",
       "wbq.push(function loadWidget() {\n",
       "  window.TMZ.dispatch(window.TMZ.actions.loadWidget(\n",
       "    {\"_schema\":\"pbj:tmz:curator:node:code-widget:1-0-0\",\"_id\":\"42ffb615-fbe5-4d34-97a7-df9e2fe77753\",\"status\":\"published\",\"etag\":\"bc2d63952aac49703e30ec6efe852847\",\"created_at\":\"1708554025724236\",\"updated_at\":\"1708554051601330\",\"title\":\"code :: permalink :: outbrain smartfeed\",\"show_border\":false,\"show_header\":false,\"code\":\"<div id=\\\"outbrain-permalink\\\"><\\/div>\\n<script>\\n  window.wbq = window.wbq || [];\\n  window.wbq.push(function loadOutbrainSmartfeed(app = window.TMZ) {\\n    const outbrainDiv = document.getElementById('outbrain-permalink');\\n\\n    const page = app.select(app.selectors.getPage);\\n    if (!page?.url) {\\n      outbrainDiv.parentNode.removeChild(outbrainDiv);\\n      return;\\n    }\\n\\n    if (window.DEVICE_VIEW === 'smartphone') {\\n      outbrainDiv.style.backgroundColor = 'white';\\n      outbrainDiv.style.display = 'flex';\\n    }\\n\\n    const smartfeedDiv = document.createElement('div');\\n    smartfeedDiv.setAttribute('data-widget-id', 'AR_1');\\n    smartfeedDiv.setAttribute('data-src', page.url);\\n    smartfeedDiv.className = 'OUTBRAIN';\\n\\n    const script = document.createElement('script');\\n    script.type = 'text\\/javascript';\\n    script.setAttribute('async', 'async');\\n    script.src = 'https:\\/\\/widgets.outbrain.com\\/outbrain.js';\\n\\n    outbrainDiv.appendChild(smartfeedDiv);\\n    outbrainDiv.appendChild(script);\\n  });\\n<\\/script>\"},\n",
       "    {\"_schema\":\"pbj:triniti:common::render-context:1-0-1\",\"cache_enabled\":true,\"cache_expiry\":360,\"platform\":\"web\",\"device_view\":\"desktop\",\"viewer_country\":\"US\",\"promotion_slot\":\"desktop-espanol-permalink-es\",\"section\":\"permalink\",\"booleans\":{\"is_staff\":false}},\n",
       "    null,\n",
       "    []\n",
       "  ));\n",
       "});\n",
       "</script>\n",
       "<!-- end: tmz:code-widget:42ffb615-fbe5-4d34-97a7-df9e2fe77753 -->\n",
       "<!-- end: promotion-slot desktop-espanol-permalink-es -->\n",
       "</main>\n",
       "<div aria-hidden=\"true\" class=\"search-screen js__search-screen\" id=\"search-screen\">\n",
       "<div class=\"search-screen__header\">\n",
       "<button aria-label=\"Close\" class=\"search-screen__btn search-screen__btn--close js__btn--search-toggle\" id=\"search-screen-close-btn\" type=\"button\">\n",
       "<svg height=\"21\" role=\"img\" viewbox=\"0 0 21 21\" width=\"21\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M10.5 7.6l7-7.1 3 3-7 7 7 7-3 3-7-7-7 7-3-3 7-7-7-7 3-3z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</button>\n",
       "<form action=\"/search/\" class=\"search-screen__form\" id=\"search-form\" method=\"get\">\n",
       "<div class=\"search-screen__input__container\">\n",
       "<label>\n",
       "<span class=\"visually-hidden\">Search</span>\n",
       "<input autocomplete=\"off\" class=\"search-screen__input\" name=\"q\" placeholder=\"Search TMZ\" type=\"text\"/>\n",
       "</label>\n",
       "</div>\n",
       "<button aria-label=\"Search\" class=\"search-screen__submit\" type=\"submit\">\n",
       "<svg height=\"26\" role=\"img\" viewbox=\"0 0 24 24\" width=\"26\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<path d=\"M24.001 20.663l-5.64-4.538c1.227-2.216 1.629-4.917.93-7.624l-.014-.053C17.851 2.92 12.714-.118 7.327 1.382 2.003 2.863-1.065 8.307.344 13.775l.014.053c1.426 5.529 6.563 8.566 11.95 7.066a9.935 9.935 0 0 0 3.82-2.03l5.764 4.637 2.11-2.838zM3.908 12.727c-.942-3.649.873-7.103 4.219-8.034 3.376-.939 6.638 1.125 7.585 4.803l.015.054c.94 3.648-.874 7.102-4.22 8.033-3.376.94-6.638-1.126-7.585-4.804l-.014-.052z\" fill=\"#fff\"></path>\n",
       "</svg>\n",
       "</button>\n",
       "</form>\n",
       "</div>\n",
       "</div>\n",
       "<script>\n",
       "wbq.push(function manageSearchScreen() {\n",
       "  var $search = $('.js__search-screen');\n",
       "  var $searchCloseBtn = $('#search-screen-close-btn');\n",
       "  var $searchToggleBtn = $('.js__btn--search-toggle');\n",
       "  var $mastheadSearchOpenBtn = $('#masthead-search-open-btn');\n",
       "  var $nav = $('.js__nav');\n",
       "\n",
       "  function lockSearchFocus() {\n",
       "    $searchCloseBtn.focus();\n",
       "    document.addEventListener('focusin', focusSearchCloseBtn);\n",
       "  }\n",
       "\n",
       "  function focusSearchCloseBtn(event) {\n",
       "    if (!$.contains(document.getElementById('search-screen'), event.target)) {\n",
       "      $searchCloseBtn.focus();\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function unlockSearchFocus() {\n",
       "    document.removeEventListener('focusin', focusSearchCloseBtn);\n",
       "    $mastheadSearchOpenBtn.focus();\n",
       "  }\n",
       "\n",
       "  // close X used to dismiss mobile search overlay\n",
       "  $searchToggleBtn.click(function (event) {\n",
       "    // Toggle search screen visibility\n",
       "    $search.toggleClass('search-screen--is-open');\n",
       "\n",
       "    if ($search.hasClass('search-screen--is-open')) {\n",
       "      if (window.DEVICE_VIEW === 'desktop') {\n",
       "        lockSearchFocus();\n",
       "      }\n",
       "      window.TMZ.utils.setAccessibilityFocusTrap('search-screen');\n",
       "      $search.css('visibility', 'visible');\n",
       "      setTimeout(function() {\n",
       "        $nav.css('visibility', 'hidden');\n",
       "      }, 300);\n",
       "    } else {\n",
       "      window.TMZ.utils.removeAccessibilityFocusTrap();\n",
       "      if (window.DEVICE_VIEW === 'desktop') {\n",
       "        unlockSearchFocus();\n",
       "        $mastheadSearchOpenBtn.focus();\n",
       "      }\n",
       "      setTimeout(function() {\n",
       "        $search.css('visibility', 'hidden');\n",
       "      }, 300);\n",
       "    }\n",
       "\n",
       "    // Hide nav\n",
       "    if ($nav.hasClass('nav--is-open')) {\n",
       "      setTimeout(function () {\n",
       "        $nav.removeClass('nav--is-open');\n",
       "      }, 300);\n",
       "    }\n",
       "    event.preventDefault();\n",
       "  });\n",
       "});\n",
       "</script>\n",
       "<!--/.search-screen-->\n",
       "<aside class=\"sidebar\" id=\"sidebar\">\n",
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      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hunting for Meaning in the Soup\n",
    "The neat part of BeautifulSoup is that we can search for specific tags in the HTML. In this case, we're hunting for `<p>` tags, which will contain the actual article text. Within the article text, if someone is an important celebrity or if they refer to another article, TMZ will link to the relevant TMZ page using a `<a>` tag. Let's hunt for these links: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<a href=\"https://www.tmz.com/people/josh-flagg/\"><strong>Josh Flagg </strong></a>]\n",
      "[]\n",
      "[<a href=\"https://www.tmz.com/2024/03/26/un-video-muestra-la-casa-de-diddy-destrozada-tras-el-allanamiento-el-califica-el-caso-de-caza-de-brujas/\"><strong>los federales la destrozaron</strong></a>]\n",
      "[]\n",
      "[]\n",
      "[<a href=\"https://www.tmz.com/2024/03/22/menendez-brothers-murder-mansion-sells-17-million-conviction-anniversary/\"><strong>venderse por $17 millones</strong></a>]\n",
      "[]\n",
      "[<a href=\"https://www.tmz.com/people/kylie-jenner/\"><strong> Kylie Jenner</strong></a>, <a href=\"https://www.tmz.com/2024/03/25/las-fuerzas-de-seguridad-federales-registran-las-casas-de-diddy-en-los-angeles-y-miami/\"><strong>produjeran las redadas de Diddy.</strong></a>]\n",
      "[]\n",
      "[<a class=\"js-track-link\" data-context='{\"section\":\"footer-subscribe\",\"name\":\"privacy-policy\"}' href=\"https://www.tmz.com/es/privacy\" rel=\"noopener noreferrer\" target=\"_blank\">política de privacidad</a>, <a class=\"js-track-link\" data-context='{\"section\":\"footer-subscribe\",\"name\":\"privacy-policy\"}' href=\"https://www.tmz.com/es/terms\" rel=\"noopener noreferrer\" target=\"_blank\">términos de uso</a>]\n"
     ]
    }
   ],
   "source": [
    "for text_line in soup.find_all('p'):\n",
    "    a_tags = text_line.find_all('a')\n",
    "    print(a_tags)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's say we just want the pages that correspond to people. These pages' URLs have the pattern `https://www.tmz.com/people/NAME`. We can use this pattern to filter out other pages, then use string manipulation to grab just the person's name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "people_in_article = []\n",
    "for text_line in soup.find_all('p'):\n",
    "    a_tags = text_line.find_all('a')\n",
    "    for tag in a_tags:\n",
    "        href = tag.get('href')\n",
    "        if 'https://www.tmz.com/people/' in href:\n",
    "            people_in_article.append(href.split('/')[-2])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['josh-flagg', 'kylie-jenner']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people_in_article"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Minor Wrinkle\n",
    "The full list of URLs contains about 20 URLs that I have edited and made invalid. We're going to practice dealing with these invalid URLs as we develop functionality to scrape TMZ articles and get a list of the people who appear in every article coming from a **valid** URL. Without further ado...\n",
    "\n",
    "### Handling Errors\n",
    "Sometimes, when you're scraping websites, a URL might not point to a valid web page, or something else unexpected might happen (the website might be down, for example). We don't want our code to give up entirely when it encounters one error, so we use *exception handling* techniques. The most common structure for handling exceptions in Python is the try/except block. Here's how it looks in its most basic form (as I recommend it):\n",
    "```\n",
    "try:\n",
    "    do_something_that_might_fail()\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "    do_something_else_to_record_the_failure()\n",
    "```\n",
    "What we're doing here is the following. First, we attempt the instructions that are wrapped in the `try` block. If it raises an exception, which is any sort of error that breaks the code (maybe the website doesn't resolve, or you're trying to choose the 5th element of an empty list, or you're trying to add a string to a `None`...you get the idea), then this code will print the error and then follow a new set of instructions. \n",
    "\n",
    "We can build in multiple exceptions in a single try/except setup. Let's say we're worried about getting blank text from our web request *and* some other error with BeautifulSoup if we get some text back that isn't valid HTML. \n",
    "```\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "try:\n",
    "    txt = requests.get(url).text\n",
    "    soup = BeautifulSoup(txt)\n",
    "except requests.ConnectionError as e:\n",
    "    print('connection error')\n",
    "    print(e)\n",
    "except Exception as e:\n",
    "    print('other error')\n",
    "    print(e)\n",
    "    \n",
    "```\n",
    "\n",
    "### Logging Errors\n",
    "Print statements are all well and good, but sometimes we want to log things a little more permanently. Enter the [`logging`](https://docs.python.org/3/library/logging.html) package. At a basic level, this lets you specify a file that you write all your log messages to (rather than printing them out to the terminal). The different levels of logging indicate what urgency a message should have in order to make it into your log file. The levels of urgency are (in increasing order) `[debug, info, warning, error]`. \n",
    "```\n",
    "import logging\n",
    "\n",
    "logger = logging.getLogger(__name__)\n",
    "\n",
    "logging.basicConfig(filename='my_log.log', encoding='utf-8', level=logging.DEBUG)\n",
    "\n",
    "logging.debug('is this thing on?')\n",
    "logging.info('yep, i think it's on')\n",
    "```\n",
    "\n",
    "When you handle exceptions, this presents a great opportunity to write to a log and keep track of bad URLs or other errors. Then you can go back and figure out if there are any patterns you need to be concerned about."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Being Considerate While Scraping\n",
    "In order to be considerate scrapers, we do our best to not overload the website. This means we wait for 5 or so seconds, if not longer, between requests. We also don't scrape too much data; to start, I'll ask you to scrape 30 articles randomly chosen from our list of 330 URLs.  \n",
    "\n",
    "### Python Scripts\n",
    "Let's put this all together to make a script. A `.py` file is a Python script that can be used to execute a task. You can also write `.py` files that contain functions, and then you can import those functions from your script into **another** script or an ipython notebook. We run scripts like this: \n",
    "\n",
    "`python my_script.py`. \n",
    "\n",
    "You can think of running a script as being like executing a cell in a Jupyter notebook, except you run it in the terminal. Scripts are superior to ipython notebooks when you want to run code a lot of times or want to build a testable, reusable package. They are good for more permanent applications or when you have a lot of functions that you want to import elsewhere. \n",
    "\n",
    "The script we'll write should have logging functionality as well as a function that takes in an article URL and returns a list of the people whose pages were linked in the article (if the URL is valid). If the URL is not valid, it should complain about it in the log file. It will iterate through a random sample of URLs from our list of URLs, getting the list of people in each article (or complaining if the URL is invalid), and then it will save the data we generated. \n",
    "\n",
    "\n",
    "### Saving data\n",
    "We'll save the list as a `pickle` file:\n",
    "```\n",
    "import pickle\n",
    "f = some_object\n",
    "pickle.dump(f, open('name_of_variable.pkl', 'wb'))\n",
    "```\n",
    "`pickle` is a Python package that is useful for saving and loading objects. It turns Python objects into files  that you can later load into the same object. Please don't use it for data that you're sharing widely with others, intend to persist for years, or for very large data; in all of these cases, things can go wrong and make your life difficult. Better formats are databases, `.csv` or `.tsv` files, or specific, more standardized formats like `.gexf` or `.gml` for networks.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "mystnb": {
     "remove_code_outputs": true
    }
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-1b4bad2bc9e1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     26\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0murl\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m     \u001b[0mlists_of_people\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mget_people_in_article\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m     \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlists_of_people\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'lists_of_people.pkl'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'wb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Your Turn!\n",
    "import logging\n",
    "import time\n",
    "import random\n",
    "import csv\n",
    "\n",
    "logger = logging.getLogger(__name__)\n",
    "logging.basicConfig(filename='kardashian_problems.log', encoding='utf-8', level=logging.DEBUG)\n",
    "\n",
    "with open('data/kardashian_jenner_urls_jan_1_2024_to_july_31_2024_mediacloud.csv', 'r') as f:\n",
    "    reader = csv.reader(f, delimiter=',')\n",
    "    urls = [line[-1] for line in reader][1:]\n",
    "    \n",
    "def get_people_in_article(url):\n",
    "    \"\"\"\n",
    "    Given a URL (string) of a TMZ article, \n",
    "    return a list of the names of the people (as strings) whose TMZ pages are linked in the article. \n",
    "    You can handle invalid URLs within this function or in the for loop below, \n",
    "    but make sure you're handling them!\n",
    "    \"\"\"\n",
    "    logging.debug('is this thing on?')\n",
    "    \n",
    "    pass\n",
    "\n",
    "lists_of_people = []\n",
    "for url in random.sample(urls, 30):\n",
    "    lists_of_people.append(get_people_in_article(url))\n",
    "    time.sleep(7)\n",
    "    \n",
    "pickle.dump(lists_of_people, open('lists_of_people.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have saved your `.py` script somewhere on Discovery, we can move on to practicing opening and closing a `screen` session.\n",
    "\n",
    "## Sidebar: Linux Screen\n",
    "You may have run into problems where you are trying to run some code, but it takes a while to run. You want to leave your computer and go do other things, or your computer shuts down in the middle of the night while your code is running. Enter [`screen`](https://linuxhandbook.com/screen-command/). `screen` is a program that's on most Linux/Mac machines. It allows you to open up a new terminal window within `screen`, start running your code, and then close the terminal window *with the code still running*. You can log out of the server you're on, go about your day, and open up the `screen` session again to see how your code is doing. \n",
    "\n",
    "### Using `screen`\n",
    "You open a screen using the command `screen -R SCREEN_NAME`. Name your screen something useful that you'll remember later; if you have multiple sessions going at once, you'll want to know which session is doing which task. Once in the screen session, you can treat it as a normal terminal session. Let's start running our Python script within the screen session, then detach from the screen. To detach from a screen session, we type CTRL-A and then d (for \"detach\"). \n",
    "\n",
    "Now let's list our active screen sessions using `screen -list`. Your screen session should pop up here! To resume your screen session, you can type `screen -R SCREEN_NAME` -- the `-R` stands for \"resume.\" If you want to kill (end) a screen session, you can type CTRL-A and then k (for \"kill\"). Don't do this yet - we're still waiting for our code to run! \n",
    "\n",
    "While we wait for our code to run, let's switch back to our notebook and practice constructing a network from the data we already have."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constructing a Network from Scraped Data\n",
    "Next, we're going to construct a network from our scraped data. How? We're going to put a link between people who are mentioned in the same article. First, we'll build an unweighted network. We'll need to create a blank `networkx` `Graph` object and iterate over each list of people. For each list of people, we'll need to make sure that we get rid of duplicate mentions and then link everyone who is mentioned in the same article (no self links please!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "\n",
    "unweighted_g = nx.Graph()\n",
    "\n",
    "# Your turn: build a graph that links people mentioned in the same article!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What can we do with our network?\n",
    "Let's think about what we can learn from our network. One way to figure out who the important players in a particular network is called *k-core decomposition*. In plain terms, obtaining the [*k-core*](https://www.baeldung.com/cs/graph-k-core) of a graph for a particular value of *k* means we look at all the nodes in our network. If their degree is greater than or equal to *k*, we keep them. Otherwise, we remove them. \n",
    "\n",
    "### K-core Decomposition\n",
    "\n",
    "The $k$-core is a maximal set of nodes such that its induced subgraph only contains vertices with degree larger than or equal to $k$. For directed graphs, the degree is assumed to be the total (in + out) degree. The algorithm accepts graphs with parallel edges and self loops, in which case these edges contribute to the degree in the usual fashion. This algorithm is described in [1,2,3] and runs in $O(V+E)$ time.\n",
    "\n",
    "(Description from: https://graph-tool.skewed.de/static/doc/autosummary/graph_tool.topology.kcore_decomposition.html.)\n",
    "\n",
    "The abstract of the original paper introducing k-cores puts it nicely:\n",
    "\n",
    "    Social network researchers have long sought measures of network cohesion. Density has often been used for this purpose, despite its generally admitted deficiencies. An approach to network cohesion is proposed that is based on minimum degree and which produces a sequence of subgraphs of gradually increasing cohesion. The approach also associates with any network measures of local density which promise to be useful both in characterizing network structures and in comparing networks.\n",
    "\n",
    "Below is a helpful graphic, from [3].\n",
    "\n",
    "![](images/kcore_example.png)\n",
    "\n",
    "[1] Seidman, S. B. (1983). Network structure and minimum degree. *Social Networks*, 5(3), 269-287. https://doi.org/10.1016/0378-8733(83)90028-X\n",
    "\n",
    "[2] Batagelj, V., Zaveršnik, M. Fast algorithms for determining (generalized) core groups in social networks. Adv Data Anal Classif 5, 129–145 (2011). https://doi.org/10.1007/s11634-010-0079-y.\n",
    "\n",
    "[3] Malliaros, F.D., Giatsidis, C., Papadopoulos, A.N. et al. The core decomposition of networks: theory, algorithms and applications. *The VLDB Journal* 29, 61–92 (2020). https://doi.org/10.1007/s00778-019-00587-4\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___________\n",
    "### Interactive Moment\n",
    "What do you think the k-core of the TMZ mention network made of articles about the Kardashian/Jenner family will tell us about the Kardashain/Jenner family?\n",
    "\n",
    "### K-core size\n",
    "First, let's plot the size of the k-core of this network as *k* increases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "mystnb": {
     "remove_code_outputs": true
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "n_in_k_core = []\n",
    "for k in range(1, 10):\n",
    "    n_in_k_core.append(len(nx.k_core(unweighted_g, k)))\n",
    "plt.plot([k for k in range(1, 10)], n_in_k_core)\n",
    "plt.xlabel('Value of k')\n",
    "plt.ylabel('Number of individuals in k-core')\n",
    "plt.title('K-core size of Kardashian/Jenner TMZ Mention Network')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fun Activity\n",
    "How would you answer these questions, using your TMZ mention network and k-core decomposition?\n",
    "* Who is most important to the Kardashian/Jenner family? \n",
    "* Who is least important? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your Turn!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Another Fun Activity\n",
    "Try to figure out the following exercises:\n",
    "* Can you figure out who are the highest-degree nodes in your network? Are there any that are surprising?\n",
    "* Compare your results with the results from the scraping run you did in your `screen` session. What's similar? What's different?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your Turn!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Weighted k-core decomposition\n",
    "The networks we just created and ran k-core decomposition algorithms on were unweighted, as is typical for k-core decomposition. We're going to construct a weighted graph and then use the weighted k-core definition from [this paper](http://www.graphdegeneracy.org/k-cores.pdf) to run a weighted k-core decomposition. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's write a function that takes a list of article URLs as input and constructs a *weighted* graph. Each edge between nodes $(i, j)$ should be weighted according to the number of times $i$ and $j$ appeared together in the same article."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your Turn!\n",
    "def make_weighted_graph_from_urls(url_list):\n",
    "    \"\"\"\n",
    "    Given a list of valid TMZ article URLs, constructs a weighted networkx graph object.\n",
    "    Each edge between person i and person j is weighted \n",
    "    according to the number of times i and j appeared in the same article.\n",
    "    \"\"\"\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, write a function that does the weighted k-core decomposition specified in the article linked above. You may find the `networkx` [subgraph view](https://networkx.org/documentation/stable/reference/classes/generated/networkx.classes.graphviews.subgraph_view.html) function helpful here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your Turn!\n",
    "def weighted_kcore_decomposition(nx_graph, k):\n",
    "    \"\"\"\n",
    "    Given a networkx weighted graph object, \n",
    "    compute the weighted k-core decomposition for the given value of k.\n",
    "    \"\"\"\n",
    "    pass\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After that, write code to plot the number of nodes remaining in each weighted k-core over a range of reasonable values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "mystnb": {
     "remove_code_outputs": true
    }
   },
   "outputs": [],
   "source": [
    "# Your Turn!\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "network_sizes = []\n",
    "for k in range(0, 100): # TODO: change upper limit as needed\n",
    "    weighted_kcore = weighted_kcore_decomposition(my_graph, k)\n",
    "    network_size = 0 # TODO: get the size of the network\n",
    "    network_sizes.append(network_size)\n",
    "    \n",
    "plt.title('Size of weighted k-core')\n",
    "plt.xlabel('Value of k')\n",
    "plt.ylabel('Nodes in weighted k-core')\n",
    "plt.plot([k for k in range(0, 100)], network_sizes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, compare the k-core decomposition results from the unweighted network to the weighted network. How are they similar? How are they different?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your Turn!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__________\n",
    "## Next time...\n",
    "Big Data 1 — Algorithmic Complexity & Computing Paths `class_07_bigdata1.ipynb`\n",
    "_______\n",
    "\n",
    "## References and further resources:\n",
    "1. [Are the Kardashians Losing Their Influence?](https://www.elle.com/uk/life-and-culture/culture/a46440253/the-kardashians-influence/) (this is not serious reading sorry).\n",
    "2. [MediaCloud](https://www.mediacloud.org/) is worth a second look; it's a great source for looking at news across the US and across the world. If you're studying news coverage at all, I would highly recommend checking it out!\n",
    "3. [More on Linux Screen](https://linuxhandbook.com/screen-command/)\n",
    "4. [More on logging in Python](https://realpython.com/python-logging/)\n",
    "5. [An explanation of a graph's k-core](https://www.baeldung.com/cs/graph-k-core)\n",
    "6. [Giatsidis et al. on weighted k-core decomposition](http://www.graphdegeneracy.org/k-cores.pdf)\n",
    "7. Seidman, S. B. (1983). Network structure and minimum degree. *Social Networks*, 5(3), 269-287. https://doi.org/10.1016/0378-8733(83)90028-X\n",
    "8. Batagelj, V., Zaveršnik, M. Fast algorithms for determining (generalized) core groups in social networks. Adv Data Anal Classif 5, 129–145 (2011). https://doi.org/10.1007/s11634-010-0079-y.\n",
    "9. Malliaros, F.D., Giatsidis, C., Papadopoulos, A.N. et al. The core decomposition of networks: theory, algorithms and applications. *The VLDB Journal* 29, 61–92 (2020). https://doi.org/10.1007/s00778-019-00587-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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