{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ddf1e32e-7751-43db-9b5a-22cb08e35c6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from gnews import GNews\n",
    "import nltk\n",
    "from nltk.corpus import PlaintextCorpusReader\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import *\n",
    "from nltk import pos_tag, word_tokenize\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk.probability import FreqDist\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from nltk.tokenize import word_tokenize\n",
    "import contractions\n",
    "\n",
    "import gensim\n",
    "from gensim import corpora\n",
    "from gensim import similarities\n",
    "from gensim import models\n",
    "from gensim.models import CoherenceModel\n",
    "\n",
    "# from wordcloud import WordCloud, ImageColorGenerator\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import re\n",
    "import os\n",
    "import glob\n",
    "import json\n",
    "\n",
    "import psycopg2\n",
    "import pickle\n",
    "from datetime import datetime\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aca214bc-6426-4fc8-8574-23375f7f46f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip3 install GNews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a9c6ed07-a7d0-4aaa-b571-038919c75e05",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to get full news article by headline\n",
    "def get_news_article(headline):\n",
    "    # Initialize GNews client\n",
    "    gnews = GNews()\n",
    "\n",
    "    articles = gnews.get_news(headline)\n",
    "\n",
    "    # Check if any articles were found\n",
    "    results = []\n",
    "\n",
    "    if articles:\n",
    "        for link in range(len(articles)):\n",
    "            try:\n",
    "                article = gnews.get_full_article(articles[link][\"url\"])\n",
    "                if article.text:\n",
    "                    results.append([article.url, article.title, article.text])\n",
    "                    break\n",
    "\n",
    "            except Exception as e:\n",
    "                # link cannot be scraped\n",
    "                continue\n",
    "\n",
    "        if not results:\n",
    "            # if blocked by the website\n",
    "            results.append(\n",
    "                [\n",
    "                    \"cannot scrape the url\",\n",
    "                    \"cannot scrape the title\",\n",
    "                    \"cannot scrape the content\",\n",
    "                ]\n",
    "            )\n",
    "\n",
    "    # No articles found for the given title.\n",
    "    else:\n",
    "        results.append([\"no url found\", \"no title found\", \"no content found\"])\n",
    "\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0acaf899-cd96-4424-b825-c71bf042355a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Read the CSV file with news titles\n",
    "csv_file_path = \"LDA/cleaned_data.csv\"\n",
    "df = pd.read_csv(csv_file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "465acb47-5f57-4d90-a272-7972d56e002b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5782, 17)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "801d892d-3b87-4ecf-805e-3441815d00f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop empty news\n",
    "df.dropna(subset=[\"Headline\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1267bf68-4726-49bf-ae21-9fed09682945",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"Year\", \"Headline\", \"Region\"]].duplicated().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2a8c4229-adc3-42e7-83e1-6593be1977ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop the duplicated news\n",
    "duplicates = df.duplicated(subset=[\"Year\", \"Headline\", \"Region\"], keep=\"first\")\n",
    "df_uni = df[~duplicates]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eb663cdd-b6c7-4468-9f69-f6e1c818ccd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5710, 17)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_uni.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8520b8bf-e6d0-4533-9b0a-d5003a5e2fe3",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(datetime.datetime.now())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f3c35a3c-d852-4285-86bf-3f7db7df78e7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-19127b23eaff>:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  tes.at[index, 'url'] = results[0][0]\n",
      "<ipython-input-10-19127b23eaff>:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  tes.at[index, 'title'] = results[0][1]\n",
      "<ipython-input-10-19127b23eaff>:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  tes.at[index, 'content'] = results[0][2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/china/major-container-ports-eastern-china-see-worsening-congestion-after-covid-cases-2021-08-12/ on URL https://news.google.com/rss/articles/CBMifmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2NoaW5hL21ham9yLWNvbnRhaW5lci1wb3J0cy1lYXN0ZXJuLWNoaW5hLXNlZS13b3JzZW5pbmctY29uZ2VzdGlvbi1hZnRlci1jb3ZpZC1jYXNlcy0yMDIxLTA4LTEyL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/article/britain-equinor-oil-strike-idUKL8N1UG4QA/ on URL https://news.google.com/rss/articles/CBMiSWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2FydGljbGUvYnJpdGFpbi1lcXVpbm9yLW9pbC1zdHJpa2UtaWRVS0w4TjFVRzRRQS_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.moneyweb.co.za/news/south-africa/it-will-take-months-to-clear-durban-port-backlog/ on URL https://news.google.com/rss/articles/CBMiXmh0dHBzOi8vd3d3Lm1vbmV5d2ViLmNvLnphL25ld3Mvc291dGgtYWZyaWNhL2l0LXdpbGwtdGFrZS1tb250aHMtdG8tY2xlYXItZHVyYmFuLXBvcnQtYmFja2xvZy_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 11:42:16 AM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
      "<htm...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/asia-pacific/typhoon-doksuri-shuts-businesses-grounds-flights-taiwan-2023-07-27/ on URL https://news.google.com/rss/articles/CBMibmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2FzaWEtcGFjaWZpYy90eXBob29uLWRva3N1cmktc2h1dHMtYnVzaW5lc3Nlcy1ncm91bmRzLWZsaWdodHMtdGFpd2FuLTIwMjMtMDctMjcv0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/news/haropa-port-work-starts-on-electrical-power-supplies-to-ships-at-berth-le-havre-cruise-terminal on URL https://news.google.com/rss/articles/CBMieWh0dHBzOi8vd3d3LmFqb3QuY29tL25ld3MvaGFyb3BhLXBvcnQtd29yay1zdGFydHMtb24tZWxlY3RyaWNhbC1wb3dlci1zdXBwbGllcy10by1zaGlwcy1hdC1iZXJ0aC1sZS1oYXZyZS1jcnVpc2UtdGVybWluYWzSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/business/aerospace-defense/flight-attendants-join-hands-picket-outside-30-airports-better-pay-2024-02-13/ on URL https://news.google.com/rss/articles/CBMigQFodHRwczovL3d3dy5yZXV0ZXJzLmNvbS9idXNpbmVzcy9hZXJvc3BhY2UtZGVmZW5zZS9mbGlnaHQtYXR0ZW5kYW50cy1qb2luLWhhbmRzLXBpY2tldC1vdXRzaWRlLTMwLWFpcnBvcnRzLWJldHRlci1wYXktMjAyNC0wMi0xMy_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.abc.net.au/news/2023-10-12/worker-dies-factory-fire-chemical-plant-melbourne/102967772 on URL https://news.google.com/rss/articles/CBMiYmh0dHBzOi8vd3d3LmFiYy5uZXQuYXUvbmV3cy8yMDIzLTEwLTEyL3dvcmtlci1kaWVzLWZhY3RvcnktZmlyZS1jaGVtaWNhbC1wbGFudC1tZWxib3VybmUvMTAyOTY3Nzcy0gEoaHR0cHM6Ly9hbXAuYWJjLm5ldC5hdS9hcnRpY2xlLzEwMjk2Nzc3Mg?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.news.com.au/national/nsw-act/news/traffic-chaos-after-bull-injured-in-vehicle-rollover-on-m1/news-story/533c73a29acbf21003b04bb0862dd3ce on URL https://news.google.com/rss/articles/CBMilAFodHRwczovL3d3dy5uZXdzLmNvbS5hdS9uYXRpb25hbC9uc3ctYWN0L25ld3MvdHJhZmZpYy1jaGFvcy1hZnRlci1idWxsLWluanVyZWQtaW4tdmVoaWNsZS1yb2xsb3Zlci1vbi1tMS9uZXdzLXN0b3J5LzUzM2M3M2EyOWFjYmYyMTAwM2IwNGJiMDg2MmRkM2Nl0gGYAWh0dHBzOi8vd3d3Lm5ld3MuY29tLmF1L25hdGlvbmFsL25zdy1hY3QvbmV3cy90cmFmZmljLWNoYW9zLWFmdGVyLWJ1bGwtaW5qdXJlZC1pbi12ZWhpY2xlLXJvbGxvdmVyLW9uLW0xL25ld3Mtc3RvcnkvNTMzYzczYTI5YWNiZjIxMDAzYjA0YmIwODYyZGQzY2U_YW1w?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.abc.net.au/news/2018-10-11/bus-strike-heavy-fog-cause-commuter-chaos-in-perth/10361614 on URL https://news.google.com/rss/articles/CBMiYmh0dHBzOi8vd3d3LmFiYy5uZXQuYXUvbmV3cy8yMDE4LTEwLTExL2J1cy1zdHJpa2UtaGVhdnktZm9nLWNhdXNlLWNvbW11dGVyLWNoYW9zLWluLXBlcnRoLzEwMzYxNjE00gEnaHR0cHM6Ly9hbXAuYWJjLm5ldC5hdS9hcnRpY2xlLzEwMzYxNjE0?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/sustainability/sustainable-finance-reporting/storm-hitting-chinese-ports-is-wakeup-call-climate-risk-markets-2023-12-11/ on URL https://news.google.com/rss/articles/CBMikAFodHRwczovL3d3dy5yZXV0ZXJzLmNvbS9zdXN0YWluYWJpbGl0eS9zdXN0YWluYWJsZS1maW5hbmNlLXJlcG9ydGluZy9zdG9ybS1oaXR0aW5nLWNoaW5lc2UtcG9ydHMtaXMtd2FrZXVwLWNhbGwtY2xpbWF0ZS1yaXNrLW1hcmtldHMtMjAyMy0xMi0xMS_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 11:45:14 AM - fromstring() returned an invalid string: \n",
      "<!doctype html>\n",
      "<h...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.onenews.ph/did-a-man-fall-or-jump-from-a-boat-off-batangas-pcg-heightens-search-and-rescue-efforts on URL https://news.google.com/rss/articles/CBMibmh0dHBzOi8vd3d3Lm9uZW5ld3MucGgvZGlkLWEtbWFuLWZhbGwtb3ItanVtcC1mcm9tLWEtYm9hdC1vZmYtYmF0YW5nYXMtcGNnLWhlaWdodGVucy1zZWFyY2gtYW5kLXJlc2N1ZS1lZmZvcnRz0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/news/new-isc-mediterranean-container-service-at-port-of-baltimore-to-begin-this-month on URL https://news.google.com/rss/articles/CBMiamh0dHBzOi8vd3d3LmFqb3QuY29tL25ld3MvbmV3LWlzYy1tZWRpdGVycmFuZWFuLWNvbnRhaW5lci1zZXJ2aWNlLWF0LXBvcnQtb2YtYmFsdGltb3JlLXRvLWJlZ2luLXRoaXMtbW9udGjSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.sfchronicle.com/sf/article/apec-san-francisco-protest-closures-traffic-18491760.php on URL https://news.google.com/rss/articles/CBMiX2h0dHBzOi8vd3d3LnNmY2hyb25pY2xlLmNvbS9zZi9hcnRpY2xlL2FwZWMtc2FuLWZyYW5jaXNjby1wcm90ZXN0LWNsb3N1cmVzLXRyYWZmaWMtMTg0OTE3NjAucGhw0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 11:47:15 AM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
      "    ...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/europe/one-dead-cargo-ship-fire-electric-car-suspected-source-dutch-coastguard-2023-07-26/ on URL https://news.google.com/rss/articles/CBMieGh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2V1cm9wZS9vbmUtZGVhZC1jYXJnby1zaGlwLWZpcmUtZWxlY3RyaWMtY2FyLXN1c3BlY3RlZC1zb3VyY2UtZHV0Y2gtY29hc3RndWFyZC0yMDIzLTA3LTI2L9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://news.usni.org/2023/05/30/authorities-detain-chinese-ship-suspected-of-salvaging-u-k-wwii-wrecks on URL https://news.google.com/rss/articles/CBMiZ2h0dHBzOi8vbmV3cy51c25pLm9yZy8yMDIzLzA1LzMwL2F1dGhvcml0aWVzLWRldGFpbi1jaGluZXNlLXNoaXAtc3VzcGVjdGVkLW9mLXNhbHZhZ2luZy11LWstd3dpaS13cmVja3PSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 11:47:56 AM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
      "<htm...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/uk/norwegian-cruise-ship-loses-navigation-ability-north-sea-during-storm-2023-12-21/ on URL https://news.google.com/rss/articles/CBMicmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VrL25vcndlZ2lhbi1jcnVpc2Utc2hpcC1sb3Nlcy1uYXZpZ2F0aW9uLWFiaWxpdHktbm9ydGgtc2VhLWR1cmluZy1zdG9ybS0yMDIzLTEyLTIxL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.pna.gov.ph/articles/1113148 on URL https://news.google.com/rss/articles/CBMiJ2h0dHBzOi8vd3d3LnBuYS5nb3YucGgvYXJ0aWNsZXMvMTExMzE0ONIBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.pna.gov.ph/articles/1112392 on URL https://news.google.com/rss/articles/CBMiJ2h0dHBzOi8vd3d3LnBuYS5nb3YucGgvYXJ0aWNsZXMvMTExMjM5MtIBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/news/victoria-international-container-terminal-completes-phase-3a-expansion on URL https://news.google.com/rss/articles/CBMiYGh0dHBzOi8vd3d3LmFqb3QuY29tL25ld3MvdmljdG9yaWEtaW50ZXJuYXRpb25hbC1jb250YWluZXItdGVybWluYWwtY29tcGxldGVzLXBoYXNlLTNhLWV4cGFuc2lvbtIBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.marinelink.com/news/victoria-international-container-terminal-511990 on URL https://news.google.com/rss/articles/CBMiUGh0dHBzOi8vd3d3Lm1hcmluZWxpbmsuY29tL25ld3MvdmljdG9yaWEtaW50ZXJuYXRpb25hbC1jb250YWluZXItdGVybWluYWwtNTExOTkw0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
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      "/Users/wyf/miniconda3/lib/python3.8/site-packages/dateutil/parser/_parser.py:1207: UnknownTimezoneWarning: tzname PST identified but not understood.  Pass `tzinfos` argument in order to correctly return a timezone-aware datetime.  In a future version, this will raise an exception.\n",
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      "03/11/2024 12:25:33 PM - fromstring() returned an invalid string: <!DOCTYPE html><html...\n",
      "03/11/2024 12:25:38 PM - fromstring() returned an invalid string: <!DOCTYPE html><html...\n",
      "03/11/2024 12:25:42 PM - fromstring() returned an invalid string: <!doctype html><html...\n",
      "03/11/2024 12:25:56 PM - fromstring() returned an invalid string: <!DOCTYPE html><html...\n",
      "03/11/2024 12:26:02 PM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
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      "03/11/2024 12:26:22 PM - fromstring() returned an invalid string: <!doctype html>\n",
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      "03/11/2024 01:55:35 PM - fromstring() returned an invalid string: \t\t\t<!DOCTYPE html>\n",
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      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/business/sustainable-business/south-africas-busiest-port-durban-hobbled-by-strike-2022-10-12/ on URL https://news.google.com/rss/articles/CBMidWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2J1c2luZXNzL3N1c3RhaW5hYmxlLWJ1c2luZXNzL3NvdXRoLWFmcmljYXMtYnVzaWVzdC1wb3J0LWR1cmJhbi1ob2JibGVkLWJ5LXN0cmlrZS0yMDIyLTEwLTEyL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')) on URL https://news.google.com/rss/articles/CBMiTGh0dHBzOi8vc2NyZWVucmFudC5jb20vYXJrLXN1cnZpdmFsLWFzY2VuZGVkLWV2b2x2ZWQtZGlmZmVyZW5jZXMtY29tcGFyaXNvbi_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.onenews.ph/12-hour-coding-to-be-reinstated-in-metro-manila on URL https://news.google.com/rss/articles/CBMiRmh0dHBzOi8vd3d3Lm9uZW5ld3MucGgvMTItaG91ci1jb2RpbmctdG8tYmUtcmVpbnN0YXRlZC1pbi1tZXRyby1tYW5pbGHSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 04:44:41 PM - fromstring() returned an invalid string: <!doctype html><html...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.londonworld.com/news/traffic-and-travel/tfl-weekend-december-overground-elizabeth-line-dlr-4429300 on URL https://news.google.com/rss/articles/CBMibmh0dHBzOi8vd3d3LmxvbmRvbndvcmxkLmNvbS9uZXdzL3RyYWZmaWMtYW5kLXRyYXZlbC90Zmwtd2Vla2VuZC1kZWNlbWJlci1vdmVyZ3JvdW5kLWVsaXphYmV0aC1saW5lLWRsci00NDI5MzAw0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.abc.net.au/news/2024-03-11/nsw-sydney-tolls-report-cost-drivers/103571256 on URL https://news.google.com/rss/articles/CBMiVWh0dHBzOi8vd3d3LmFiYy5uZXQuYXUvbmV3cy8yMDI0LTAzLTExL25zdy1zeWRuZXktdG9sbHMtcmVwb3J0LWNvc3QtZHJpdmVycy8xMDM1NzEyNTbSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.dhakatribune.com/bangladesh/nation/227373/owners-workers-in-standoff-as-cargo-vessel-strike on URL https://news.google.com/rss/articles/CBMiZ2h0dHBzOi8vd3d3LmRoYWthdHJpYnVuZS5jb20vYmFuZ2xhZGVzaC9uYXRpb24vMjI3MzczL293bmVycy13b3JrZXJzLWluLXN0YW5kb2ZmLWFzLWNhcmdvLXZlc3NlbC1zdHJpa2XSAWtodHRwczovL3d3dy5kaGFrYXRyaWJ1bmUuY29tL2FtcC9iYW5nbGFkZXNoL25hdGlvbi8yMjczNzMvb3duZXJzLXdvcmtlcnMtaW4tc3RhbmRvZmYtYXMtY2FyZ28tdmVzc2VsLXN0cmlrZQ?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/china/chinas-exports-grow-first-time-6-months-imports-unexpectedly-shrink-2023-12-07/ on URL https://news.google.com/rss/articles/CBMic2h0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2NoaW5hL2NoaW5hcy1leHBvcnRzLWdyb3ctZmlyc3QtdGltZS02LW1vbnRocy1pbXBvcnRzLXVuZXhwZWN0ZWRseS1zaHJpbmstMjAyMy0xMi0wNy_SAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Max restarts limit reached for url: https://www.forbes.com/uk/advisor/travel-insurance/2024/01/02/travel-latest-news/ on URL https://news.google.com/rss/articles/CBMiUWh0dHBzOi8vd3d3LmZvcmJlcy5jb20vdWsvYWR2aXNvci90cmF2ZWwtaW5zdXJhbmNlLzIwMjQvMDEvMDIvdHJhdmVsLWxhdGVzdC1uZXdzL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.sciencedirect.com/science/article/pii/S2185556023000160 on URL https://news.google.com/rss/articles/CBMiQ2h0dHBzOi8vd3d3LnNjaWVuY2VkaXJlY3QuY29tL3NjaWVuY2UvYXJ0aWNsZS9waWkvUzIxODU1NTYwMjMwMDAxNjDSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/business/sustainable-business/south-africas-busiest-port-durban-hobbled-by-strike-2022-10-12/ on URL https://news.google.com/rss/articles/CBMidWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2J1c2luZXNzL3N1c3RhaW5hYmxlLWJ1c2luZXNzL3NvdXRoLWFmcmljYXMtYnVzaWVzdC1wb3J0LWR1cmJhbi1ob2JibGVkLWJ5LXN0cmlrZS0yMDIyLTEwLTEyL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://rbnenergy.com/you-really-got-me-crude-oil-export-volumes-hold-up-despite-a-barrage-of-storms on URL https://news.google.com/rss/articles/CBMiZGh0dHBzOi8vcmJuZW5lcmd5LmNvbS95b3UtcmVhbGx5LWdvdC1tZS1jcnVkZS1vaWwtZXhwb3J0LXZvbHVtZXMtaG9sZC11cC1kZXNwaXRlLWEtYmFycmFnZS1vZi1zdG9ybXPSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/world/japan/magnitude-74-earthquake-strikes-japan-tsunami-warning-issued-2024-01-01/ on URL https://news.google.com/rss/articles/CBMibGh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2phcGFuL21hZ25pdHVkZS03NC1lYXJ0aHF1YWtlLXN0cmlrZXMtamFwYW4tdHN1bmFtaS13YXJuaW5nLWlzc3VlZC0yMDI0LTAxLTAxL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://english.alarabiya.net/News/world/2022/08/30/-Very-strong-typhoon-nears-southern-Japan-islands- on URL https://news.google.com/rss/articles/CBMiZmh0dHBzOi8vZW5nbGlzaC5hbGFyYWJpeWEubmV0L05ld3Mvd29ybGQvMjAyMi8wOC8zMC8tVmVyeS1zdHJvbmctdHlwaG9vbi1uZWFycy1zb3V0aGVybi1KYXBhbi1pc2xhbmRzLdIBamh0dHBzOi8vZW5nbGlzaC5hbGFyYWJpeWEubmV0L2FtcC9OZXdzL3dvcmxkLzIwMjIvMDgvMzAvLVZlcnktc3Ryb25nLXR5cGhvb24tbmVhcnMtc291dGhlcm4tSmFwYW4taXNsYW5kcy0?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 04:46:39 PM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
      "    ...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://vancouversun.com/news/local-news/bc-windstorm-knocks-out-power-for-thousands on URL https://news.google.com/rss/articles/CBMiVGh0dHBzOi8vdmFuY291dmVyc3VuLmNvbS9uZXdzL2xvY2FsLW5ld3MvYmMtd2luZHN0b3JtLWtub2Nrcy1vdXQtcG93ZXItZm9yLXRob3VzYW5kc9IBggFodHRwczovL3ZhbmNvdXZlcnN1bi5jb20vbmV3cy9sb2NhbC1uZXdzL2JjLXdpbmRzdG9ybS1rbm9ja3Mtb3V0LXBvd2VyLWZvci10aG91c2FuZHMvd2NtLzg3ZTJjMzY3LWNkOGMtNDBlMi04NGVmLTU5MTU4NWEwODRiNy9hbXAv?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 04:46:55 PM - fromstring() returned an invalid string: <!doctype html><html...\n",
      "03/11/2024 04:46:55 PM - fromstring() returned an invalid string: <!DOCTYPE html>\n",
      "<htm...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.worldvision.org/disaster-relief-news-stories/2013-typhoon-haiyan-facts on URL https://news.google.com/rss/articles/CBMiUmh0dHBzOi8vd3d3LndvcmxkdmlzaW9uLm9yZy9kaXNhc3Rlci1yZWxpZWYtbmV3cy1zdG9yaWVzLzIwMTMtdHlwaG9vbi1oYWl5YW4tZmFjdHPSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/news/resilience360-research-shows-impacts-of-labor-disputes-at-australian-ports on URL https://news.google.com/rss/articles/CBMiZGh0dHBzOi8vd3d3LmFqb3QuY29tL25ld3MvcmVzaWxpZW5jZTM2MC1yZXNlYXJjaC1zaG93cy1pbXBhY3RzLW9mLWxhYm9yLWRpc3B1dGVzLWF0LWF1c3RyYWxpYW4tcG9ydHPSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/news/resilience360-research-shows-impacts-of-labor-disputes-at-australian-ports on URL https://news.google.com/rss/articles/CBMiZGh0dHBzOi8vd3d3LmFqb3QuY29tL25ld3MvcmVzaWxpZW5jZTM2MC1yZXNlYXJjaC1zaG93cy1pbXBhY3RzLW9mLWxhYm9yLWRpc3B1dGVzLWF0LWF1c3RyYWxpYW4tcG9ydHPSAQA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "03/11/2024 04:50:14 PM - fromstring() returned an invalid string: \t\t\t<!DOCTYPE html>\n",
      "\t...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.oecd.org/coronavirus/policy-responses/the-territorial-impact-of-covid-19-managing-the-crisis-across-levels-of-government-d3e314e1/ on URL https://news.google.com/rss/articles/CBMijgFodHRwczovL3d3dy5vZWNkLm9yZy9jb3JvbmF2aXJ1cy9wb2xpY3ktcmVzcG9uc2VzL3RoZS10ZXJyaXRvcmlhbC1pbXBhY3Qtb2YtY292aWQtMTktbWFuYWdpbmctdGhlLWNyaXNpcy1hY3Jvc3MtbGV2ZWxzLW9mLWdvdmVybm1lbnQtZDNlMzE0ZTEv0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.iol.co.za/dailynews/news/strong-winds-leads-to-traffic-congestion-on-bayhead-road-34984869 on URL https://news.google.com/rss/articles/CBMiZmh0dHBzOi8vd3d3LmlvbC5jby56YS9kYWlseW5ld3MvbmV3cy9zdHJvbmctd2luZHMtbGVhZHMtdG8tdHJhZmZpYy1jb25nZXN0aW9uLW9uLWJheWhlYWQtcm9hZC0zNDk4NDg2OdIBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
      "An error occurred while fetching the article: Article `download()` failed with 401 Client Error: HTTP Forbidden for url: https://www.reuters.com/business/sustainable-business/south-africas-busiest-port-durban-hobbled-by-strike-2022-10-12/ on URL https://news.google.com/rss/articles/CBMidWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2J1c2luZXNzL3N1c3RhaW5hYmxlLWJ1c2luZXNzL3NvdXRoLWFmcmljYXMtYnVzaWVzdC1wb3J0LWR1cmJhbi1ob2JibGVkLWJ5LXN0cmlrZS0yMDIyLTEwLTEyL9IBAA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
     ]
    }
   ],
   "source": [
    "# Iterate through each row and get the full news article\n",
    "tes = df_uni\n",
    "for index, row in tes.iterrows():\n",
    "    headline = row[\"Headline\"]\n",
    "\n",
    "    results = get_news_article(headline)\n",
    "\n",
    "    # Update the DataFrame with the fetched data\n",
    "    tes.at[index, \"url\"] = results[0][0]\n",
    "    tes.at[index, \"title\"] = results[0][1]\n",
    "    tes.at[index, \"content\"] = results[0][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20b8a9cb-42b8-4c5a-acd6-53af1d6e1325",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(datetime.datetime.now())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "66d98c3b-c1f2-42e6-ae5f-8192c5a91f44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Headline</th>\n",
       "      <th>Details</th>\n",
       "      <th>Severity</th>\n",
       "      <th>Category</th>\n",
       "      <th>Region</th>\n",
       "      <th>Datetime</th>\n",
       "      <th>Year</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>maritime_label</th>\n",
       "      <th>found_ports</th>\n",
       "      <th>contains_port_info</th>\n",
       "      <th>if_labeled</th>\n",
       "      <th>Month</th>\n",
       "      <th>Week</th>\n",
       "      <th>Headline_Details</th>\n",
       "      <th>url</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Grasberg Mine- Grasberg mine workers extend st...</td>\n",
       "      <td>Media sources indicate that workers at the Gra...</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Mine Workers Strike</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>28/5/17 17:08</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>-4.05608</td>\n",
       "      <td>137.11302</td>\n",
       "      <td>False</td>\n",
       "      <td>['freeport']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Grasberg Mine- Grasberg mine workers extend st...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMiZ2h0d...</td>\n",
       "      <td>Freeport Indonesia mine workers extend strike ...</td>\n",
       "      <td>Trucks are seen on a road in the Grasberg copp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>Indonesia: Undersea internet cables damaged by...</td>\n",
       "      <td>News sources are stating that recent typhoons ...</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Travel Warning</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>4/9/17 14:30</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>['hong kong']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Indonesia: Undersea internet cables damaged by...</td>\n",
       "      <td>no url found</td>\n",
       "      <td>no title found</td>\n",
       "      <td>no content found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>Shanghai port congestion impacts terminals in ...</td>\n",
       "      <td>The persisting port congestion at Shanghai’s Y...</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Port Congestion</td>\n",
       "      <td>China</td>\n",
       "      <td>27/4/17 9:16</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>29.52000</td>\n",
       "      <td>121.33190</td>\n",
       "      <td>True</td>\n",
       "      <td>['ningbo', 'qingdao', 'shanghai']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Shanghai port congestion impacts terminals in ...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMiVWh0d...</td>\n",
       "      <td>Typhoon Muifa to shut China ports for second t...</td>\n",
       "      <td>By Sam Whelan 13/09/2022\\n\\nAnother typhoon ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>UPDATE - Indonesia: Explosion at KP Terminal i...</td>\n",
       "      <td>Updated local media sources from Jakarta indic...</td>\n",
       "      <td>Extreme</td>\n",
       "      <td>Bombing, Police Operations</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>24/5/17 15:15</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>-6.22465</td>\n",
       "      <td>106.86700</td>\n",
       "      <td>True</td>\n",
       "      <td>['jakarta']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>UPDATE - Indonesia: Explosion at KP Terminal i...</td>\n",
       "      <td>no url found</td>\n",
       "      <td>no title found</td>\n",
       "      <td>no content found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>UPDATE - Indonesia: Police confirm two explosi...</td>\n",
       "      <td>According to local police in Jakarta, two expl...</td>\n",
       "      <td>Extreme</td>\n",
       "      <td>Bombing, Police Operations</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>24/5/17 16:20</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>['jakarta']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>UPDATE - Indonesia: Police confirm two explosi...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMiZWh0d...</td>\n",
       "      <td>Jakarta Police Receive 2 More Reports on Coldp...</td>\n",
       "      <td>TEMPO.CO, Jakarta - South Jakarta Metro Police...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5777</th>\n",
       "      <td>5776.0</td>\n",
       "      <td>Winter storm may bring inclement weather condi...</td>\n",
       "      <td>Intelligence received by Everstream Analytics ...</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Ice Storm</td>\n",
       "      <td>United States</td>\n",
       "      <td>16/12/20 2:47</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>38.90072</td>\n",
       "      <td>-77.05440</td>\n",
       "      <td>False</td>\n",
       "      <td>['new york']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>12.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Winter storm may bring inclement weather condi...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMia2h0d...</td>\n",
       "      <td>Big storm to dump heavy rain and snow along Ea...</td>\n",
       "      <td>A sprawling winter storm known as a nor’easter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5778</th>\n",
       "      <td>5777.0</td>\n",
       "      <td>Winter weather expected to continue to impact ...</td>\n",
       "      <td>Meteorological sources indicate that a series ...</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Roadway Closure / Disruption, Ground Transport...</td>\n",
       "      <td>United States</td>\n",
       "      <td>31/12/20 18:15</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>41.30357</td>\n",
       "      <td>-72.90561</td>\n",
       "      <td>False</td>\n",
       "      <td>['new york', 'virginia']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>12.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Winter weather expected to continue to impact ...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMiZ2h0d...</td>\n",
       "      <td>Cross-country storm brings severe weather thre...</td>\n",
       "      <td>A powerful cross-country storm that impacted t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5779</th>\n",
       "      <td>5778.0</td>\n",
       "      <td>Workers of Svitzer Australia plan to strike on...</td>\n",
       "      <td>Industry sources report on December 7 that Svi...</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Industrial Action</td>\n",
       "      <td>Australia</td>\n",
       "      <td>7/12/20 6:16</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>-38.35169</td>\n",
       "      <td>145.25050</td>\n",
       "      <td>False</td>\n",
       "      <td>['geelong', 'melbourne']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>7.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Workers of Svitzer Australia plan to strike on...</td>\n",
       "      <td>no url found</td>\n",
       "      <td>no title found</td>\n",
       "      <td>no content found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5780</th>\n",
       "      <td>5779.0</td>\n",
       "      <td>Workers stage 24-hour stoppage at DP World Ter...</td>\n",
       "      <td>Industry sources indicate on December 14 that ...</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Port Strike</td>\n",
       "      <td>Australia</td>\n",
       "      <td>14/12/20 16:52</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>['fremantle']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>12.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Workers stage 24-hour stoppage at DP World Ter...</td>\n",
       "      <td>https://news.google.com/rss/articles/CBMiOWh0d...</td>\n",
       "      <td>Union shuts down strikes as DP World threatens...</td>\n",
       "      <td>The Maritime Union of Australia (MUA) has curt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5781</th>\n",
       "      <td>5780.0</td>\n",
       "      <td>Workers with Ertsoverslagbedrijf Europoort C.V...</td>\n",
       "      <td>On November 17, Dutch media sources reported t...</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Port Strike</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>18/11/20 17:55</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>51.96121</td>\n",
       "      <td>4.10550</td>\n",
       "      <td>False</td>\n",
       "      <td>['rotterdam']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>11.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Workers with Ertsoverslagbedrijf Europoort C.V...</td>\n",
       "      <td>no url found</td>\n",
       "      <td>no title found</td>\n",
       "      <td>no content found</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5710 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                                           Headline  \\\n",
       "0        1.0  Grasberg Mine- Grasberg mine workers extend st...   \n",
       "1        2.0  Indonesia: Undersea internet cables damaged by...   \n",
       "2        3.0  Shanghai port congestion impacts terminals in ...   \n",
       "3        4.0  UPDATE - Indonesia: Explosion at KP Terminal i...   \n",
       "4        5.0  UPDATE - Indonesia: Police confirm two explosi...   \n",
       "...      ...                                                ...   \n",
       "5777  5776.0  Winter storm may bring inclement weather condi...   \n",
       "5778  5777.0  Winter weather expected to continue to impact ...   \n",
       "5779  5778.0  Workers of Svitzer Australia plan to strike on...   \n",
       "5780  5779.0  Workers stage 24-hour stoppage at DP World Ter...   \n",
       "5781  5780.0  Workers with Ertsoverslagbedrijf Europoort C.V...   \n",
       "\n",
       "                                                Details  Severity  \\\n",
       "0     Media sources indicate that workers at the Gra...  Moderate   \n",
       "1     News sources are stating that recent typhoons ...     Minor   \n",
       "2     The persisting port congestion at Shanghai’s Y...     Minor   \n",
       "3     Updated local media sources from Jakarta indic...   Extreme   \n",
       "4     According to local police in Jakarta, two expl...   Extreme   \n",
       "...                                                 ...       ...   \n",
       "5777  Intelligence received by Everstream Analytics ...  Moderate   \n",
       "5778  Meteorological sources indicate that a series ...     Minor   \n",
       "5779  Industry sources report on December 7 that Svi...  Moderate   \n",
       "5780  Industry sources indicate on December 14 that ...  Moderate   \n",
       "5781  On November 17, Dutch media sources reported t...     Minor   \n",
       "\n",
       "                                               Category         Region  \\\n",
       "0                                   Mine Workers Strike      Indonesia   \n",
       "1                                        Travel Warning      Indonesia   \n",
       "2                                       Port Congestion          China   \n",
       "3                            Bombing, Police Operations      Indonesia   \n",
       "4                            Bombing, Police Operations      Indonesia   \n",
       "...                                                 ...            ...   \n",
       "5777                                          Ice Storm  United States   \n",
       "5778  Roadway Closure / Disruption, Ground Transport...  United States   \n",
       "5779                                  Industrial Action      Australia   \n",
       "5780                                        Port Strike      Australia   \n",
       "5781                                        Port Strike    Netherlands   \n",
       "\n",
       "            Datetime    Year       lat        lon maritime_label  \\\n",
       "0      28/5/17 17:08  2017.0  -4.05608  137.11302          False   \n",
       "1       4/9/17 14:30  2017.0       NaN        NaN          False   \n",
       "2       27/4/17 9:16  2017.0  29.52000  121.33190           True   \n",
       "3      24/5/17 15:15  2017.0  -6.22465  106.86700           True   \n",
       "4      24/5/17 16:20  2017.0       NaN        NaN           True   \n",
       "...              ...     ...       ...        ...            ...   \n",
       "5777   16/12/20 2:47  2020.0  38.90072  -77.05440          False   \n",
       "5778  31/12/20 18:15  2020.0  41.30357  -72.90561          False   \n",
       "5779    7/12/20 6:16  2020.0 -38.35169  145.25050          False   \n",
       "5780  14/12/20 16:52  2020.0       NaN        NaN           True   \n",
       "5781  18/11/20 17:55  2020.0  51.96121    4.10550          False   \n",
       "\n",
       "                            found_ports  contains_port_info if_labeled  Month  \\\n",
       "0                          ['freeport']                 1.0      False    5.0   \n",
       "1                         ['hong kong']                 1.0      False    4.0   \n",
       "2     ['ningbo', 'qingdao', 'shanghai']                 1.0      False    4.0   \n",
       "3                           ['jakarta']                 1.0      False    5.0   \n",
       "4                           ['jakarta']                 1.0       True    5.0   \n",
       "...                                 ...                 ...        ...    ...   \n",
       "5777                       ['new york']                 1.0      False   12.0   \n",
       "5778           ['new york', 'virginia']                 1.0       True   12.0   \n",
       "5779           ['geelong', 'melbourne']                 1.0      False    7.0   \n",
       "5780                      ['fremantle']                 1.0       True   12.0   \n",
       "5781                      ['rotterdam']                 1.0       True   11.0   \n",
       "\n",
       "      Week                                   Headline_Details  \\\n",
       "0     21.0  Grasberg Mine- Grasberg mine workers extend st...   \n",
       "1     14.0  Indonesia: Undersea internet cables damaged by...   \n",
       "2     17.0  Shanghai port congestion impacts terminals in ...   \n",
       "3     21.0  UPDATE - Indonesia: Explosion at KP Terminal i...   \n",
       "4     21.0  UPDATE - Indonesia: Police confirm two explosi...   \n",
       "...    ...                                                ...   \n",
       "5777  51.0  Winter storm may bring inclement weather condi...   \n",
       "5778  53.0  Winter weather expected to continue to impact ...   \n",
       "5779  28.0  Workers of Svitzer Australia plan to strike on...   \n",
       "5780  51.0  Workers stage 24-hour stoppage at DP World Ter...   \n",
       "5781  47.0  Workers with Ertsoverslagbedrijf Europoort C.V...   \n",
       "\n",
       "                                                    url  \\\n",
       "0     https://news.google.com/rss/articles/CBMiZ2h0d...   \n",
       "1                                          no url found   \n",
       "2     https://news.google.com/rss/articles/CBMiVWh0d...   \n",
       "3                                          no url found   \n",
       "4     https://news.google.com/rss/articles/CBMiZWh0d...   \n",
       "...                                                 ...   \n",
       "5777  https://news.google.com/rss/articles/CBMia2h0d...   \n",
       "5778  https://news.google.com/rss/articles/CBMiZ2h0d...   \n",
       "5779                                       no url found   \n",
       "5780  https://news.google.com/rss/articles/CBMiOWh0d...   \n",
       "5781                                       no url found   \n",
       "\n",
       "                                                  title  \\\n",
       "0     Freeport Indonesia mine workers extend strike ...   \n",
       "1                                        no title found   \n",
       "2     Typhoon Muifa to shut China ports for second t...   \n",
       "3                                        no title found   \n",
       "4     Jakarta Police Receive 2 More Reports on Coldp...   \n",
       "...                                                 ...   \n",
       "5777  Big storm to dump heavy rain and snow along Ea...   \n",
       "5778  Cross-country storm brings severe weather thre...   \n",
       "5779                                     no title found   \n",
       "5780  Union shuts down strikes as DP World threatens...   \n",
       "5781                                     no title found   \n",
       "\n",
       "                                                content  \n",
       "0     Trucks are seen on a road in the Grasberg copp...  \n",
       "1                                      no content found  \n",
       "2     By Sam Whelan 13/09/2022\\n\\nAnother typhoon ha...  \n",
       "3                                      no content found  \n",
       "4     TEMPO.CO, Jakarta - South Jakarta Metro Police...  \n",
       "...                                                 ...  \n",
       "5777  A sprawling winter storm known as a nor’easter...  \n",
       "5778  A powerful cross-country storm that impacted t...  \n",
       "5779                                   no content found  \n",
       "5780  The Maritime Union of Australia (MUA) has curt...  \n",
       "5781                                   no content found  \n",
       "\n",
       "[5710 rows x 20 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d6fe260c-1bbb-4556-b9ac-2b9b62c5ba5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3429"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_rows = tes[\n",
    "    ~tes[\"content\"].isin([\"cannot scrape the content\", \"no content found\"])\n",
    "].shape[0]\n",
    "count_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6818fe7b-6e7d-4d30-8ee8-866b29fd40c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2155"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_rows = tes[tes[\"content\"].isin([\"no content found\"])].shape[0]\n",
    "count_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f59e2ce4-072a-43e2-a247-fd399c388c2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "126"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_rows = tes[tes[\"content\"].isin([\"cannot scrape the content\"])].shape[0]\n",
    "count_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "154aada9-8e4a-479a-8288-a63b72ae86ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "tes.to_parquet(\"scraped_data1.parquet\", index=False)\n",
    "tes.to_csv(\"scraped_data1.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f839ccdc-e856-41f3-8806-6f191c64f8f6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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