diff --git "a/IS424_Data_Mining/code/NewsScraper/newsScraper.ipynb" "b/IS424_Data_Mining/code/NewsScraper/newsScraper.ipynb"
new file mode 100644--- /dev/null
+++ "b/IS424_Data_Mining/code/NewsScraper/newsScraper.ipynb"
@@ -0,0 +1,3792 @@
+{
+ "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(['cannot scrape the url', 'cannot scrape the title', 'cannot scrape the content'])\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\n"
+   ]
+  },
+  {
+   "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",
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+      "03/11/2024 01:49:30 PM - fromstring() returned an invalid string: <!doctype html>\n",
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+      "03/11/2024 01:49:53 PM - fromstring() returned an invalid string: <!doctype html><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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+      "03/11/2024 01:59:16 PM - fromstring() returned an invalid string: <!doctype html><html...\n",
+      "03/11/2024 01:59:54 PM - fromstring() returned an invalid string: <!doctype html><html...\n"
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+      "03/11/2024 03:42:23 PM - fromstring() returned an invalid string: <!doctype html><html...\n"
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+      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Max restarts limit reached for url: https://www.forbes.com/sites/joewalsh/2021/01/01/heres-why-tensions-are-rising-between-iran-and-the-us/ on URL https://news.google.com/rss/articles/CBMiZ2h0dHBzOi8vd3d3LmZvcmJlcy5jb20vc2l0ZXMvam9ld2Fsc2gvMjAyMS8wMS8wMS9oZXJlcy13aHktdGVuc2lvbnMtYXJlLXJpc2luZy1iZXR3ZWVuLWlyYW4tYW5kLXRoZS11cy_SAWtodHRwczovL3d3dy5mb3JiZXMuY29tL3NpdGVzL2pvZXdhbHNoLzIwMjEvMDEvMDEvaGVyZXMtd2h5LXRlbnNpb25zLWFyZS1yaXNpbmctYmV0d2Vlbi1pcmFuLWFuZC10aGUtdXMvYW1wLw?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n",
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+      "An error occurred while fetching the article: Article `download()` failed with 403 Client Error: Forbidden for url: https://www.ajot.com/premium/ajot-the-jones-act-and-national-maritime-strategy on URL https://news.google.com/rss/articles/CBMiTmh0dHBzOi8vd3d3LmFqb3QuY29tL3ByZW1pdW0vYWpvdC10aGUtam9uZXMtYWN0LWFuZC1uYXRpb25hbC1tYXJpdGltZS1zdHJhdGVnedIBAA?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.oecd.org/coronavirus/policy-responses/tourism-policy-responses-to-the-coronavirus-covid-19-6466aa20/ on URL https://news.google.com/rss/articles/CBMicGh0dHBzOi8vd3d3Lm9lY2Qub3JnL2Nvcm9uYXZpcnVzL3BvbGljeS1yZXNwb25zZXMvdG91cmlzbS1wb2xpY3ktcmVzcG9uc2VzLXRvLXRoZS1jb3JvbmF2aXJ1cy1jb3ZpZC0xOS02NDY2YWEyMC_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://carnegieendowment.org/2023/09/05/polarization-democracy-and-political-violence-in-united-states-what-research-says-pub-90457 on URL https://news.google.com/rss/articles/CBMihAFodHRwczovL2Nhcm5lZ2llZW5kb3dtZW50Lm9yZy8yMDIzLzA5LzA1L3BvbGFyaXphdGlvbi1kZW1vY3JhY3ktYW5kLXBvbGl0aWNhbC12aW9sZW5jZS1pbi11bml0ZWQtc3RhdGVzLXdoYXQtcmVzZWFyY2gtc2F5cy1wdWItOTA0NTfSAQA?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/investigates/special-report/usa-politics-violence/ on URL https://news.google.com/rss/articles/CBMiSmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2ludmVzdGlnYXRlcy9zcGVjaWFsLXJlcG9ydC91c2EtcG9saXRpY3MtdmlvbGVuY2Uv0gEA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "03/11/2024 04:42:46 PM - fromstring() returned an invalid string: \n",
+      "<!doctype html>\n",
+      "<ht...\n",
+      "03/11/2024 04:43:48 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.abc.net.au/news/2023-12-26/nsw-severe-weather-rain-hail-flash-flooding/103264870 on URL https://news.google.com/rss/articles/CBMiXGh0dHBzOi8vd3d3LmFiYy5uZXQuYXUvbmV3cy8yMDIzLTEyLTI2L25zdy1zZXZlcmUtd2VhdGhlci1yYWluLWhhaWwtZmxhc2gtZmxvb2RpbmcvMTAzMjY0ODcw0gEoaHR0cHM6Ly9hbXAuYWJjLm5ldC5hdS9hcnRpY2xlLzEwMzI2NDg3MA?oc=5&hl=en-SG&gl=SG&ceid=SG:en\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "03/11/2024 04:43:49 PM - fromstring() returned an invalid string: <!doctype html><html...\n",
+      "03/11/2024 04:43:53 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.iol.co.za/business-report/economy/durban-container-terminal-pier-2-backlog-reduced-to-five-vessels-at-anchor-transnet-fa3b7dbe-3275-4afc-9244-4b8ef0b88822 on URL https://news.google.com/rss/articles/CBMipgFodHRwczovL3d3dy5pb2wuY28uemEvYnVzaW5lc3MtcmVwb3J0L2Vjb25vbXkvZHVyYmFuLWNvbnRhaW5lci10ZXJtaW5hbC1waWVyLTItYmFja2xvZy1yZWR1Y2VkLXRvLWZpdmUtdmVzc2Vscy1hdC1hbmNob3ItdHJhbnNuZXQtZmEzYjdkYmUtMzI3NS00YWZjLTkyNDQtNGI4ZWYwYjg4ODIy0gEA?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 ('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[~tes['content'].isin(['cannot scrape the content', 'no content found'])].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": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}