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| "metadata": { | |
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| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/yatiksihag01/e1f95a22cd71ec76b9117557b0d7dc87/sentiment.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
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| "# Install And Import Required Libraries" | |
| ], | |
| "metadata": { | |
| "id": "JqzjJrri-Zc6" | |
| } | |
| }, | |
| { | |
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| }, | |
| "collapsed": true, | |
| "id": "Y_8xMePV8FrL", | |
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| }, | |
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| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.48.3)\n", | |
| "Collecting datasets\n", | |
| " Downloading datasets-3.4.0-py3-none-any.whl.metadata (19 kB)\n", | |
| "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers) (3.17.0)\n", | |
| "Requirement already satisfied: huggingface-hub<1.0,>=0.24.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.28.1)\n", | |
| "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (1.26.4)\n", | |
| "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (24.2)\n", | |
| "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (6.0.2)\n", | |
| "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2024.11.6)\n", | |
| "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers) (2.32.3)\n", | |
| "Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.21.0)\n", | |
| "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.5.3)\n", | |
| "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers) (4.67.1)\n", | |
| "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (18.1.0)\n", | |
| "Collecting dill<0.3.9,>=0.3.0 (from datasets)\n", | |
| " Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n", | |
| "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from datasets) (2.2.2)\n", | |
| "Collecting xxhash (from datasets)\n", | |
| " Downloading xxhash-3.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n", | |
| "Collecting multiprocess<0.70.17 (from datasets)\n", | |
| " Downloading multiprocess-0.70.16-py311-none-any.whl.metadata (7.2 kB)\n", | |
| "Requirement already satisfied: fsspec<=2024.12.0,>=2023.1.0 in /usr/local/lib/python3.11/dist-packages (from fsspec[http]<=2024.12.0,>=2023.1.0->datasets) (2024.10.0)\n", | |
| "Requirement already satisfied: aiohttp in /usr/local/lib/python3.11/dist-packages (from datasets) (3.11.13)\n", | |
| "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (2.6.1)\n", | |
| "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (1.3.2)\n", | |
| "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (25.2.0)\n", | |
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| "\u001b[?25hDownloading xxhash-3.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n", | |
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| "\u001b[?25hInstalling collected packages: xxhash, dill, multiprocess, datasets\n", | |
| "Successfully installed datasets-3.4.0 dill-0.3.8 multiprocess-0.70.16 xxhash-3.5.0\n", | |
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| "Collecting nvidia-cuda-nvrtc-cu12==12.4.127 (from torch)\n", | |
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| "Collecting nvidia-cuda-runtime-cu12==12.4.127 (from torch)\n", | |
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| "Collecting nvidia-cublas-cu12==12.4.5.8 (from torch)\n", | |
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| "Collecting nvidia-cufft-cu12==11.2.1.3 (from torch)\n", | |
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| "Collecting nvidia-curand-cu12==10.3.5.147 (from torch)\n", | |
| " Downloading nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-cusolver-cu12==11.6.1.9 (from torch)\n", | |
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| "Collecting nvidia-cusparse-cu12==12.3.1.170 (from torch)\n", | |
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| "Collecting nvidia-nvjitlink-cu12==12.4.127 (from torch)\n", | |
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| "\u001b[?25hDownloading nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (21.1 MB)\n", | |
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| "\u001b[?25hInstalling collected packages: nvidia-nvjitlink-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12\n", | |
| " Attempting uninstall: nvidia-nvjitlink-cu12\n", | |
| " Found existing installation: nvidia-nvjitlink-cu12 12.5.82\n", | |
| " Uninstalling nvidia-nvjitlink-cu12-12.5.82:\n", | |
| " Successfully uninstalled nvidia-nvjitlink-cu12-12.5.82\n", | |
| " Attempting uninstall: nvidia-curand-cu12\n", | |
| " Found existing installation: nvidia-curand-cu12 10.3.6.82\n", | |
| " Uninstalling nvidia-curand-cu12-10.3.6.82:\n", | |
| " Successfully uninstalled nvidia-curand-cu12-10.3.6.82\n", | |
| " Attempting uninstall: nvidia-cufft-cu12\n", | |
| " Found existing installation: nvidia-cufft-cu12 11.2.3.61\n", | |
| " Uninstalling nvidia-cufft-cu12-11.2.3.61:\n", | |
| " Successfully uninstalled nvidia-cufft-cu12-11.2.3.61\n", | |
| " Attempting uninstall: nvidia-cuda-runtime-cu12\n", | |
| " Found existing installation: nvidia-cuda-runtime-cu12 12.5.82\n", | |
| " Uninstalling nvidia-cuda-runtime-cu12-12.5.82:\n", | |
| " Successfully uninstalled nvidia-cuda-runtime-cu12-12.5.82\n", | |
| " Attempting uninstall: nvidia-cuda-nvrtc-cu12\n", | |
| " Found existing installation: nvidia-cuda-nvrtc-cu12 12.5.82\n", | |
| " Uninstalling nvidia-cuda-nvrtc-cu12-12.5.82:\n", | |
| " Successfully uninstalled nvidia-cuda-nvrtc-cu12-12.5.82\n", | |
| " Attempting uninstall: nvidia-cuda-cupti-cu12\n", | |
| " Found existing installation: nvidia-cuda-cupti-cu12 12.5.82\n", | |
| " Uninstalling nvidia-cuda-cupti-cu12-12.5.82:\n", | |
| " Successfully uninstalled nvidia-cuda-cupti-cu12-12.5.82\n", | |
| " Attempting uninstall: nvidia-cublas-cu12\n", | |
| " Found existing installation: nvidia-cublas-cu12 12.5.3.2\n", | |
| " Uninstalling nvidia-cublas-cu12-12.5.3.2:\n", | |
| " Successfully uninstalled nvidia-cublas-cu12-12.5.3.2\n", | |
| " Attempting uninstall: nvidia-cusparse-cu12\n", | |
| " Found existing installation: nvidia-cusparse-cu12 12.5.1.3\n", | |
| " Uninstalling nvidia-cusparse-cu12-12.5.1.3:\n", | |
| " Successfully uninstalled nvidia-cusparse-cu12-12.5.1.3\n", | |
| " Attempting uninstall: nvidia-cudnn-cu12\n", | |
| " Found existing installation: nvidia-cudnn-cu12 9.3.0.75\n", | |
| " Uninstalling nvidia-cudnn-cu12-9.3.0.75:\n", | |
| " Successfully uninstalled nvidia-cudnn-cu12-9.3.0.75\n", | |
| " Attempting uninstall: nvidia-cusolver-cu12\n", | |
| " Found existing installation: nvidia-cusolver-cu12 11.6.3.83\n", | |
| " Uninstalling nvidia-cusolver-cu12-11.6.3.83:\n", | |
| " Successfully uninstalled nvidia-cusolver-cu12-11.6.3.83\n", | |
| "Successfully installed nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nvjitlink-cu12-12.4.127\n", | |
| "Collecting evaluate\n", | |
| " Downloading evaluate-0.4.3-py3-none-any.whl.metadata (9.2 kB)\n", | |
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| "Requirement already satisfied: dill in /usr/local/lib/python3.11/dist-packages (from evaluate) (0.3.8)\n", | |
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| "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.11/dist-packages (from evaluate) (4.67.1)\n", | |
| "Requirement already satisfied: xxhash in /usr/local/lib/python3.11/dist-packages (from evaluate) (3.5.0)\n", | |
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| "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas->evaluate) (1.17.0)\n", | |
| "Downloading evaluate-0.4.3-py3-none-any.whl (84 kB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.0/84.0 kB\u001b[0m \u001b[31m7.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hInstalling collected packages: evaluate\n", | |
| "Successfully installed evaluate-0.4.3\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%pip install transformers datasets\n", | |
| "%pip install torch\n", | |
| "%pip install evaluate" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from datasets import load_dataset, Dataset\n", | |
| "from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline\n", | |
| "from transformers import TrainingArguments, Trainer\n", | |
| "from transformers import DistilBertTokenizer, DistilBertForSequenceClassification\n", | |
| "import evaluate\n", | |
| "import torch\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns" | |
| ], | |
| "metadata": { | |
| "id": "uHNwXBBeAyM0" | |
| }, | |
| "execution_count": 2, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Login to Hugging Face Account" | |
| ], | |
| "metadata": { | |
| "id": "9kk7X8LP8NKk" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from huggingface_hub import notebook_login\n", | |
| "\n", | |
| "notebook_login()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 17, | |
| "referenced_widgets": [ | |
| "fb481a1440b74cac9456a2cf43e88d5b", | |
| "dc543f9b149f47fda6580d533ba4d040", | |
| "74a27db6355e4d1ca119bb4470102d52", | |
| "0f9de8f8b35347e29c4727e41d5fe891", | |
| "e8e4858c56884ad381daf53d8a487bb3", | |
| "8a1ea8ffe5064763a23c733d79d60494", | |
| "d0611b1a13f448efbf2f04f8c681bdf1", | |
| "f69edbd83e29462ca5375ccecc4d5746", | |
| "855e66f269eb44c7a749984b71671f81", | |
| "27133dc22889410a991b271715982fa1", | |
| "45cf02e631a34e5db0c1faefbedd7add", | |
| "0932957e14ad4400958eb3e9ac488e5d", | |
| "b5bd9b357bbe4024ae067033060b07d2", | |
| "bb5cfcef1c8a4ccfa7847e0ec3367304", | |
| "7822a930105740f4a2d9e83aaa89322c", | |
| "27a36710ec7e498caec9702fbf804641", | |
| "dfff27cb9ddc47c2991e4652eab3cb9e", | |
| "1ce8bc4ac8fd4490ab0f2d8bc45cb4ab", | |
| "c32df1df9aee4b168b2440d96b90a904", | |
| "6c7a0a2430e948d9a1586dcff8dcd8a6" | |
| ] | |
| }, | |
| "id": "xY01O5My8eqZ", | |
| "outputId": "3ac55eda-5385-4c7e-f281-03ea2d729223" | |
| }, | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…" | |
| ], | |
| "application/vnd.jupyter.widget-view+json": { | |
| "version_major": 2, | |
| "version_minor": 0, | |
| "model_id": "fb481a1440b74cac9456a2cf43e88d5b" | |
| } | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Analyse And Label BBC News Data" | |
| ], | |
| "metadata": { | |
| "id": "VT9ZJ5ik1-rb" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Load Dataset From Hugging Face:\n", | |
| "* The dataset contains real time monthly articles from BBC News.\n", | |
| "* Data collected every month from 2017 to current.\n", | |
| "* We are using 10 months data containing ~29k rows combined.\n", | |
| "\n" | |
| ], | |
| "metadata": { | |
| "id": "-NSspb-rBgWH" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "BBC_DATASET_PATH = \"RealTimeData/bbc_news_alltime\"\n", | |
| "COULMN_NAME = \"title\" # Column to keep\n", | |
| "CONFIG_NAMES = ['2024-01', '2024-02', '2024-03', '2024-04', '2024-05',\n", | |
| " '2024-06', '2024-07', '2024-08', '2024-09', '2024-10',\n", | |
| " '2024-11', '2024-12', '2025-01', '2025-02']\n", | |
| "\n", | |
| "# Load each configuration\n", | |
| "dfs = []\n", | |
| "for config_name in CONFIG_NAMES:\n", | |
| " dataset = load_dataset(path = BBC_DATASET_PATH, name = config_name)\n", | |
| " df = pd.DataFrame(dataset['train'])\n", | |
| " dfs.append(df)\n", | |
| "\n", | |
| "# Concatenate all DataFrames intoa single DataFrame\n", | |
| "df = pd.concat(dfs, ignore_index=True)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000, | |
| "referenced_widgets": [ | |
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| { | |
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| "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n", | |
| "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", | |
| "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", | |
| "You will be able to reuse this secret in all of your notebooks.\n", | |
| "Please note that authentication is recommended but still optional to access public models or datasets.\n", | |
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| }, | |
| "metadata": {} | |
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| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Generating train split: 0%| | 0/394 [00:00<?, ? examples/s]" | |
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| "output_type": "display_data", | |
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| "train-00000-of-00001.parquet: 0%| | 0.00/4.48M [00:00<?, ?B/s]" | |
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| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Generating train split: 0%| | 0/2747 [00:00<?, ? examples/s]" | |
| ], | |
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| "version_major": 2, | |
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| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Save Unlabeled Dataset as CSV In Drive" | |
| ], | |
| "metadata": { | |
| "id": "glG6yaXl-lue" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "df.to_csv(\"/content/drive/MyDrive/ColabFiles/unlabeled_raw_articles.csv\", index=False)" | |
| ], | |
| "metadata": { | |
| "id": "OglYN8jv-0oz" | |
| }, | |
| "execution_count": 6, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Exploratory Data Analysis" | |
| ], | |
| "metadata": { | |
| "id": "oaE7i2DSJV0b" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "df.head()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 660 | |
| }, | |
| "id": "5SP59jSUL9DY", | |
| "outputId": "d20671db-b326-4b51-bdf6-a2b58352c108" | |
| }, | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| " title published_date \\\n", | |
| "0 Norwich: Post-mortems to take place after four... 2024-01-21 \n", | |
| "1 Yousaf offers talks with 'next prime minister'... 2024-01-21 \n", | |
| "2 Norwich: Two of four found dead in house were ... 2024-01-21 \n", | |
| "3 Dubai Desert Classic: Rory McIlroy wins tourna... 2024-01-21 \n", | |
| "4 Covid Inquiry has my informal messages, says S... 2024-01-21 \n", | |
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| "4 [https://www.facebook.com/bbcnews] \n", | |
| "\n", | |
| " description section \\\n", | |
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| "3 Rory McIlroy defended his title at the Dubai D... \n", | |
| "4 Nicola Sturgeon has said the UK Covid Inquiry ... \n", | |
| "\n", | |
| " link \\\n", | |
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| "2 http://www.bbc.co.uk/news/uk-england-norfolk-6... \n", | |
| "3 http://www.bbc.co.uk/sport/golf/68047211 \n", | |
| "4 http://www.bbc.co.uk/news/uk-scotland-68042064 \n", | |
| "\n", | |
| " top_image \n", | |
| "0 https://ichef.bbci.co.uk/news/976/cpsprodpb/52... \n", | |
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| "2 https://ichef.bbci.co.uk/news/976/cpsprodpb/4E... \n", | |
| "3 https://ichef.bbci.co.uk/news/1024/cpsprodpb/1... \n", | |
| "4 https://ichef.bbci.co.uk/news/976/cpsprodpb/BE... " | |
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| " <div>\n", | |
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| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>title</th>\n", | |
| " <th>published_date</th>\n", | |
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| " <th>description</th>\n", | |
| " <th>section</th>\n", | |
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| " <th>link</th>\n", | |
| " <th>top_image</th>\n", | |
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| " <th>0</th>\n", | |
| " <td>Norwich: Post-mortems to take place after four...</td>\n", | |
| " <td>2024-01-21</td>\n", | |
| " <td>[https://www.facebook.com/bbcnews]</td>\n", | |
| " <td>Norfolk Police says it did not respond to a 99...</td>\n", | |
| " <td>Norfolk</td>\n", | |
| " <td>The man who died at the Costessey home, near N...</td>\n", | |
| " <td>http://www.bbc.co.uk/news/uk-england-norfolk-6...</td>\n", | |
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| " </tr>\n", | |
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| " <th>1</th>\n", | |
| " <td>Yousaf offers talks with 'next prime minister'...</td>\n", | |
| " <td>2024-01-21</td>\n", | |
| " <td>[https://www.facebook.com/bbcnews]</td>\n", | |
| " <td>Scotland's first minister is \"very willing\" to...</td>\n", | |
| " <td>Scotland politics</td>\n", | |
| " <td>This video can not be played To play this vide...</td>\n", | |
| " <td>http://www.bbc.co.uk/news/uk-scotland-scotland...</td>\n", | |
| " <td>https://ichef.bbci.co.uk/news/976/cpsprodpb/13...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>Norwich: Two of four found dead in house were ...</td>\n", | |
| " <td>2024-01-21</td>\n", | |
| " <td>[https://www.facebook.com/bbcnews]</td>\n", | |
| " <td>Norfolk Police investigating the deaths of fou...</td>\n", | |
| " <td>Norfolk</td>\n", | |
| " <td>The man who died at the Costessey home, near N...</td>\n", | |
| " <td>http://www.bbc.co.uk/news/uk-england-norfolk-6...</td>\n", | |
| " <td>https://ichef.bbci.co.uk/news/976/cpsprodpb/4E...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>Dubai Desert Classic: Rory McIlroy wins tourna...</td>\n", | |
| " <td>2024-01-21</td>\n", | |
| " <td>[https://www.facebook.com/BBCSport/]</td>\n", | |
| " <td>Northern Ireland's Rory McIlroy beats Poland's...</td>\n", | |
| " <td>Golf</td>\n", | |
| " <td>Rory McIlroy defended his title at the Dubai D...</td>\n", | |
| " <td>http://www.bbc.co.uk/sport/golf/68047211</td>\n", | |
| " <td>https://ichef.bbci.co.uk/news/1024/cpsprodpb/1...</td>\n", |