newsclassfier.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "newsclassfier.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMSOLNs1NDgFmfJLLrWVt7s",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Blackcipher101/Newsclassifier/blob/main/newsclassfier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ImNzuHq2zuAE"
      },
      "source": [
        "import tensorflow as tf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SoJrckTMJQ1X"
      },
      "source": [
        "!mkdir .kaggle"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pJWdaw25MtKf"
      },
      "source": [
        "import json\n",
        "token = {\"username\":\"nehalnevle\",\"key\":\"f56fbefc794d7437f2952910cd1d058d\"}\n",
        "with open('/content/.kaggle/kaggle.json', 'w') as file:\n",
        "    json.dump(token, file)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rjjmhe5wOlAI"
      },
      "source": [
        "!mkdir /root/.kaggle"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9GzqZKEwOn5y"
      },
      "source": [
        "!cp /content/.kaggle/kaggle.json ~/.kaggle/kaggle.json"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i-EslxS9OqP_",
        "outputId": "9fd5e2ef-2bf3-400b-af63-f047ff7b01e8"
      },
      "source": [
        "!kaggle config set -n path -v/content"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
            "- path is now set to: /content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LGbQBrhUOsSk"
      },
      "source": [
        "!chmod 600 /root/.kaggle/kaggle.json"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CLVHfkP2OxrC",
        "outputId": "75a253ed-465c-44fc-d90b-e787e4bc0740"
      },
      "source": [
        "!kaggle datasets list"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.10 / client 1.5.4)\n",
            "ref                                                           title                                                size  lastUpdated          downloadCount  \n",
            "------------------------------------------------------------  --------------------------------------------------  -----  -------------------  -------------  \n",
            "utkarshxy/who-worldhealth-statistics-2020-complete            World Health Statistics 2020|Complete|Geo-Analysis    1MB  2021-01-08 17:42:25           1671  \n",
            "gpreda/pfizer-vaccine-tweets                                  Pfizer Vaccine Tweets                               484KB  2021-01-09 22:29:30           1117  \n",
            "arashnic/covid19-case-surveillance-public-use-dataset         Covid-19 Case Surveillance Public Use Dataset        46MB  2020-12-21 02:24:21            841  \n",
            "ashkhagan/women-representation-in-city-property-sanfrancisco  Women Representation in City Property SanFrancisco    3KB  2020-12-13 05:18:14            245  \n",
            "google/android-smartphones-high-accuracy-datasets             Android smartphones high accuracy GNSS datasets       1GB  2020-12-23 01:51:11            342  \n",
            "rowhitswami/all-indian-companies-registration-data-1900-2019  Indian Companies Registration Data [1857 - 2020]    112MB  2020-12-12 03:59:01            260  \n",
            "arashnic/mind-news-dataset                                    MIND: Microsoft News Recommendation Dataset          51MB  2020-12-21 00:22:50             95  \n",
            "sakshigoyal7/credit-card-customers                            Credit Card customers                               379KB  2020-11-19 07:38:44          15169  \n",
            "arashnic/hr-analytics-job-change-of-data-scientists           HR Analytics: Job Change of Data Scientists         295KB  2020-12-07 00:25:10           2945  \n",
            "sootersaalu/amazon-top-50-bestselling-books-2009-2019         Amazon Top 50 Bestselling Books 2009 - 2019          15KB  2020-10-13 09:39:21          12068  \n",
            "yamaerenay/spotify-dataset-19212020-160k-tracks               Spotify Dataset 1921-2020, 160k+ Tracks              16MB  2020-11-25 21:14:12          14384  \n",
            "mrmorj/dataset-of-songs-in-spotify                            Dataset of songs in Spotify                           3MB  2020-12-06 09:46:55           1312  \n",
            "google/tinyquickdraw                                          QuickDraw Sketches                                   11GB  2018-04-18 19:38:04           2690  \n",
            "datasnaek/youtube-new                                         Trending YouTube Video Statistics                   201MB  2019-06-03 00:56:47         122987  \n",
            "zynicide/wine-reviews                                         Wine Reviews                                         51MB  2017-11-27 17:08:04         124956  \n",
            "datasnaek/chess                                               Chess Game Dataset (Lichess)                          3MB  2017-09-04 03:09:09          13232  \n",
            "rtatman/188-million-us-wildfires                              1.88 Million US Wildfires                           168MB  2020-05-12 21:03:49          12388  \n",
            "residentmario/ramen-ratings                                   Ramen Ratings                                        40KB  2018-01-11 16:04:39          18361  \n",
            "nasa/kepler-exoplanet-search-results                          Kepler Exoplanet Search Results                       1MB  2017-10-10 18:26:59           5505  \n",
            "jpmiller/publicassistance                                     US Public Food Assistance                           703KB  2020-08-21 16:51:18          10069  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mI4pJw9NO94V",
        "outputId": "14632236-8f57-4302-d2cf-82754ed58be7"
      },
      "source": [
        "!kaggle datasets download -d pariza/bbc-news-summary"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading bbc-news-summary.zip to /content/datasets/pariza/bbc-news-summary\n",
            " 56% 5.00M/8.91M [00:00<00:00, 23.7MB/s]\n",
            "100% 8.91M/8.91M [00:00<00:00, 35.1MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7zpT9jJ9PHa7",
        "outputId": "b871e56f-a574-4bde-d31c-5be987b78640"
      },
      "source": [
        "!unzip '/content/datasets/pariza/bbc-news-summary/*.zip' "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: BBC News Summary/Summaries/sport/363.txt  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GDjHJDsxSKLH"
      },
      "source": [
        "import os\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qSPbMeHES0_8"
      },
      "source": [
        "base_dir = '/content/BBC News Summary/News Articles'\n",
        "classes = ['business', 'sport', 'entertainment', 'tech', 'politics']\n",
        "News=[[],[]]\n",
        "labels=[]\n",
        "\n",
        "num = 1\n",
        "while num<511:\n",
        "  extention = '.txt'\n",
        "  \n",
        "  name = ''\n",
        "  if num/100>1:\n",
        "    name = '' + str(num)\n",
        "  elif num/10>1:\n",
        "    name = '0' + str(num)\n",
        "  else:\n",
        "    name= '00'+str(num)\n",
        "  j=0\n",
        "  for cl in classes:\n",
        "    base_path = os.path.join(base_dir, cl)\n",
        "    file_path=os.path.join(base_path, name)\n",
        "    file_path= file_path + extention\n",
        "    if num/100>=1:\n",
        "      name = '' + str(num)\n",
        "    elif num/10>=1:\n",
        "      name = '0' + str(num)\n",
        "    else:\n",
        "      name= '00'+str(num)\n",
        "    num=num+1\n",
        "    if num == 200: \n",
        "      continue\n",
        "    file_path=os.path.join(base_path, name)\n",
        "    file_path= file_path+extention\n",
        "    try:\n",
        "      f = open(file_path , \"r\")\n",
        "      line=f.read()\n",
        "      News[0].append(line)\n",
        "      News[1].append(j)\n",
        "      j=j+1\n",
        "      \n",
        "    except FileNotFoundError:\n",
        "      pass\n",
        "  \n",
        "  \n",
        "      \n"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ehSdC4BZWFKV",
        "outputId": "1730dfcc-6800-407d-f302-5c170e2caf6c"
      },
      "source": [
        "print(News[0][1],News[1][1])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "O'Sullivan could run in Worlds\n",
            "\n",
            "Sonia O'Sullivan has indicated that she would like to participate in next month's World Cross Country Championships in St Etienne.\n",
            "\n",
            "Athletics Ireland have hinted that the 35-year-old Cobh runner may be included in the official line-up for the event in France on 19-20 March. Provincial teams were selected after last Saturday's Nationals in Santry and will be officially announced this week. O'Sullivan is at present preparing for the London marathon on 17 April. The participation of O'Sullivan, currentily training at her base in Australia, would boost the Ireland team who won the bronze three years agio. The first three at Santry last Saturday, Jolene Byrne, Maria McCambridge and Fionnualla Britton, are automatic selections and will most likely form part of the long-course team. O'Sullivan will also take part in the Bupa Great Ireland Run on 9 April in Dublin.\n",
            " 1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ytG-ofxkrXkk"
      },
      "source": [
        "def preprocess(News):\n",
        "  News=News.replace('\\n',' ')\n",
        "  News=News.replace('\\\\','')\n",
        "  return News\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CucPiDyhkuF6"
      },
      "source": [
        "proNews=[]\n",
        "for news in News[0]:\n",
        "  proNews.append(preprocess(news))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 103
        },
        "id": "ecMjHkBYoi67",
        "outputId": "d33fe07e-7cf1-494c-e59e-8d0f37fd1653"
      },
      "source": [
        "proNews[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Ad sales boost Time Warner profit  Quarterly profits at US media giant TimeWarner jumped 76% to $1.13bn (£600m) for the three months to December, from $639m year-earlier.  The firm, which is now one of the biggest investors in Google, benefited from sales of high-speed internet connections and higher advert sales. TimeWarner said fourth quarter sales rose 2% to $11.1bn from $10.9bn. Its profits were buoyed by one-off gains which offset a profit dip at Warner Bros, and less users for AOL.  Time Warner said on Friday that it now owns 8% of search-engine Google. But its own internet business, AOL, had has mixed fortunes. It lost 464,000 subscribers in the fourth quarter profits were lower than in the preceding three quarters. However, the company said AOL\\'s underlying profit before exceptional items rose 8% on the back of stronger internet advertising revenues. It hopes to increase subscribers by offering the online service free to TimeWarner internet customers and will try to sign up AOL\\'s existing customers for high-speed broadband. TimeWarner also has to restate 2000 and 2003 results following a probe by the US Securities Exchange Commission (SEC), which is close to concluding.  Time Warner\\'s fourth quarter profits were slightly better than analysts\\' expectations. But its film division saw profits slump 27% to $284m, helped by box-office flops Alexander and Catwoman, a sharp contrast to year-earlier, when the third and final film in the Lord of the Rings trilogy boosted results. For the full-year, TimeWarner posted a profit of $3.36bn, up 27% from its 2003 performance, while revenues grew 6.4% to $42.09bn. \"Our financial performance was strong, meeting or exceeding all of our full-year objectives and greatly enhancing our flexibility,\" chairman and chief executive Richard Parsons said. For 2005, TimeWarner is projecting operating earnings growth of around 5%, and also expects higher revenue and wider profit margins.  TimeWarner is to restate its accounts as part of efforts to resolve an inquiry into AOL by US market regulators. It has already offered to pay $300m to settle charges, in a deal that is under review by the SEC. The company said it was unable to estimate the amount it needed to set aside for legal reserves, which it previously set at $500m. It intends to adjust the way it accounts for a deal with German music publisher Bertelsmann\\'s purchase of a stake in AOL Europe, which it had reported as advertising revenue. It will now book the sale of its stake in AOL Europe as a loss on the value of that stake. '"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZaHxl_qfqR4J"
      },
      "source": [
        "vocab_size = 500\n",
        "embedding_dim = 24\n",
        "max_length = 50\n",
        "trunc_type='post'\n",
        "padding_type='post'\n",
        "oov_tok = \"<OOV>\"\n",
        "\n",
        "\n",
        "from tensorflow.keras.preprocessing.text import Tokenizer\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
        "\n",
        "import tensorflow_datasets as tfds\n",
        "\n",
        "vocab_size = 1000\n",
        "tokenizer = tfds.deprecated.text.SubwordTextEncoder.build_from_corpus(proNews, vocab_size, max_subword_length=7)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d4BjRDEzop4o",
        "outputId": "aa018ef3-a3f0-438e-c9d4-e65308d39637"
      },
      "source": [
        "print(proNews[4])\n",
        "encoded = tokenizer.encode(proNews[4])\n",
        "print(encoded)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Brown ally rejects Budget spree  Chancellor Gordon Brown's closest ally has denied suggestions there will be a Budget giveaway on 16 March.  Ed Balls, ex-chief economic adviser to the Treasury, said there would be no spending spree before polling day. But Mr Balls, a prospective Labour MP, said he was confident the chancellor would meet his fiscal rules. He was speaking as Sir Digby Jones, CBI director general, warned Mr Brown not to be tempted to use any extra cash on pre-election bribes.  Mr Balls, who stepped down from his Treasury post to stand as a Labour candidate in the election, had suggested that Mr Brown would meet his golden economic rule - \"with a margin to spare\". He said he hoped more would be done to build on current tax credit rules.  He also stressed rise in interest rates ahead of an expected May election would not affect the Labour Party's chances of winning. Expectations of a rate rise have gathered pace after figures showed house prices are still rising. Consumer borrowing rose at a near-record pace in January. \"If the MPC (the Bank of England's Monetary Policy Committee) were to judge that a rate rise was justified before the election because of the strength of the economy - and I'm not predicting that they will - I do not believe that this will be a big election issue in Britain for Labour,\" he told a Parliamentary lunch. \"This is a big change in our political culture.\"  During an interview with BBC Radio 4's Today programme, Mr Balls said he was sure Mr Brown's Budget would not put at risk the stability of the economy. \"I don't think we'll see a pre-election spending spree - we certainly did not see that before 2001,\" he said.  His assurances came after Sir Digby Jones said stability was all important and any extra cash should be spent on improving workers' skills. His message to the chancellor was: \"Please don't give it away in any form of electioneering.\" Sir Digby added: \"I don't think he will. I have to say he has been a prudent chancellor right the way through. Stability is the key word - British business needs boring stability more than anything. \"We would say to him 'don't increase your public spending, don't give it away. But if you are going to anywhere, just add something to the competitiveness of Britain, put it into skilling our people'. \"That would be a good way to spend any excess.\"  Mr Balls refused to say whether Mr Brown would remain as chancellor after the election, amid speculation he will be offered the job of Foreign Secretary. \"I think that Gordon Brown wants to be part of the successful Labour government which delivers in the third term for the priorities of the people and sees off a Conservative Party that will take Britain backwards,\" Mr Balls told Today. Prime Minister Tony Blair has yet to name the date of the election, but most pundits are betting on 5 May. \n",
            "[646, 871, 21, 236, 11, 55, 858, 275, 161, 818, 479, 489, 491, 563, 138, 199, 552, 69, 44, 27, 823, 708, 16, 646, 871, 862, 791, 2, 208, 196, 412, 236, 11, 45, 24, 132, 15, 137, 701, 684, 615, 784, 403, 46, 23, 7, 818, 479, 489, 107, 167, 533, 380, 784, 16, 801, 806, 784, 512, 367, 22, 821, 10, 497, 197, 867, 3, 111, 797, 340, 369, 784, 530, 219, 91, 66, 633, 784, 4, 1, 836, 542, 37, 873, 3, 54, 403, 139, 23, 742, 259, 88, 14, 491, 563, 784, 67, 397, 784, 86, 623, 175, 272, 5, 270, 110, 497, 197, 867, 3, 7, 32, 259, 505, 83, 273, 720, 784, 829, 832, 3, 54, 58, 31, 171, 73, 24, 284, 1, 307, 62, 522, 27, 139, 84, 159, 784, 150, 73, 194, 56, 185, 513, 5, 337, 31, 259, 849, 303, 51, 659, 27, 820, 313, 60, 620, 458, 3, 819, 818, 81, 35, 244, 360, 784, 702, 595, 860, 3, 234, 688, 784, 110, 646, 871, 21, 85, 4, 23, 162, 282, 211, 4, 317, 443, 784, 111, 278, 784, 338, 78, 16, 330, 797, 749, 181, 260, 857, 67, 867, 22, 110, 497, 197, 867, 3, 200, 334, 189, 15, 506, 784, 94, 150, 836, 542, 37, 11, 311, 13, 4, 176, 425, 51, 7, 273, 720, 784, 134, 88, 384, 153, 784, 9, 1, 749, 319, 3, 142, 137, 701, 550, 15, 19, 110, 646, 871, 21, 139, 84, 159, 784, 150, 68, 723, 262, 530, 219, 185, 50, 109, 786, 39, 7, 48, 866, 107, 21, 4, 491, 42, 853, 561, 337, 54, 58, 79, 104, 10, 184, 139, 23, 610, 12, 4, 146, 113, 10, 16, 713, 343, 13, 57, 331, 630, 35, 13, 185, 513, 22, 337, 209, 232, 114, 442, 235, 12, 9, 322, 412, 591, 2, 849, 366, 10, 6, 34, 460, 750, 256, 11, 749, 181, 139, 85, 849, 618, 166, 784, 1, 273, 720, 784, 294, 169, 873, 791, 2, 307, 220, 784, 6, 215, 616, 5, 821, 872, 104, 166, 382, 2, 6, 7, 591, 784, 235, 12, 41, 93, 329, 15, 71, 106, 352, 73, 231, 90, 784, 498, 15, 634, 131, 230, 220, 784, 53, 406, 210, 235, 249, 5, 202, 163, 301, 47, 115, 383, 223, 14, 59, 131, 28, 7, 61, 42, 797, 687, 473, 71, 106, 9, 368, 362, 42, 873, 29, 825, 370, 1, 829, 832, 819, 233, 1, 497, 862, 80, 6, 821, 118, 378, 791, 2, 431, 438, 42, 11, 832, 77, 99, 11, 202, 394, 70, 162, 853, 558, 216, 4, 624, 690, 784, 19, 7, 591, 784, 235, 12, 31, 624, 406, 73, 15, 67, 397, 784, 1, 749, 181, 735, 317, 6, 1, 232, 82, 855, 248, 6, 1, 530, 873, 109, 8, 825, 791, 75, 85, 330, 35, 505, 175, 19, 180, 477, 197, 109, 81, 625, 85, 67, 466, 83, 19, 187, 46, 23, 7, 160, 119, 749, 181, 655, 205, 784, 9, 349, 695, 18, 273, 720, 117, 58, 660, 7, 294, 866, 52, 76, 100, 42, 11, 462, 285, 856, 29, 246, 17, 17, 7, 160, 119, 307, 305, 9, 535, 784, 715, 327, 56, 475, 439, 348, 121, 784, 820, 37, 14, 34, 322, 66, 482, 784, 39, 818, 818, 553, 834, 91, 374, 784, 804, 791, 2, 295, 272, 784, 32, 419, 394, 853, 3, 110, 497, 197, 2, 54, 58, 31, 393, 12, 110, 646, 871, 862, 791, 2, 818, 479, 489, 139, 85, 239, 13, 28, 235, 80, 1, 176, 345, 504, 6, 1, 530, 873, 29, 81, 610, 791, 13, 737, 80, 87, 791, 210, 302, 784, 7, 330, 797, 749, 181, 259, 88, 14, 491, 563, 109, 193, 62, 169, 494, 33, 35, 10, 85, 302, 784, 19, 67, 397, 784, 179, 801, 117, 58, 168, 22, 824, 17, 152, 393, 552, 65, 627, 12, 352, 659, 27, 820, 313, 60, 620, 458, 784, 54, 176, 345, 504, 31, 299, 404, 365, 413, 784, 8, 443, 784, 111, 278, 784, 338, 78, 692, 784, 23, 259, 284, 16, 404, 59, 665, 119, 291, 703, 415, 867, 509, 197, 867, 5, 824, 17, 689, 177, 305, 4, 1, 307, 62, 522, 27, 237, 867, 372, 832, 266, 131, 610, 791, 13, 107, 83, 30, 533, 380, 784, 9, 443, 784, 224, 784, 6, 749, 319, 296, 112, 118, 121, 659, 27, 820, 313, 60, 447, 92, 372, 81, 610, 791, 13, 737, 80, 58, 477, 197, 5, 81, 41, 4, 328, 784, 58, 45, 149, 7, 864, 185, 24, 284, 307, 62, 522, 27, 112, 321, 1, 333, 784, 697, 582, 5, 238, 399, 113, 504, 17, 1, 38, 11, 186, 356, 109, 349, 527, 784, 146, 469, 719, 694, 589, 115, 729, 176, 345, 504, 184, 279, 443, 446, 29, 464, 139, 328, 784, 4, 98, 861, 784, 791, 610, 791, 13, 389, 542, 12, 524, 37, 784, 730, 467, 784, 259, 88, 249, 3, 610, 791, 13, 107, 83, 30, 533, 380, 5, 270, 588, 538, 53, 68, 14, 4, 443, 543, 55, 3, 649, 447, 784, 105, 84, 446, 784, 4, 1, 225, 159, 70, 500, 458, 2, 6, 349, 494, 3, 239, 13, 30, 426, 867, 509, 623, 175, 535, 784, 104, 154, 50, 791, 29, 246, 28, 139, 23, 7, 68, 587, 333, 784, 4, 259, 425, 443, 784, 111, 220, 867, 121, 784, 110, 497, 197, 2, 55, 339, 442, 4, 328, 784, 543, 329, 784, 110, 646, 871, 21, 139, 639, 695, 51, 307, 62, 522, 27, 352, 1, 749, 319, 3, 76, 384, 784, 259, 475, 434, 181, 58, 46, 23, 204, 25, 15, 1, 267, 850, 784, 6, 409, 55, 718, 784, 537, 630, 57, 495, 29, 81, 737, 80, 19, 823, 708, 16, 646, 871, 21, 696, 2, 4, 23, 229, 784, 6, 1, 395, 220, 867, 733, 784, 273, 720, 784, 407, 174, 148, 24, 668, 316, 9, 1, 228, 122, 10, 172, 75, 18, 1, 230, 72, 70, 381, 6, 1, 274, 8, 302, 2, 204, 784, 7, 202, 163, 25, 164, 670, 784, 294, 169, 11, 19, 46, 441, 784, 349, 695, 363, 234, 852, 867, 117, 110, 497, 197, 2, 660, 295, 272, 5, 675, 147, 12, 254, 132, 738, 295, 862, 11, 704, 122, 784, 45, 373, 13, 4, 156, 170, 1, 297, 247, 6, 1, 749, 319, 3, 120, 682, 239, 88, 178, 53, 532, 480, 16, 613, 256, 873, 5]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LEr0mVagpOF3"
      },
      "source": [
        "for i, proNew in enumerate(proNews):\n",
        "  proNews[i] = tokenizer.encode(proNew)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j54a8gRHpud_",
        "outputId": "7d560355-df51-49b4-8bb9-bd87602b07aa"
      },
      "source": [
        "print(proNews[1])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[831, 791, 835, 271, 668, 34, 326, 185, 21, 9, 839, 72, 723, 867, 138, 364, 132, 7, 831, 791, 835, 271, 668, 34, 45, 418, 468, 211, 19, 597, 784, 139, 629, 4, 229, 99, 683, 153, 784, 9, 61, 669, 784, 673, 791, 2, 839, 72, 514, 819, 59, 590, 202, 97, 240, 11, 199, 76, 192, 615, 98, 864, 2, 9, 238, 784, 821, 89, 82, 61, 22, 817, 228, 50, 327, 2, 825, 286, 8, 41, 98, 124, 15, 19, 1, 803, 805, 797, 203, 797, 77, 10, 202, 850, 78, 185, 503, 47, 48, 11, 23, 748, 15, 9, 1, 204, 99, 428, 784, 459, 797, 155, 18, 1, 619, 13, 9, 390, 721, 16, 376, 797, 802, 280, 512, 367, 5, 675, 863, 665, 141, 56, 162, 76, 2, 216, 602, 275, 211, 352, 388, 638, 314, 272, 791, 2, 830, 382, 40, 2, 9, 638, 124, 212, 8, 46, 23, 204, 99, 428, 33, 743, 357, 62, 10, 187, 648, 5, 831, 791, 835, 271, 668, 34, 17, 28, 474, 174, 330, 71, 729, 18, 1, 444, 88, 16, 48, 564, 79, 21, 16, 801, 807, 784, 817, 230, 860, 5, 20, 229, 99, 683, 298, 6, 831, 791, 835, 271, 668, 64, 3, 713, 343, 89, 33, 278, 101, 14, 28, 528, 127, 131, 9, 817, 432, 43, 52, 849, 3, 139, 115, 196, 13, 1, 825, 286, 8, 162, 76, 784, 200, 186, 21, 1, 560, 862, 647, 784, 519, 12, 457, 784, 325, 374, 5, 20, 529, 519, 12, 28, 638, 124, 212, 388, 638, 314, 272, 3, 620, 50, 312, 818, 873, 377, 853, 3, 512, 198, 784, 829, 851, 405, 433, 112, 690, 784, 8, 822, 319, 362, 236, 7, 349, 96, 862, 3, 53, 452, 96, 577, 219, 602, 275, 257, 2, 8, 46, 682, 52, 38, 33, 224, 784, 229, 784, 6, 1, 44, 118, 797, 49, 37, 131, 162, 76, 5, 831, 791, 835, 271, 668, 34, 46, 209, 441, 784, 229, 784, 9, 1, 818, 445, 7, 621, 123, 13, 825, 286, 8, 834, 97, 784, 16, 809, 784, 817, 230, 26, 9, 820, 534, 392, 5]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FVLQukWDxFVA"
      },
      "source": [
        "max_length = 500\n",
        "trunc_type='post'\n",
        "padding_type='post'\n",
        "\n",
        "# Pad all sentences\n",
        "pronews_padded = pad_sequences(proNews, maxlen=max_length, \n",
        "                                 padding=padding_type, truncating=trunc_type)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OGMyBQLSxWn2"
      },
      "source": [
        "training_size = int(len(proNews) * 0.8)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8gzwt-adxo7o"
      },
      "source": [
        "labels=News[1]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s4itpJ5gxdze"
      },
      "source": [
        "training_news = pronews_padded[0:training_size]\n",
        "testing_news = pronews_padded[training_size:]\n",
        "training_labels = labels[0:training_size]\n",
        "testing_labels = labels[training_size:]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oongO_uVx03D"
      },
      "source": [
        "import numpy as np\n",
        "training_labels_final = np.array(training_labels)\n",
        "testing_labels_final = np.array(testing_labels)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "js4OdGl5x5kR",
        "outputId": "f94f54cd-9802-434f-be8a-4b322c8f4674"
      },
      "source": [
        "training_labels_final[0],training_news[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0, array([817,  10, 728,  65, 115, 196,  13, 836, 147,  12, 540, 377,  47,\n",
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              "        233, 946, 915, 806, 350, 861, 558,  18,   1, 519,  12, 673,   2,\n",
              "          4, 269,  62, 433,  25,   3, 242, 492, 657, 806, 803, 809,  75,\n",
              "        203, 797, 214, 466, 866,  22,  20, 501,   3, 148,  17, 741, 251,\n",
              "          6,   1, 160, 701, 412, 608, 550,  72,   2,   9, 823, 863, 449,\n",
              "         50,   3,  67,  61,  73, 211,  94, 728,  65,   6, 579, 797, 259,\n",
              "         15, 322, 438, 784, 171,  61, 505, 615, 784,   8, 579,  47,  91,\n",
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              "          2, 292, 217,  18, 817, 831, 828,  22, 836, 147,  12, 540, 377,\n",
              "         47,  54,  16, 390, 384, 380, 784,  19,  30, 741, 549,   2, 808,\n",
              "        300,   6, 614, 866, 367, 797,  82, 107, 312, 823, 863, 449,  50,\n",
              "          5, 270, 178, 549, 784, 322, 438, 784, 146, 469, 114, 867,   3,\n",
              "        817, 831, 828,   3, 142,  45, 129, 872,  15, 315, 868,  97, 114,\n",
              "          5, 226,  44, 191, 804, 806, 804, 796, 350, 280, 137, 450, 751,\n",
              "        354,   2,   9,   1, 539, 654, 784, 499, 169,  47,  32,  73, 161,\n",
              "        216,  44,  87,  27, 279,   9,   1, 330,  62, 658, 784, 519,  12,\n",
              "        499, 169, 703,   5, 680, 411,   3,   1, 471,  11,  54, 817, 831,\n",
              "        828, 791,   2, 681, 866, 568,  14,  32,  73,  13,  67, 397, 784,\n",
              "        111,  62, 344, 319,  56, 435, 414, 784,  59, 131, 808, 300,  16,\n",
              "          1, 363, 784,   6, 232, 693,  47, 322, 438, 784,  91, 116,  89,\n",
              "        562, 784,  55, 440, 205, 867,   5, 226,  79, 104,   2,   4, 389,\n",
              "        542,  12, 137, 450, 751, 354,   2,  60, 204,  25,  14,   1,  74,\n",
              "        459, 784, 739, 106, 242, 296, 784,   4, 836, 147, 853, 540, 377,\n",
              "         47, 322, 438, 784, 475, 318, 493,   2,   8,  46, 240,  11,   4,\n",
              "         36, 427, 784, 155, 817, 831, 828, 791,   2, 111, 484,  14, 475,\n",
              "        318, 493,   2,  18, 579, 797, 259,  15, 560,  91, 420, 852,   5,\n",
              "        836, 147, 853, 540, 377,  47, 209,  45,   4,  90,  57, 247, 179,\n",
              "        280,   8, 179, 803, 784,  90, 547,   2, 410, 522, 215, 119,   7,\n",
              "         32,  23,  60,   1, 430, 537, 713,  70, 381, 821, 872, 307, 305,\n",
              "        202, 394, 655, 319, 233, 835, 821, 819, 793,   3, 148,  17, 208,\n",
              "        196,  12,   4, 171, 208, 479], dtype=int32))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CF_psvr7ysRG",
        "outputId": "aee7abe5-da85-4319-a45e-95076e84ac49"
      },
      "source": [
        "num_epochs = 30\n",
        "\n",
        "model = tf.keras.Sequential([\n",
        "    tf.keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    tf.keras.layers.GlobalAveragePooling1D(), \n",
        "    tf.keras.layers.Dropout(0.2),\n",
        "    tf.keras.layers.Dense(5, activation='softmax')\n",
        "])\n",
        "\n",
        "learning_rate = 0.03\n",
        "\n",
        "model.compile(loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),optimizer=tf.keras.optimizers.Adam(learning_rate),metrics=['accuracy'])\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_3 (Embedding)      (None, 500, 24)           24000     \n",
            "_________________________________________________________________\n",
            "global_average_pooling1d (Gl (None, 24)                0         \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 24)                0         \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 5)                 125       \n",
            "=================================================================\n",
            "Total params: 24,125\n",
            "Trainable params: 24,125\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k5jM5zKvz2FL",
        "outputId": "a9a1f357-90cd-45e2-96e8-40386bbc4447"
      },
      "source": [
        "epochs = 30\n",
        "history = model.fit(training_news, training_labels_final, epochs=num_epochs, validation_data=(testing_news, testing_labels_final))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/30\n",
            "12/12 [==============================] - 0s 10ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 1.2824 - val_accuracy: 0.8202\n",
            "Epoch 2/30\n",
            "12/12 [==============================] - 0s 7ms/step - loss: 4.8731e-04 - accuracy: 1.0000 - val_loss: 1.2768 - val_accuracy: 0.8315\n",
            "Epoch 3/30\n",
            "12/12 [==============================] - 0s 7ms/step - loss: 6.9599e-04 - accuracy: 1.0000 - val_loss: 1.2736 - val_accuracy: 0.8539\n",
            "Epoch 4/30\n",
            "12/12 [==============================] - 0s 7ms/step - loss: 6.8829e-04 - accuracy: 1.0000 - val_loss: 1.2713 - val_accuracy: 0.8652\n",
            "Epoch 5/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.9791e-04 - accuracy: 1.0000 - val_loss: 1.2737 - val_accuracy: 0.8652\n",
            "Epoch 6/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 7.9601e-04 - accuracy: 1.0000 - val_loss: 1.2828 - val_accuracy: 0.8539\n",
            "Epoch 7/30\n",
            "12/12 [==============================] - 0s 5ms/step - loss: 7.3234e-04 - accuracy: 1.0000 - val_loss: 1.2830 - val_accuracy: 0.8539\n",
            "Epoch 8/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.7728e-04 - accuracy: 1.0000 - val_loss: 1.2827 - val_accuracy: 0.8427\n",
            "Epoch 9/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 6.8169e-04 - accuracy: 1.0000 - val_loss: 1.2847 - val_accuracy: 0.8315\n",
            "Epoch 10/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.6573e-04 - accuracy: 1.0000 - val_loss: 1.2935 - val_accuracy: 0.8202\n",
            "Epoch 11/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.9448e-04 - accuracy: 1.0000 - val_loss: 1.3006 - val_accuracy: 0.8202\n",
            "Epoch 12/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 6.7868e-04 - accuracy: 1.0000 - val_loss: 1.2950 - val_accuracy: 0.8202\n",
            "Epoch 13/30\n",
            "12/12 [==============================] - 0s 5ms/step - loss: 4.1387e-04 - accuracy: 1.0000 - val_loss: 1.2915 - val_accuracy: 0.8202\n",
            "Epoch 14/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.3878e-04 - accuracy: 1.0000 - val_loss: 1.2872 - val_accuracy: 0.8202\n",
            "Epoch 15/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.7355e-04 - accuracy: 1.0000 - val_loss: 1.2920 - val_accuracy: 0.8202\n",
            "Epoch 16/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.5260e-04 - accuracy: 1.0000 - val_loss: 1.2984 - val_accuracy: 0.8315\n",
            "Epoch 17/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.5501e-04 - accuracy: 1.0000 - val_loss: 1.2956 - val_accuracy: 0.8539\n",
            "Epoch 18/30\n",
            "12/12 [==============================] - 0s 31ms/step - loss: 4.0372e-04 - accuracy: 1.0000 - val_loss: 1.2949 - val_accuracy: 0.8652\n",
            "Epoch 19/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 3.7790e-04 - accuracy: 1.0000 - val_loss: 1.2934 - val_accuracy: 0.8652\n",
            "Epoch 20/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.9481e-04 - accuracy: 1.0000 - val_loss: 1.2948 - val_accuracy: 0.8539\n",
            "Epoch 21/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 8.0798e-04 - accuracy: 1.0000 - val_loss: 1.2962 - val_accuracy: 0.8539\n",
            "Epoch 22/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.3511e-04 - accuracy: 1.0000 - val_loss: 1.2964 - val_accuracy: 0.8539\n",
            "Epoch 23/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.7012e-04 - accuracy: 1.0000 - val_loss: 1.2986 - val_accuracy: 0.8539\n",
            "Epoch 24/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 3.8386e-04 - accuracy: 1.0000 - val_loss: 1.3057 - val_accuracy: 0.8315\n",
            "Epoch 25/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 3.8107e-04 - accuracy: 1.0000 - val_loss: 1.3149 - val_accuracy: 0.8315\n",
            "Epoch 26/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 6.8675e-04 - accuracy: 1.0000 - val_loss: 1.3234 - val_accuracy: 0.8202\n",
            "Epoch 27/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 4.8756e-04 - accuracy: 1.0000 - val_loss: 1.3317 - val_accuracy: 0.8202\n",
            "Epoch 28/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 3.8663e-04 - accuracy: 1.0000 - val_loss: 1.3387 - val_accuracy: 0.8202\n",
            "Epoch 29/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 5.7254e-04 - accuracy: 1.0000 - val_loss: 1.3326 - val_accuracy: 0.8202\n",
            "Epoch 30/30\n",
            "12/12 [==============================] - 0s 6ms/step - loss: 3.8673e-04 - accuracy: 1.0000 - val_loss: 1.3286 - val_accuracy: 0.8202\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "didCPYdO3Pgz",
        "outputId": "cd27c1b2-da03-4c8d-bdc1-eb71a069b687"
      },
      "source": [
        "proNews1=[]\n",
        "News1=[\"\"\"\"Watchdog probes e-mail deletions\n",
        "\n",
        "The information commissioner says he is urgently asking for details of Cabinet Office orders telling staff to delete e-mails more than three months old.\n",
        "\n",
        "Richard Thomas \"totally condemned\" the deletion of e-mails to prevent their disclosure under freedom of information laws coming into force on 1 January. Government guidance said e-mails should only be deleted if they served \"no current purpose\", Mr Thomas said. The Tories and the Lib Dems have questioned the timing of the new rules.\n",
        "\n",
        "Tory leader Michael Howard has written to Tony Blair demanding an explanation of the new rules on e-mail retention. On Monday Lib Dem constitutional affairs committee chairman Alan Beith warned that the deletion of millions of government e-mails could harm the ability of key probes like the Hutton Inquiry. The timing of the new rules just before the Freedom of Information Act comes into forces was \"too unlikely to have been a coincidence\", Mr Beith said. But a Cabinet Office spokeswoman said the move was not about the new laws or \"the destruction of important records\". Mr Beith urged the information commissioner to look at how the \"e-mail regime\" could \"support the freedom of information regime\".\n",
        "\n",
        "Mr Thomas said: \"The new Act of Parliament makes it very clear that to destroy records in order to prevent their disclosure becomes a criminal offence.\" He said there was already clear guidance on the retention of e-mails contained in a code of practice from the lord chancellor. All e-mails are subject to the freedom of information laws, but the important thing was the content of the e-mail, said Mr Thomas.\n",
        "\n",
        "\"If in doubt retain, that has been the long-standing principle of the civil service and public authorities. It's only when you've got no further use for the particular record that it may be legitimate to destroy it. \"But any deliberate destruction to avoid the possibility of later disclosure is to be totally condemned.\" The Freedom of Information Act will cover England, Wales and Northern Ireland from next year. Similar measures are being brought in at the same time in Scotland. It provides the public with a right of access to information held by about 100,000 public bodies, subject to various exemptions. Its implementation will be monitored by the information commissioner.\n",
        "\"\"\"]\n",
        "proNews1.append(preprocess(News1[0]))\n",
        "for i, proNew in enumerate(proNews1):\n",
        "  proNews1[i] = tokenizer.encode(proNew)\n",
        "proNews1=pad_sequences(proNews1, maxlen=max_length, \n",
        "                                 padding=padding_type, truncating=trunc_type)\n",
        "\n",
        "print(classes)\n",
        "test=model.predict(proNews1)\n",
        "test"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['business', 'sport', 'entertainment', 'tech', 'politics']\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1.7591529e-04, 6.1773485e-06, 4.7855388e-05, 1.5043698e-03,\n",
              "        9.9826568e-01]], dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "id": "qBNJ7Mjd0bpe",
        "outputId": "14517d7d-fc0f-46b8-8a27-a32b3550eb5b"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(epochs)\n",
        "\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
        "plt.legend(loc='lower right')\n",
        "plt.title('Training and Validation Accuracy')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label='Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
        "plt.legend(loc='upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ttRAtlvZ3T8O"
      },
      "source": [
        "predicted_ids=np.argmax(test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iNHo3GLZ3fbR",
        "outputId": "d05b72a2-9bed-448c-a33f-02cc308a846a"
      },
      "source": [
        "print(classes[predicted_ids])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "politics\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}