Topic_Modeling_on_clusters.ipynb

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      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iAgblz0MV2g7"
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      "source": [
        "from io import BytesIO\n",
        "import pandas as pd\n",
        "import sys\n",
        "if \"google.colab\" in sys.modules:\n",
        "    from google.colab import auth\n",
        "    auth.authenticate_user()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.cloud import storage\n",
        "storage_client = storage.Client()"
      ],
      "metadata": {
        "id": "bZi9J4N0WEbX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "bucket_name = 'army-tribunals'\n",
        "bucket = storage_client.get_bucket(bucket_name)"
      ],
      "metadata": {
        "id": "cC8HLZhHWHAa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "prefix = 'embeddings/'\n",
        "blobs = storage_client.list_blobs(bucket_name,prefix=prefix)\n",
        "csv_path = 'embeddings/clustered_documents.csv'\n",
        "blob = bucket.blob(csv_path)\n",
        "file_obj = blob.download_as_bytes()\n",
        "\n",
        "str_obj = BytesIO(file_obj)\n",
        "df = pd.read_csv(str_obj)"
      ],
      "metadata": {
        "id": "qh2Or1QhWKJA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 722
        },
        "id": "Pv7adffrY2PA",
        "outputId": "54873d30-5570-47d6-d6bf-795bbec49289"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "   Unnamed: 0      case_number       court  year  month  \\\n",
              "0           1  OA_2509_of_2012  CHANDIGARH  2013     11   \n",
              "1           2    TA_47_of_2013  CHANDIGARH  2013     11   \n",
              "2           3  OA_1358_of_2012  CHANDIGARH  2013     12   \n",
              "3           4   TA_833_of_2010  CHANDIGARH  2013     12   \n",
              "4           5   OA_657_of_2010  CHANDIGARH  2014      1   \n",
              "\n",
              "                                             pdf_url   civilian_judge  \\\n",
              "0  https://www.aftdelhi.nic.in/benches/chandigarh...  prakash krishna   \n",
              "1  https://www.aftdelhi.nic.in/benches/chandigarh...  prakash krishna   \n",
              "2  https://www.aftdelhi.nic.in/benches/chandigarh...  prakash krishna   \n",
              "3  https://www.aftdelhi.nic.in/benches/chandigarh...  prakash krishna   \n",
              "4  https://www.aftdelhi.nic.in/benches/chandigarh...  prakash krishna   \n",
              "\n",
              "      military_judge                                           pdf_text  \\\n",
              "0  lt. gen. hs panag  ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...   \n",
              "1  lt. gen. hs panag  ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...   \n",
              "2  lt. gen. hs panag  ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...   \n",
              "3  lt. gen. hs panag  ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...   \n",
              "4  lt. gen. hs panag  ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...   \n",
              "\n",
              "                                           embedding  cluster  \n",
              "0  [-1.58602800e-02  1.72294155e-02 -1.17799863e-...        0  \n",
              "1  [-0.00136113 -0.00543779 -0.00315412 ... -0.02...        0  \n",
              "2  [-0.01257746  0.00685315 -0.00614937 ... -0.02...        0  \n",
              "3  [-0.01298816 -0.00649069  0.00348066 ... -0.01...        0  \n",
              "4  [ 0.00575938 -0.00025969 -0.00300858 ... -0.01...        0  "
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              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>case_number</th>\n",
              "      <th>court</th>\n",
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              "      <td>11</td>\n",
              "      <td>https://www.aftdelhi.nic.in/benches/chandigarh...</td>\n",
              "      <td>prakash krishna</td>\n",
              "      <td>lt. gen. hs panag</td>\n",
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              "      <td>https://www.aftdelhi.nic.in/benches/chandigarh...</td>\n",
              "      <td>prakash krishna</td>\n",
              "      <td>lt. gen. hs panag</td>\n",
              "      <td>ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...</td>\n",
              "      <td>[-0.00136113 -0.00543779 -0.00315412 ... -0.02...</td>\n",
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              "      <td>OA_1358_of_2012</td>\n",
              "      <td>CHANDIGARH</td>\n",
              "      <td>2013</td>\n",
              "      <td>12</td>\n",
              "      <td>https://www.aftdelhi.nic.in/benches/chandigarh...</td>\n",
              "      <td>prakash krishna</td>\n",
              "      <td>lt. gen. hs panag</td>\n",
              "      <td>ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...</td>\n",
              "      <td>[-0.01257746  0.00685315 -0.00614937 ... -0.02...</td>\n",
              "      <td>0</td>\n",
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              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>TA_833_of_2010</td>\n",
              "      <td>CHANDIGARH</td>\n",
              "      <td>2013</td>\n",
              "      <td>12</td>\n",
              "      <td>https://www.aftdelhi.nic.in/benches/chandigarh...</td>\n",
              "      <td>prakash krishna</td>\n",
              "      <td>lt. gen. hs panag</td>\n",
              "      <td>ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...</td>\n",
              "      <td>[-0.01298816 -0.00649069  0.00348066 ... -0.01...</td>\n",
              "      <td>0</td>\n",
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              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>OA_657_of_2010</td>\n",
              "      <td>CHANDIGARH</td>\n",
              "      <td>2014</td>\n",
              "      <td>1</td>\n",
              "      <td>https://www.aftdelhi.nic.in/benches/chandigarh...</td>\n",
              "      <td>prakash krishna</td>\n",
              "      <td>lt. gen. hs panag</td>\n",
              "      <td>ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL B...</td>\n",
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      "cell_type": "code",
      "source": [
        "df = df.dropna(subset=['embedding'])\n",
        "df[\"embedding\"] = df[\"embedding\"].apply(lambda x: np.fromstring(x[1:-1], sep=\" \"))"
      ],
      "metadata": {
        "id": "pbwigmgzZlmF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "n_clusters = 10"
      ],
      "metadata": {
        "id": "ywVthNGhZCmu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import spacy\n",
        "import re\n",
        "from spacy.lang.en.stop_words import STOP_WORDS\n",
        "from spacy.lang.en import English\n",
        "\n",
        "nlp = spacy.load(\"en_core_web_sm\")\n",
        "stop_words = STOP_WORDS\n",
        "parser = English()\n",
        "\n",
        "def preprocess_text(text):\n",
        "\n",
        "    text = re.sub(r'\\S+@\\S+', '', text)\n",
        "    text = re.sub(r'http\\S+', '', text)\n",
        "    \n",
        "    text = re.sub(r'[^a-zA-Z\\s]', '', text)\n",
        "    \n",
        "    tokens = parser(text)\n",
        "    tokens = [token.lemma_.lower().strip() if token.lemma_ != \"-PRON-\" else token.lower_ for token in tokens]\n",
        "    tokens = [token for token in tokens if token not in stop_words]\n",
        "\n",
        "    text = \" \".join(tokens)\n",
        "    \n",
        "    return text\n"
      ],
      "metadata": {
        "id": "M3Bbw3EFiptT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Topic Modelling on Cluster 2\n",
        "df_cluster_2=df[df['cluster']==2]"
      ],
      "metadata": {
        "id": "EDnrJwtYpYVK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.tokenize import word_tokenize\n",
        "from gensim import corpora\n",
        "import nltk\n",
        "nltk.download('stopwords')\n",
        "nltk.download('wordnet')\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.stem.wordnet import WordNetLemmatizer\n",
        "import gensim\n",
        "\n",
        "\n",
        "def preprocess_text(text):\n",
        " \n",
        "    tokens = word_tokenize(text)\n",
        "    tokens = [token.lower() for token in tokens]\n",
        "    stop_words = set(stopwords.words('english'))\n",
        "    tokens = [token for token in tokens if token not in stop_words]\n",
        "    tokens = [token for token in tokens if token.isalpha()]\n",
        "    lemmatizer = WordNetLemmatizer()\n",
        "    tokens = [lemmatizer.lemmatize(token) for token in tokens]\n",
        "    return tokens\n",
        "\n",
        "cluster_docs = [preprocess_text(doc) for doc in df_cluster_2['pdf_text']]\n",
        "\n",
        "dictionary = corpora.Dictionary(cluster_docs)\n",
        "corpus = [dictionary.doc2bow(doc) for doc in cluster_docs]"
      ],
      "metadata": {
        "id": "1UbGX3Snpg5A"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "num_topics = 10\n",
        "chunksize = 2000\n",
        "passes = 20\n",
        "iterations = 400\n",
        "eval_every = None\n",
        "n_clusters = 5\n",
        "\n",
        "    \n",
        "lda_model = gensim.models.ldamodel.LdaModel(corpus=corpus,\n",
        "                                                id2word=dictionary,\n",
        "                                                num_topics=num_topics,\n",
        "                                                chunksize=chunksize,\n",
        "                                                passes=passes,\n",
        "                                                iterations=iterations,\n",
        "                                                eval_every=eval_every)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "09hymUZdfWb9",
        "outputId": "bfd7bb45-ca72-4653-f2b9-4999cda6c0c8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pyLDAvis\n",
        "import pyLDAvis.gensim_models\n",
        "\n",
        "# Visualize the LDA model\n",
        "vis = pyLDAvis.gensim_models.prepare(lda_model, corpus, dictionary)\n",
        "pyLDAvis.display(vis)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "id": "gss8W4GPlH8O",
        "outputId": "a094af7f-2dc8-484e-ebb8-cb41bb7fcb6e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n",
            "/usr/local/lib/python3.9/dist-packages/pyLDAvis/_prepare.py:243: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only.\n",
            "  default_term_info = default_term_info.sort_values(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
              "\n",
              "\n",
              "<div id=\"ldavis_el16391406491985253445292225816\" style=\"background-color:white;\"></div>\n",
              "<script type=\"text/javascript\">\n",
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\"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"mountaineering\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"mr\", \"murugesan\", \"murugesan\", \"murugesan\", \"murugesan\", \"n\", \"n\", \"n\", \"n\", \"n\", \"naib\", \"naib\", \"naib\", \"naib\", \"naranjan\", \"natural\", \"natural\", \"natural\", \"natural\", \"nearly\", \"neither\", \"neither\", \"neither\", \"neither\", \"neither\", \"neither\", \"neither\", \"neither\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"note\", \"note\", \"note\", \"note\", \"note\", \"note\", \"notice\", \"notice\", \"notice\", \"notice\", \"notice\", \"notice\", \"notice\", \"notice\", \"nov\", \"nov\", \"nov\", \"nov\", \"nov\", \"nov\", \"nov\", \"nov\", \"numerous\", \"numerous\", \"numerous\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"oa\", \"obligation\", \"obligation\", \"obligation\", \"obligation\", \"obligatorily\", \"offence\", \"offence\", \"offence\", \"offence\", \"offender\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"officer\", \"omission\", \"omission\", \"onal\", \"one\", \"one\", \"one\", \"one\", \"one\", \"one\", \"one\", \"one\", \"one\", \"online\", \"online\", \"opined\", \"opined\", \"opined\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"opinion\", \"or\", \"or\", \"or\", \"or\", \"or\", \"or\", \"or\", \"or\", \"or\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"ordinary\", \"ordinary\", \"ordinary\", \"ordinary\", \"organised\", \"orthers\", \"others\", \"others\", \"others\", \"others\", \"others\", \"others\", \"others\", \"others\", \"others\", \"others\", \"otosclerosis\", \"p\", \"p\", \"p\", \"p\", \"p\", \"p\", \"p\", \"panag\", \"para\", \"para\", \"para\", \"para\", \"para\", \"para\", \"para\", \"para\", \"para\", \"parent\", \"parent\", \"parmar\", \"parmar\", \"participating\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"party\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"payment\", \"payment\", \"payment\", \"payment\", \"payment\", \"payment\", \"peace\", \"peace\", \"peace\", \"peace\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"pension\", \"per\", \"per\", \"per\", \"per\", \"per\", \"per\", \"per\", \"per\", \"per\", \"percent\", \"percent\", \"percentage\", \"percentage\", \"percentage\", \"percentage\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"permissible\", \"permissible\", \"permissible\", \"permissible\", \"permitting\", \"person\", \"person\", \"person\", \"person\", \"person\", \"person\", \"person\", \"person\", \"personnel\", \"personnel\", \"personnel\", \"personnel\", \"personnel\", \"personnel\", \"personnel\", \"perused\", \"perused\", \"perused\", \"perused\", \"perused\", \"perused\", \"perused\", \"perused\", \"perused\", \"petition\", \"petition\", \"petition\", \"petition\", \"petition\", \"petition\", \"petition\", \"petition\", \"petitioner\", \"petitioner\", \"petitioner\", \"petitioner\", \"petitioner\", \"petitioner\", \"plaintiff\", \"plaintiff\", \"plaintiff\", \"plumonary\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"policy\", \"poonia\", \"poonia\", \"position\", \"position\", \"position\", \"position\", \"position\", \"position\", \"position\", \"position\", \"possible\", \"possible\", \"possible\", \"possible\", \"ppt\", \"practical\", \"prasad\", \"prasad\", \"prasad\", \"prasad\", \"prerequisite\", \"prescription\", \"presumption\", \"presumption\", \"presumption\", \"presumption\", \"principal\", \"principal\", \"principal\", \"principal\", \"principal\", \"procedure\", \"procedure\", \"procedure\", \"procedure\", \"procedure\", \"process\", \"process\", \"process\", \"process\", \"process\", \"processed\", \"processed\", \"processed\", \"processed\", \"prolonged\", \"prolonged\", \"promotion\", \"promotion\", \"promotion\", \"promotion\", \"promotion\", \"pronouncement\", \"pronouncement\", \"property\", \"proportionately\", \"prosecutrix\", \"public\", \"public\", \"public\", \"public\", \"public\", \"punishable\", \"punishable\", \"punishment\", \"punishment\", \"punishment\", \"purpose\", \"purpose\", \"purpose\", \"purpose\", \"purpose\", \"purpose\", \"purpose\", \"purpose\", \"pw\", \"pw\", \"pw\", \"qualify\", \"qualifying\", \"qualifying\", \"qualifying\", \"qualifying\", \"qualifying\", \"rachna\", \"rajbir\", \"rajbir\", \"rajbir\", \"rakesh\", \"rakesh\", \"ram\", \"ram\", \"ram\", \"ram\", \"ram\", \"ram\", \"ram\", \"ram\", \"rank\", \"rank\", \"rank\", \"rank\", \"rank\", \"rank\", \"rate\", \"rate\", \"rate\", \"rate\", 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\"service\", \"service\", \"service\", \"settle\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shall\", \"shama\", \"shambhu\", \"shambhu\", \"sheer\", \"sheer\", \"shortfall\", \"shortfall\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"sibal\", \"sibal\", \"sibal\", \"sibal\", \"sibal\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"singh\", \"sinha\", \"sitting\", \"sitting\", \"sitting\", \"smt\", \"smt\", \"smt\", \"smt\", \"smt\", \"smt\", \"soe\", \"soe\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"soldier\", \"sp\", \"sp\", \"sp\", \"spa\", \"special\", \"special\", \"special\", \"special\", \"special\", \"special\", \"sport\", \"standard\", \"standard\", \"standard\", \"standard\", \"standing\", \"standing\", \"standing\", \"standing\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"static\", \"stc\", \"stcs\", \"structure\", \"structure\", \"structure\", \"subedar\", \"subedar\", \"subedar\", \"subedar\", \"subedar\", \"substantive\", \"substantive\", \"substantive\", \"suffered\", \"suffered\", \"suffered\", \"suffered\", \"suffered\", \"suggest\", \"suggest\", \"suit\", \"suit\", \"suit\", \"suit\", \"suitably\", \"sukhwinder\", \"sukhwinder\", \"superintendent\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"supreme\", \"suraj\", \"surgical\", \"surgical\", \"sustained\", \"sustained\", \"sustained\", \"sustained\", \"t\", \"t\", \"t\", \"ta\", \"ta\", \"ta\", \"ta\", \"ta\", \"ta\", \"ta\", \"tahir\", \"tahir\", \"tahir\", \"tahir\", \"tahir\", \"tahir\", \"tatla\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"termination\", \"termination\", \"test\", \"test\", \"test\", \"testimony\", \"thapliyal\", \"thapliyal\", \"thapliyal\", \"thapliyal\", \"thapliyal\", \"thereafter\", \"thereafter\", \"thereafter\", \"thereafter\", \"thereafter\", \"thereafter\", \"thereafter\", \"thereafter\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"therefore\", \"thursday\", \"thursday\", \"thursday\", \"thursday\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"titaria\", \"titaria\", \"titled\", \"titled\", \"titled\", \"titled\", \"together\", \"together\", \"together\", \"together\", \"together\", \"told\", \"total\", \"total\", \"total\", \"total\", \"tournament\", \"tri\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tribunal\", \"tuberculosis\", \"unbecoming\", \"undertakes\", \"undesirable\", \"undesirable\", \"undesirable\", \"undisputed\", \"undisputed\", \"undisputed\", \"union\", \"union\", \"union\", \"union\", \"union\", \"union\", \"union\", \"union\", \"union\", \"union\", \"unit\", \"unit\", \"unit\", \"unit\", \"unnecessary\", \"unnecessary\", \"unrebutted\", \"uoi\", \"uoi\", \"uoi\", \"uoi\", \"uoi\", \"uoi\", \"uoi\", \"uoi\", \"upgradations\", \"upon\", \"upon\", \"upon\", \"upon\", \"upon\", \"upon\", \"upon\", \"upon\", \"v\", \"v\", \"v\", \"v\", \"v\", \"v\", \"v\", \"v\", \"v\", \"v\", \"validity\", \"vascular\", \"vasudev\", \"veerendra\", \"verification\", \"verification\", \"verification\", \"verification\", \"verification\", \"verification\", \"versus\", \"versus\", \"versus\", \"versus\", \"versus\", \"versus\", \"versus\", \"versus\", \"veterinary\", \"vice\", \"vice\", \"vice\", \"vice\", \"vice\", \"vice\", \"vice\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"virender\", \"virender\", \"virender\", \"w\", \"ward\", \"warning\", \"warning\", \"warning\", \"warranted\", \"warranted\", \"wastage\", \"wastage\", \"weight\", \"wherein\", \"wherein\", \"wherein\", \"wherein\", \"wherein\", \"wherein\", \"wherein\", \"wherein\", \"widow\", \"widow\", \"widow\", \"widow\", \"withdraw\", \"withdraw\", \"witness\", \"witness\", \"witness\", \"worth\", \"wos\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"would\", \"wound\", \"writ\", \"writ\", \"writ\", \"writ\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"xx\", \"xx\", \"xx\", \"xxxxxxxxxx\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [3, 4, 9, 5, 6, 8, 10, 2, 7, 1]};\n",
              "\n",
              "function LDAvis_load_lib(url, callback){\n",
              "  var s = document.createElement('script');\n",
              "  s.src = url;\n",
              "  s.async = true;\n",
              "  s.onreadystatechange = s.onload = callback;\n",
              "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
              "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "}\n",
              "\n",
              "if(typeof(LDAvis) !== \"undefined\"){\n",
              "   // already loaded: just create the visualization\n",
              "   !function(LDAvis){\n",
              "       new LDAvis(\"#\" + \"ldavis_el16391406491985253445292225816\", ldavis_el16391406491985253445292225816_data);\n",
              "   }(LDAvis);\n",
              "}else if(typeof define === \"function\" && define.amd){\n",
              "   // require.js is available: use it to load d3/LDAvis\n",
              "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
              "   require([\"d3\"], function(d3){\n",
              "      window.d3 = d3;\n",
              "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
              "        new LDAvis(\"#\" + \"ldavis_el16391406491985253445292225816\", ldavis_el16391406491985253445292225816_data);\n",
              "      });\n",
              "    });\n",
              "}else{\n",
              "    // require.js not available: dynamically load d3 & LDAvis\n",
              "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
              "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
              "                 new LDAvis(\"#\" + \"ldavis_el16391406491985253445292225816\", ldavis_el16391406491985253445292225816_data);\n",
              "            })\n",
              "         });\n",
              "}\n",
              "</script>"
            ]
          },
          "metadata": {},
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_cluster_1=df[df['cluster']==1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jsPpPs-umGLa",
        "outputId": "5867eb97-913d-4b8c-b578-42925b67ec0e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Topic Modelling for Cluster 5\n",
        "cluster_docs = [preprocess_text(doc) for doc in df_cluster_5['pdf_text']]\n",
        "\n",
        "dictionary = corpora.Dictionary(cluster_docs)\n",
        "corpus = [dictionary.doc2bow(doc) for doc in cluster_docs]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yy9wuM4WmWQw",
        "outputId": "6925f7b1-42b5-4de6-b6a6-454d2c3bf984"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualize the LDA model\n",
        "vis = pyLDAvis.gensim_models.prepare(lda_model, corpus, dictionary)\n",
        "pyLDAvis.display(vis)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "id": "XNCdQKX5mu81",
        "outputId": "e6e807fc-3ae1-4289-c3c1-827326b6c2da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n",
            "/usr/local/lib/python3.9/dist-packages/pyLDAvis/_prepare.py:243: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only.\n",
            "  default_term_info = default_term_info.sort_values(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
              "\n",
              "\n",
              "<div id=\"ldavis_el16391406491957707047501799639\" style=\"background-color:white;\"></div>\n",
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              "    // require.js not available: dynamically load d3 & LDAvis\n",
              "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
              "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
              "                 new LDAvis(\"#\" + \"ldavis_el16391406491957707047501799639\", ldavis_el16391406491957707047501799639_data);\n",
              "            })\n",
              "         });\n",
              "}\n",
              "</script>"
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          "execution_count": 113
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      "source": [
        "df['pdf_text'][0]"
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          "height": 198
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        "id": "g-bHwg-UpG1V",
        "outputId": "5738988b-8484-498d-d3a1-d5f949d9fdcd"
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      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
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          "output_type": "execute_result",
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            "text/plain": [
              "'ARMED FORCES TRIBUNAL, CHANDIGARH \\nREGIONAL BENCH AT CHANDIMANDIR \\n-.- \\n\\nOA 2509 of 2012 \\n\\nSmt. Harjinder Kaur \\n\\n……                Petitioner(s) \\n\\nVs \\n\\nUnion of India and others \\n\\n……                Respondent(s)  \\n\\n-.- \\n\\nFor the Petitioner (s)      :  \\n\\nMr. Rajeev Anand, Advocate  \\n\\nFor the Respondent(s)   : \\n\\nMrs. Sangeeta Dubey, CGC. \\n\\nCoram:  Justice Prakash Krishna, Judicial Member. \\n\\nLt Gen (Retd) HS Panag, Administrative Member. \\n\\n-.- \\n\\nORDER \\n   15-11-2013 \\n-.- \\n\\nThis application has been filed by the petitioner who is the widow of late \\n\\nLance  Naik  Malkit  Singh,  under  Section  14  of  the  Armed  Forces  Act.  2007 \\n\\nseeking the following reliefs:- \\n\\n(i)   For  quashing  of  the  order  dated19-05-2012  (Annexure  A-9) \\n\\nwherein  rejection  has  been  made  to  the  claim  of  the  applicant \\n\\nfor declaration of the death of her husband as a Battle Casualty \\n\\nand  grant  of  all  consequential  benefits  like  the  Liberalised \\n\\nFamily  Pension  and  other  monetary  benefits  while  performing \\n\\nactive duties in High Altitude Area in Leh Ladakh deployed in \\n\\nOperation  Falcon  and  being  under  severe  physical  and  mental \\n\\nstress  for  which  the  unit  of  the  husband  of  the  applicant  has \\n\\nprocessed the case of her husband being a Battle Casualty; \\n\\n(ii)1  For  the  grant  of  all  benefits,  incentives  and  declarations  as \\n\\nrequired  for  the  death  of  the  husband  of  the  applicant  being  a \\n\\nBattle  Casualty  along  with  all  arrears  from  the  date  the  same \\n\\nwere  due with  interest  @ 18% till the release  and payment  of \\n\\nsuch benefits; \\n\\n(iii)  Any other order that the Hon‟ble Tribunal may deem fit  in the \\n\\nfacts and circumstances of the case. \\n\\n            Shorn  of  unnecessary  details,  the  brief  facts  of  the  case  are  that  the \\nhusband of the petitioner was enrolled in the Army on 28th October, 1996. At the \\n\\ntime of enrolment he was found fit in all respects.  In the course of service, he  \\n\\n \\n \\n  \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-2- \\n\\nremained posted at various places. While serving in Operation Falcon, on 20-06-\\n\\n2009 her husband was deployed in High Altitude Area (Operation Falcon) where \\n\\nhe  served  till  08-04-2010.    Subsequently,  he  was  inducted  into  „Operation \\n\\nMeghdoot‟  from  10-04-2010  to  31-12-2010.  While  serving  in  Operation \\n\\nMeghdoot, he remained deployed at Kaman Complex of Siachen Central Glacier \\n\\nat the height of 17000 Feet during the period 22-09-2010 to 10 December, 2010. \\n\\nAfter the completion of Unit‟s tenure of “Operation Meghdoot”, her husband was \\n\\nre-deployed  in  “Operation  Falcon”  w.e.f.  19-02-2011.  While  on  duty  on  15-03-\\n\\n2011  her  husband  suffered  “Myocardial  Infarction”  leading  to  sudden  cardiac \\n\\narrest resulting into his death. \\n\\n  It is averred that  the claim for grant of family pension in favour \\n\\nof the petitioner was recommended by respondent No.2 and  forwarded to  PCDA \\n\\n(P), Allahabad vide letter dated 16-07-2011 (Annexure A-3) which was,  in turn, \\n\\nreturned  to  respondent  No.2  with  the  advice  that  since  the  husband  of  the \\n\\npetitioner  had  suffered  severe  “Myocardial  Infarction”  which  resulted  in  sudden \\n\\ncardiac arrest  leading to  his death  while performing bona  fide military duty, the \\n\\ncase be referred to DGAFMS for examination and  their opinion. Accordingly, the \\n\\nRecords  The  Punjab  Regiment  vide  letter  dated  26-08-2011  (Annexure  A-4), \\n\\nreferred the case to the office of DGAFMS, Ministry of Defence, New Delhi, for \\n\\nseeking their opinion under the provisions of  Govt. of India, Ministry of Defence \\n\\nletter No. 1(2)2002/D (Pen-c) dated 01-09-2005 and IHQ of Mod (Army) ADGPS \\n\\nletter No. B/40122/MA/AG/PS-5 dated 20 July 2006. \\n\\n.  It is further averred that the Unit of the husband of the petitioner \\n\\nmade a request  to  the Additional  Director General  of Manpower,  Integrated HQ \\n\\nof  Mod  Army,  New  Delhi  to  declare  the  death  of  her  husband  as  a  “Battle \\n\\nCasualty.” and copy of that letter was also sent to the petitioner.  Similar request \\n\\nin this regard was also  made by the  records The Punjab Regiment vide its letter \\n\\ndated 9th March 2012 to Additional Director Gen of Manpower” but in spite of all \\n\\nthis, the death  of the petitioner‟s husband was not  declared as “Battle Casualty” \\n\\nby the competent authority and Special Family Pension was recommended in her \\n\\nfavour treating the death of her husband as „Physical Casualty”. \\n\\n Ultimately, the petitioner was granted Special Family Pension by \\n\\nthe  PCDA  (P),  vide  PPO  dated  12-01-2012  Annexure  A-6).  Thereafter  she \\n\\napproached the Director Adjutant General‟s Branch, New Delhi by way of appeal \\n\\ndated 20-04-2012 for grant of Liberalised Family Pension on the ground that   the \\n\\ndisease  “Myocardial  Infarction”  which  led  to  sudden  death  of  her  husband  was \\n\\nacquired by him having been deployed in “Operation Meghdoot” and “Operation \\n\\nFalcon”.  Her appeal was not accepted and she was intimated by the Records, vide \\n\\nletter dated 19-05-2012  (Annexure A-9) that as  per  IHQ of MoD  (Army)  letter \\n\\ndated 22 March 2012, circumstances of casualty in respect of her  \\n\\n \\n        \\n \\n         \\n \\n      \\n \\n\\x0c-3- \\n\\nhusband was due to climatic condition, therefore, death as mentioned in the C  of \\n\\n1 is neither covered under Category „D‟ & „E‟ of GOI, MoD letter No. 1(2)/97/D \\n\\n(PEN-C)  dated  31-01-2001  nor  GOI,  MoD  letter  No.  1(1)/85/Pen-C  dated  26 \\n\\nMarch 1985. \\n\\nBeing  aggrieved  by  the  action  of  the  authorities  declining  her \\n\\nrequest  for  grant  of  Liberalised  Family  Pension,  the  petitioner  filed  the  present \\n\\npetition. \\n\\nOn  notice having been issued, reply has been filed on behalf of the \\n\\nrespondents, wherein it has been stated that the petitioner‟s husband was enrolled \\n\\nin the Army (Punjab Regiment) on 28-10-1996 and died on  15 March 2011  due \\n\\nto severe “Myocardial Infarction” which resulted into sudden cardiac death at 153 \\n\\nGeneral Hospital,  Leh. As per the Court of Inquiry proceedings dated 20 March \\n\\n2010 and remarks of the Station Commander Leh, dated 22-04-2011, the death of \\n\\nhusband of the petitioner was declared as „Battle Casualty.   \\n\\n                    It is further stated that the claim for grant of Special Family Pension \\n\\nwas preferred to PCDA (P), Allahabad, who, in turn, returned the same vide  letter \\ndated 20/21st  July 2011 with an advice to Records, The Punjab Regiment to refer \\n\\nthe  case  to  DGAFMS,  Ministry  of  Defence  for  their  opinion.  Accordingly,  the \\n\\ncase was sent to DGAFMS vide letter dated 26-08-2011 for examination and their \\n\\nopinion.  The  DFAFMS  vide  letter  dated  17  September  2011  intimated  that  the \\n\\ndeath  of  the  husband  of  petitioner  having  taken  place  during  military  duty  was \\n\\ndeclared  to  be  attributable  to  military  service.  The  claim  of  Special  Family \\n\\nPension  in  favour  of  the  petitioner  was  again  recommended  to  PCDA  (P), \\n\\nAllahabad for notification of PPO. Accordingly, she was granted Special Family \\n\\nPension till her widowhood. \\n\\nThe  categorical  stand  of  the  respondents  in  the  reply  is  that  an \\n\\neligible  family  member  of  a  deceased  soldier  shall  be  entitled  for  grant  of \\n\\nLiberalized Family Pension if the death of a soldier is established/ascertained to \\n\\nhave caused under the circumstances mentioned in Category „D‟ or „E‟ of para 4.1 \\nof Government of India, Ministry of Defence letter dated 31 January 2001. Since \\n\\nin the present case, the death of the petitioner‟s husband being not covered under \\n\\nthe  circumstances  mentioned  in  the  said  two  categories  and  the  death  having \\n\\ncaused  due  to  severe  “Myocardial  Infarction”,  it  cannot  be  declared  as  Battle \\n\\nCasualty”, as such Liberalised Family Pension is not admissible to the widow of \\n\\nthe  deceased  soldier  and  she  was  rightly  granted  Special  Family  Pension  as  per  \\n\\nrules treating the death as “Physical Casualty”. \\n\\nOn these grounds, the respondents have prayed for the dismissal of \\n\\nthe present petition. \\n\\nWe  have  heard  the  learned  counsel  for  the  parties  and  have \\n\\ncarefully perused the documents on record. \\n\\n \\n   \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-4- \\n\\nDuring  course  of  arguments,  it  was  vehemently  argued  by  the \\n\\nlearned counsel for the petitioner that the husband of the petitioner while serving \\n\\nin “Operation Falcon” died on 15-03-2011 on account of “Myocardial Infarction” \\n\\nleading  to  sudden  cardiac  arrest.  He  further  argued  that  at  the  time  of  his \\n\\nenrolment  in  the  Army  in  October,  1996,  he  was  found  medically  fit  in  all \\n\\nrespects  and was not  found to be suffering from any kind of disease.  He further \\n\\ncontended that the husband of the petitioner participated in “Operation Falcon” as \\n\\nwell  as  “Operation  Meghdoot”  continuously  for  a  period  of  two  years.    While \\n\\nserving  in  “Operation  Falcon”  he  remained  deployed  at  Dogra  Fort  Kiari  in \\n\\nLadakh  at  a  height  of  approximately  14105  feet  during  the  period  20-6-2009  to \\n\\n08-4-2010.  Similarly,  while  serving  in  “Operation  Meghdoot”  he  remained \\n\\ndeployed at Kaman Complex of Siachen Glacier at a height of 17000 feet during \\n\\nthe period from 22-09-2010 to 10-12-2010. The case of the petitioner is that her \\n\\nhusband was recently deployed in Operation Falcon on 19-02-2011 and earlier to \\n\\nthat he was participating in  “Operation Meghdoot”.  There is  everylikelihood of \\n\\nacquiring  the  aforesaid  disease  by  her  husband  while  serving  in  Operation \\n\\nMeghdoot which may have aggravated within a short span of four weeks   due to \\n\\nclimatic change on having his deployed in “Operation Falcon.”   In support of his \\n\\ncontention, the learned counsel placed strong reliance on the proceedings of Court \\n\\nof  Inquiry  which  was  held  to  investigate  the  circumstances  under  which  the \\n\\npetitioner‟s  husband  expired  at  153  GH  on  15-03-2011.  He  also  contended  that \\n\\nhaving regard to the well reasoned findings, opinion and the recommendation of \\n\\nhigher authority i.e. Brig R Srivastava, the husband of the petitioner ought to have \\n\\nbeen  declared  as  a  “Battle  Casualty”  and  his  widow  should  have  been  granted \\n\\nLiberalised Family Pension. \\n\\nOn the other hand, the stand of the respondents is that the death of \\n\\nthe petitioner had not caused due to the  circumstances mentioned in Categories \\n\\n„D‟ or  „E‟ of Para 4.1 of Government of India, Ministry of Defence letter dated \\n\\n31-01-2001.  Therefore,  his  death  cannot  be  declared  as  a  “Battle  Casualty”. \\n\\nThough  the  petitioner‟s  claim  for  grant  of  Liberalised  Family  Pension  was \\n\\nexamined  by  the  highest  authority  of  the  Ministry  of  Defence  and  having  not \\n\\ncovered  under  the  relevant  rules/instructions/Army  Order,  the  same  was  not \\n\\naccepted. Since the death of the petitioner‟s husband was not declared as a „Battle \\n\\nCasualty”  by  the  competent  authority,  she  is  not  entitled  for  the  grant  of \\n\\nLiberalised Family Pension. \\n\\nWe have given our thoughtful consideration to the submissions of \\n\\nthe  learned  counsel  for  the  parties  and  also  perused  the  Court  of  Inquiry \\n\\nProceedings dated 22-04-2011 placed on record by the petitioner‟s counsel at the \\n\\ntime of arguments. \\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-5- \\n\\nAdmittedly,  the  petitioner  is  in  receipt  of  Special  Family. \\n\\nUndisputedly,  her  husband  died  on  15-03-2011  due  to  “Myocardial  Infarction” \\n\\nleading  to  sudden  cardiac  arrest  while  serving  in  “Operation  Falcon”.    The \\n\\nhusband of the petitioner had served in “Operation Falcon” from 20-6-2009 to 08-\\n\\n04-2010 and subsequently  in  “Operation Meghdoot” from  10-04-2010 to  31-12-\\n\\n2010. Thereafter he was again deployed in “Operation Falcon” w.e.f. 19-02-2011 \\n\\ntill  his  death  on  15-03-2011.    The  evidence  of  Major  Ranyodh  recorded  in  the \\n\\nCourt of Inquiry clearly reveals that the husband of the petitioner while serving in \\n\\n“Operation  Falcon”  remained  deployed  at  Dogra  Fort,  Kiari  at  a  height  of \\n\\napproximately  14105  from  20-06-2009  to  08-04-2010  and  he  also  remained \\n\\ndeployed at Kaman Complex of Siachen Central Glacier at a height of 17000 feet \\n\\nduring  the  period  22-09-2010  to  10-12-2010  while  serving  in  “Operation \\n\\nMeghoot”.  Undoubtedly, it is true that when he died on 15-03-2011 on account of \\n\\ndisease – “Myocardial Infarction” he was serving in “Operation Falcon”.  \\n\\nIn  the  case  in  hand,  the  petitioner‟s  husband  was  not  declared  as \\n\\n“Battle Casualty” mainly on the ground that his death is stated to be not covered \\n\\nunder  the  circumstances  mentioned  in  category  „D‟  or  „E‟  of  the  Govt  of  India \\n\\nletter dated 31-01-2001.  From the perusal of this letter, we find that that by way \\n\\nof this letter, the Govt of India have issued detailed instructions on the subject of \\n\\nPension  including  the  Liberalised  Family  Pension  for  implementation  of  the \\n\\nrecommendations  of  the  Fifth  Pay  Commission.  Para  6  thereof  dealing  with \\n\\nLiberalised Family Pension is reproduced below:- \\n\\n“6.1. In case of death of an Armed Forces Personnel under \\nthe circumstances mentioned in category „D‟ &„E‟ of para \\n4.1.  above,  the  eligible  member  of  the  family  shall  be \\nentitled to Liberalised Family Pension equal to reckonable \\nemoluments last drawn as defined in Para 3.1. above, both \\nfor  officers  and  PBOR  Liberalised  Pension  at  this  rate \\nshall be admissible to the widow in the case of officer and \\nto  the  nominated  heir  in  the  case  of  PBOR  until  death  or \\ndisqualification.” \\n\\nThe aforesaid para clearly provides  that an eligible member of  the \\n\\nfamily of a deceased soldier shall be entitled to Liberalised Family Pension if the \\n\\ndeath of an Armed Forces Personnel occurs under the circumstances mentioned in \\n\\ncategory  „D‟  or    „E‟    of  paragraph    4.1  of  the  Govt  of  India  letter  dated  31-01-\\n\\n2001. It is relevant to quote both these categories which read as under:- \\n\\nCategory –„D‟ \\n\\nDeath or disability due to acts of violence/attack \\nby terrorists, and anti social-elements, etc. whether on duty \\nother  than  operational  duty  or  even  when  not  on  duty. \\nBomb blasts in public places or transport, indiscriminate  \\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-6- \\n\\nshooting  incidents  in  public,  etc.  would  be  covered  under \\nthis  category,  besides  death/disability  occurring  while \\nemployed in the aid of civil power in dealing with natural \\ncalamities.” \\n\\nCategory – „E‟ \\n\\n“Death or disability arising as a result of:- \\nenemy action in international war. \\n(a) \\naction  during  deployment  with  a  peace  keeping  \\n   (b) \\nmission abroad. \\nborder skirmishes. \\n\\n                       (c)  \\n\\n (d) \\n\\n  (e) \\n\\n  (f) \\n\\nduring  laying  or  clearance  of  mines  including     \\nenemy mines as also minesweeping operation \\n. \\non  account  of  accidental  explosions  of  mine  while \\nlaying operationally oriented mine-field or lifting or \\nnegotiating  minefield  laid  by  enemy  or  own  forces \\nin  operational  areas  near  international  borders  or \\nthe line of control. \\nWar  like  situations,  including  cases  which  are \\nattributable to/aggravated by:- \\n\\n(i) \\n\\n(ii) \\n\\n(iii) \\n\\ninoculation \\n\\nextremists  acts,  exploding  mines  etc.  while \\non way to an operational area. \\nbattle \\ndemonstration with live ammunition. \\nby \\nkidnapping \\noperational duty. \\n\\ntraining  exercises  or \\n\\nextremists  while \\n\\non \\n\\n(g) \\n\\n(h) \\n\\nAn  act  of  violence/attack  by  extremists,  anti-social \\nelements etc. \\nAction  against  extremists,  anti-social  elements  etc. \\nDeath/disability  while  employed  in  the  aid  of  civil \\npower  in  quelling  agitation,  riots  or  revolt  by \\ndemonstrators will be covered under this category. \\nOperations specially notified by the    Govt. from \\n\\n                     (i) \\n                                 time to time.” \\n\\nIn the instant case, the main contention of the learned counsel for \\n\\nthe respondents is that the death of petitioner‟s husband is not covered under the \\n\\ncircumstances mentioned in the aforesaid two categories.  We are not unmindful \\n\\nof the fact that the husband of the petitioner took active part in Operation Falcon \\n\\nand  “Operation  Meghdoot”  from  June  2009  till  his  death  i.e.  15-03-2011 \\n\\ncontinuously for a period of two years.  It is undoubtedly true that the husband of \\n\\nthe petitioner while serving in “Operation Falcon” remained deployed from 20-6-\\n\\n2009 to 08-04-2010, at Dogra Fort Kiari at a height of approximately 14105 feet. \\n\\nSimilarly,  while  serving  in  “Operation  Meghdoot”  the  individual  remained \\n\\ndeployed at Kaman Complex of Siachen Central Glacier at a height of 17000 feet. \\n\\nThere is every possibility of  onset of the disease – Myocardial Infarction” during \\n\\nhis stay at High altitude area of Siachen Glacier which may have aggravated due \\n\\nto continuous extreme climatic conditions when he was deployed in \\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n    \\n \\n\\x0c-7- \\n\\n “Operation Falcon”.  As per the evidence of Major Deepak Mulajker in Court of \\n\\nInquiry, who  was posted as Medical Specialist at 153 General Hospital, Leh on \\n\\n15-03-2011,  the  individual  was  a  case  of  severe  Myocardial  Infarction”  which \\n\\ncould be the cause of his death. In his opinion the individual was deployed in high \\n\\naltitude areas where low atmospheric pressure leads to hypoxic condition. Under \\n\\nthese  circumstances  cases  of  sudden  cardiac  death  are  a  known  entity  and  the \\n\\nsame could have been the case with the individual. Further according to  him, in \\n\\nsuper altitude areas with rarified atmosphere, “Myocardial  Infarction” leading to \\n\\ncardio pulmonary arrest can occur without any previous history of pre-disposing \\n\\nfactors.  The  severity  of  climatic  conditions  may  have  lead  to  Myocardial \\n\\ninfarction  in  the  case  of  the  petitioner‟s  husband  which  subsequently  led  to  his \\n\\ndeath. It is an admitted fact that the petitioner was not suffering from any kind of \\n\\ndisease when he was enrolled in the Army in the year 1996.    \\n\\n From  the  perusal  of  Court  of  Inquiry  proceedings,  we  find  that \\n\\nthere is a clear opinion given by the Court that the individual was SHAPE -1 and \\n\\nhad  no  previous  medical  history  of  any  illness.  As  per  the  Medical  Specialist \\n\\nOpinion and post-mortem report, the death of the individual could have occurred \\n\\ndue  to  prolonged  stay  in  super  High  Altitude  areas  prevalent  in  Eastern  Ladakh \\n\\nand Siachen Glacier where the individual had been serving w.e.f. 20 June 2009 till \\n\\nhis  death.  Having regard to  the findings  of the Court of  Inquiry, its opinion and \\n\\nthe  recommendation  of  Brigadier  R  Srivastava,  Station  Commander,  the \\n\\npossibility  of  acquiring  the  disease  “Myocardial  Infarction”  by  the  individual \\n\\nleading to his sudden death due to prolonged stay in operational areas cannot be \\n\\nruled out. However, the stand of the respondents is that the death  of husband of \\n\\nthe petitioner is a case of physical casualty which was declared as attributable to \\n\\nmilitary service by the Medical Board and as such his death cannot be declared as \\n\\na Battle Casualty. It is also the stand of the respondents that since the death of the \\n\\nindividual  had  occurred  while  he  was  serving  in  “Operation  Falcon”,  the  AO \\n\\n01/2003  is  not  applicable  in  his  case  as  it  is  applicable  only  for  Operation \\n\\nMeghdoot”   \\n\\n    Now  the  question  arises  for  consideration  in  this  case  whether \\n\\nthe  death  of  the  individual  is  a  case  of  physical  casualty  as  pleaded  by  the \\n\\nrespondents or it is a case of “Battle Casualty” as claimed by the petitioner.  The \\n\\ncausalities  occurring  with  effect  from  2003  are  dealt  with  Army  Order  1/2003 \\n\\nwith  effect  from  the  year  2003.    In  paragraph  5  of  the  said  Army  Order, \\n\\ncircumstances  for  classification  of  Physical/Battle  Casualties  are  listed  in \\n\\nAppendix ‟A‟.  In para 1 of Appendix „A‟ to AO 01/2003 which deals with Battle \\n\\nCasualty,  the  circumstances  for  classifying  personnel  as  battle  casualties  have \\n\\nbeen  given.    The  relevant  para  1  (g)  of  Appendix  A  to  AO  01/2003  reads  as \\n\\nunder:- \\n\\n \\n                \\n  \\n     \\n\\x0c-8- \\n\\nCasualties  occurring  while  operating  on \\n\\nthe \\n\\ninternational  Border  or  Line  of  Control  due  to \\n\\nnatural  calamities  and  illness  caused  by  climatic \\n\\nconditions.” \\n\\nThe  aforesaid  paragraph  leaves  no  manner  of  doubt  that  if  any \\n\\ncasualty  occurs  on  the  International  Border  or  Line  of  Control  on  account  of \\n\\nillness caused by climatic conditions, it shall be treated as a Battle Casualty. It is \\n\\nmatter  of  fact  that  in  the  present  case,  the  cause  of  death  was  “Myocardial \\n\\nInfarction” which, in our view, appears to have arisen due to change in climatic \\n\\nconditions on his  having  deployed at  “Operation Falcon” on 19-02-2011 though \\n\\nearlier he was also deployed at “Operation Meghdoot” till 31-12-2010.  This view \\n\\nof ours also find support from  the finding of the Court of Inquiry wherein it was \\n\\nheld by the Court that as per post-mortem report and medical specialist opinion, \\n\\ncardiac  arrest  could  be  a  repercussion  of  prolonged  tenure  of  the  individual  in \\n\\nHAA  and  Siachen  Central  Glacier  (OP  FALCON  and  OP  MEGHDOOT \\n\\nrespectively.)  We  do  not  see  any  reason  to  discard  this  well  reasoned  finding \\n\\nrecorded by the Court of Inquiry. Apart from this finding, it was also opined by \\n\\nthe Court that the individual was SHAPE -1 and had no previous medical history \\n\\nof  illness  and  as  per  the  Medical  Specialist  opinion  and  post-mortem  report  the \\n\\ndeath could have occurred due to prolonged stay in super high altitudes prevalent \\n\\nin Eastern Ladakh and Siachn Glacier where the individual had been serving from \\n\\n20 June 2009 to till his death. Accepting the findings of the Court of Inquiry as \\n\\nwell as the opinion given thereon, the higher authority i.e. Brigadier R Srivastava, \\n\\nStation Commander recommended that since the soldier died while on bona fide \\n\\nmilitary duty in an operational area, his death be considered as a Battle Casualty \\n\\nin  terms  of para 1 (g)  of Appendix „A‟ to  AO 1/2003/  MP.   We do not see any \\n\\nreason  to  ignore  this  recommendation  especially  when  it  enjoy  the  support  of  \\n\\npara 1 (g) of  Appendix „A‟ to Army Order 1/2003 and in our view the case of the \\n\\nindividual is fully covered by this para and as such his death ought to have been \\n\\ndeclared as a “Battle Casualty.” \\n\\nDuring Operation Falcon late L/NK Malkit Singh was deployed at \\n\\nDogra  Fort  Kiari.  These  posts  are  the  depth  defences  which  guard  the  Line  of \\n\\nActual  Control.  Operation  Falcon  is  also  a  specially  notified  operation  by  the \\n\\nGovernment in terms of Category E (i) of Ministry of Defence letter dated 31-01-\\n\\n2001. Thus the case of L/NK Malkit Singh is squarely covered by the Category E \\n\\n(i).  His case is also covered by provision of  para 1 (g) of Appendix „A‟ to AO \\n\\n1/2003. \\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-9- \\n\\nWe also find no force in the stand taken by the respondents in the \\n\\nreply  that  para  1  (g)  of  Appendix  „A‟  to  AO  01/2003  is  solely  applicable  for \\n\\nOperation  Meghdoot”  which  is  incorrect  as  it  nowhere  reflects  in  this  regard.   \\n\\nFurthermore,  while  dealing  with  the  death  case  of  late  L/NK  Malkit  Singh,  the \\n\\nauthorities have taken a rigid view of the matter.  However, having regard to the \\n\\nwell reasoned findings of the Court of Inquiry as well as the recommendation of \\n\\nthe  Station  Commander  as  also  the  facts  and  circumstances  leading  to  sudden \\n\\ndeath of the individual, the authorities should have taken a compassionate view of \\n\\nthe  matter.  It  is  our  considered  view  that  the  death  of  late  L/NK  Malkit  Singh \\n\\noccurred while on duty in “Operation Falcon”. We have absolutely no doubt that \\n\\nthis  is  a  case  of  Battle  Casualty,  which  is  squarely  covered  by  the  provision  of \\n\\nCategory-E(i)  of  Govt.  of  India/Ministry  of  Defence  letter  dated  31-01-2001  as \\n\\nOperation Falcon is an operation specially notified by the  Government of India.  \\n\\nOur  this  view  is  also  supported  by  the  judgment  of  Hon‟ble  the  Supreme  Court \\n\\ndated 04-03-2005 in the case titled Mrs. Manju Tiwari Vs. Union of India and \\n\\nothers,  wherein it has been held in para 9 of the judgment as under:- \\n\\n“Having heard learned counsel for the parties and perused \\n\\nthe  material  on  record,  we  are  of  the  view  that  there  is \\n\\nmerit  in  the  stand  of  the  petitioner.  The  parties  are  at  ad \\n\\nitem that deceased‟s unit was deployed in Operation Vijay \\n\\nas  published  in  Western  Command  Order  and  petitioner‟s \\n\\nhusband was on the posted strength of the unit. Thus, it is \\n\\nnot in dispute that the death of the petitioner‟s husband was \\n\\non  account  of  his  participation  in  an  operation  in  a  war \\n\\nlike  situation,  as  enumerated  in  clause  (i)  of  Category  of \\n\\nthe  Instructions.    The  said  operation  was  also  notified  in \\n\\nterms of clause (i) in the said category. Thus, from a bare \\n\\nreading  of  the  said  instructions,  which  are  binding  on  the \\n\\nrespondents,  we  have  no  hesitation  in  coming  to  the \\n\\nconclusion  that  the  death  of  petitioner‟s  husband  was \\n\\ncovered under Category-E (i) of the Instructions and she is \\n\\nentitled to Liberalised Family Pension” \\n\\nApart from the above, the case is  also covered by the provision of \\n\\npara 1 (g) of Appendix „A‟ to Army Order 1/2003. At the time of his death, the \\n\\nindividual was deployed at Dogra Fort Kiari and was in the process of proceeding \\n\\non  leave  from  there.  The  individual  was  deployed  on  Depth  Defences  which \\n\\nguard the Line of Actual Control. \\n\\n \\n \\n \\n \\n \\n \\n \\n \\n\\x0c-10- \\n\\n In view of the foregoing discussion, the present petition is allowed \\n\\nand  the  impugned  order  dated  12-05-2012  (Annexure  A-9)  is  set  aside  being \\n\\nillegal  and  arbitrary.  The  respondents  are  directed  to  grant  Liberalised  Family \\n\\nPension  to  the  petitioner  as  per  Rules/Regulations  from  the  date  of  death  of  her \\n\\nhusband i.e.  15-03-2011. The difference of the amount between Special Family \\n\\nPension and Liberalised Family Pension be paid with interest @ 10% per annum \\n\\nto  the  petitioner  along  with  all  other  benefits  admissible  to  her  under  the  rules \\n\\nwithin a period of four months from the date of receipt of a certified copy of this \\n\\norder  by  the  respondents.  In  case  the  arrears  is  not  paid  within  the  stipulated \\n\\nperiod, the petitioner shall be further entitled to interest @ 10% per annum on the \\n\\namount due till actual payment. \\n\\n (Justice Prakash Krishna) \\n\\n(Lt Gen (Retd) HS Panag) \\n\\n   15.11.2013 \\n     ‘dls’ \\n\\n             Whether the judgment for reference to be put on Internet –Yes/No \\n\\n \\n \\n \\n \\n \\n \\n  \\n \\n \\n \\n \\n \\n \\n\\x0c'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 115
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import openai\n",
        "import tiktoken\n",
        "from langchain.chains import AnalyzeDocumentChain\n",
        "from langchain.chains.summarize import load_summarize_chain\n",
        "from langchain.llms import OpenAI\n",
        "\n",
        "api_key = os.environ['OPENAI_API_KEY']\n",
        "\n",
        "model = OpenAI(api_key=api_key, temperature=0)\n",
        "summary_chain = load_summarize_chain(llm=model, chain_type='map_reduce')\n",
        "\n",
        "summarize_document_chain = AnalyzeDocumentChain(combine_docs_chain=summary_chain)\n",
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "id": "10-uDDKulLsQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "result"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145
        },
        "id": "CPP6yE7zwmRq",
        "outputId": "c1e17898-f2c9-49e1-eda3-635808f26b98"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "' This case discusses the discharge of Kuldip Singh from service due to permanent low medical category. The petitioner argued that a similar case of discharge was set aside by the Tribunal and that he was provided a sheltered appointment to complete qualifying service for invalid pension. The discharge was ordered under Army Rule 13 (3) Item III (v). The Tribunal set aside the discharge and ordered the petitioner to be reinstated in service from the date of discharge, with no pay and allowances for the period between discharge and rejoining service.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Run the analyze document chain on your pages\n",
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t4Q_0abTxbw9",
        "outputId": "7fc76f26-2e2e-4029-8ad9-6a8a608452a4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  Gurtej Singh, a petitioner, is seeking to quash an order from the Union of India and others that rejected his claim for disability pension. He had suffered a gun-shot injury while on duty in 2005 and was discharged from service in 2008. The Court of Inquiry found that the injury was attributable to military service and the petitioner was held entitled to disability pension. The Honble High Court quashed the impugned order and directed the respondents to assess and release the disability pension in favour of the petitioner for 20% disability from the date of his discharge.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b2sMXUOJzCi5",
        "outputId": "80067ff6-e777-42e7-c105-8c5ebaf3e7e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  This case involves Gulzari Lal, a petitioner who was invalided out of the Army due to Idiopathic Epilepsy in 1969 and was granted disability pension at the rate of 30% permanent. In 2006, the petitioner was called for a Review Medical Board which assessed his disability at less than 20%, resulting in the discontinuation of his disability element. The Hon'ble High Court of Himachal Pradesh directed the respondents to grant disability pension as per rules and the petitioner was entitled to continue receiving the disability element of disability pension. The respondents were to issue necessary amendments and recommence payment of the disability element within three months of receipt of the order.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Looking at cluster 1\n",
        "pages= df_cluster_1.iloc[678]['pdf_text']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rlI4gKYMzw9S",
        "outputId": "c5d469ae-18b6-4b36-959e-5c13f8e8dc47"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#115\n",
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6dCpjpHZz2Oh",
        "outputId": "b88585e1-d704-4545-ac04-11ff8788e089"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  Tarsem Singh filed a petition under Section 14 of the Armed Forces Tribunal Act, 2007, seeking a direction to the respondents to release the revised pension in the rank of Honorary Naib Subedar w.e.f. 01.01.2006. The Supreme Court dismissed the respondents' appeal and allowed the OA, directing the respondents to release the service pension to the applicant in the rank of Naib Subedar w.e.f. 01.01.2006 within a period of three months. The Supreme Court also clarified that no interest shall be payable on arrears in such cases.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#67\n",
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7gzEFKRg0KPD",
        "outputId": "b46943fb-0636-486d-d330-20b1f1377275"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  This case involves a pre-01.01.2006 retiree who was granted the Honorary rank of Naib Subedar. The Supreme Court held the petitioner entitled to the benefit from 01.01.2006, without interest. The OA was allowed and disposed of in terms of the observations and directions given, subject to verification of the factual matrix by the respondents. The respondents were directed to release the service pension to the applicant in the rank of Naib Subedar w.e.f. 01.01.2006 within a period of four months from the date of receipt of a certified copy of this ORDER. No interest on the arrears shall be admissible, however, in case compliance is not made by the respondents within the stipulated time, interest @ 8% shall accrue to the petitioner from the date of this order.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#678\n",
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lO8CPJHX0kiB",
        "outputId": "eda4bd46-3c61-4bf3-fa6c-cc1f4208320f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  The applicant is seeking a direction to the respondents to release the revised pension in the rank of Honorary Naib Subedar w.e.f. 01.01.2006. The Supreme Court clarified that no interest shall be payable on arrears. The OA is allowed and disposed of with directions to the respondents to release the service pension to the applicant in the rank of Naib Subedar w.e.f. 01.01.2006 within a period of three months from the date of receipt of a certified copy of this order by the representative of the respondents. If the compliance is not made by the respondents within the stipulated time, interest @ 8% shall accrue to the applicant from the date of this order.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        },
        "id": "rdP3rdoYG3WX",
        "outputId": "db1902d6-26e1-497e-ceb0-43968214e57f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "' The applicant is seeking a direction to the respondents to release the revised pension in the rank of Honorary Naib Subedar w.e.f. 01.01.2006. The Supreme Court clarified that no interest shall be payable on arrears. The OA is allowed and disposed of with directions to the respondents to release the service pension to the applicant in the rank of Naib Subedar w.e.f. 01.01.2006 within a period of three months from the date of receipt of a certified copy of this order by the representative of the respondents. If the compliance is not made by the respondents within the stipulated time, interest @ 8% shall accrue to the applicant from the date of this order.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 149
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Looking at cluster 4\n",
        "df_cluster_4=df[df['cluster']==4]\n",
        "pages= df_cluster_4.iloc[112]['pdf_text']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MjZNQDxiG8VD",
        "outputId": "55938877-0e2a-45ed-c2db-88910ce2f924"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = summarize_document_chain.run(pages)\n",
        "print('output(AnalyzeDocumentChain):', result)"
      ],
      "metadata": {
        "id": "osZolWPcH1sd",
        "outputId": "ec7d87d5-8209-481d-977e-e1f8ca893dac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
            "  and should_run_async(code)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "output(AnalyzeDocumentChain):  In this petition, Suresh Chander Malhan, a former Army personnel, requested the benefit of broad-banding by rounding off the percentage of his disability. The respondents rejected the representation, but the petitioner argued that his case was covered by a Supreme Court judgment. The petition was allowed and the respondents were directed to calculate the arrears and release them to the petitioner within three months.\n"
          ]
        }
      ]
    }
  ]
}