FinSim_4_text_extraction_from_pdfs.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "FinSim-4_text_extraction_from_pdfs.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNNFk79ShQaHbzN/SmPZNQE",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sohomghosh/Finsim4_ESG/blob/main/FinSim_4_text_extraction_from_pdfs.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z4rrrrmeJcTw",
        "outputId": "57ab95d7-db0b-47cc-e540-48ad4844a5fa"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
            "  category=FutureWarning,\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=15lAdqgQJSHylO1Kktj729PtT1oDin5cZ\n",
            "To: /content/FinSim-ESG training set.zip\n",
            "100% 1.08G/1.08G [00:32<00:00, 33.4MB/s]\n"
          ]
        }
      ],
      "source": [
        "!gdown --id 15lAdqgQJSHylO1Kktj729PtT1oDin5cZ"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir /content/FinSim-4_train"
      ],
      "metadata": {
        "id": "iftQ8wyTKoM5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture\n",
        "!unzip \"FinSim-ESG training set.zip\" -d /content/FinSim-4_train"
      ],
      "metadata": {
        "id": "dNPBpcm9KGCv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import os"
      ],
      "metadata": {
        "id": "YXFdV4f-KfkC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir /content/txt_data/"
      ],
      "metadata": {
        "id": "SlFhpVnRSbbJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pdfplumber"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "ozV7G69oT5mL",
        "outputId": "c39f46da-7503-49f9-9ebe-e6c351edae7a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pdfplumber\n",
            "  Downloading pdfplumber-0.6.0.tar.gz (46 kB)\n",
            "\u001b[K     |████████████████████████████████| 46 kB 4.7 MB/s \n",
            "\u001b[?25hCollecting pdfminer.six==20211012\n",
            "  Downloading pdfminer.six-20211012-py3-none-any.whl (5.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 5.6 MB 45.5 MB/s \n",
            "\u001b[?25hCollecting Pillow>=8.4\n",
            "  Downloading Pillow-9.1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.3 MB 53.5 MB/s \n",
            "\u001b[?25hCollecting Wand>=0.6.7\n",
            "  Downloading Wand-0.6.7-py2.py3-none-any.whl (139 kB)\n",
            "\u001b[K     |████████████████████████████████| 139 kB 45.8 MB/s \n",
            "\u001b[?25hRequirement already satisfied: chardet in /usr/local/lib/python3.7/dist-packages (from pdfminer.six==20211012->pdfplumber) (3.0.4)\n",
            "Collecting cryptography\n",
            "  Downloading cryptography-36.0.2-cp36-abi3-manylinux_2_24_x86_64.whl (3.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.6 MB 53.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.7/dist-packages (from cryptography->pdfminer.six==20211012->pdfplumber) (1.15.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.12->cryptography->pdfminer.six==20211012->pdfplumber) (2.21)\n",
            "Building wheels for collected packages: pdfplumber\n",
            "  Building wheel for pdfplumber (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pdfplumber: filename=pdfplumber-0.6.0-py3-none-any.whl size=33688 sha256=99dc9fa9615afb992763265594f5ec022f28966349639c0a4042cbd5edfd7ca7\n",
            "  Stored in directory: /root/.cache/pip/wheels/58/56/fe/2e93d842ffa9ea97746c1ab253d43502ed61c0689361a0224e\n",
            "Successfully built pdfplumber\n",
            "Installing collected packages: cryptography, Wand, Pillow, pdfminer.six, pdfplumber\n",
            "  Attempting uninstall: Pillow\n",
            "    Found existing installation: Pillow 7.1.2\n",
            "    Uninstalling Pillow-7.1.2:\n",
            "      Successfully uninstalled Pillow-7.1.2\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "Successfully installed Pillow-9.1.0 Wand-0.6.7 cryptography-36.0.2 pdfminer.six-20211012 pdfplumber-0.6.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL"
                ]
              }
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# pdfplumber works"
      ],
      "metadata": {
        "id": "jptVjbNJXGc8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pdfplumber\n",
        "\n",
        "\n",
        "\n",
        "pdf_loc = '/content/FinSim-4_train/FinSim-ESG training set/data/English_reports/'\n",
        "txt_loc = '/content/txt_data/'\n",
        "for file in os.listdir('/content/FinSim-4_train/FinSim-ESG training set/data/English_reports'):\n",
        "  pdf = pdfplumber.open(pdf_loc + file)\n",
        "  txt = ''\n",
        "  for page in pdf.pages:  \n",
        "    new_txt = page.extract_text()\n",
        "    txt = txt + '\\n' + new_txt\n",
        "  open(txt_loc + file[:-4]+\".txt\", 'w').write(txt)\n",
        "  pdf.close()"
      ],
      "metadata": {
        "id": "DI8LhIL1SpSv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r finsim4esg_txt.zip /content/txt_data/"
      ],
      "metadata": {
        "id": "DdEZlyBCUn4m",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "06070e63-2cd2-4d7f-888c-69f3a2226f87"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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