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app.ipynb
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": [],
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"authorship_tag": "ABX9TyOwQ4w24Db2H2H3L8r5Lezi"
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"cells": [
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{
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"cell_type": "code",
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"source": [
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"!pip install easyocr\n",
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"!pip install gradio"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "PpdbHkqS3ncn",
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"outputId": "d0b875d1-7f72-4038-85a1-048da65fb895"
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},
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"execution_count": 2,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Collecting easyocr\n",
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" Downloading easyocr-1.7.2-py3-none-any.whl.metadata (10 kB)\n",
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"Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (from easyocr) (2.4.1+cu121)\n",
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"Requirement already satisfied: torchvision>=0.5 in /usr/local/lib/python3.10/dist-packages (from easyocr) (0.19.1+cu121)\n",
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"Requirement already satisfied: opencv-python-headless in /usr/local/lib/python3.10/dist-packages (from easyocr) (4.10.0.84)\n",
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"Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from easyocr) (1.13.1)\n",
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"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from easyocr) (1.26.4)\n",
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"Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from easyocr) (10.4.0)\n",
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"Requirement already satisfied: scikit-image in /usr/local/lib/python3.10/dist-packages (from easyocr) (0.24.0)\n",
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"Collecting python-bidi (from easyocr)\n",
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" Downloading python_bidi-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.6 kB)\n",
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"Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from easyocr) (6.0.2)\n",
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"Requirement already satisfied: Shapely in /usr/local/lib/python3.10/dist-packages (from easyocr) (2.0.6)\n",
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"Collecting pyclipper (from easyocr)\n",
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" Downloading pyclipper-1.3.0.post5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.metadata (9.0 kB)\n",
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"Collecting ninja (from easyocr)\n",
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" Downloading ninja-1.11.1.1-py2.py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl.metadata (5.3 kB)\n",
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"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.16.1)\n",
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"Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (4.12.2)\n",
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"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (1.13.3)\n",
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"Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.3)\n",
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"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.1.4)\n",
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"Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (2024.6.1)\n",
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"Requirement already satisfied: imageio>=2.33 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (2.35.1)\n",
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"Requirement already satisfied: tifffile>=2022.8.12 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (2024.9.20)\n",
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"Requirement already satisfied: packaging>=21 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (24.1)\n",
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"Requirement already satisfied: lazy-loader>=0.4 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (0.4)\n",
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"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->easyocr) (2.1.5)\n",
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| 65 |
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"Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch->easyocr) (1.3.0)\n",
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"Downloading easyocr-1.7.2-py3-none-any.whl (2.9 MB)\n",
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| 67 |
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"\u001b[2K \u001b[90mββββββββββββββββββββββββββββββββββββββββ\u001b[0m \u001b[32m2.9/2.9 MB\u001b[0m \u001b[31m72.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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| 68 |
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"\u001b[?25hDownloading ninja-1.11.1.1-py2.py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl (307 kB)\n",
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"\u001b[2K \u001b[90mββββββββββββββββββββββββββββββββββββββββ\u001b[0m \u001b[32m307.2/307.2 kB\u001b[0m \u001b[31m19.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25hDownloading pyclipper-1.3.0.post5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (908 kB)\n",
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"\u001b[2K \u001b[90mββββββββββββββββββββββββββββββββββββββββ\u001b[0m \u001b[32m908.3/908.3 kB\u001b[0m \u001b[31m42.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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| 72 |
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"\u001b[?25hDownloading python_bidi-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (281 kB)\n",
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"\u001b[2K \u001b[90mββββββββββββββββββββββββββββββββββββββββ\u001b[0m \u001b[32m281.3/281.3 kB\u001b[0m \u001b[31m18.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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| 74 |
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"\u001b[?25hInstalling collected packages: python-bidi, pyclipper, ninja, easyocr\n",
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"Successfully installed easyocr-1.7.2 ninja-1.11.1.1 pyclipper-1.3.0.post5 python-bidi-0.6.0\n",
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"Collecting gradio\n",
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" Downloading gradio-4.44.0-py3-none-any.whl.metadata (15 kB)\n",
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"Collecting aiofiles<24.0,>=22.0 (from gradio)\n",
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" Downloading aiofiles-23.2.1-py3-none-any.whl.metadata (9.7 kB)\n",
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"Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n",
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"Collecting fastapi<1.0 (from gradio)\n",
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" Downloading fastapi-0.115.0-py3-none-any.whl.metadata (27 kB)\n",
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"Collecting ffmpy (from gradio)\n",
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" Downloading ffmpy-0.4.0-py3-none-any.whl.metadata (2.9 kB)\n",
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"Collecting gradio-client==1.3.0 (from gradio)\n",
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" Downloading gradio_client-1.3.0-py3-none-any.whl.metadata (7.1 kB)\n",
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"Collecting httpx>=0.24.1 (from gradio)\n",
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" Downloading httpx-0.27.2-py3-none-any.whl.metadata (7.1 kB)\n",
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"Requirement already satisfied: huggingface-hub>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.24.7)\n",
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"Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.4.5)\n",
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"Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.1.4)\n",
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"Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.5)\n",
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"Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n",
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"Requirement already satisfied: numpy<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.26.4)\n",
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"Collecting orjson~=3.0 (from gradio)\n",
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" Downloading orjson-3.10.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (50 kB)\n",
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"\u001b[2K \u001b[90mββββββββββββββββββββββββββββββββββββββββ\u001b[0m \u001b[32m50.4/50.4 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio) (24.1)\n",
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"Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.4)\n",
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"Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (10.4.0)\n",
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"Requirement already satisfied: pydantic>=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.9.2)\n",
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"Collecting pydub (from gradio)\n",
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" Downloading pydub-0.25.1-py2.py3-none-any.whl.metadata (1.4 kB)\n",
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"Collecting python-multipart>=0.0.9 (from gradio)\n",
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"Collecting semantic-version~=2.0 (from gradio)\n",
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" Downloading semantic_version-2.10.0-py2.py3-none-any.whl.metadata (9.7 kB)\n",
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"Collecting tomlkit==0.12.0 (from gradio)\n",
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" Downloading tomlkit-0.12.0-py3-none-any.whl.metadata (2.7 kB)\n",
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"Requirement already satisfied: typer<1.0,>=0.12 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.12.5)\n",
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"Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.12.2)\n",
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"Requirement already satisfied: urllib3~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.2.3)\n",
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"Collecting uvicorn>=0.14.0 (from gradio)\n",
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" Downloading uvicorn-0.31.0-py3-none-any.whl.metadata (6.6 kB)\n",
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"Collecting websockets<13.0,>=10.0 (from gradio-client==1.3.0->gradio)\n",
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" Downloading websockets-12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.6 kB)\n",
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"WARNING:easyocr.easyocr:Neither CUDA nor MPS are available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
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"Setting queue=True in a Colab notebook requires sharing enabled. Setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n",
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"\n",
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"Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
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"Running on public URL: https://f3bde23fdbb16324af.gradio.live\n",
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"\n",
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"This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
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"<div><iframe src=\"https://f3bde23fdbb16324af.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
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"metadata": {}
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],
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"source": [
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"import gradio as gr\n",
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"import easyocr\n",
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"import re\n",
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"\n",
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"\n",
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"r = easyocr.Reader(['en', 'hi'])\n",
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"\n",
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"def process_image(image, keyword):\n",
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"\n",
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" result = r.readtext(image, detail=0)\n",
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" extracted_text = \" \".join(result)\n",
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"\n",
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"\n",
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" color = \"#228B22\"\n",
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" if keyword:\n",
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" highlighted_text = re.sub(f\"({re.escape(keyword)})\",\n",
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" f\"<mark style='background-color: {color};'>{keyword}</mark>\",\n",
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" extracted_text,\n",
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" flags=re.IGNORECASE)\n",
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" else:\n",
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" highlighted_text = extracted_text\n",
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"\n",
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"\n",
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" if keyword and keyword.lower() in extracted_text.lower():\n",
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" return f\"Keyword '{keyword}' found in the text.\", highlighted_text\n",
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" else:\n",
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" return f\"Keyword '{keyword}' not found.\", highlighted_text\n",
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"\n",
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"interface = gr.Interface(\n",
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" fn=process_image,\n",
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" inputs=[\"image\", \"text\"],\n",
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" outputs=[\"text\", \"html\"],\n",
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| 264 |
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" title=\" π TextFinder OCR π\",\n",
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| 265 |
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" description=\"Input your image, get the text π and search for keywords π.....:)\"\n",
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")\n",
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"\n",
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"if __name__ == \"__main__\":\n",
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" interface.launch()"
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]
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},
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"cell_type": "code",
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"source": [],
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"metadata": {
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"id": "9_KyyRZh30y_"
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},
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"execution_count": null,
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"outputs": []
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}
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}
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