Catalonia_independence_Detector_(SPANISH).ipynb

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        "# This Colab shows how easy is to use [Huggingface/Transformers](https://github.com/huggingface/transformers) models with its ```pipelines```\n",
        "\n",
        "> Colab by [Jonatan Luna (JonatanGk)](https://jonatanGk.github.io)\n",
        "\n",
        "<a href=\"mailto:giakbs@gmail.com\">\n",
        "  <img src=\"https://drive.google.com/uc?export=view&id=1E8viLtdsjENrIAbN6eYJU3x2uTUk7To_\" width=35 alt=\"Twitter\"/>\n",
        "</a>\n",
        "<a href=\"https://www.linkedin.com/in/JonatanGk/\">\n",
        "  <img src=\"https://drive.google.com/uc?export=view&id=1tBEfVLSt6kgxDzijTkXisox-Cazg2jO9\" width=35 alt=\"Twitter\"/>\n",
        "</a>\n",
        "<a href=\"https://github.com/JonatanGk\">\n",
        "  <img src=\"https://drive.google.com/uc?export=view&id=1XLLsPd0xDxWzR3slwR7YLye87OQChetB\" width=35 alt=\"Twitter\"/>\n",
        "</a>\n",
        "<a href=\"https://huggingface.co/JonatanGk\">\n",
        "  <img src=\"https://drive.google.com/uc?export=view&id=1IVAy1INwXvC93nAGWgOQLP31wGvhGg8u\" width=35 alt=\"Twitter\"/>\n",
        "</a>\n",
        "<a href=\"https://twitter.com/GiAk84\">\n",
        "  <img src=\"https://drive.google.com/uc?export=view&id=13EyN5uJrtexA1fd0j7EDFilOfzRUkKU7\" width=35 alt=\"Twitter\"/>\n",
        "</a>\n"
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    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GycAZvO6lk5d"
      },
      "source": [
        "!pip install -q transformers"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "keZfuUAUlYNT"
      },
      "source": [
        "from transformers import pipeline"
      ],
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    {
      "cell_type": "markdown",
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      "source": [
        "## 1. Create the pipeline"
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      "source": [
        "model_path = \"JonatanGk/roberta-base-bne-finetuned-catalonia-independence-detector\"\n",
        "independence_analysis = pipeline(\"text-classification\", model=model_path, tokenizer=model_path)"
      ],
      "execution_count": null,
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    {
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      "source": [
        "## 2. Make analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j29NHJtOyAVU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
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      },
      "source": [
        "independence_analysis(\n",
        "    \"Junqueras, sobre la decisión judicial sobre Puigdemont: La justicia que falta en el Estado llega y llegará de Europa\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'label': 'FAVOR', 'score': 0.9936726093292236}]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
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    {
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      "metadata": {
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        "outputId": "5898f83d-2afb-4d41-c5bc-04bb4d722677"
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      "source": [
        "independence_analysis(\n",
        "    \"El desafío independentista queda adormecido, y eso que el Gobierno ha sido muy claro en que su propuesta para Cataluña es una agenda de reencuentro, centrada en inversiones e infraestructuras\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'label': 'AGAINST', 'score': 0.7508948445320129}]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
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        "outputId": "229f2677-15e4-4433-9355-3d39b3577adb"
      },
      "source": [
        "independence_analysis(\n",
        "    \"Desconvocada la manifestación del domingo en Barcelona en apoyo a Puigdemont\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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            "text/plain": [
              "[{'label': 'NEUTRAL', 'score': 0.9966907501220703}]"
            ]
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          "metadata": {},
          "execution_count": 10
        }
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