Cyberbullying_detection_(SPANISH).ipynb

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  "cells": [
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      "source": [
        "# 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",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3398599d-3be2-4c1c-83c6-d7f322ae8a05"
      },
      "source": [
        "!pip install -q transformers"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[K     |████████████████████████████████| 2.9 MB 4.4 MB/s \n",
            "\u001b[K     |████████████████████████████████| 895 kB 42.6 MB/s \n",
            "\u001b[K     |████████████████████████████████| 3.3 MB 32.4 MB/s \n",
            "\u001b[K     |████████████████████████████████| 636 kB 56.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 56 kB 3.1 MB/s \n",
            "\u001b[K     |████████████████████████████████| 109 kB 46.1 MB/s \n",
            "\u001b[K     |████████████████████████████████| 546 kB 32.9 MB/s \n",
            "\u001b[?25h"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "keZfuUAUlYNT"
      },
      "source": [
        "from transformers import pipeline"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J6RKyjkRlcsK"
      },
      "source": [
        "## 1. Create the pipeline"
      ]
    },
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      },
      "source": [
        "model_path = \"JonatanGk/roberta-base-bne-finetuned-cyberbullying-spanish\"\n",
        "bullying_analysis = pipeline(\"text-classification\", model=model_path, tokenizer=model_path)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
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    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rKAbO71dlyiv"
      },
      "source": [
        "## 2. Make analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j29NHJtOyAVU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c3f8ebfa-93a7-4c21-d408-6aacfc1b78f2"
      },
      "source": [
        "bullying_analysis(\n",
        "    \"Desde que te vi me enamoré de ti.\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'label': 'Not_bullying', 'score': 0.9995710253715515}]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-PVYkZMU8VT2",
        "outputId": "71453cfc-9932-46bb-85cf-330f59175238"
      },
      "source": [
        "bullying_analysis(\n",
        "    \"Eres tan fea que cuando eras pequeña te echaban de comer por debajo de la puerta.\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'label': 'Bullying', 'score': 0.9918262958526611}]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uNMOXJz38W6U",
        "outputId": "dc59aa76-19a3-45e3-cfcd-9f5c37889405"
      },
      "source": [
        "bullying_analysis(\n",
        "    \"Eres mas pequeño que un pitufo!\"\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'label': 'Bullying', 'score': 0.9593297839164734}]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    }
  ]
}