NLP_test_4inetnts_NN.ipynb

nlp_test_4inetnts_nn.ipynb

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  "metadata": {
    "colab": {
      "name": "NLP_test_4inetnts_NN.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyParRvCQmxXmayOQZTmHpi6",
      "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/gist/alyferryhalo/82ad288f91b72ab3a3486804d277ca1b/nlp_test_4inetnts_nn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aaZO70UE18DA"
      },
      "source": [
        "# Тестовое задание “Классификация интентов”\n",
        "\n",
        "Для разработки бота, надо решить подзадачу классификации интентов. Необходимо определить намерение пользователя.\n",
        "\n",
        "Интенты могут быть:\n",
        "\n",
        "*   **Положительное намерение** - готовность пользователя поддерживать разговор, заинтересованность в предложение итд.\n",
        "*   **Отрицательное намерение** - нежелание общаться, незаинтересованность в предложении итд.\n",
        "*   **Желание общения с живым человеком** - пользователь просит общения с оператором итд.\n",
        "*   **Нейтральный интент** - когда не подходит ничего из вышеперечисленного.\n",
        "\n",
        "Датасет можно получить [по ссылке.](https://drive.google.com/file/d/1CH9rocsHcsykBCfu6wFBwVbedC0M3noT/view)\n",
        "\n",
        "Текст, получен из системы распознавания разговорной речи пользователей.\n",
        "\n",
        "### Классы меток:\n",
        "1.   положительный интент\n",
        "2.   отрицательный интент\n",
        "3.   перевод на оператора\n",
        "4.   нейтральный интент (другое)\n",
        "\n",
        "Нужно решить задачу многоклассовой классификации текста. При решении задачи, предоставляется свобода при выборе модели/моделей, анализе данных. Суть заключается в  демонстрации подхода к решению задачи. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tGLlvtf631I_"
      },
      "source": [
        "# Импорты"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xknbm0_j34A0"
      },
      "source": [
        "import io\n",
        "from io import BytesIO\n",
        "from google.colab import files\n",
        "\n",
        "import re\n",
        "import nltk\n",
        "import keras\n",
        "import codecs\n",
        "import sklearn\n",
        "import itertools\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.patches as mpatches\n",
        "\n",
        "from nltk.tokenize import sent_tokenize, word_tokenize\n",
        "\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.decomposition import PCA, TruncatedSVD\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, classification_report\n",
        "\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
        "\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "from keras.models import Model\n",
        "from keras.layers import Dense, Input, Flatten, Dropout, Concatenate\n",
        "from keras.layers import Conv1D, MaxPooling1D, Embedding\n",
        "from keras.layers import LSTM, Bidirectional"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NVL0z_h2IErB",
        "outputId": "c9f430cc-587c-4a1c-dd03-6193ad74afe0"
      },
      "source": [
        "nltk.download('punkt')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O8G6yDLhBYGI"
      },
      "source": [
        "# Функции\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "inmDBcHwBib0"
      },
      "source": [
        "Функция для очистки датасета от лишних символов:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WXhQG805Bbsr"
      },
      "source": [
        "def standart_text(df, text_field):\n",
        "    df[text_field] = df[text_field].str.replace(r\"[.,-]\", \"\")\n",
        "    return df"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NtR1aCbNBmz4"
      },
      "source": [
        "Векторизация данных:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4haUKG4FBcO4"
      },
      "source": [
        "def cv(data):\n",
        "    count_vectorizer = CountVectorizer()\n",
        "    emb = count_vectorizer.fit_transform(data)\n",
        "    return emb, count_vectorizer"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bLaH156HBrxs"
      },
      "source": [
        "Построение гарфика распределения значений:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MN97Ri8XBcD5"
      },
      "source": [
        "def plot_LSA(test_data, test_labels, savepath=\"PCA.csv\", plot=True):\n",
        "        lsa = TruncatedSVD(n_components=2)\n",
        "        lsa.fit(test_data)\n",
        "        lsa_scores = lsa.transform(test_data)\n",
        "        color_mapper = {label:idx for idx,label in enumerate(set(test_labels))}\n",
        "        color_column = [color_mapper[label] for label in test_labels]\n",
        "        colors = ['orange', 'blue', 'green', 'red']\n",
        "        if plot:\n",
        "            plt.scatter(lsa_scores[:,0], lsa_scores[:,1], s=8, alpha=.8, c=test_labels, cmap=matplotlib.colors.ListedColormap(colors))\n",
        "            orange_patch = mpatches.Patch(color='orange', label='class 1')\n",
        "            blue_patch = mpatches.Patch(color='blue', label='class 2')\n",
        "            green_patch = mpatches.Patch(color='green', label='class 3')\n",
        "            red_patch = mpatches.Patch(color='red', label='class 4')\n",
        "            plt.legend(handles=[orange_patch, blue_patch, green_patch, red_patch], prop={'size': 30})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xj9tqXkgBsYv"
      },
      "source": [
        "Метрики для модели:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WWusJpMvBsGR"
      },
      "source": [
        "def get_metrics(y_test, y_predicted):  \n",
        "    precision = precision_score(y_test, y_predicted, pos_label=None, average='weighted')             \n",
        "    recall = recall_score(y_test, y_predicted, pos_label=None, average='weighted')\n",
        "    f1 = f1_score(y_test, y_predicted, pos_label=None, average='weighted')\n",
        "    accuracy = accuracy_score(y_test, y_predicted)\n",
        "    return accuracy, precision, recall, f1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "63ihEgc1Bsvb"
      },
      "source": [
        "Построить матрицу ошибок:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cEdDc_wJBtCa"
      },
      "source": [
        "def get_confusion_matrix(cm, classes, normalize=False, title='Confusion matrix', cmap=plt.cm.winter):\n",
        "    if normalize:\n",
        "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
        "    plt.title(title, fontsize=30)\n",
        "    plt.colorbar()\n",
        "    tick_marks = np.arange(len(classes))\n",
        "    plt.xticks(tick_marks, classes, fontsize=20)\n",
        "    plt.yticks(tick_marks, classes, fontsize=20)\n",
        "    \n",
        "    fmt = '.2f' if normalize else 'd'\n",
        "    thresh = cm.max() / 2.\n",
        "\n",
        "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
        "        plt.text(j, i, format(cm[i, j], fmt), horizontalalignment=\"center\", \n",
        "                 color=\"white\" if cm[i, j] < thresh else \"black\", fontsize=40)\n",
        "    \n",
        "    plt.tight_layout()\n",
        "    plt.ylabel('True label', fontsize=30)\n",
        "    plt.xlabel('Predicted label', fontsize=30)\n",
        "\n",
        "    return plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4DhEvlXLX0y3"
      },
      "source": [
        "TF-IDF-модель\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mSoAFbarXyxb"
      },
      "source": [
        "def tfidf(data):\n",
        "    tfidf_vectorizer = TfidfVectorizer()\n",
        "    train = tfidf_vectorizer.fit_transform(data)\n",
        "    return train, tfidf_vectorizer"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2SnSYCS33KnO"
      },
      "source": [
        "# Загрузка данных"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IMTSH6hCM2Vq"
      },
      "source": [
        "Прежде всего я открыла датасет у себя, чтобы посмотреть, как он выглядит. Предполагалось, что будут только дв еколонки: данные и метка класса, однако в некоторых наблюдениях случилась проблема, из-за которой данные нормально не загружались: колонок оказалось более двух. Я испраивла это вручную. Полагаю, есть способ быстрее.\n",
        "\n",
        "Также на строке **3950 ваш а ничего не забили\t24.0** обнаружилась ошибка заполнения: метки 24 не существует. Я не была уверена, какой это класс, и решила убрать наблюдение.\n",
        "\n",
        "Ещё замечу, что некоторые наблюдения имели класс 0. Основываясь на своих соображениях, я распределила нули по имеющимся классами.\n",
        "\n",
        "Некоторая часть работы с датасетом была проведена в гугл таблицах."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "Ly8gQ29weXJpZ2h0IDIwMTcgR29vZ2xlIExMQwovLwovLyBMaWNlbnNlZCB1bmRlciB0aGUgQXBhY2hlIExpY2Vuc2UsIFZlcnNpb24gMi4wICh0aGUgIkxpY2Vuc2UiKTsKLy8geW91IG1heSBub3QgdXNlIHRoaXMgZmlsZSBleGNlcHQgaW4gY29tcGxpYW5jZSB3aXRoIHRoZSBMaWNlbnNlLgovLyBZb3UgbWF5IG9idGFpbiBhIGNvcHkgb2YgdGhlIExpY2Vuc2UgYXQKLy8KLy8gICAgICBodHRwOi8vd3d3LmFwYWNoZS5vcmcvbGljZW5zZXMvTElDRU5TRS0yLjAKLy8KLy8gVW5sZXNzIHJlcXVpcmVkIGJ5IGFwcGxpY2FibGUgbGF3IG9yIGFncmVlZCB0byBpbiB3cml0aW5nLCBzb2Z0d2FyZQovLyBkaXN0cmlidXRlZCB1bmRlciB0aGUgTGljZW5zZSBpcyBkaXN0cmlidXRlZCBvbiBhbiAiQVMgSVMiIEJBU0lTLAovLyBXSVRIT1VUIFdBUlJBTlRJRVMgT1IgQ09ORElUSU9OUyBPRiBBTlkgS0lORCwgZWl0aGVyIGV4cHJlc3Mgb3IgaW1wbGllZC4KLy8gU2VlIHRoZSBMaWNlbnNlIGZvciB0aGUgc3BlY2lmaWMgbGFuZ3VhZ2UgZ292ZXJuaW5nIHBlcm1pc3Npb25zIGFuZAovLyBsaW1pdGF0aW9ucyB1bmRlciB0aGUgTGljZW5zZS4KCi8qKgogKiBAZmlsZW92ZXJ2aWV3IEhlbHBlcnMgZm9yIGdvb2dsZS5jb2xhYiBQeXRob24gbW9kdWxlLgogKi8KKGZ1bmN0aW9uKHNjb3BlKSB7CmZ1bmN0aW9uIHNwYW4odGV4dCwgc3R5bGVBdHRyaWJ1dGVzID0ge30pIHsKICBjb25zdCBlbGVtZW50ID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnc3BhbicpOwogIGVsZW1lbnQudGV4dENvbnRlbnQgPSB0ZXh0OwogIGZvciAoY29uc3Qga2V5IG9mIE9iamVjdC5rZXlzKHN0eWxlQXR0cmlidXRlcykpIHsKICAgIGVsZW1lbnQuc3R5bGVba2V5XSA9IHN0eWxlQXR0cmlidXRlc1trZXldOwogIH0KICByZXR1cm4gZWxlbWVudDsKfQoKLy8gTWF4IG51bWJlciBvZiBieXRlcyB3aGljaCB3aWxsIGJlIHVwbG9hZGVkIGF0IGEgdGltZS4KY29uc3QgTUFYX1BBWUxPQURfU0laRSA9IDEwMCAqIDEwMjQ7CgpmdW5jdGlvbiBfdXBsb2FkRmlsZXMoaW5wdXRJZCwgb3V0cHV0SWQpIHsKICBjb25zdCBzdGVwcyA9IHVwbG9hZEZpbGVzU3RlcChpbnB1dElkLCBvdXRwdXRJZCk7CiAgY29uc3Qgb3V0cHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKG91dHB1dElkKTsKICAvLyBDYWNoZSBzdGVwcyBvbiB0aGUgb3V0cHV0RWxlbWVudCB0byBtYWtlIGl0IGF2YWlsYWJsZSBmb3IgdGhlIG5leHQgY2FsbAogIC8vIHRvIHVwbG9hZEZpbGVzQ29udGludWUgZnJvbSBQeXRob24uCiAgb3V0cHV0RWxlbWVudC5zdGVwcyA9IHN0ZXBzOwoKICByZXR1cm4gX3VwbG9hZEZpbGVzQ29udGludWUob3V0cHV0SWQpOwp9CgovLyBUaGlzIGlzIHJvdWdobHkgYW4gYXN5bmMgZ2VuZXJhdG9yIChub3Qgc3VwcG9ydGVkIGluIHRoZSBicm93c2VyIHlldCksCi8vIHdoZXJlIHRoZXJlIGFyZSBtdWx0aXBsZSBhc3luY2hyb25vdXMgc3RlcHMgYW5kIHRoZSBQeXRob24gc2lkZSBpcyBnb2luZwovLyB0byBwb2xsIGZvciBjb21wbGV0aW9uIG9mIGVhY2ggc3RlcC4KLy8gVGhpcyB1c2VzIGEgUHJvbWlzZSB0byBibG9jayB0aGUgcHl0aG9uIHNpZGUgb24gY29tcGxldGlvbiBvZiBlYWNoIHN0ZXAsCi8vIHRoZW4gcGFzc2VzIHRoZSByZXN1bHQgb2YgdGhlIHByZXZpb3VzIHN0ZXAgYXMgdGhlIGlucHV0IHRvIHRoZSBuZXh0IHN0ZXAuCmZ1bmN0aW9uIF91cGxvYWRGaWxlc0NvbnRpbnVlKG91dHB1dElkKSB7CiAgY29uc3Qgb3V0cHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKG91dHB1dElkKTsKICBjb25zdCBzdGVwcyA9IG91dHB1dEVsZW1lbnQuc3RlcHM7CgogIGNvbnN0IG5leHQgPSBzdGVwcy5uZXh0KG91dHB1dEVsZW1lbnQubGFzdFByb21pc2VWYWx1ZSk7CiAgcmV0dXJuIFByb21pc2UucmVzb2x2ZShuZXh0LnZhbHVlLnByb21pc2UpLnRoZW4oKHZhbHVlKSA9PiB7CiAgICAvLyBDYWNoZSB0aGUgbGFzdCBwcm9taXNlIHZhbHVlIHRvIG1ha2UgaXQgYXZhaWxhYmxlIHRvIHRoZSBuZXh0CiAgICAvLyBzdGVwIG9mIHRoZSBnZW5lcmF0b3IuCiAgICBvdXRwdXRFbGVtZW50Lmxhc3RQcm9taXNlVmFsdWUgPSB2YWx1ZTsKICAgIHJldHVybiBuZXh0LnZhbHVlLnJlc3BvbnNlOwogIH0pOwp9CgovKioKICogR2VuZXJhdG9yIGZ1bmN0aW9uIHdoaWNoIGlzIGNhbGxlZCBiZXR3ZWVuIGVhY2ggYXN5bmMgc3RlcCBvZiB0aGUgdXBsb2FkCiAqIHByb2Nlc3MuCiAqIEBwYXJhbSB7c3RyaW5nfSBpbnB1dElkIEVsZW1lbnQgSUQgb2YgdGhlIGlucHV0IGZpbGUgcGlja2VyIGVsZW1lbnQuCiAqIEBwYXJhbSB7c3RyaW5nfSBvdXRwdXRJZCBFbGVtZW50IElEIG9mIHRoZSBvdXRwdXQgZGlzcGxheS4KICogQHJldHVybiB7IUl0ZXJhYmxlPCFPYmplY3Q+fSBJdGVyYWJsZSBvZiBuZXh0IHN0ZXBzLgogKi8KZnVuY3Rpb24qIHVwbG9hZEZpbGVzU3RlcChpbnB1dElkLCBvdXRwdXRJZCkgewogIGNvbnN0IGlucHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKGlucHV0SWQpOwogIGlucHV0RWxlbWVudC5kaXNhYmxlZCA9IGZhbHNlOwoKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIG91dHB1dEVsZW1lbnQuaW5uZXJIVE1MID0gJyc7CgogIGNvbnN0IHBpY2tlZFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgaW5wdXRFbGVtZW50LmFkZEV2ZW50TGlzdGVuZXIoJ2NoYW5nZScsIChlKSA9PiB7CiAgICAgIHJlc29sdmUoZS50YXJnZXQuZmlsZXMpOwogICAgfSk7CiAgfSk7CgogIGNvbnN0IGNhbmNlbCA9IGRvY3VtZW50LmNyZWF0ZUVsZW1lbnQoJ2J1dHRvbicpOwogIGlucHV0RWxlbWVudC5wYXJlbnRFbGVtZW50LmFwcGVuZENoaWxkKGNhbmNlbCk7CiAgY2FuY2VsLnRleHRDb250ZW50ID0gJ0NhbmNlbCB1cGxvYWQnOwogIGNvbnN0IGNhbmNlbFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgY2FuY2VsLm9uY2xpY2sgPSAoKSA9PiB7CiAgICAgIHJlc29sdmUobnVsbCk7CiAgICB9OwogIH0pOwoKICAvLyBXYWl0IGZvciB0aGUgdXNlciB0byBwaWNrIHRoZSBmaWxlcy4KICBjb25zdCBmaWxlcyA9IHlpZWxkIHsKICAgIHByb21pc2U6IFByb21pc2UucmFjZShbcGlja2VkUHJvbWlzZSwgY2FuY2VsUHJvbWlzZV0pLAogICAgcmVzcG9uc2U6IHsKICAgICAgYWN0aW9uOiAnc3RhcnRpbmcnLAogICAgfQogIH07CgogIGNhbmNlbC5yZW1vdmUoKTsKCiAgLy8gRGlzYWJsZSB0aGUgaW5wdXQgZWxlbWVudCBzaW5jZSBmdXJ0aGVyIHBpY2tzIGFyZSBub3QgYWxsb3dlZC4KICBpbnB1dEVsZW1lbnQuZGlzYWJsZWQgPSB0cnVlOwoKICBpZiAoIWZpbGVzKSB7CiAgICByZXR1cm4gewogICAgICByZXNwb25zZTogewogICAgICAgIGFjdGlvbjogJ2NvbXBsZXRlJywKICAgICAgfQogICAgfTsKICB9CgogIGZvciAoY29uc3QgZmlsZSBvZiBmaWxlcykgewogICAgY29uc3QgbGkgPSBkb2N1bWVudC5jcmVhdGVFbGVtZW50KCdsaScpOwogICAgbGkuYXBwZW5kKHNwYW4oZmlsZS5uYW1lLCB7Zm9udFdlaWdodDogJ2JvbGQnfSkpOwogICAgbGkuYXBwZW5kKHNwYW4oCiAgICAgICAgYCgke2ZpbGUudHlwZSB8fCAnbi9hJ30pIC0gJHtmaWxlLnNpemV9IGJ5dGVzLCBgICsKICAgICAgICBgbGFzdCBtb2RpZmllZDogJHsKICAgICAgICAgICAgZmlsZS5sYXN0TW9kaWZpZWREYXRlID8gZmlsZS5sYXN0TW9kaWZpZWREYXRlLnRvTG9jYWxlRGF0ZVN0cmluZygpIDoKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgJ24vYSd9IC0gYCkpOwogICAgY29uc3QgcGVyY2VudCA9IHNwYW4oJzAlIGRvbmUnKTsKICAgIGxpLmFwcGVuZENoaWxkKHBlcmNlbnQpOwoKICAgIG91dHB1dEVsZW1lbnQuYXBwZW5kQ2hpbGQobGkpOwoKICAgIGNvbnN0IGZpbGVEYXRhUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICAgIGNvbnN0IHJlYWRlciA9IG5ldyBGaWxlUmVhZGVyKCk7CiAgICAgIHJlYWRlci5vbmxvYWQgPSAoZSkgPT4gewogICAgICAgIHJlc29sdmUoZS50YXJnZXQucmVzdWx0KTsKICAgICAgfTsKICAgICAgcmVhZGVyLnJlYWRBc0FycmF5QnVmZmVyKGZpbGUpOwogICAgfSk7CiAgICAvLyBXYWl0IGZvciB0aGUgZGF0YSB0byBiZSByZWFkeS4KICAgIGxldCBmaWxlRGF0YSA9IHlpZWxkIHsKICAgICAgcHJvbWlzZTogZmlsZURhdGFQcm9taXNlLAogICAgICByZXNwb25zZTogewogICAgICAgIGFjdGlvbjogJ2NvbnRpbnVlJywKICAgICAgfQogICAgfTsKCiAgICAvLyBVc2UgYSBjaHVua2VkIHNlbmRpbmcgdG8gYXZvaWQgbWVzc2FnZSBzaXplIGxpbWl0cy4gU2VlIGIvNjIxMTU2NjAuCiAgICBsZXQgcG9zaXRpb24gPSAwOwogICAgZG8gewogICAgICBjb25zdCBsZW5ndGggPSBNYXRoLm1pbihmaWxlRGF0YS5ieXRlTGVuZ3RoIC0gcG9zaXRpb24sIE1BWF9QQVlMT0FEX1NJWkUpOwogICAgICBjb25zdCBjaHVuayA9IG5ldyBVaW50OEFycmF5KGZpbGVEYXRhLCBwb3NpdGlvbiwgbGVuZ3RoKTsKICAgICAgcG9zaXRpb24gKz0gbGVuZ3RoOwoKICAgICAgY29uc3QgYmFzZTY0ID0gYnRvYShTdHJpbmcuZnJvbUNoYXJDb2RlLmFwcGx5KG51bGwsIGNodW5rKSk7CiAgICAgIHlpZWxkIHsKICAgICAgICByZXNwb25zZTogewogICAgICAgICAgYWN0aW9uOiAnYXBwZW5kJywKICAgICAgICAgIGZpbGU6IGZpbGUubmFtZSwKICAgICAgICAgIGRhdGE6IGJhc2U2NCwKICAgICAgICB9LAogICAgICB9OwoKICAgICAgbGV0IHBlcmNlbnREb25lID0gZmlsZURhdGEuYnl0ZUxlbmd0aCA9PT0gMCA/CiAgICAgICAgICAxMDAgOgogICAgICAgICAgTWF0aC5yb3VuZCgocG9zaXRpb24gLyBmaWxlRGF0YS5ieXRlTGVuZ3RoKSAqIDEwMCk7CiAgICAgIHBlcmNlbnQudGV4dENvbnRlbnQgPSBgJHtwZXJjZW50RG9uZX0lIGRvbmVgOwoKICAgIH0gd2hpbGUgKHBvc2l0aW9uIDwgZmlsZURhdGEuYnl0ZUxlbmd0aCk7CiAgfQoKICAvLyBBbGwgZG9uZS4KICB5aWVsZCB7CiAgICByZXNwb25zZTogewogICAgICBhY3Rpb246ICdjb21wbGV0ZScsCiAgICB9CiAgfTsKfQoKc2NvcGUuZ29vZ2xlID0gc2NvcGUuZ29vZ2xlIHx8IHt9OwpzY29wZS5nb29nbGUuY29sYWIgPSBzY29wZS5nb29nbGUuY29sYWIgfHwge307CnNjb3BlLmdvb2dsZS5jb2xhYi5fZmlsZXMgPSB7CiAgX3VwbG9hZEZpbGVzLAogIF91cGxvYWRGaWxlc0NvbnRpbnVlLAp9Owp9KShzZWxmKTsK",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "id": "kxccygUf3OoD",
        "outputId": "b438acfd-4cbb-4dab-e2b2-083c0756908f"
      },
      "source": [
        "uploaded = files.upload()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-a9084114-3939-4156-9e8e-1438259c13b4\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-a9084114-3939-4156-9e8e-1438259c13b4\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving data.csv to data.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hz0vBATP3XbU"
      },
      "source": [
        "data = pd.read_csv(io.BytesIO(uploaded['data.csv']))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1miHq9oO6cJx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "1d314e9b-bda6-4291-9d11-3b97d87b028c"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text  label\n",
              "0           удалить мой телефон номер у себя не надо      2\n",
              "1                     вы о чем вообще алексей вы кто      1\n",
              "2                              в смысле для чего это      4\n",
              "3                          на счет чего на счет чего      4\n",
              "4  а у меня минимальная пенсия она не подлежит ув...      4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XcZakFDb6tJk",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "d20db18a-0c05-48ad-b42a-8f7f3500873a"
      },
      "source": [
        "data.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>99995.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2.190460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.225115</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>4.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>4.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              label\n",
              "count  99995.000000\n",
              "mean       2.190460\n",
              "std        1.225115\n",
              "min        1.000000\n",
              "25%        1.000000\n",
              "50%        2.000000\n",
              "75%        4.000000\n",
              "max        4.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JG00NWDSisMW"
      },
      "source": [
        "Проверим балансировку классов:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o02E5QSp6poj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "7da93c39-a0db-457b-a9c4-4636d1a27e6e"
      },
      "source": [
        "data.groupby(\"label\").count()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>label</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>39443</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>29950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>27887</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        text\n",
              "label       \n",
              "1      39443\n",
              "2      29950\n",
              "3       2713\n",
              "4      27887"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hqYk-UW9jBtp"
      },
      "source": [
        "В целом, заметно, что класс 3 имеет в 10 раз меньше наблюдений, чем остальные классы. Попробуем пока что обойтись без балансировки классов и продолжим."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1WwPruTN0e0E"
      },
      "source": [
        "В идеале сейчас надо почистить немного датасет и убрать спецсимволы. Пока я смотрела датасет, я заметила, что в нём присутствуют астериксы, которые маскируют нецензурную лексику, однако она является важным показателем для определения класса 2, насколько я тоже заметила. Поэтому, как мне кажется, стоит убрать прочие спецсимволы, включая точки, а поскольку весь текст уже приведён к нижнему регистру, то так и оставим:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "V5SHxsMi0tc7",
        "outputId": "de65a215-5e4d-46de-9942-95d92e95f2d5"
      },
      "source": [
        "data = standart_text(data, \"text\")\n",
        "data.to_csv(\"clean_data.csv\")\n",
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text  label\n",
              "0           удалить мой телефон номер у себя не надо      2\n",
              "1                     вы о чем вообще алексей вы кто      1\n",
              "2                              в смысле для чего это      4\n",
              "3                          на счет чего на счет чего      4\n",
              "4  а у меня минимальная пенсия она не подлежит ув...      4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "w9PH8p1-0eYR",
        "outputId": "2b6c7d72-a5f9-4893-c34b-bf00f2454ef4"
      },
      "source": [
        "clean_data = pd.read_csv(\"clean_data.csv\")\n",
        "clean_data.tail()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>99990</th>\n",
              "      <td>99990</td>\n",
              "      <td>а скидки вы можете звонить уже даным давно заб...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99991</th>\n",
              "      <td>99991</td>\n",
              "      <td>у думаю что да</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99992</th>\n",
              "      <td>99992</td>\n",
              "      <td>алло девушка вам нужен торт</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99993</th>\n",
              "      <td>99993</td>\n",
              "      <td>хорошо я поняла вас ясно поняла передам обязат...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99994</th>\n",
              "      <td>99994</td>\n",
              "      <td>ну давайте посмотрим как я мне восемьдесят вос...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Unnamed: 0                                               text  label\n",
              "99990       99990  а скидки вы можете звонить уже даным давно заб...      1\n",
              "99991       99991                                     у думаю что да      1\n",
              "99992       99992                        алло девушка вам нужен торт      1\n",
              "99993       99993  хорошо я поняла вас ясно поняла передам обязат...      1\n",
              "99994       99994  ну давайте посмотрим как я мне восемьдесят вос...      1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wYAXqZAj4377"
      },
      "source": [
        "# Токенизация"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "EdFVOuSl5Ptt",
        "outputId": "9c4d3fbf-2ae7-4ad5-cbb3-ff2334a008e5"
      },
      "source": [
        "clean_data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0                                               text  label\n",
              "0           0           удалить мой телефон номер у себя не надо      2\n",
              "1           1                     вы о чем вообще алексей вы кто      1\n",
              "2           2                              в смысле для чего это      4\n",
              "3           3                          на счет чего на счет чего      4\n",
              "4           4  а у меня минимальная пенсия она не подлежит ув...      4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "S2SMM3x85VU3",
        "outputId": "4a2cfe6a-c7cd-43c2-a27a-a19d4d2ae4a8"
      },
      "source": [
        "del clean_data['Unnamed: 0']\n",
        "clean_data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text  label\n",
              "0           удалить мой телефон номер у себя не надо      2\n",
              "1                     вы о чем вообще алексей вы кто      1\n",
              "2                              в смысле для чего это      4\n",
              "3                          на счет чего на счет чего      4\n",
              "4  а у меня минимальная пенсия она не подлежит ув...      4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4PF9G-_4jrFk"
      },
      "source": [
        "Проверим, остались ли пустые строки, и удалим их. При токенизации могут возникнуть проблемы с NaN-нами в текста."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_pEEXe6i6AXG",
        "outputId": "5c0985e7-a711-4843-8863-2e675f307252"
      },
      "source": [
        "clean_data.isna().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "text     3\n",
              "label    0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "elJOlzfq6Sa5",
        "outputId": "477572fe-d502-414e-f6e6-8d3235cd59b1"
      },
      "source": [
        "clean_data.dropna()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99990</th>\n",
              "      <td>а скидки вы можете звонить уже даным давно заб...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99991</th>\n",
              "      <td>у думаю что да</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99992</th>\n",
              "      <td>алло девушка вам нужен торт</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99993</th>\n",
              "      <td>хорошо я поняла вас ясно поняла передам обязат...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99994</th>\n",
              "      <td>ну давайте посмотрим как я мне восемьдесят вос...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>99992 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                    text  label\n",
              "0               удалить мой телефон номер у себя не надо      2\n",
              "1                         вы о чем вообще алексей вы кто      1\n",
              "2                                  в смысле для чего это      4\n",
              "3                              на счет чего на счет чего      4\n",
              "4      а у меня минимальная пенсия она не подлежит ув...      4\n",
              "...                                                  ...    ...\n",
              "99990  а скидки вы можете звонить уже даным давно заб...      1\n",
              "99991                                     у думаю что да      1\n",
              "99992                        алло девушка вам нужен торт      1\n",
              "99993  хорошо я поняла вас ясно поняла передам обязат...      1\n",
              "99994  ну давайте посмотрим как я мне восемьдесят вос...      1\n",
              "\n",
              "[99992 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vIpJqFV_IYet"
      },
      "source": [
        "clean_data['text'] = clean_data['text'].astype(str)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r_H2Qe60jz5x"
      },
      "source": [
        "Добавим, наконец, токены:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJVBmV6WracJ"
      },
      "source": [
        "clean_data['tokens'] = clean_data['text'].apply(word_tokenize)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Ik4en1YTIh1K",
        "outputId": "c219cc3c-92e6-4fe2-d168-2e579c0e8e85"
      },
      "source": [
        "clean_data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>label</th>\n",
              "      <th>tokens</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>удалить мой телефон номер у себя не надо</td>\n",
              "      <td>2</td>\n",
              "      <td>[удалить, мой, телефон, номер, у, себя, не, надо]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>вы о чем вообще алексей вы кто</td>\n",
              "      <td>1</td>\n",
              "      <td>[вы, о, чем, вообще, алексей, вы, кто]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>в смысле для чего это</td>\n",
              "      <td>4</td>\n",
              "      <td>[в, смысле, для, чего, это]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>на счет чего на счет чего</td>\n",
              "      <td>4</td>\n",
              "      <td>[на, счет, чего, на, счет, чего]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>а у меня минимальная пенсия она не подлежит ув...</td>\n",
              "      <td>4</td>\n",
              "      <td>[а, у, меня, минимальная, пенсия, она, не, под...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text  ...                                             tokens\n",
              "0           удалить мой телефон номер у себя не надо  ...  [удалить, мой, телефон, номер, у, себя, не, надо]\n",
              "1                     вы о чем вообще алексей вы кто  ...             [вы, о, чем, вообще, алексей, вы, кто]\n",
              "2                              в смысле для чего это  ...                        [в, смысле, для, чего, это]\n",
              "3                          на счет чего на счет чего  ...                   [на, счет, чего, на, счет, чего]\n",
              "4  а у меня минимальная пенсия она не подлежит ув...  ...  [а, у, меня, минимальная, пенсия, она, не, под...\n",
              "\n",
              "[5 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jmy8p3cRkDDu"
      },
      "source": [
        "Посмотрим, что получилось со словами, и изучим их немного:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T9Pt7PXkInGw",
        "outputId": "670a8529-44c1-47f1-b9e2-d92c68479153"
      },
      "source": [
        "all_words = [word for tokens in clean_data[\"tokens\"] for word in tokens]\n",
        "sentence_lengths = [len(tokens) for tokens in clean_data[\"tokens\"]]\n",
        "VOCAB = sorted(list(set(all_words)))\n",
        "print(\"%s words total, with a vocabulary size of %s\" % (len(all_words), len(VOCAB)))\n",
        "print(\"Max sentence length is %s\" % max(sentence_lengths))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "658642 words total, with a vocabulary size of 28559\n",
            "Max sentence length is 34\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "id": "5wzlTHlkJIIU",
        "outputId": "6ba565e9-3bb4-4aa1-fce4-e8ad1bc91725"
      },
      "source": [
        "fig = plt.figure(figsize=(10, 10)) \n",
        "plt.xlabel('Sentence length')\n",
        "plt.ylabel('Number of sentences')\n",
        "plt.hist(sentence_lengths)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fkEY_rxmkKm7"
      },
      "source": [
        "Теперь, думаю, можно приступатьк  машинному обучению."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mdmzhGJ0kNPO"
      },
      "source": [
        "# Машинное обучение"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nf_vVzOAklnL"
      },
      "source": [
        "Для компьютерного представления используются несколько моделей, однако я решила оставиться на мешке слов.\n",
        "\n",
        "**Мешок слов** – это модель представления текста в виде вектора (набора слов). Каждому слову в тексте сопоставляется число его вхождений. Модель связывает индекс с каждым словом в нашем словаре и представляет каждое предложение как нули, где 1 в каждом индексе соответствует слову, присутствующему в предложении."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JIymCQDbJNCt"
      },
      "source": [
        "list_corpus = clean_data[\"text\"].tolist()\n",
        "list_labels = clean_data[\"label\"].tolist()\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(list_corpus, list_labels, test_size=0.2, random_state=40)\n",
        "\n",
        "X_train_counts, count_vectorizer = cv(X_train)\n",
        "X_test_counts = count_vectorizer.transform(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 918
        },
        "id": "ndeI46g2lPxu",
        "outputId": "67d94872-c0d4-42b8-f49a-84a810241308"
      },
      "source": [
        "fig = plt.figure(figsize=(16, 16))          \n",
        "plot_LSA(X_train_counts, y_train)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x1152 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_SH0x6FbmFk9"
      },
      "source": [
        "Что же, выглядит немного невкусно и грустно, однако попробуем обучить логистическую регрессию. Зелёные так вообще потерялись :("
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bHSZ4sZpmpD5"
      },
      "source": [
        "## Логистическая регрессия"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "18HLbz_tNYUX",
        "outputId": "f7c6dd62-f980-4a5d-9c98-f745018fdc91"
      },
      "source": [
        "clf = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg', multi_class='multinomial', n_jobs=-1, random_state=40)\n",
        "clf.fit(X_train_counts, y_train)\n",
        "y_predicted_counts = clf.predict(X_test_counts)\n",
        "\n",
        "accuracy, precision, recall, f1 = get_metrics(y_test, y_predicted_counts)\n",
        "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy, precision, recall, f1))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "accuracy = 0.567, precision = 0.599, recall = 0.567, f1 = 0.580\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QJd4co8Am01J"
      },
      "source": [
        "Метрики — это хорошо, но важно понимать, где ошибается классификатор, какие классы предсказывает хорошо, а какие — уже не очень. Поэтому надо построить **confusion matrix**:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 798
        },
        "id": "hlyve__dnZV_",
        "outputId": "166ef27d-4562-4e98-ebd8-9a2a6c2dcab7"
      },
      "source": [
        "cm = confusion_matrix(y_test, y_predicted_counts)\n",
        "fig = plt.figure(figsize=(10, 10))\n",
        "plot = get_confusion_matrix(cm, classes=['Class 1','Class 2','Class 3', 'Class 4'], normalize=False, title='Confusion matrix')\n",
        "plt.show()\n",
        "print(cm)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[[4619  819  779 1621]\n",
            " [ 756 4160  320  872]\n",
            " [ 156   60  192  110]\n",
            " [1736  857  570 2372]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oW0NFApynuMq"
      },
      "source": [
        "Как и следовало ожидать, класс 3 предсказывается не очень хорошо: изначально его как раз было меньше. Пожалуй, в следующий раз надо будет воспользоваться аугментаций!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4UozuilFX62L"
      },
      "source": [
        "Давайте попробуем более тонкий подход. В дополнение к нашей модели набора слов мы используем TF-IDF (Term Frequency, Inverse Document Frequency), что означает взвешивание слов по тому, насколько часто они встречаются в нашем наборе данных, без учета слишком частых слов, поскольку они просто добавляют шума. ."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zRUq1u9bntsM"
      },
      "source": [
        "X_train_tfidf, tfidf_vectorizer = tfidf(X_train)\n",
        "X_test_tfidf = tfidf_vectorizer.transform(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 918
        },
        "id": "c0TAGe6pX_s9",
        "outputId": "579399f7-9274-4c38-92a8-132c6d6bbd22"
      },
      "source": [
        "fig = plt.figure(figsize=(16, 16))          \n",
        "plot_LSA(X_train_tfidf, y_train)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x1152 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pD_KHHtCZCtp"
      },
      "source": [
        "В принципе теперь классы 1 и 2 можно точнее отделить друг от друга. С зелёными всё ещё беда, с красными тоже стало грустно, но проверим, что будет дальше."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UNZok4bYZRa2"
      },
      "source": [
        "clf_tfidf = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg',multi_class='multinomial', n_jobs=-1, random_state=40)\n",
        "clf_tfidf.fit(X_train_tfidf, y_train)\n",
        "y_predicted_tfidf = clf_tfidf.predict(X_test_tfidf)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0IHrySxTZNSm",
        "outputId": "018f3207-b8aa-454e-d532-693360f19183"
      },
      "source": [
        "accuracy_tfidf, precision_tfidf, recall_tfidf, f1_tfidf = get_metrics(y_test, y_predicted_tfidf)\n",
        "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy_tfidf, precision_tfidf, recall_tfidf, f1_tfidf))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "accuracy = 0.566, precision = 0.604, recall = 0.566, f1 = 0.581\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 903
        },
        "id": "6FOhaKnoZYFY",
        "outputId": "00fb7019-17cb-41b8-99c0-ad6d8336db9d"
      },
      "source": [
        "cm2 = confusion_matrix(y_test, y_predicted_tfidf)\n",
        "fig = plt.figure(figsize=(10, 10))\n",
        "plot = get_confusion_matrix(cm2, classes=['Class 1','Class 2','Class 3', 'Class 4'], normalize=False, title='Confusion matrix')\n",
        "plt.show()\n",
        "print(\"TFIDF confusion matrix\")\n",
        "print(cm2)\n",
        "print(\"BoW confusion matrix\")\n",
        "print(cm)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "TFIDF confusion matrix\n",
            "[[4352  837  820 1829]\n",
            " [ 679 4184  365  880]\n",
            " [ 124   55  208  131]\n",
            " [1547  869  544 2575]]\n",
            "BoW confusion matrix\n",
            "[[4619  819  779 1621]\n",
            " [ 756 4160  320  872]\n",
            " [ 156   60  192  110]\n",
            " [1736  857  570 2372]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PdqpTh4eZmSV"
      },
      "source": [
        "Чуть-чуть получше стал распознаваться класс 4, 1 и 2 всё ещё распознаются хорошо, 3 класс лежит и страдает вместе со мной."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2ucRaBbYiFcJ"
      },
      "source": [
        "## Нейросеточки: вперёд!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cGBGTU3JCLt3"
      },
      "source": [
        "Прежде всего загрузим word2vec. Я решила не изобретать велосипед (да и не смогла бы) и посмотреть уже готовые решения для NLP, которые можно быстро подгрузить и затестить.\n",
        "![DfwFKyqX0AAawRA.jpg 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