fake_news_classifier_using_LSTM.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "fake news classifier using LSTM",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Fake News Classifier using LSTM"
      ],
      "metadata": {
        "id": "RPV9LTMpB3bf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Introduction\n",
        "\n",
        "Fake News has been a concern all over the world and social media has only amplified this phenomenon. Fake News has been affecting the world on a large scale as these are targeted to sway the decisions of the crowd in a particular direction. Since manually verifying the legitimacy of news is very hard and costly, there has been a great interest of researchers in this field. Different approaches to identifying fake news were examined, such as content-based classification, social context-based classification, image-based classification, sentiment-based classification, and hybrid context-based classification.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "WDZAc2zhCH5M"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Loading Data From Kaggle\n",
        "\n",
        "\n",
        "Dataset: https://www.kaggle.com/c/fake-news/data#"
      ],
      "metadata": {
        "id": "i8kyrdNJC8Pp"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "SPBSaHWqBuHW",
        "outputId": "9dade72a-4323-4cdb-9cab-776c5888ed9e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-f5020adf-bfb3-4a86-b3ad-2e56e56beb1e\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-f5020adf-bfb3-4a86-b3ad-2e56e56beb1e\">\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> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ]
        }
      ],
      "source": [
        "! pip install -q kaggle\n",
        "from google.colab import files\n",
        "files.upload()\n",
        "! mkdir ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/\n",
        "! chmod 600 ~/.kaggle/kaggle.json"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle competitions download -c fake-news"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X0fjYyTdB20y",
        "outputId": "66e041cd-3196-4cc3-8cf4-828baa42b501"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading fake-news.zip to /content\n",
            " 71% 33.0M/46.5M [00:01<00:00, 30.4MB/s]\n",
            "100% 46.5M/46.5M [00:01<00:00, 35.3MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip fake-news.zip\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5Vid7xP7DejF",
        "outputId": "5bfe4936-f991-4fe2-fbee-ab34bddfef97"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  fake-news.zip\n",
            "  inflating: submit.csv              \n",
            "  inflating: test.csv                \n",
            "  inflating: train.csv               \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Importing Data "
      ],
      "metadata": {
        "id": "Tfjl1L8rEjkb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "data=pd.read_csv(\"train.csv\")\n",
        "data.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "lRhEjHTJEijI",
        "outputId": "afdb16f5-3036-45c8-bd95-3c4c3d1e1908"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   id                                              title  \\\n",
              "0   0  House Dem Aide: We Didn’t Even See Comey’s Let...   \n",
              "1   1  FLYNN: Hillary Clinton, Big Woman on Campus - ...   \n",
              "2   2                  Why the Truth Might Get You Fired   \n",
              "3   3  15 Civilians Killed In Single US Airstrike Hav...   \n",
              "4   4  Iranian woman jailed for fictional unpublished...   \n",
              "5   5  Jackie Mason: Hollywood Would Love Trump if He...   \n",
              "6   6  Life: Life Of Luxury: Elton John’s 6 Favorite ...   \n",
              "7   7  Benoît Hamon Wins French Socialist Party’s Pre...   \n",
              "8   8  Excerpts From a Draft Script for Donald Trump’...   \n",
              "9   9  A Back-Channel Plan for Ukraine and Russia, Co...   \n",
              "\n",
              "                         author  \\\n",
              "0                 Darrell Lucus   \n",
              "1               Daniel J. Flynn   \n",
              "2            Consortiumnews.com   \n",
              "3               Jessica Purkiss   \n",
              "4                Howard Portnoy   \n",
              "5               Daniel Nussbaum   \n",
              "6                           NaN   \n",
              "7               Alissa J. Rubin   \n",
              "8                           NaN   \n",
              "9  Megan Twohey and Scott Shane   \n",
              "\n",
              "                                                text  label  \n",
              "0  House Dem Aide: We Didn’t Even See Comey’s Let...      1  \n",
              "1  Ever get the feeling your life circles the rou...      0  \n",
              "2  Why the Truth Might Get You Fired October 29, ...      1  \n",
              "3  Videos 15 Civilians Killed In Single US Airstr...      1  \n",
              "4  Print \\nAn Iranian woman has been sentenced to...      1  \n",
              "5  In these trying times, Jackie Mason is the Voi...      0  \n",
              "6  Ever wonder how Britain’s most iconic pop pian...      1  \n",
              "7  PARIS  —   France chose an idealistic, traditi...      0  \n",
              "8  Donald J. Trump is scheduled to make a highly ...      0  \n",
              "9  A week before Michael T. Flynn resigned as nat...      0  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b8ed1f55-566e-4610-a04e-3e9a71a6a3c5\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>id</th>\n",
              "      <th>title</th>\n",
              "      <th>author</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>House Dem Aide: We Didn’t Even See Comey’s Let...</td>\n",
              "      <td>Darrell Lucus</td>\n",
              "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>FLYNN: Hillary Clinton, Big Woman on Campus - ...</td>\n",
              "      <td>Daniel J. Flynn</td>\n",
              "      <td>Ever get the feeling your life circles the rou...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Why the Truth Might Get You Fired</td>\n",
              "      <td>Consortiumnews.com</td>\n",
              "      <td>Why the Truth Might Get You Fired October 29, ...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>15 Civilians Killed In Single US Airstrike Hav...</td>\n",
              "      <td>Jessica Purkiss</td>\n",
              "      <td>Videos 15 Civilians Killed In Single US Airstr...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Iranian woman jailed for fictional unpublished...</td>\n",
              "      <td>Howard Portnoy</td>\n",
              "      <td>Print \\nAn Iranian woman has been sentenced to...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>Jackie Mason: Hollywood Would Love Trump if He...</td>\n",
              "      <td>Daniel Nussbaum</td>\n",
              "      <td>In these trying times, Jackie Mason is the Voi...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>Life: Life Of Luxury: Elton John’s 6 Favorite ...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Ever wonder how Britain’s most iconic pop pian...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>Benoît Hamon Wins French Socialist Party’s Pre...</td>\n",
              "      <td>Alissa J. Rubin</td>\n",
              "      <td>PARIS  —   France chose an idealistic, traditi...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>Excerpts From a Draft Script for Donald Trump’...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Donald J. Trump is scheduled to make a highly ...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>A Back-Channel Plan for Ukraine and Russia, Co...</td>\n",
              "      <td>Megan Twohey and Scott Shane</td>\n",
              "      <td>A week before Michael T. Flynn resigned as nat...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b8ed1f55-566e-4610-a04e-3e9a71a6a3c5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b8ed1f55-566e-4610-a04e-3e9a71a6a3c5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b8ed1f55-566e-4610-a04e-3e9a71a6a3c5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Removing NaN Values from the dataset"
      ],
      "metadata": {
        "id": "vczj9UshEugQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data=data.dropna()\n",
        "data.reset_index(inplace=True)"
      ],
      "metadata": {
        "id": "hQsThkQZEuGb"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Extracting Dependent and Independent variables from data"
      ],
      "metadata": {
        "id": "cr8-NWOXE015"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = data.drop(\"label\",axis=1)\n",
        "y = data[\"label\"]"
      ],
      "metadata": {
        "id": "K40cHOoTEScN"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Checking The Shape of X and y"
      ],
      "metadata": {
        "id": "PZ7QVoiBE8g9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(X.shape)\n",
        "print(y.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gHuHDp4xEgSM",
        "outputId": "2683f49c-c0d1-4122-fe78-648ec937a0d0"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(18285, 5)\n",
            "(18285,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Importing the required Libraries"
      ],
      "metadata": {
        "id": "krdD7lI5FFER"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras.layers import Embedding\n",
        "from tensorflow.keras.layers import LSTM\n",
        "from tensorflow.keras.layers import Dense\n",
        "from tensorflow.keras.preprocessing.text import one_hot\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
        "from tensorflow.keras.models import Sequential"
      ],
      "metadata": {
        "id": "1hlo7Rm8FAWk"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Preprocessing the text"
      ],
      "metadata": {
        "id": "xvtlpOZ_FRhx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "nltk.download(\"stopwords\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3NadAwj6FUaq",
        "outputId": "68636286-7c63-437e-af7d-57140419b749"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "messages=X.copy()\n",
        "ps = PorterStemmer()\n",
        "corpus = []\n",
        "for i in range(len(messages)):\n",
        "  review = re.sub(\"[^a-zA-Z]\",\" \",messages['title'][i])\n",
        "  review = review.lower()\n",
        "  review = review.split()\n",
        "  review = [ps.stem(word) for word in review if not word in stopwords.words('english')]  # (word not in stopwords) and stem(word)\n",
        "  review = ' '.join(review)\n",
        "  corpus.append(review)"
      ],
      "metadata": {
        "id": "1xSF7xemFhI8"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "###One Hot Encoding"
      ],
      "metadata": {
        "id": "EFE0IshnFx3d"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "vocab_size=5000\n",
        "onehot_repr=[one_hot(words,vocab_size)for words in corpus] \n",
        "onehot_repr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ezypkq6CFnFM",
        "outputId": "98b69c9b-f327-4d4f-de1f-0bff961852a4"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[2640, 2122, 347, 1167, 3548, 466, 4532, 3057, 3511, 2765],\n",
              " [4319, 273, 564, 4794, 259, 4171, 2718],\n",
              " [112, 837, 65, 2080],\n",
              " [3156, 2557, 2944, 2651, 2262, 1018],\n",
              " [2722, 259, 3106, 244, 516, 917, 259, 3064, 1112, 221],\n",
              " [3444,\n",
              "  698,\n",
              "  4644,\n",
              "  3828,\n",
              "  677,\n",
              "  2077,\n",
              "  634,\n",
              "  2356,\n",
              "  412,\n",
              "  609,\n",
              "  2458,\n",
              "  2727,\n",
              "  426,\n",
              "  2815,\n",
              "  2718],\n",
              " [617, 1184, 4010, 4575, 1373, 3389, 3203, 62, 3308, 3676, 3251],\n",
              " [3877, 3041, 578, 4147, 2281, 4347, 2077, 145, 3308, 3676, 3251],\n",
              " [1408, 3971, 963, 3275, 4670, 399, 1436, 4213, 2077, 4397],\n",
              " [1200, 2651, 2697, 4825, 4650, 4872, 3647, 700],\n",
              " [4882, 3740, 732, 4966, 4413, 3468, 3623, 1530, 525, 4723, 1361],\n",
              " [2651, 3815, 3548, 399, 2077, 2281],\n",
              " [1802, 1150, 937, 810, 4460, 3639, 2273, 1983, 2257],\n",
              " [734, 3139, 3063, 149, 2369, 1362, 3060, 3308, 3676, 3251],\n",
              " [113, 1561, 2331, 3684, 2454, 3308, 3676, 3251],\n",
              " [1590, 2378, 298, 2266, 2110, 4917, 3524, 2377, 1610, 2067],\n",
              " [4499, 3253, 273],\n",
              " [2269, 3560, 2649, 593, 2077, 208, 1098, 2718],\n",
              " [624, 1434, 564, 2745, 1617, 816, 4776, 459, 917],\n",
              " [1648, 2688, 2077, 1664, 3331, 2718],\n",
              " [1729, 1367, 3068, 841, 3052, 4776, 3543, 1582, 1900, 3308, 3676, 3251],\n",
              " [1597, 739, 1694, 383, 4952, 126, 649],\n",
              " [426, 3874, 1774, 4800, 719, 634, 2316, 1236, 4616, 4997, 3923, 2718],\n",
              " [1155, 273, 2290, 174, 1435, 363, 1281, 3546],\n",
              " [4617, 2794, 2383, 4641, 1216, 1085, 2745, 1204, 2768, 3308, 3676, 3251],\n",
              " [273, 564, 4175, 2053, 3308, 3676, 3251],\n",
              " [2269, 3560, 2649, 2735, 2325, 569, 4641, 2718],\n",
              " [1435, 1392, 3599, 2001, 3493, 3308, 3676, 3251],\n",
              " [2969, 206, 2634, 4217, 264, 1250, 3600, 1118, 4386, 3308, 3676, 3251],\n",
              " [1906, 4027, 2394, 1236, 3742, 3501, 1021, 3163, 4601, 3308, 3676, 3251],\n",
              " [2281, 3464, 4952, 2484, 688, 4076, 3308, 3676, 3251],\n",
              " [3522, 4824, 81, 4221, 727],\n",
              " [735, 4224, 3211, 1809],\n",
              " [2218, 865, 4194, 695, 509, 896, 862, 2718],\n",
              " [4177, 4220, 4177, 4227, 560, 797, 3308, 3676, 3251],\n",
              " [1797, 1096, 1896, 613, 2255, 1686, 2402, 2718],\n",
              " [4366, 10, 2470, 738],\n",
              " [2176, 3236, 4666, 3850, 1650, 4959, 3308, 3676, 3251],\n",
              " [2029, 63, 1064, 3292, 1408, 1397, 3753, 2377, 2718],\n",
              " [3021, 3789, 431, 1975, 604, 588, 2383, 3308, 3676, 3251],\n",
              " [4181, 479, 3012, 3632, 2541, 4435, 4280, 682, 2815],\n",
              " [2005, 2796, 3782, 2684, 2734, 3308, 3098, 3308, 3676, 3251],\n",
              " [1030, 719, 4827, 1845, 3129, 1043, 4635, 4878, 3594, 4939, 1266, 2718],\n",
              " [3301, 714, 1950],\n",
              " [1647, 125, 4852, 3649, 4857, 3573, 1502, 1128, 302, 2718],\n",
              " [2077, 1809, 3301, 805, 2737, 184],\n",
              " [4549, 550, 312, 3547, 3955, 3407, 3320, 4180, 3686, 2239, 2815],\n",
              " [1417, 628, 3874, 3131, 1808],\n",
              " [593, 2077, 4010, 1809, 3133, 4803, 2651, 208, 2085],\n",
              " [2278, 1702, 936, 3523, 2751, 3308, 3676, 3251],\n",
              " [734, 2058, 27, 1740, 421, 4280, 3308, 3676, 3251],\n",
              " [3812, 4254, 2349, 1234, 1809],\n",
              " [86, 2883, 3055, 3672, 4661, 2619, 1652, 3420, 3308, 3676, 3251],\n",
              " [2110, 3796, 2077, 4155, 1769, 2383, 3997, 2811, 2054],\n",
              " [1808, 2330, 54, 4984, 2988, 2268, 178, 2591, 1700, 3308, 3676, 3251],\n",
              " [3211, 384, 3874, 1774, 1150, 777, 27, 3211, 2021],\n",
              " [1316, 2369, 2713, 2924, 2787, 3878, 3332, 3584, 509, 112],\n",
              " [564, 3749, 44, 4499, 3544, 3622, 366, 273, 564, 2357],\n",
              " [529, 4830, 3796, 1729, 3546, 3308, 3676, 3251],\n",
              " [4635, 1354, 4147, 3639, 2077, 2868, 208, 1105],\n",
              " [892, 363, 2828, 4644],\n",
              " [492, 4322, 719, 3549, 3345],\n",
              " [1454, 2349, 259, 1435, 3308, 3676, 3251],\n",
              " [601, 3722, 3522, 1501, 2070, 3308, 2844, 3308, 3676, 3251],\n",
              " [4181, 2483, 4397, 1408, 4410, 2481, 4376, 3753, 3308, 3676, 3251],\n",
              " [2218, 2762, 1689, 3678, 3599, 3308, 3676, 3251],\n",
              " [2153, 2710, 2031, 3269, 1408, 4855, 4628, 4641],\n",
              " [3211, 2032, 63, 1540, 856, 838, 3308, 3676, 3251],\n",
              " [3595, 1732, 3373, 4595, 2077, 4554, 1660, 2718],\n",
              " [4258, 240, 2265, 3211, 3203, 181, 1284, 1167, 3748, 3308, 3676, 3251],\n",
              " [3896, 3510, 735, 1845, 234, 4159, 517, 1677, 3417],\n",
              " [702, 4110, 3943, 273],\n",
              " [1570, 3425, 3887, 312, 3719, 1789, 3999, 1738, 563],\n",
              " [2077, 380, 3765, 925, 3308, 3676, 3251],\n",
              " [3041, 2805, 1036, 2783, 4359, 3207, 4409, 48, 3308, 3676, 3251],\n",
              " [4236],\n",
              " [2077, 862, 3546, 2118, 3543, 4800, 682, 3308, 3676, 3251],\n",
              " [2383, 663, 3345, 896, 1139, 564, 3546, 3076, 2077, 108, 2984, 1234],\n",
              " [244, 1763, 1577, 1087, 3308, 3676, 3251],\n",
              " [3380, 107, 1942, 892, 634, 4644, 1678, 3308, 3676, 3251],\n",
              " [1763, 872, 3621, 2857, 1146, 4411, 2280, 2903, 1094, 4826],\n",
              " [2270, 4723, 3325, 3464, 4324, 3849, 431, 4148, 3308, 3676, 3251],\n",
              " [630,\n",
              "  2653,\n",
              "  4450,\n",
              "  3595,\n",
              "  3786,\n",
              "  593,\n",
              "  2077,\n",
              "  2218,\n",
              "  2481,\n",
              "  1244,\n",
              "  3730,\n",
              "  1627,\n",
              "  2973,\n",
              "  2458,\n",
              "  1286,\n",
              "  4637],\n",
              " [2718, 4641, 2828, 2077, 1199, 2718],\n",
              " [832, 2640, 2087, 3234, 3432, 1408, 4099, 2139],\n",
              " [4969, 635, 1266, 2218, 1809, 4637, 2718],\n",
              " [1845, 4226, 4213, 1234, 3456, 2495, 3068, 3308, 3676, 3251],\n",
              " [4893, 3211, 1407, 2214, 4174, 578, 1955, 3308, 3676, 3251],\n",
              " [59, 4825, 4, 739, 2100, 3368, 774],\n",
              " [4776, 3573, 1280, 4258, 2611, 3528, 3308, 3676, 3251],\n",
              " [273, 564, 2690, 2266, 3730, 1677, 2711, 593, 2077, 3308, 3676, 3251],\n",
              " [2077, 1308, 1278, 3345, 3238, 4802, 4123, 4267],\n",
              " [3599, 3826, 4882, 937, 2255],\n",
              " [613, 987, 1326, 90, 2377, 1610, 2067],\n",
              " [3951, 1774, 3696, 2140, 860, 906, 2385, 3696, 2140, 860, 2718],\n",
              " [1770, 4794, 4101, 51, 1844, 2969, 2727, 1649, 2718],\n",
              " [2110, 4854, 4108, 2425, 2247, 867, 3261, 1634, 4158, 3042, 2718],\n",
              " [2272, 2079, 2887, 816, 2802, 2991, 4854, 153, 4794, 1096, 3308, 3676, 3251],\n",
              " [4931, 1655, 2039, 4907, 477, 2077, 3192, 3242, 3703, 1533],\n",
              " [1859, 2077, 167, 269, 3512, 4110, 3483, 1610, 338, 2779, 1654, 149, 2731],\n",
              " [3207, 394, 3565, 49, 4421, 4707, 3535, 461, 3308, 3676, 3251],\n",
              " [564, 3749, 2994, 2374, 1966, 2733, 3815, 3849, 1234, 273, 2925, 632],\n",
              " [479, 2465, 1634, 3578, 4418, 4862, 4603, 3849, 896, 3475, 2046, 2718],\n",
              " [804, 4366, 4037, 1627, 2662, 1768, 3228, 1716, 3097, 3308, 3676, 3251],\n",
              " [4093, 4948, 3543, 2194, 3483, 2496, 3308, 3676, 3251],\n",
              " [1808, 2209, 892, 859, 3768, 987, 3308, 3676, 3251],\n",
              " [2077, 850, 4442, 2747, 3468, 1390, 3815, 4147, 3308, 3676, 3251],\n",
              " [3750, 4014, 509, 2357, 2591, 3292, 1408, 273, 2357],\n",
              " [4531, 619, 2640, 3308, 1118, 1099, 1763, 3365, 649, 3753, 4250],\n",
              " [4013, 4869, 3060, 2909, 4194, 4013, 541, 3308, 3676, 3251],\n",
              " [2472, 2866, 3721, 2640, 541, 4826, 457],\n",
              " [2715, 4042, 4646, 4802, 2651, 1809, 3922, 770, 273, 4010],\n",
              " [3138, 944, 2608, 2976, 431, 2461, 3308, 3676, 3251],\n",
              " [3253, 657, 1679, 311, 3855, 3594, 3011, 3308, 3676, 3251],\n",
              " [479, 4116, 685, 832, 2640, 1826, 593, 2077, 2718],\n",
              " [3778, 1286, 3509, 2077, 54, 4955, 682, 2718],\n",
              " [4597, 1431, 2883, 3732, 841],\n",
              " [2910, 2077, 4641, 2255, 4464, 3308, 3676, 3251],\n",
              " [593, 2077, 2734, 578, 272, 2989, 1627, 1079, 3308, 3676, 3251],\n",
              " [1412, 2218, 1079, 1649, 4952, 4229, 3165, 1732, 1178, 2718],\n",
              " [2394, 4081, 457, 1854],\n",
              " [3815, 240, 2265, 2883, 4366, 1692, 3308, 3676, 3251],\n",
              " [1662, 558, 1774, 3119, 2903, 4371, 3209, 91, 4969],\n",
              " [3211, 4893, 3140, 384, 3059, 705, 4144, 2228, 1098, 3543],\n",
              " [2077, 2040, 4477, 883, 830, 11, 4776, 635, 1567, 3944, 2815],\n",
              " [4499, 2369, 3041, 4219, 273, 564, 2357, 4110, 2800],\n",
              " [4854, 4776, 2001, 2557, 3584, 4402, 838, 2156, 167],\n",
              " [3345, 3483, 3247, 3936, 3775, 2742, 1341, 2077, 4218],\n",
              " [892, 2469, 2062, 1246, 3595, 2949],\n",
              " [1768, 2557, 4328, 4115, 3266, 4121, 4002, 777],\n",
              " [2001, 4280, 541, 4014, 4579, 2272, 267, 2079, 3410, 4545, 1278],\n",
              " [4907, 312, 513, 4765, 4866, 464, 4155, 132, 4698, 235],\n",
              " [2594, 2093, 509, 3368, 3849, 938, 3999, 115, 815, 1234, 73],\n",
              " [841, 774, 862, 598, 3308, 3676, 3251],\n",
              " [131, 1933, 3951, 1851, 2077, 4987, 2400, 3308, 3676, 3251],\n",
              " [4384, 1223, 1211, 3475, 2596, 578, 137, 2747, 3308, 3676, 3251],\n",
              " [385, 3527],\n",
              " [3123, 2532, 832, 2640, 4950, 4386, 437, 4233, 3308, 3676, 3251],\n",
              " [1053, 1527, 2080, 4595, 4966, 2413, 2077, 2071, 2765, 2718],\n",
              " [564, 1540],\n",
              " [1700, 2242, 167, 4834, 1966, 533, 4765, 3308, 3676, 3251],\n",
              " [1966, 1925, 2883, 2039, 798],\n",
              " [3308, 1647, 399, 4811, 1583, 4155, 1807, 2058, 1773],\n",
              " [4096, 3289, 3140, 172],\n",
              " [312, 3955, 1955, 3457, 4867, 1079, 2077],\n",
              " [2083, 2475, 3637, 3354, 1110, 312, 2718, 2953, 1021, 2758, 3308, 3676, 3251],\n",
              " [3824, 2331, 1531, 1849, 4108, 4878, 1778, 3308, 3676, 3251],\n",
              " [374, 3246, 312, 3768, 3308, 3676, 3251],\n",
              " [4732, 3021, 362, 4090, 1002, 2932, 2004, 2718],\n",
              " [2301, 3206, 3490, 1395, 431, 368, 4776, 860, 112, 4002],\n",
              " [264, 3898, 387, 2122, 1773, 4108, 2718],\n",
              " [4478, 3944, 2301, 1051, 3673, 1721],\n",
              " [2077, 272, 3674, 1694, 4125, 569, 1830, 234, 4211],\n",
              " [3310,\n",
              "  1062,\n",
              "  3694,\n",
              "  2062,\n",
              "  99,\n",
              "  4964,\n",
              "  4630,\n",
              "  1397,\n",
              "  3753,\n",
              "  19,\n",
              "  1825,\n",
              "  4147,\n",
              "  188,\n",
              "  2319,\n",
              "  593,\n",
              "  2077,\n",
              "  2718],\n",
              " [51, 479, 839, 1286, 82, 593, 2077, 4180, 3308, 3676, 3251],\n",
              " [735, 4532, 2077, 635, 752, 2349],\n",
              " [719, 3227, 1740, 4631, 3151, 3877, 273, 2122, 504, 1345],\n",
              " [1863, 2448, 1017, 982, 114, 234, 470, 3308, 3676, 3251],\n",
              " [2349, 1803, 1803, 4344, 3308, 3676, 3251],\n",
              " [4484, 4147, 4948, 3809, 4194, 2147, 3732, 3502, 3308, 3676, 3251],\n",
              " [2825, 937, 2021, 1128, 838, 2133, 504, 3211, 2281, 2961, 3308, 3676, 3251],\n",
              " [1289, 3779, 2080, 1209, 4073, 2726, 926],\n",
              " [19, 3537, 2431, 19, 3308, 3676, 3251],\n",
              " [4292, 4553, 504, 2640, 682, 1809, 2077, 3308, 3676, 3251],\n",
              " [333, 3211, 4247, 3523, 2163, 172, 4826, 2080],\n",
              " [1107,\n",
              "  3890,\n",
              "  3730,\n",
              "  2991,\n",
              "  65,\n",
              "  3644,\n",
              "  3817,\n",
              "  574,\n",
              "  2640,\n",
              "  860,\n",
              "  502,\n",
              "  65,\n",
              "  391,\n",
              "  4215,\n",
              "  3573,\n",
              "  187,\n",
              "  1362],\n",
              " [3989, 3523, 3730, 4384, 3797, 2364, 3877, 3483, 2140, 4101, 2364],\n",
              " [1846, 2077, 106, 3216, 3308, 3676, 3251],\n",
              " [4499, 3256, 466, 1528, 2733, 4491, 564],\n",
              " [3775, 2450, 1766, 2325, 1948, 3402, 777],\n",
              " [1112, 3180, 1774, 82],\n",
              " [719, 2155, 429, 45, 4852, 2160, 685, 2557, 4986],\n",
              " [593, 2077, 388, 1096, 2849, 1846, 1809, 3023, 3308, 3676, 3251],\n",
              " [3502, 4814, 2290, 1614, 356, 2685, 4572, 2934, 1341, 3308, 3676, 3251],\n",
              " [33, 1375, 251, 928, 2367, 4097, 3958, 1289],\n",
              " [593, 2077, 3146, 4637, 3308, 3676, 3251],\n",
              " [1245, 3308, 2530, 273, 4477, 3749, 786, 3696, 2651, 3730, 4953, 2029, 4380],\n",
              " [426,\n",
              "  272,\n",
              "  1914,\n",
              "  311,\n",
              "  2441,\n",
              "  4224,\n",
              "  4143,\n",
              "  4954,\n",
              "  4147,\n",
              "  1788,\n",
              "  1876,\n",
              "  4605,\n",
              "  4825,\n",
              "  4875,\n",
              "  4267],\n",
              " [2077, 3509, 3345, 3085, 19, 850, 59, 2718],\n",
              " [2864, 1249, 2991, 4854],\n",
              " [3538, 3887, 4181, 3460, 11, 3018, 3308, 3676, 3251],\n",
              " [739, 578, 2504, 4917, 1693, 4914, 2150],\n",
              " [2077, 777, 3599, 3726, 2439, 719, 3308, 3676, 3251],\n",
              " [564, 3287, 2631, 4188, 2357, 273, 3483, 364],\n",
              " [1951, 1735, 637, 2176, 2234, 3753, 2718],\n",
              " [593, 2077, 4194, 2903, 3649],\n",
              " [2207, 457, 3395, 2428, 357, 2161, 1764, 4255, 725],\n",
              " [537, 3599, 181, 2274, 1575, 4071, 6, 4670, 3308, 3676, 3251],\n",
              " [426, 2764, 4147, 2272, 2079, 3828, 3694, 3877, 2383, 4641],\n",
              " [1859, 4560, 1408, 583, 3888, 4572, 1913, 4081, 1234, 3308, 3676, 3251],\n",
              " [3599, 1079, 457, 2242, 3359, 2147, 2272, 1690, 3308, 3676, 3251],\n",
              " [1422, 1830, 855, 560, 4641, 2077],\n",
              " [454,\n",
              "  3989,\n",
              "  3944,\n",
              "  1118,\n",
              "  1099,\n",
              "  3316,\n",
              "  862,\n",
              "  1803,\n",
              "  2810,\n",
              "  3624,\n",
              "  65,\n",
              "  1610,\n",
              "  145,\n",
              "  4966],\n",
              " [4672, 3211, 3583, 189, 3730, 3308, 3676, 3251],\n",
              " [2376, 3872, 4455, 77, 718, 3128, 777, 3308, 3676, 3251],\n",
              " [1196, 2218, 1218, 2385, 4747, 457, 2077],\n",
              " [4384, 1098, 1021, 3475, 2147, 4243, 3308, 3676, 3251],\n",
              " [2281, 4389, 777, 2901, 3533, 4147, 4894, 4554],\n",
              " [85, 4595, 2012, 3901, 4857, 4760, 668, 3308, 3676, 3251],\n",
              " [4384, 1021, 962, 1211, 3475, 3298, 3982, 3449, 3308, 3676, 3251],\n",
              " [4421,\n",
              "  3631,\n",
              "  4893,\n",
              "  1967,\n",
              "  3685,\n",
              "  3729,\n",
              "  4224,\n",
              "  4421,\n",
              "  2652,\n",
              "  1967,\n",
              "  3685,\n",
              "  1447,\n",
              "  4969,\n",
              "  4242],\n",
              " [2077, 4792, 4641, 3639, 3308, 797, 1108, 3076, 3308, 3676, 3251],\n",
              " [3211, 558, 1540, 3406, 3747, 2001, 3308, 3676, 3251],\n",
              " [3211, 1133, 3922, 980, 1369, 777, 816, 3308, 3676, 1395, 2969],\n",
              " [752, 3230, 2062, 3101, 4273],\n",
              " [3345, 2272, 2079, 3257, 905, 1096, 3515, 272, 4802],\n",
              " [3557, 2762, 2147, 2064, 566, 3308, 3676, 3251],\n",
              " [4113,\n",
              "  4698,\n",
              "  235,\n",
              "  751,\n",
              "  3729,\n",
              "  1107,\n",
              "  3729,\n",
              "  925,\n",
              "  235,\n",
              "  2077,\n",
              "  2509,\n",
              "  3828,\n",
              "  1024,\n",
              "  208,\n",
              "  552],\n",
              " [1176, 3599, 113, 1561, 2331, 1866, 4852, 3308, 3676, 3251],\n",
              " [2209, 1176, 294, 519, 2649, 569, 4641, 1753, 2718],\n",
              " [4151, 2568, 2143, 3308, 1278, 2077, 4148, 3308, 3676, 3251],\n",
              " [1641, 3305, 1009, 2211, 3490, 560, 4181, 2718],\n",
              " [4904, 3394, 4595, 2161, 1353, 1851, 3308, 3676, 3251],\n",
              " [1118, 1396],\n",
              " [2094, 1856, 3211, 2002, 4933, 4027, 3885, 4007, 3409, 3308, 3676, 3251],\n",
              " [2077, 605, 3696, 4312, 1044, 1621, 3060, 3308, 3676, 3251],\n",
              " [4085, 4776, 1030, 4331, 3332, 937, 3317, 1694, 896, 2718],\n",
              " [3874, 1774, 4800, 4902, 3543, 2139, 4785, 3878, 4002, 112, 1395],\n",
              " [1641, 3345, 457, 1021, 3582, 2349, 4794, 2268, 1803, 2718],\n",
              " [2001, 4099, 2439, 2087, 4010, 2825, 3634, 2910],\n",
              " [3715],\n",
              " [4575, 1181, 3818, 3076, 4607, 2031, 2286, 3308, 3676, 3251],\n",
              " [2077, 1609, 3389, 4691, 509, 3368, 3308, 3676, 3251],\n",
              " [4743, 2470, 973, 974, 1809],\n",
              " [3729, 508, 4133, 3703, 782, 4893, 2481, 3087, 2531, 3703, 782, 4893, 2481],\n",
              " [3985, 2640, 2274, 3654, 2420, 3308, 3676, 3251],\n",
              " [1655, 677, 212, 593, 2077, 3308, 2565, 639, 3308, 3676, 3251],\n",
              " [2653, 4450, 4715, 4800, 593, 2077, 225, 4022, 3308, 3676, 3251],\n",
              " [741, 317, 4406, 2459, 4098, 1634, 3308, 3676, 3251],\n",
              " [2676, 2592, 3211, 2640, 4648, 1408, 682],\n",
              " [702, 454, 804, 4499, 3609, 4027],\n",
              " [2944, 1501, 1095, 3874, 81, 3849, 1449, 429, 3251, 3308, 3676, 3251],\n",
              " [1027, 4382, 1183, 2969, 3308, 4203, 3409, 2718],\n",
              " [2077, 3663, 3048, 1981, 837, 4101, 3752, 624, 3165, 3308, 3676, 3251],\n",
              " [3527, 2290, 246, 2522, 4312, 1859, 3599, 4148, 708, 342, 3138, 770, 2718],\n",
              " [4031, 1041, 3982, 4099, 812, 4572, 3308, 3676, 3251],\n",
              " [2643, 581, 3877, 3634, 873, 4154, 4376],\n",
              " [3523, 3543, 988, 4776, 3200, 3308, 3676, 3251],\n",
              " [2085, 4616, 4255, 4809, 3524, 3657, 2718],\n",
              " [4966, 628, 2001],\n",
              " [860, 3797, 3557, 3537, 3943, 3594, 2888, 4229, 2466],\n",
              " [273, 3749, 4304, 115, 4375, 1457, 865, 4499, 4224, 2123, 4595],\n",
              " [3522, 2290, 4890, 1774, 513, 3012, 2077, 4010],\n",
              " [980, 978, 2122, 3379, 4076, 1592, 3859, 2077, 635, 2718],\n",
              " [566, 1324, 485, 1243, 2077, 65, 2139],\n",
              " [2218, 4933, 1064, 1849, 2632, 303, 2718],\n",
              " [494,\n",
              "  3753,\n",
              "  4793,\n",
              "  1455,\n",
              "  4048,\n",
              "  735,\n",
              "  2080,\n",
              "  494,\n",
              "  3753,\n",
              "  3191,\n",
              "  921,\n",
              "  3758,\n",
              "  558,\n",
              "  2765],\n",
              " [1671, 1158, 4992, 273],\n",
              " [2356, 402, 260, 3721, 1596, 3976, 2928, 3308, 3676, 3251],\n",
              " [2811, 677, 3662, 1524, 3308, 3676, 3251],\n",
              " [3419, 2278, 19, 2901, 4086, 718, 3308, 3676, 3251],\n",
              " [2883, 1634, 485, 1603, 932, 3227, 1630, 2093, 2734, 4282],\n",
              " [3298, 4007, 3498, 541, 65, 4691, 3308, 3676, 3251],\n",
              " [240, 2077, 2308, 4049, 2001, 2651, 682, 59, 2281, 2718],\n",
              " [4406, 895, 1362, 65, 4547, 2450],\n",
              " [2779, 2327, 3345, 4022, 635, 2512, 1789, 2077],\n",
              " [4282, 2153, 3314, 2077, 798, 4747, 1210, 1773, 3308, 3676, 3251],\n",
              " [3793, 2592, 3319, 3792, 1483, 124, 2105, 3520, 3308, 3676, 3251],\n",
              " [2056, 943, 3958, 3308, 3676, 3251],\n",
              " [892, 2500, 2093, 3481, 1654, 3308, 3676, 3251],\n",
              " [3251, 682, 2194, 3308, 3676, 3251],\n",
              " [3211, 4893, 3170, 3815, 1732, 3011, 4218, 1517, 3810, 3308, 3676, 3251],\n",
              " [4361, 3010, 3138, 3796, 559, 1118, 2349, 132],\n",
              " [650, 1033, 1324, 2926, 2651, 3654, 1024, 2557],\n",
              " [91, 896, 1104, 4096, 4486, 4588, 2319, 3308, 3676, 3251],\n",
              " [2077, 696, 4038, 3068, 3319, 1064, 734, 494, 2718],\n",
              " [3872, 905, 212, 3140, 2957, 2801],\n",
              " [688, 2077, 3060, 682, 1602, 2903, 2228, 3308, 3676, 3251],\n",
              " [1427, 2270, 2653, 288, 830, 4396, 4762, 1690],\n",
              " [2685, 2049, 2758, 1079, 3248, 3308, 3676, 3251],\n",
              " [4635, 1354, 2503, 2218, 871, 4118, 3308, 3676, 3251],\n",
              " [1169, 3227, 1235, 2077, 2509, 2145, 2538],\n",
              " [2281, 1673, 3664, 82, 1573, 1791, 1108, 212, 3308, 3676, 3251],\n",
              " [1392, 2469, 2077, 719, 2458, 925, 3308, 3676, 3251],\n",
              " [593, 2077, 3818, 3634, 2689, 4800],\n",
              " [833, 3815, 251, 928, 4694, 1270, 4255, 3755, 3308, 3676, 3251],\n",
              " [3219, 1024, 3222, 2883, 2228, 3956, 4155],\n",
              " [2349, 892, 3135, 4366, 3874, 3308, 3676, 3251],\n",
              " [2077, 62, 4755, 2439, 2976, 2685, 3308, 3676, 3251],\n",
              " [2725, 1962, 4707, 2594, 4738, 311, 3085, 3786],\n",
              " [141, 2651, 1809],\n",
              " [59, 676, 3018, 4215, 1474, 2316, 857, 3308, 3676, 3251],\n",
              " [214, 2524, 2477, 2849, 736, 4747, 4735, 1392, 2283, 13, 3106, 2718],\n",
              " [593, 2077, 1223, 2966, 3546, 3725, 2610, 4483, 1279, 3140, 3308, 3676, 3251],\n",
              " [4676, 1673, 1816, 624, 3872, 3308, 3676, 3251],\n",
              " [1458, 2029, 2855, 1774, 2469, 1205, 3308, 3676, 3251],\n",
              " [593,\n",
              "  2077,\n",
              "  3509,\n",
              "  4893,\n",
              "  1744,\n",
              "  273,\n",
              "  564,\n",
              "  2100,\n",
              "  208,\n",
              "  3138,\n",
              "  4875,\n",
              "  457,\n",
              "  2376,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [4973, 4487, 2077, 725, 1284, 3748, 3308, 3676, 3251],\n",
              " [4674, 1234, 1211, 4800, 3483, 380],\n",
              " [2077, 3749, 4991],\n",
              " [2218, 867, 1505, 1064, 2087, 3523, 2718],\n",
              " [1859, 4641, 10, 1136, 3430, 2283, 1846, 2077, 4987, 224, 2486, 2216, 4046],\n",
              " [4421, 4586, 4223, 97, 3012, 3703, 1493],\n",
              " [3298, 2987, 2522, 2690, 1017, 2883],\n",
              " [2787, 1131, 2001, 4744, 4866],\n",
              " [682, 3253, 351, 119, 1950, 1270, 3522, 4256, 4471, 2885, 3308, 3676, 3251],\n",
              " [1359, 273, 564, 1244, 2718],\n",
              " [1128, 1056, 892, 328, 3693, 786, 4376, 2828, 4970],\n",
              " [2164, 2160, 251, 3878, 2987, 2823, 747, 4751],\n",
              " [2266, 4776, 2557, 2431],\n",
              " [850, 3349, 2453, 2481, 1517, 1211, 3085, 2685],\n",
              " [4365, 2828, 4446, 3119],\n",
              " [4183, 3345, 1408, 3749, 1855, 504, 3327, 4198],\n",
              " [27],\n",
              " [4389, 2758, 1634, 3251, 944, 1803, 3308, 3676, 3251],\n",
              " [2077, 3914, 4147, 3652, 1474, 3483],\n",
              " [122, 552, 221, 735, 969, 3308, 3676, 3251],\n",
              " [744, 431, 4049, 1036, 2237, 4318, 2077, 4081],\n",
              " [498, 581, 3877, 3875, 2458, 2077, 2815],\n",
              " [4933, 937, 269, 3679, 504, 2077, 2068, 2718],\n",
              " [4041, 3345, 1920, 2063, 2319, 1044, 4544, 3060, 3308, 3676, 3251],\n",
              " [1840, 2318, 399],\n",
              " [2939, 2369, 3395, 1362, 2139, 3308, 3676, 3251],\n",
              " [1963, 2193, 4807, 637, 2176, 1866, 2905, 3898, 1649, 2718],\n",
              " [2031, 2727, 3012, 2660, 3599, 4682, 3713, 1041, 3308, 3676, 3251],\n",
              " [1408, 273, 2100, 3657, 4503, 4870, 2557],\n",
              " [1900, 4902, 4670, 145, 786, 2825, 1012, 2105, 4144, 4644, 2349],\n",
              " [273, 3875, 4499, 4110, 2357],\n",
              " [2191, 2431, 2077, 2787, 3459, 1436, 3672, 3308, 3676, 3251],\n",
              " [3849, 833, 1612, 2441, 1366, 2864, 3308, 3676, 3251],\n",
              " [3523, 3304, 3676, 347, 4825, 3849],\n",
              " [816, 1167, 3748, 3599, 1729, 1278, 1281, 3308, 3676, 3251],\n",
              " [4635, 2747, 3599, 1649, 3797, 4371, 4371],\n",
              " [3134, 4225, 1577, 1950, 3887, 1362, 3308, 3676, 3251],\n",
              " [2722, 1518, 4438, 2458, 2722, 2348, 129, 838],\n",
              " [233, 1218, 537, 1079, 1190, 4191, 2391, 2376, 81, 2864],\n",
              " [4499, 466, 4176, 1133, 3247, 964, 2718],\n",
              " [875, 532, 2037, 3935, 1634, 3578, 3409, 2666, 3308, 3676, 3251],\n",
              " [2810, 4970, 312, 4948, 3543, 4957],\n",
              " [1966, 3694, 766, 1558, 263, 3589, 112, 4317, 259, 4970, 2718],\n",
              " [2815, 3791, 568, 4316, 145, 4154, 1236, 2521],\n",
              " [3634, 2859, 431, 2538, 1112],\n",
              " [2077, 6, 4670, 19, 4010, 2602, 1408, 624, 3853, 3308, 3676, 3251],\n",
              " [3703, 2935, 3060, 2077, 3618, 683, 3634, 1112, 2718],\n",
              " [3588, 1363, 4800, 2077],\n",
              " [126, 1819, 2651, 2281, 3881, 4824, 3379],\n",
              " [4383, 2540, 1057, 4672, 3042, 2046, 3021, 4875, 2685],\n",
              " [1290, 431, 124, 682, 2077, 3097],\n",
              " [1408, 63, 593, 2077, 2909, 4310, 2990, 1218, 1688, 1627, 3308, 3676, 3251],\n",
              " [2349, 4803, 259, 3319, 4832, 2187, 1878, 3058, 3251, 3095, 3308, 3676, 3251],\n",
              " [3135, 3006, 3060, 1244, 1244, 1244, 3308, 3676, 3251],\n",
              " [4042, 2662, 782, 1708, 3319, 1176, 4058, 1987],\n",
              " [273, 3793, 1096, 575, 273, 3872, 292, 4304, 3854],\n",
              " [2901, 3956, 2435, 3713, 969, 3308, 3676, 3251],\n",
              " [2653, 3544, 4144, 667, 3211, 4857, 3896, 1718, 3308, 3676, 3251],\n",
              " [2077, 347, 2867, 96, 3211, 1117, 2591, 3753, 3043, 2752, 2875, 2385, 2718],\n",
              " [4854, 3456, 4882, 1803, 4830, 2895],\n",
              " [3227, 1740, 4631, 3151, 3877, 273, 2122, 504],\n",
              " [468, 3130, 622, 4970, 1729, 3308, 3676, 3251],\n",
              " [1317, 4979, 466, 2080, 3333, 810, 2077, 2122, 2718],\n",
              " [4537, 1989, 937, 3012, 3343, 350, 4316, 2077, 3308, 3676, 3251],\n",
              " [4290, 3503, 1362, 397, 413, 3308, 3676, 3251],\n",
              " [466, 4532, 564, 2357, 3423, 1158, 3422, 3789, 3308, 3676, 3251],\n",
              " [3195, 470, 3211, 1107, 4878, 3137, 2039, 4882, 4194, 1688, 4844, 1361],\n",
              " [1808, 2957, 1830, 660, 2183, 2475, 1061, 3308, 3676, 3251],\n",
              " [431, 322, 833, 3271, 4398, 19],\n",
              " [259, 3524, 567, 234, 1009, 4485],\n",
              " [211,\n",
              "  1652,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251,\n",
              "  4010,\n",
              "  2828,\n",
              "  4641,\n",
              "  1416,\n",
              "  394,\n",
              "  3594,\n",
              "  2413,\n",
              "  4661,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [3069, 688, 2, 3875, 564, 3734, 593, 2077, 4081, 2718],\n",
              " [1252, 4428, 1408, 1139, 2361, 3316, 4027, 960, 4428, 431, 2718],\n",
              " [1328, 1698, 1806, 744, 3308, 3676, 3251],\n",
              " [2495, 3527, 1561, 4029, 466, 4316, 2540],\n",
              " [3543,\n",
              "  4169,\n",
              "  380,\n",
              "  1397,\n",
              "  3730,\n",
              "  4476,\n",
              "  3246,\n",
              "  4545,\n",
              "  2660,\n",
              "  860,\n",
              "  1845,\n",
              "  896,\n",
              "  4058,\n",
              "  2521],\n",
              " [431, 115, 928, 2139, 3324, 509, 833, 4147, 3308, 3676, 3251],\n",
              " [426, 1855, 99, 4983, 2077, 1634, 1234, 566, 2062, 3887, 2718],\n",
              " [4333, 777, 838, 3849, 682, 2984, 1794, 2718],\n",
              " [3793, 257, 3310, 328, 4778, 862, 1044, 4634],\n",
              " [1289, 3779, 2080, 1209, 4073, 2726, 926],\n",
              " [1390, 862, 1216, 273, 3872, 312, 1079, 312, 2811],\n",
              " [4872, 2187, 4249, 1732, 3308, 4997, 777, 3308, 3676, 3251],\n",
              " [2828, 1096, 2530, 2845, 2399, 2272, 2079, 905, 49],\n",
              " [624, 3872, 1649, 4708, 3752, 1951, 4027, 2718],\n",
              " [2326, 466, 1655, 1673, 2849, 734, 3131, 4027, 2718],\n",
              " [3871, 301, 2591, 2058, 832, 2640, 4181, 3140, 3600, 4802],\n",
              " [564, 3749, 362, 2653, 10, 3889, 4680, 622, 1701, 2374, 4270, 3349],\n",
              " [1408, 333, 1747, 4099, 735, 2077, 3308, 3676, 3251],\n",
              " [4505, 1024, 1774, 936, 2147, 896, 2472, 3308, 3676, 3251],\n",
              " [4700, 735, 2450, 4634, 3546, 1379, 2290, 342, 2511],\n",
              " [4958, 2876, 37, 3943, 3982],\n",
              " [397, 2077, 4455, 2936, 1732, 4953, 1951, 2718],\n",
              " [1701, 1763, 3251, 19, 3308, 3676, 3251],\n",
              " [560, 4641, 2141, 272, 259, 4188, 48, 1278, 865, 2745, 4966],\n",
              " [2439, 1524, 1286, 3389, 2743, 1167, 3748, 3308, 3676, 3251],\n",
              " [3866, 1492, 4411, 3599, 12, 2643, 2718],\n",
              " [2453, 4207, 2179, 3796, 2077, 4155, 2718],\n",
              " [2077, 2509, 1435, 4672],\n",
              " [1396, 3634, 661, 3732, 4606, 3308, 3676, 3251],\n",
              " [1408, 2326, 504, 89, 2259, 4155, 4147, 2551, 1173, 3308, 3676, 3251],\n",
              " [3308, 2211, 2747, 2611, 421, 2448, 4694, 208, 730, 3308, 3676, 3251],\n",
              " [3790, 4616, 777, 2349, 1100, 3796, 3874, 3619, 2718],\n",
              " [4327, 2699, 3173, 2228, 2661, 4397],\n",
              " [3600, 4776, 3308, 3676, 3251],\n",
              " [1354, 850, 1408, 3704, 2377, 1610, 2067, 2347],\n",
              " [1700, 3162, 3600, 1793, 1635, 1819, 3333, 562, 3475, 2718],\n",
              " [4425, 4983, 4874, 2643, 3308, 3676, 3251],\n",
              " [2122, 1855, 459, 2077, 2187, 1851, 860, 380, 730, 3765, 1925, 3535, 2718],\n",
              " [2610, 1673, 2735, 3885, 1673, 2273, 4881, 1673],\n",
              " [747, 77, 272, 51, 509, 1790, 2019, 3308, 3676, 3251],\n",
              " [613, 371, 3649, 2198, 661, 2408],\n",
              " [1745, 333, 394, 1324, 2002, 269, 3163, 4535, 3599],\n",
              " [2866, 2828, 4446, 3119],\n",
              " [2077, 4081, 2887, 19, 2527, 4545, 1278, 2718],\n",
              " [2077, 2493, 2867, 4866, 2041, 3796, 3951, 3623, 3308, 3676, 3251],\n",
              " [3639, 700, 832, 2640, 426, 569, 4641, 2718],\n",
              " [2706, 2084, 1314, 1358, 3918, 1222, 3269],\n",
              " [1408, 273, 564, 1139, 4747, 184, 2704, 3543],\n",
              " [4736, 3618],\n",
              " [1443, 725, 4131, 4421, 1070, 3703, 924],\n",
              " [4267, 4155, 682, 3537, 2028, 1021, 1851, 3308, 3676, 3251],\n",
              " [4698, 831, 3409, 3200, 4830, 1012, 2895, 3308, 3676, 3251],\n",
              " [545, 2718, 423, 2077, 4148, 1908, 3395, 814, 967, 4045],\n",
              " [4021, 1826, 4002, 4331, 3849, 53, 2082, 4002, 1128, 3524],\n",
              " [225, 781, 2522, 1011, 10, 3854, 3874, 3308, 3676, 3251],\n",
              " [2722, 3468, 2197, 1216, 2385, 3543, 2909, 693, 2871, 859, 2651, 517],\n",
              " [350],\n",
              " [51, 860, 4907, 1216, 1449, 3557, 2557, 3874, 2385, 2718],\n",
              " [2845,\n",
              "  2118,\n",
              "  3490,\n",
              "  556,\n",
              "  2953,\n",
              "  4992,\n",
              "  2511,\n",
              "  2651,\n",
              "  1211,\n",
              "  1980,\n",
              "  1573,\n",
              "  3308,\n",
              "  4642,\n",
              "  4353],\n",
              " [51, 860, 368, 1379, 1236, 4740, 3446, 2557, 2493, 423],\n",
              " [2685, 3943, 2946, 1732, 2201, 3480, 2902, 3649, 4376],\n",
              " [59, 2976, 3796, 937, 2001, 2746],\n",
              " [3308, 4591, 3165, 3696, 1634, 2454, 3663, 673],\n",
              " [962, 1735, 2477, 1531, 3201, 4925, 2080, 1064, 1617, 2718],\n",
              " [3030, 4591, 685, 1851],\n",
              " [1690, 322, 4281, 1771, 854, 893, 1266, 3308, 3676, 3251],\n",
              " [2763, 3456, 4162, 49, 3949, 1941, 2315, 3308, 3676, 3251],\n",
              " [2344, 4664, 1809, 1245, 1131, 3639],\n",
              " [2643, 3308, 3676, 3251],\n",
              " [833, 2080, 4168, 701, 2067, 4155],\n",
              " [1963, 2193, 477, 489, 3478, 1466, 1939, 192, 4872, 1861, 4040],\n",
              " [1270, 3775, 3060, 2875, 3211, 3971, 246],\n",
              " [2803, 4801, 2161, 3119, 1646, 3308, 3676, 3251],\n",
              " [273, 564, 4105, 4854, 149, 3512, 4110, 4145, 4176],\n",
              " [2266, 3622, 2629, 82, 2316, 2308, 3308, 3676, 3251],\n",
              " [1170, 3730, 1538, 4913, 4193],\n",
              " [682, 4554, 850, 2651, 357, 3, 2281],\n",
              " [3789, 1827, 3703, 4135, 2989, 4826, 1219, 4149, 181, 3308, 3676, 3251],\n",
              " [2651, 558, 1540, 4704, 2557, 629, 2082, 3156],\n",
              " [4283, 4547, 3330, 838, 53, 3693, 2643, 3308, 3676, 3251],\n",
              " [3519, 2162, 10, 3779, 1080, 2825, 4776, 2162, 3889, 2718],\n",
              " [3786, 3943, 2650, 3988, 3483, 4049, 648, 3432, 363, 2277],\n",
              " [20, 1102, 2939, 1408, 2077, 2100, 1501, 4097, 4473],\n",
              " [1057, 1154, 1575, 4324, 3730, 4481, 33, 2195, 3308, 3676, 3251],\n",
              " [3543, 731, 1934, 1688, 2111, 3812, 2704, 2864],\n",
              " [122, 4225, 2015, 1079, 3211, 3271, 2718],\n",
              " [2321, 3599, 713, 3308, 3676, 3251],\n",
              " [1696, 3478, 4534, 1987, 49, 4648, 4732, 2718],\n",
              " [2429, 4415, 4155, 3308, 3676, 3251],\n",
              " [2651, 433, 777, 4554, 3468, 2150, 2281, 2883, 3730, 3546, 1900, 980],\n",
              " [3308, 564, 2357, 581, 1075, 2745, 4225, 3512, 4110],\n",
              " [1412, 2767, 777, 2859, 2724, 1249, 1634, 347, 3308, 3676, 3251],\n",
              " [4366, 2864, 3308, 3676, 3251],\n",
              " [1081, 2454, 1300, 2413, 3308, 3676, 3251],\n",
              " [4672, 1408, 2098, 3509, 3854, 683, 2718],\n",
              " [4243, 3877, 438, 364, 1266, 3308, 1130, 4147, 3308, 3676, 3251],\n",
              " [1577, 1794, 2161, 2643, 3308, 3676, 3251],\n",
              " [70, 2046, 1576, 4201, 820, 3308, 3676, 3251],\n",
              " [4113, 824, 2077, 2272, 3372, 4552, 3308, 3676, 3251],\n",
              " [719,\n",
              "  2105,\n",
              "  2509,\n",
              "  1845,\n",
              "  65,\n",
              "  3138,\n",
              "  833,\n",
              "  2160,\n",
              "  2726,\n",
              "  2100,\n",
              "  1577,\n",
              "  2021,\n",
              "  4887,\n",
              "  604],\n",
              " [3849, 4854, 943, 3452, 1218, 1768, 1234, 2718],\n",
              " [33, 293, 657, 2021, 3406, 85, 2664, 3308, 3676, 3251],\n",
              " [4854, 3456, 3119, 2709, 4115, 251],\n",
              " [622, 1701, 3272, 10, 2357, 2118, 786, 2114, 194],\n",
              " [593, 2077, 4286, 1379, 4735, 2828, 4800, 2435, 1774, 3308, 3676, 3251],\n",
              " [3906, 3389, 2757, 2903, 1098, 2651, 3599, 3012, 4099, 1548],\n",
              " [2139, 3649, 1962, 1532, 2183, 2960, 566],\n",
              " [833, 3755, 4317, 545, 1721, 974, 2413, 3943, 1445, 1362, 1621, 2718],\n",
              " [4720, 2272, 2079, 532, 3538, 2456, 810, 387],\n",
              " [3327, 2909, 693, 2623, 4154, 517, 3926, 1774, 2470, 385],\n",
              " [273, 4749, 593, 2077, 682, 1612, 4176],\n",
              " [3800, 2077, 1753, 1432, 926, 1133, 2331, 2004, 2077, 2718],\n",
              " [4571, 62, 1625, 2746, 483, 3228, 2319, 3027, 2811, 3308, 3676, 3251],\n",
              " [2077, 4483, 1716, 3286, 1057, 402, 3832, 3865, 3256, 3308, 3676, 3251],\n",
              " [593, 2077, 4969, 345, 1648, 1254, 3703, 1967, 1846, 4026],\n",
              " [3673, 384, 3663, 120, 4785, 4236],\n",
              " [2281, 3211, 1518, 1279, 1260, 249, 1379, 2555, 2483],\n",
              " [3951, 578, 672, 838, 3452, 1435],\n",
              " [4706, 3599, 674, 423, 1673, 4282, 3308, 3676, 3251],\n",
              " [1803, 850, 2271, 3319, 539, 2187, 2364, 3210, 2640],\n",
              " [3519, 3021, 646, 1408, 2524, 2557, 3156, 838],\n",
              " [2369, 662, 599, 1062, 3131, 2942, 3308, 3676, 3251],\n",
              " [2270, 3011, 2875, 4824, 423, 4517, 4725, 457, 43],\n",
              " [4987, 2878, 3329, 3752, 2817, 2210, 2275, 1718, 273, 564, 4193, 121, 1809],\n",
              " [4747, 2002, 850, 677, 3849, 1079, 936, 3308, 3676, 3251],\n",
              " [1200, 850, 3452, 1854, 564, 1540],\n",
              " [2077, 4483, 4036, 2304, 1966, 1814, 3914, 3308, 3676, 3251],\n",
              " [4826, 4547],\n",
              " [2077, 2289, 3312, 896, 648, 259, 2855, 2019, 4852, 2187, 1361, 4893, 2815],\n",
              " [4255, 695, 833, 2139, 4644],\n",
              " [566, 4380, 3854, 1245, 2815],\n",
              " [2161, 1597, 2557, 3019, 860, 3945, 1029],\n",
              " [719,\n",
              "  2554,\n",
              "  1716,\n",
              "  3011,\n",
              "  4716,\n",
              "  431,\n",
              "  1946,\n",
              "  184,\n",
              "  2444,\n",
              "  2554,\n",
              "  1716,\n",
              "  3011,\n",
              "  4716,\n",
              "  431,\n",
              "  1946,\n",
              "  184,\n",
              "  2444,\n",
              "  3308,\n",
              "  3732,\n",
              "  3639],\n",
              " [192, 3730, 797, 4672, 3475],\n",
              " [3748, 4042, 4830, 1943, 2576, 4802],\n",
              " [51, 59, 677, 4644, 2689, 1073, 734, 4492, 2864, 2431, 4398, 1809],\n",
              " [4893, 2500, 593, 2077, 2711, 3373, 1234, 1484, 3308, 3676, 3251],\n",
              " [426, 1475, 472, 3953, 4147, 23, 4506, 448, 248, 735, 774, 2718],\n",
              " [4567, 4854, 2049, 4548, 1362],\n",
              " [1392,\n",
              "  2464,\n",
              "  1408,\n",
              "  2662,\n",
              "  1234,\n",
              "  1408,\n",
              "  2349,\n",
              "  4597,\n",
              "  2443,\n",
              "  567,\n",
              "  3753,\n",
              "  3774,\n",
              "  1925,\n",
              "  936,\n",
              "  1364,\n",
              "  2815],\n",
              " [1602, 4952, 1627, 3327],\n",
              " [2448, 1278, 3253, 564, 249, 1774, 2660],\n",
              " [2077, 3523, 1689, 814, 3308, 4642, 4353],\n",
              " [1621, 2584, 3391, 3060, 564, 2077, 4310, 4967, 3308, 3676, 3251],\n",
              " [1808, 4966, 3634, 2890, 3938, 3851, 1708, 3308, 3676, 3251],\n",
              " [1634, 563, 4328, 2403, 862, 431, 3510, 2745, 4271, 3672],\n",
              " [2319, 1108, 2318, 2377, 1610, 2067, 4155],\n",
              " [4972, 1136, 385, 1948, 4027, 2364, 225, 1057, 2377],\n",
              " [708, 4361, 2984, 2840, 2447, 4155, 4328, 2080, 2634, 4809, 2718],\n",
              " [1362, 2316, 3208, 1219, 2613, 2001],\n",
              " [2743, 3664, 2594, 2857, 4762, 3483, 1845],\n",
              " [2762, 774, 4832, 4602, 928, 4862, 2413, 1562],\n",
              " [163, 2077, 635, 498, 183, 3308, 3676, 3251],\n",
              " [3219, 4776, 845, 366, 4002, 1688, 2072, 2610, 4221, 727, 2029, 2828, 1846],\n",
              " [60, 4049, 1062, 2077, 4866, 4496, 4997, 3923],\n",
              " [4554, 2825, 2077, 3810, 810, 3155, 947, 1048, 935],\n",
              " [2649, 2163, 1650, 4691, 2611, 3156, 2023, 4247, 2871, 3308, 3676, 3251],\n",
              " [4910, 4444, 4675, 735, 2093, 3691, 2448, 685, 4984, 3308, 3676, 3251],\n",
              " [4854, 3456, 3935, 4969, 3548, 1966, 1973, 1183, 524, 4661],\n",
              " [3345,\n",
              "  357,\n",
              "  2746,\n",
              "  2762,\n",
              "  3483,\n",
              "  3247,\n",
              "  311,\n",
              "  919,\n",
              "  3828,\n",
              "  298,\n",
              "  2077,\n",
              "  311,\n",
              "  3085,\n",
              "  2718],\n",
              " [3020, 1769, 1073, 2662, 786, 635],\n",
              " [693, 3308, 3676, 833, 3926, 1365, 4997, 777, 3308, 3676, 3251],\n",
              " [2077, 4644, 48, 1332, 4305, 2854, 3308, 2815, 3310, 833, 804],\n",
              " [537, 1787, 2419, 999, 1888, 1196, 2549, 2599, 3308, 3676, 3251],\n",
              " [2928, 2077, 559, 4554, 4147, 2864, 1634, 4465, 2241, 2718],\n",
              " [4894, 4554, 584, 3021, 2591, 2942, 660, 2883, 2438, 4894, 4554],\n",
              " [4933, 4460, 3639, 2031, 3926, 114, 183, 2718],\n",
              " [2864, 1068, 4762, 311],\n",
              " [4532,\n",
              "  4002,\n",
              "  3302,\n",
              "  892,\n",
              "  2270,\n",
              "  3887,\n",
              "  921,\n",
              "  1650,\n",
              "  4902,\n",
              "  739,\n",
              "  2555,\n",
              "  187,\n",
              "  682,\n",
              "  4147,\n",
              "  2718],\n",
              " [3377, 4234, 4760, 2815, 2711, 4477, 795, 3308, 3676, 3251],\n",
              " [206, 3155, 3791, 2002, 3251, 4411, 1654, 454, 2910],\n",
              " [10, 2856, 457, 3026, 2357],\n",
              " [4925, 3615, 3584, 4402, 1108, 3119],\n",
              " [4113, 4698, 235, 4113, 4703, 285, 273, 492, 2077, 235, 4010],\n",
              " [4882, 420, 2926, 280, 2028, 4997, 1740, 397, 1518, 2815],\n",
              " [273, 564, 2349, 3309, 963, 1341, 3309, 2142, 1096, 3308, 3676, 3251],\n",
              " [2651, 3287, 4247, 4857, 1826, 4872, 2195, 119],\n",
              " [2456, 4376, 4214, 2272, 2914, 2448, 183, 1809, 1234, 4580],\n",
              " [1690, 4670, 3877, 1197, 3818, 54, 4383, 3543, 2035, 4159, 2319, 2718],\n",
              " [2361, 3316, 4694, 741, 622, 4644, 3308, 3676, 3251],\n",
              " [312, 2077, 431, 4545, 2521, 1176],\n",
              " [1649, 564, 4886, 1732, 4424, 273, 2909],\n",
              " [2281,\n",
              "  4966,\n",
              "  2568,\n",
              "  1798,\n",
              "  1193,\n",
              "  1109,\n",
              "  2500,\n",
              "  135,\n",
              "  97,\n",
              "  4792,\n",
              "  779,\n",
              "  4353,\n",
              "  3910,\n",
              "  1233,\n",
              "  2575],\n",
              " [4543, 1654, 645, 2758, 1394, 2527, 2843, 3308, 3676, 3251],\n",
              " [3849, 2077, 605, 4017, 2058, 2613, 457, 1245, 2718],\n",
              " [1649, 564, 720, 832, 1980, 3198, 3634, 3922, 4497, 1408, 4854],\n",
              " [1795, 1788, 1876, 1073, 3420, 786, 466, 4409, 4744],\n",
              " [4777, 2077, 963, 1234],\n",
              " [4532, 2611, 3673, 24, 4218, 2133, 937, 1128, 3308, 3676, 3251],\n",
              " [2912, 4232, 2477, 1971, 3921, 206, 1598, 609, 3308, 3676, 3251],\n",
              " [4705, 1064, 4595, 4940, 2888, 921, 2718],\n",
              " [2133, 2377, 3818, 3951, 804, 54, 1627, 1892, 3308, 3676, 3251],\n",
              " [762, 3327, 2077, 4644, 4765, 1936, 4175, 226, 598],\n",
              " [3796, 814, 2077, 578, 3499, 3115, 3817, 1690, 4670, 1458],\n",
              " [392, 3307, 1658, 3178],\n",
              " [2077, 4319, 3010, 1274, 569, 3639, 3483, 4188, 2718],\n",
              " [537, 1787, 565, 2810, 4595, 560, 2419, 563, 3308, 3676, 3251],\n",
              " [4173, 4630, 302, 2004, 120, 3495, 3308, 3676, 3251],\n",
              " [1213, 2464, 2662, 1484, 1678, 4571, 3308, 3676, 3251],\n",
              " [3599, 559, 2011, 2147, 3177, 3292, 1859, 3211, 865, 3308, 3676, 3251],\n",
              " [431, 926, 312, 1658, 251, 77, 3872, 3219, 3308, 3676, 3251],\n",
              " [322, 4319, 3944, 3003, 3253, 2281, 399, 3781, 3308, 3676, 3251],\n",
              " [3332, 2153, 3541, 3515, 4151, 1984, 1768, 3634, 2069],\n",
              " [593, 2077, 1408, 1256, 650, 3748, 3308, 3676, 3251],\n",
              " [],\n",
              " [4602, 4991, 3634, 1112, 2774, 2866],\n",
              " [4052, 683, 3926, 192, 613, 2377, 3272, 2739, 3452],\n",
              " [2319, 208, 457, 3308, 4854],\n",
              " [719, 833, 1769, 1846, 3696, 273, 3524, 2746, 4355],\n",
              " [4972, 1136, 217, 3953, 3407, 1690, 4670, 273, 564],\n",
              " [2077, 1814, 1635, 3140, 1774, 3308, 3676, 3251],\n",
              " [4931, 4585, 3456, 1266, 2077, 1809, 457, 2495, 860],\n",
              " [280, 2493, 1966, 269, 624, 3394, 4626, 3308, 3676, 3251],\n",
              " [3893, 2610, 578, 1244, 1392, 2718],\n",
              " [3483, 380, 1379, 311, 1079],\n",
              " [4518, 3944, 3696, 2902, 2056, 4518, 3389, 2058, 3308, 3035, 2596, 2348, 781],\n",
              " [4041, 2690, 3991, 3308, 3676, 3251],\n",
              " [1244, 4824, 3068, 4316, 3308, 3676, 3251],\n",
              " [4421,\n",
              "  605,\n",
              "  4970,\n",
              "  3703,\n",
              "  2214,\n",
              "  375,\n",
              "  1836,\n",
              "  3087,\n",
              "  2039,\n",
              "  3175,\n",
              "  4502,\n",
              "  739,\n",
              "  1264,\n",
              "  3703,\n",
              "  3746,\n",
              "  320,\n",
              "  1967,\n",
              "  3008],\n",
              " [2122, 4010, 2421, 3935, 1278, 3319, 2750, 1286, 4292, 3476, 2718],\n",
              " [4206, 2812, 2093, 509, 3368, 2428, 3987, 2718],\n",
              " [3060, 2281, 2165, 4581, 4613, 563, 2110, 4607, 3956, 2105, 4144],\n",
              " [533, 469, 1180, 4574, 838, 4520, 2035, 2849, 1328, 2991, 2878, 3951, 2718],\n",
              " [4496, 961, 1987, 1297, 3752, 2619, 1652, 559, 330],\n",
              " [3534, 3649, 2568, 2586, 1270, 2014, 3211, 735, 688, 1360, 1112, 2718],\n",
              " [3594, 1286, 189, 2883, 4776, 4745],\n",
              " [4854, 3707, 1729, 2587, 566, 3425, 979, 2122, 2849, 2718],\n",
              " [4081, 1277, 1112, 4666, 1774, 2275, 4711],\n",
              " [896, 1012, 2883, 65, 3308, 3676, 3251],\n",
              " [3750, 593, 2077, 2076, 2212, 3174, 3748, 3308, 3676, 3251],\n",
              " [270, 273],\n",
              " [457, 2758, 4644, 2984, 3690, 3308, 3676, 3251],\n",
              " [719, 2102, 943, 3349, 2446],\n",
              " [2529, 564, 2364, 3672],\n",
              " [537, 4679, 1197, 3523, 3877, 2077, 3308, 3676, 3251],\n",
              " [6, 2568, 4854, 3456, 3368, 3887, 3308, 3676, 3251],\n",
              " [273, 564, 3844, 3828, 3035, 3308, 3676, 3251],\n",
              " [1774, 610, 4780, 4265, 2318, 228, 2601],\n",
              " [2077, 2062, 637, 2380, 2650],\n",
              " [273, 4570, 2325, 4966, 1126, 65, 1773, 949, 644],\n",
              " [2199, 4852, 2318, 4148, 4581, 3308, 3676, 3251],\n",
              " [1783, 208, 153, 3371, 46, 3308, 3676, 3251],\n",
              " [2077, 4802, 3023, 2419, 1905, 4180, 3308, 3676, 3251],\n",
              " [1808, 2705, 48, 4328, 4794, 13, 2724, 816, 3308, 3676, 3251],\n",
              " [3447, 1442, 1057, 402, 2662, 1768, 115, 3490, 1634, 3308, 3676, 3251],\n",
              " [865, 2077, 2376, 2197, 2331, 2273, 1024, 2718],\n",
              " [2966, 4499, 564, 2357, 4595, 1612, 4969, 2353, 3801, 2077, 1098],\n",
              " [181, 3198, 4640, 1286, 1183],\n",
              " [2439, 4002, 2330, 3165, 2153, 1673, 3165, 3797, 2762, 2718],\n",
              " [1226, 1774, 2192, 4907, 1846, 1809, 113, 3775, 218],\n",
              " [4093, 4247, 2855, 2163, 2557, 2118, 4973],\n",
              " [2215, 1627, 2660, 4711, 763, 1481, 723, 3308, 3676, 3251],\n",
              " [3133, 3624, 471, 3211, 3203, 1809],\n",
              " [2077, 2073, 1087, 3854, 3849, 4854, 149, 1673, 1854],\n",
              " [4450, 2077, 777, 4181, 4640, 65, 3887, 2718],\n",
              " [4213, 1234, 3849, 4, 815, 2493, 423, 2864, 1079, 593, 2077],\n",
              " [1718, 1009, 1809],\n",
              " [],\n",
              " [2319, 1108, 2318, 312, 2377, 1610, 2067, 4155],\n",
              " [4282, 4093, 4471, 2885, 3515, 4058, 4933, 4907],\n",
              " [1560, 2268, 159, 3123, 671, 3578, 4931, 4970, 3333],\n",
              " [3696, 54, 273, 564, 1158],\n",
              " [3020, 2049, 4875, 3247, 2969, 2195],\n",
              " [1809, 926, 885, 3308, 917],\n",
              " [273, 2002, 2939, 1408, 896],\n",
              " [1314,\n",
              "  598,\n",
              "  674,\n",
              "  4676,\n",
              "  2762,\n",
              "  4657,\n",
              "  1846,\n",
              "  2133,\n",
              "  2745,\n",
              "  3307,\n",
              "  1617,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [719, 3097, 2319, 78, 399, 4478, 3097, 2319, 78, 399, 4478, 3168, 2278, 140],\n",
              " [593, 2077, 838, 732, 1205, 3174, 3748, 3308, 3676, 3251],\n",
              " [4603, 3058, 2939, 1408, 2072, 273, 2458, 3464, 4537],\n",
              " [4319,\n",
              "  4316,\n",
              "  1732,\n",
              "  126,\n",
              "  4484,\n",
              "  3851,\n",
              "  1650,\n",
              "  2676,\n",
              "  3946,\n",
              "  3186,\n",
              "  1732,\n",
              "  624,\n",
              "  3872,\n",
              "  1176,\n",
              "  2718],\n",
              " [4870,\n",
              "  513,\n",
              "  4907,\n",
              "  1987,\n",
              "  671,\n",
              "  2791,\n",
              "  3395,\n",
              "  4106,\n",
              "  3688,\n",
              "  735,\n",
              "  1216,\n",
              "  2400,\n",
              "  199,\n",
              "  2718],\n",
              " [2300, 4406, 1651, 4148, 2133],\n",
              " [240, 850, 2105, 1284, 2241, 2183, 3308, 3676, 3251],\n",
              " [1079, 3672, 1092, 3068, 974, 1809],\n",
              " [4314, 861, 3634, 4484, 732, 3308, 3809, 1688, 44, 4212, 1575, 1937],\n",
              " [2077, 4554, 2458, 4872],\n",
              " [1361, 1278, 1435, 1308, 2296, 4428, 3450, 4887],\n",
              " [3896, 2403, 517, 1684, 2133, 2678, 2469, 3308, 3676, 3251],\n",
              " [4176, 926, 371, 3926, 3543, 1211, 1215, 2815],\n",
              " [2344, 1774, 2344, 623, 1671, 549],\n",
              " [875, 3426, 3345, 44, 4641, 2883, 3730, 1038, 2643, 3308, 3676, 3251],\n",
              " [2356, 3502, 833, 2139, 747, 431, 347, 2475, 4650, 3308, 3676, 3251],\n",
              " [4834, 454, 2463, 2864, 189, 937, 2249, 1718],\n",
              " [241, 2473, 833, 1239, 4465, 4022, 2230, 1183, 3308, 3676, 3251],\n",
              " [4310, 734, 19, 2105, 4144],\n",
              " [1742, 2281, 3456, 2565, 3387, 2075, 4398, 4854, 302, 3308, 3676, 3251],\n",
              " [1368, 588, 870, 1008, 832, 1176, 4147, 4948, 970],\n",
              " [3483, 380, 2162, 2957, 611, 2495, 2077],\n",
              " [1755, 4484, 2087, 593, 2077, 3753, 228, 4650],\n",
              " [2718, 4641, 2828, 4987, 224, 2718],\n",
              " [2077, 3639, 4608, 4537],\n",
              " [51, 1781, 1454, 4147, 374, 4163, 4402, 750, 2815, 2718],\n",
              " [2228, 82, 3753, 3584, 4402, 957, 2077, 3308, 3676, 3251],\n",
              " [3495, 2085, 3515, 2521, 3591, 1112, 2974, 4852, 3308, 3676, 3251],\n",
              " [733, 4634, 2643, 3338, 527, 4439, 3308, 3676, 3251],\n",
              " [3896, 4292, 4866, 495, 3639, 3523, 2077, 2718],\n",
              " [2969, 1774, 3922, 2110, 1829, 2403, 1774, 513, 1079],\n",
              " [3878, 3227, 1971, 3072, 937, 2908],\n",
              " [688, 3308, 2846, 1234],\n",
              " [1105, 1332, 4147, 3704, 2161, 23],\n",
              " [1808, 627, 2119, 3679, 677, 4927, 3065, 3877, 2077, 3308, 3676, 3251],\n",
              " [4875, 2331],\n",
              " [937, 4855, 2699],\n",
              " [2077, 3599, 2197, 2228, 624],\n",
              " [4970, 4491, 3310, 3815, 2527, 4226, 49, 1239, 3308, 3676, 3251],\n",
              " [4512, 2448, 3523, 3308, 3676, 13, 3459, 3308, 3676, 3251],\n",
              " [4794, 1645, 2419, 4297, 1655, 4537, 2718],\n",
              " [2991, 4794, 1297, 576, 1696, 3339, 3315, 2724, 3308, 3676, 3251],\n",
              " [108, 4583, 4010, 181, 4776, 3600, 3308, 3676, 3251],\n",
              " [3548, 4672, 4581, 3308, 3676, 3251],\n",
              " [1854, 1539, 1398, 273, 2359, 928, 44, 3152],\n",
              " [1649, 1270, 3713, 2077, 1774, 2376, 559, 3308, 688, 3308, 3676, 3251],\n",
              " [2500, 4670, 6, 1295, 593, 2077, 3776, 3308, 3676, 3251],\n",
              " [3593,\n",
              "  1951,\n",
              "  2141,\n",
              "  2077,\n",
              "  682,\n",
              "  3308,\n",
              "  2883,\n",
              "  3068,\n",
              "  2105,\n",
              "  3599,\n",
              "  2062,\n",
              "  2440,\n",
              "  3548,\n",
              "  1759],\n",
              " [957, 1392, 1234, 2359, 3524, 1210, 3483, 3247, 4341, 2161, 2718],\n",
              " [593, 2077, 3510, 2326, 4361, 3332, 4215, 770, 342, 708, 2984],\n",
              " [],\n",
              " [1649, 2038, 4411, 3730, 2883, 3721, 4705, 2643, 3308, 3676, 3251],\n",
              " [2823, 1392, 4748, 838, 1112, 3647, 856, 2316, 3308, 3676, 3251],\n",
              " [1286, 3599, 1649, 3422, 739, 3796, 59, 556],\n",
              " [2592, 1236, 2690, 1627, 4966, 2643, 3308, 3676, 3251],\n",
              " [3236, 2511, 1798, 2610, 4371, 1763, 3211, 2411, 2718],\n",
              " [260, 4399, 3402, 2608, 1366, 4000, 2085, 1578],\n",
              " [2122, 3461, 3174, 2439, 62, 2685, 108, 2897, 2660, 62, 2718],\n",
              " [1768, 3663, 2500, 1955, 2102],\n",
              " [2855, 774, 1473, 4148, 3464, 4078, 3308, 3676, 3251],\n",
              " [2349, 2884, 3721, 4567, 3123, 4800, 564, 3308, 3676, 3251],\n",
              " [2077, 4800, 578, 3796, 2077, 3546, 609, 421, 2230],\n",
              " [674, 2984, 2272, 2296, 1183, 3898],\n",
              " [2077, 2722, 682, 321, 1068, 3872, 2718],\n",
              " [1859, 243, 1279, 1898, 1621, 4427, 4776, 3594, 1721, 363, 3546, 3582],\n",
              " [4554, 3914, 3696, 3498, 2077, 2509, 1082, 896, 4257, 4176],\n",
              " [4312, 3346, 141, 667, 681, 845, 3308, 3676, 3251],\n",
              " [4499, 564, 2357, 4595, 1612, 4969, 2353, 3801, 2077, 1098],\n",
              " [273, 1598, 3696, 3942, 37, 2100],\n",
              " [637, 764, 638, 1009, 4147, 2762, 3308, 3676, 3251],\n",
              " [3994, 1680, 982, 637, 2419, 4802, 3690, 1797, 1809, 2265, 3271, 4398],\n",
              " [1649, 564, 2100, 1732, 3371, 2268, 4901, 273, 1809],\n",
              " [214, 1112, 2518, 3973, 4578, 2696, 1096, 3308, 3676, 3251],\n",
              " [2077, 388, 399, 2281, 557, 3951, 3308, 3676, 3251],\n",
              " [2356, 3242, 3524, 2557, 1360, 1995, 739, 125, 1136, 3308, 3676, 3251],\n",
              " [3267, 379, 2857, 1088, 1481, 1627],\n",
              " [3730, 2685, 4303, 2932, 1845, 3523, 1244, 385, 4575, 2195],\n",
              " [4573, 635, 2954, 2567, 62, 3796, 2077, 559],\n",
              " [2969, 3055, 3796, 4229, 3165],\n",
              " [695, 833, 436, 2994, 4014, 13, 1108, 3332, 896, 2660, 3652, 459, 2718],\n",
              " [1673, 2241, 4365, 727, 1235, 4743, 485],\n",
              " [4755, 4910, 4991, 932, 1223, 4318, 3271, 4398],\n",
              " [426,\n",
              "  2133,\n",
              "  637,\n",
              "  2176,\n",
              "  3898,\n",
              "  2855,\n",
              "  3881,\n",
              "  2355,\n",
              "  2525,\n",
              "  924,\n",
              "  2058,\n",
              "  3599,\n",
              "  1244,\n",
              "  2718],\n",
              " [1199, 1011, 3835, 2161, 1789, 2939, 1408],\n",
              " [3381, 457, 10, 821, 4970, 2688, 4055, 4661, 3308, 3676, 3251],\n",
              " [2815, 1726, 2458, 2077, 4644, 48, 65, 560, 4641, 4910, 302],\n",
              " [693, 2100, 2228, 3449, 2857],\n",
              " [4366, 624, 1625, 2675],\n",
              " [3599, 2087, 2556, 3063, 2568, 4670, 429, 3308, 3676, 3251],\n",
              " [3462, 1036, 748, 4465, 167, 2265, 3308, 3676, 4675, 3308, 3676, 3251],\n",
              " [1064, 2058, 2967, 4970, 1541, 2532, 2281, 3789, 3308, 3676, 3251],\n",
              " [4255, 4338, 1966, 4619, 2139, 4910, 650, 3308, 3676, 3251],\n",
              " [624, 3394, 578, 3475, 2443, 3898, 4441, 2718],\n",
              " [1673, 2349, 517, 566, 2218, 1128, 2689, 4127],\n",
              " [2926, 3730, 3345, 4365, 1643, 2021, 3994, 172, 121, 1458, 1445, 4218],\n",
              " [1375, 2641, 65, 273, 564, 65, 234, 3553, 4761],\n",
              " [3599, 3345, 3551, 590, 1408, 688, 626, 1744, 4148, 3308, 3676, 3251],\n",
              " [2042, 2969, 2370, 4227, 4425, 2690, 2402, 2690, 3308, 3676, 3251],\n",
              " [1602, 4699, 1408, 1994, 564, 208, 1258, 3308, 3676, 3251],\n",
              " [1834, 681, 2110, 2077, 4155, 2873, 3308, 3676, 3251],\n",
              " [764, 1564, 3211, 4783, 2452, 3454, 3753, 2524, 4049, 3765],\n",
              " [2077, 3971, 3464, 4177, 4428, 3771, 1211, 3308, 3676, 3251],\n",
              " [2594, 4962, 833, 2021, 2855, 1859, 3379, 896, 2133, 1845, 2127],\n",
              " [719, 43, 4361, 1624, 3395, 2094, 43, 3354, 3230, 2293, 1474],\n",
              " [4382, 490, 2077, 214, 3165, 441, 1517, 3914, 3308, 3676, 3251],\n",
              " [1867, 4970, 3634, 949, 1308, 1577, 146, 3637, 2718],\n",
              " [2454, 2283, 4233, 4317, 3308, 3676, 3251],\n",
              " [4689, 1001, 2896, 1763, 65, 1122, 2521, 563, 3308, 3676, 3251],\n",
              " [4484, 4147, 1602, 4310, 2599, 3220, 3247],\n",
              " [3211, 2255, 2347, 2004, 1216, 3208, 1819, 153, 3308, 3676, 3251],\n",
              " [936, 3696, 91, 3872, 3440, 3308, 3676, 3251],\n",
              " [4046, 2849, 4532, 63, 2864, 1079, 593, 2077],\n",
              " [3749, 4694, 2225, 2191, 1082, 3246, 2319, 3308, 3676, 3251],\n",
              " [3247, 1813, 48, 3406, 2266, 3803, 1635],\n",
              " [304, 2557, 3995, 1064, 581, 999, 3468, 3308, 3676, 3251],\n",
              " [2704, 230, 3877, 3308, 3676, 3251],\n",
              " [4385, 857, 2788, 522, 298, 2758, 2623],\n",
              " [3832, 2584, 2477, 4977, 1832, 3848, 4910],\n",
              " [609, 4762, 1869, 4747, 280, 1009, 3196, 2266, 841, 2347, 3308, 3676, 3251],\n",
              " [3052, 2747, 1283, 2788, 2275, 3753, 4583, 2718],\n",
              " [191, 2576, 3045, 1228, 1157, 3302, 2281, 2147, 3624, 2524, 3308, 3676, 3251],\n",
              " [4499, 3087, 3308, 4595, 2357, 564, 3543, 3483, 2033],\n",
              " [3402, 397, 2651, 294, 2400, 2664],\n",
              " [3345, 2272, 3774, 2077, 4014, 2075, 2610, 387, 2504],\n",
              " [4882, 4484, 2976, 2989, 2330, 2599],\n",
              " [1920, 3657, 3664, 930, 786, 2651, 4532, 4826],\n",
              " [878, 4155, 3854, 2734, 3308, 3676, 3251],\n",
              " [593, 2077, 3162, 865, 4785, 3543, 2555, 388, 3308, 3676, 3251],\n",
              " [4337, 54, 63, 4465, 3836, 3236, 3308, 3676, 3251],\n",
              " [1286, 1535, 2576, 2743, 1167, 3748, 3308, 3676, 3251],\n",
              " [1808, 3776, 2844, 1769, 4632, 1392, 936, 3308, 3676, 3251],\n",
              " [2005, 63, 3010, 357, 2187, 3782, 2684, 2589, 2080, 3308, 3676, 3251],\n",
              " [1809, 3159, 2591, 3203, 1809, 735, 4224],\n",
              " [3123, 120, 752, 4499, 3256, 466, 457, 3594, 3308, 564, 2357, 4595],\n",
              " [593, 2077, 841, 832, 576, 208],\n",
              " [3546, 2344, 2704, 4535, 2419, 2864, 3308, 3676, 3251],\n",
              " [4206, 1018, 3507, 431, 777, 3955, 2557, 3666, 3308, 3676, 3251],\n",
              " [2120, 3524, 560, 4090, 3775],\n",
              " [4798, 943, 4776, 3594, 65, 4990, 2077, 1783, 2118, 2718],\n",
              " [4878, 541],\n",
              " [2495, 293, 1880, 363, 2272, 2118, 3211, 532, 311],\n",
              " [4188, 558, 273, 564, 2855, 3533, 3269, 1809],\n",
              " [2722, 2511, 4735, 90, 3819, 3391, 1980, 1573, 3308, 3676, 3251],\n",
              " [35, 3544, 2591, 2926, 1474],\n",
              " [2500,\n",
              "  86,\n",
              "  3703,\n",
              "  1650,\n",
              "  65,\n",
              "  3703,\n",
              "  2500,\n",
              "  3955,\n",
              "  4355,\n",
              "  1222,\n",
              "  4279,\n",
              "  3703,\n",
              "  2500,\n",
              "  642,\n",
              "  4580,\n",
              "  4421,\n",
              "  3298,\n",
              "  2189,\n",
              "  4093],\n",
              " [735, 311, 1688, 1599, 4421, 672, 3523],\n",
              " [4346, 285, 2382, 3813, 4966, 1658],\n",
              " [2077, 1809, 1859, 3559, 208, 2236],\n",
              " [2358, 2524, 3696, 1197, 3102, 4735, 2864, 1634, 2269, 578, 2718],\n",
              " [3327, 786, 682, 1809, 2077, 1071, 4703, 126, 4027, 1408],\n",
              " [1781, 569, 2077, 220, 4480, 3168, 1616, 2017, 3955, 1774],\n",
              " [1830, 3058, 637],\n",
              " [1501, 48, 2138, 3749, 578, 3417],\n",
              " [856, 2859, 4218, 2021, 19, 3978, 3308, 3676, 3251],\n",
              " [529, 2304, 4866, 3197, 2266, 4545, 2479, 3765, 1988, 2718],\n",
              " [3272, 3292, 363, 3422, 4496, 1098, 1829, 3429, 234, 4149],\n",
              " [3345, 1700, 4970, 3459, 4371, 4635, 2530, 563, 2718],\n",
              " [850, 3979, 3676, 4862, 3076, 3676, 3131],\n",
              " [774, 1577],\n",
              " [2133, 2739, 4382, 129, 1085, 1476, 3308, 3676, 3251],\n",
              " [1700, 2138, 4829, 1092, 814, 926, 559, 2718],\n",
              " [4969, 1096, 273, 2070, 3095, 2407, 339],\n",
              " [4411, 4910, 963, 1900, 3246, 2957, 3308, 3676, 3251],\n",
              " [607, 82, 3234, 3387, 1913, 3308, 3676, 3251],\n",
              " [1220, 4153, 931, 2946, 861, 3308, 3676, 3251],\n",
              " [1361, 141, 554, 3658, 4580, 82, 3308, 3676, 3251],\n",
              " [2077, 1803, 4483, 1506, 4834, 4316, 1109, 3708, 2747, 3308, 3676, 3251],\n",
              " [4237,\n",
              "  49,\n",
              "  3696,\n",
              "  3055,\n",
              "  3849,\n",
              "  3573,\n",
              "  4836,\n",
              "  2594,\n",
              "  1991,\n",
              "  3844,\n",
              "  4010,\n",
              "  1790,\n",
              "  2021,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [2805, 4252, 222, 314, 1774, 3308, 3676, 3251],\n",
              " [4428, 2900, 2711, 2765, 777, 2077, 1017],\n",
              " [3345, 2077, 3464, 421, 2230, 578, 4762, 4064, 637, 2176, 2718],\n",
              " [3123, 1505, 1064, 2734, 1092, 3957, 2495, 1434, 3483, 2718],\n",
              " [4902, 2651, 3673, 2381, 3308, 273, 2357, 366, 3159, 3245, 1458, 4499],\n",
              " [4101, 838, 1908, 4902, 4163, 1454, 3308, 3676, 3251],\n",
              " [4445, 2490, 1819, 25],\n",
              " [832, 2160, 1942, 312, 4825, 3634],\n",
              " [3566, 1286, 2855, 4952, 3543, 509, 3042, 2718],\n",
              " [1808, 2500, 2676, 1012, 2674, 3523, 3402, 3308, 3676, 3251],\n",
              " [3246, 2161, 394, 560, 2779, 1108, 167, 1762, 212, 394],\n",
              " [2941, 612, 3599, 3308, 3676, 3251],\n",
              " [2065, 160, 273, 567, 251, 1908, 3634, 1650, 2980],\n",
              " [1763, 2439, 478, 1616, 3452, 533, 2251, 3828, 2039, 3296, 2718],\n",
              " [4226, 1416, 1408, 3829, 3389, 3881, 3060, 3308, 3676, 3251],\n",
              " [4, 212, 3600, 2077, 605],\n",
              " [1001, 4144, 3956, 3533],\n",
              " [632, 4734, 2419, 2778, 2653, 4822, 3454, 4189, 3308, 3676, 3251],\n",
              " [4783, 3548, 3694, 272, 1324, 586, 4776, 1079, 593, 2077],\n",
              " [4093, 2021, 2875, 2713, 2163, 2443, 385, 4872, 3308, 3676, 3251],\n",
              " [3052, 1183, 4554, 1845, 3011, 2815],\n",
              " [4233, 3064, 1330, 563, 2969, 3345, 3068, 298, 2266, 3308, 3676, 3251],\n",
              " [273, 1278, 2487, 292, 4110, 3285],\n",
              " [4013, 4568, 2764, 4645, 1716, 1167, 3748, 3308, 3676, 3251],\n",
              " [4987, 824, 4147, 3253, 1316, 1321, 3896, 786, 2973],\n",
              " [1136, 564, 3749, 2994, 364, 4049, 4224, 2511, 1389, 12],\n",
              " [4783, 3523, 2077, 2359, 2029, 3826, 2513, 3308, 3676, 3251],\n",
              " [4872, 1183, 2557, 1003, 3156, 4704],\n",
              " [1223, 273, 350],\n",
              " [1859, 1449, 3203, 1732, 3702, 1483, 4595, 273, 2731],\n",
              " [1797, 2910, 1723, 3397, 2887, 3027, 4002, 3308, 3676, 3251],\n",
              " [3730, 260, 4399, 1481, 2161, 3065, 2385, 1659, 3170, 4399, 2349, 1638, 206],\n",
              " [2218, 2715, 2278, 1102, 2976, 2685, 3523, 3308, 3676, 3251],\n",
              " [719, 4366, 10, 2470, 738, 4366, 10, 2470, 738, 2737, 4026, 3598, 1065],\n",
              " [2173, 1638, 2028, 466, 2436, 4666, 644, 4499, 3688, 4882, 2077, 2779],\n",
              " [3543, 1808, 4104, 4196, 578, 1135, 1167, 380],\n",
              " [51, 884, 1732, 2651, 3177, 1338, 4534, 2811, 3509, 2274],\n",
              " [2991, 2651, 682, 3576, 3995, 4495, 1859, 4641, 2815],\n",
              " [4316, 3548, 241, 1218, 758, 2475, 1218, 635, 4233, 3308, 3676, 3251],\n",
              " [1167, 3748, 273, 564, 593, 2077, 2400, 1950, 3308, 3676, 3251],\n",
              " [2763, 2155, 2631, 2402, 4854, 2811, 3106, 1239, 4147, 2522, 1854],\n",
              " [4233, 3064, 4867, 2344, 3308, 1894, 3308, 3676, 3251],\n",
              " [4780, 8, 3048, 1981, 3557, 937, 3031, 3308, 3676, 3251],\n",
              " [1535, 4735, 3417, 1634, 3738, 4672, 4471, 2885],\n",
              " [593, 2077, 3246, 616, 3271, 2278, 744],\n",
              " [51, 4546, 4448, 4545, 4704, 3730, 384, 3730, 3672, 855, 2718],\n",
              " [3180, 3227, 4804, 1540, 78, 4568],\n",
              " [2230, 1352, 2072, 1840, 4678],\n",
              " [2522, 4312, 765, 877, 3596],\n",
              " [1317, 4979, 810, 1325, 2450, 3749, 2718],\n",
              " [3200, 1962, 2077, 2378, 4800, 1688, 3888, 1197, 1024, 3308, 3676, 3251],\n",
              " [3897, 733, 3498, 578, 3417, 4800, 357, 122, 2718],\n",
              " [320, 4007, 2318, 3150],\n",
              " [3211, 670, 2266, 4154, 3327, 3691, 949, 2812, 3308, 3676, 3251],\n",
              " [682, 4147, 3166, 4997, 3406, 3308, 3676, 3251],\n",
              " [2395, 3482, 1774, 3332, 937, 394, 4194],\n",
              " [2828, 4917, 1505, 3586, 1529],\n",
              " [322, 1036, 2764, 3732, 1079, 2077, 3395, 85, 693, 4376, 2556, 1911],\n",
              " [2157, 1398, 3465, 3589, 3715, 2077, 380, 4952, 3308, 3676, 3251],\n",
              " [3796, 2077, 204, 2308, 3982, 3452, 3271, 1716, 3548, 3445],\n",
              " [1856, 431, 1324, 4970, 1190, 917, 3308, 3676, 3251],\n",
              " [2526, 2110, 2173, 3849, 2658, 938, 3308, 3676, 3251],\n",
              " [4499, 798, 431, 1362, 2161, 2651, 1466, 896, 119],\n",
              " [586, 4724, 2917, 315, 1637, 4578],\n",
              " [2080, 479, 3345, 532, 3673, 49, 3138, 921],\n",
              " [516, 3483, 3247, 2448, 1234, 3955, 1540],\n",
              " [1859, 4941, 2139, 3567, 2557, 4006, 2556, 3308, 3676, 3251],\n",
              " [3483, 380, 915, 2557, 3802, 2974],\n",
              " [682,\n",
              "  2077,\n",
              "  2237,\n",
              "  4201,\n",
              "  3961,\n",
              "  3065,\n",
              "  1634,\n",
              "  832,\n",
              "  2640,\n",
              "  4449,\n",
              "  2500,\n",
              "  1234,\n",
              "  1909,\n",
              "  4854,\n",
              "  2718],\n",
              " [273, 564, 4800, 1732, 3248, 1079, 2582, 1774],\n",
              " [1798, 1854, 737, 1736, 2637, 2651, 2465],\n",
              " [2069, 2521, 3655, 3131, 3590],\n",
              " [3123, 2901, 3956, 1763, 3131, 4108, 3956],\n",
              " [509, 2664, 3926, 4800, 578, 3417, 162, 4267],\n",
              " [3796, 2077, 4155, 1150, 4578, 1361, 371],\n",
              " [1658, 1133, 4735, 1132, 2745, 3634, 3308, 3676, 3251],\n",
              " [2293, 977, 1638, 206, 2557, 1289, 1844, 735, 108],\n",
              " [2077, 3298, 108, 667, 764, 1564, 1764, 459, 3308, 3676, 3251],\n",
              " [2718, 4641, 2828, 2439, 4593, 2718],\n",
              " [273, 3524],\n",
              " [1261, 735, 3703, 1577, 208, 4329, 3537, 2640],\n",
              " [593, 2077, 322, 4855, 1582, 1284, 1167, 3748, 3308, 3676, 3251],\n",
              " [1408, 1795, 4384, 1032, 4666, 2060, 3747],\n",
              " [2500, 751, 4854, 3251, 3855, 3003, 770, 2718],\n",
              " [3703, 3744, 2651, 980, 1369, 3650, 4193],\n",
              " [3521, 4878, 637, 1371, 1484, 3696, 4882, 4826, 2718],\n",
              " [3553, 927, 299, 115, 790, 3308, 3676, 3251],\n",
              " [1696, 2153, 2910, 2987, 3515, 4450, 2484, 2140, 2230, 4952, 2718],\n",
              " [2969, 4907, 82, 1041, 4155, 3524, 3138, 4875],\n",
              " [2077, 347, 2290, 1917, 517, 1324, 2757, 3308, 3676, 3251],\n",
              " [3060, 4243, 2991, 2228, 1038],\n",
              " [634, 2557, 2923, 3308, 3676, 3251],\n",
              " [719, 312, 4028, 2419, 1293],\n",
              " [2966, 4499, 564, 2357, 4595, 1612, 4969, 2353, 3801, 2077, 1098],\n",
              " [3211, 3649, 1621, 4704, 3851, 2713, 1282, 1794, 3308, 3676, 3251],\n",
              " [3377, 4148, 1673, 561, 3181, 4149, 3292, 2364, 3753],\n",
              " [4764, 1398, 3524, 4155, 2377, 1610, 2067, 1008, 234],\n",
              " [2077, 925, 1297, 4952, 4151, 312, 4710, 949, 3308, 3676, 3251],\n",
              " [2032, 2075, 4595, 4679, 4491],\n",
              " [4901, 791, 2319, 1658, 4101, 1627],\n",
              " [4181, 479, 3632, 739, 4330, 3023, 4997],\n",
              " [1722, 3768, 2713, 2883],\n",
              " [2077, 3865, 3308, 4073, 4776, 2062, 2718],\n",
              " [426, 3874, 1774, 4800, 719, 4002, 1688, 3678, 2163, 1131],\n",
              " [4233, 3351, 1177, 3228, 4151, 2237, 3684, 3749, 2718],\n",
              " [1211, 3190, 167, 2804],\n",
              " [3060,\n",
              "  804,\n",
              "  447,\n",
              "  1988,\n",
              "  2883,\n",
              "  4578,\n",
              "  1322,\n",
              "  232,\n",
              "  457,\n",
              "  3991,\n",
              "  2883,\n",
              "  2903,\n",
              "  1983,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [1721, 2470, 2540, 3271, 4398, 4155, 357, 2377, 1610, 2067],\n",
              " [1361, 3052, 2864, 4330, 2270, 1823, 2187, 2021, 4155, 2718],\n",
              " [853, 1501, 1289, 1128, 2147, 1167, 1190],\n",
              " [2653, 3544, 63, 3287, 3468, 2273, 962, 4227, 838, 3308, 3676, 3251],\n",
              " [1445, 2364, 1098, 273, 564, 3475, 593, 2077, 3308, 3676, 3251],\n",
              " [569, 4641, 3308, 3676, 3251, 3406, 2718, 3345, 112, 2718],\n",
              " [2028, 3308, 4361, 1051, 3426, 4727, 3308, 3676, 3251],\n",
              " [611, 3733, 1732, 1745, 1950, 3211, 3361, 4303, 2592],\n",
              " [1395, 3815, 1693, 3211, 3789, 275, 1112, 3106, 3308, 3676, 3251],\n",
              " [3345, 635, 2265, 3649, 478],\n",
              " [145, 4181, 3345, 379, 569, 4641, 917, 273, 564],\n",
              " [1808, 4987, 240, 54, 886, 844, 3304, 351, 744, 3308, 3676, 3251],\n",
              " [3912, 2034, 362, 348, 1521, 3584, 3997, 53],\n",
              " [815, 3181, 3198, 2857, 1108, 1673, 113, 3941, 1324, 475, 575, 2611, 3210],\n",
              " [1808, 1685, 1308, 2080, 3251, 3829, 3270, 121, 4431, 3308, 3676, 3251],\n",
              " [1408, 2187, 696, 2532, 1098, 860, 2493],\n",
              " [2847, 4871, 4361, 861],\n",
              " [3896, 4147, 4591, 4809, 3138, 2281, 91, 3308, 3676, 3251],\n",
              " [4841, 3227, 783, 3307],\n",
              " [2746, 363, 3637, 3406, 882, 2944, 1012, 181],\n",
              " [1937, 144, 3228, 1362, 2912, 498, 3308, 3676, 3251],\n",
              " [4854, 3456, 1803, 2187, 4376, 634, 49, 777],\n",
              " [1245, 4361, 4969, 537, 635, 2100, 2218, 19, 2077, 2718],\n",
              " [272, 4002, 777, 77, 1989, 4537, 2192, 1247, 2413, 4872, 2718],\n",
              " [4155, 2001, 719, 1139, 833, 1987, 4534, 1112, 3308, 3676, 3251],\n",
              " [1937, 251, 2377, 3639, 1098, 4794, 1645],\n",
              " [3393, 4421, 913, 2527, 2448, 123],\n",
              " [3032, 685, 1134, 2826, 2001],\n",
              " [3123, 1064, 2122, 3461, 2173, 2535, 1317, 1505, 892, 4828, 2718],\n",
              " [3211, 4893, 583, 4147, 3211, 3522, 3877, 368, 1774, 3308, 3676, 3251],\n",
              " [2077, 1854],\n",
              " [725, 1079, 3982, 1985, 2273, 1329, 1024, 1205, 3308, 3676, 3251],\n",
              " [2077, 1738, 363, 4956, 3982, 635, 733, 1627, 312, 2815],\n",
              " [4428, 431, 850, 1408, 4179, 2069, 3251, 1517, 3308, 3676, 3251],\n",
              " [3546, 891, 3721, 3890, 1208, 566, 4049, 3395, 2187, 2155],\n",
              " [3128, 1946, 824, 2540, 4973, 2163, 777],\n",
              " [1095, 2432, 2878, 3951, 2902, 208, 2208, 3097, 3308, 3676, 3251],\n",
              " [664, 3748, 4365, 727, 3686],\n",
              " [1617, 2815, 1853, 1590, 285, 702, 273],\n",
              " [3814, 3308, 4331, 4226, 3771, 477, 3951, 3308, 3676, 3251],\n",
              " [564, 2918, 338, 2779, 1064],\n",
              " [273, 4882, 162, 2520, 4776, 837, 2077, 2718],\n",
              " [384, 1809, 3749, 1655, 4283, 4616, 4255, 634],\n",
              " [384, 646, 2085, 214, 2161, 2313, 477, 272],\n",
              " [2270, 2903, 3011, 1435, 1118, 3944],\n",
              " [3623, 3089, 106, 2630, 2557, 2271, 3874, 1774, 2338, 2718],\n",
              " [4809, 661, 3557, 2429, 651, 1012, 3308, 3676, 3251],\n",
              " [1408, 1139, 3835, 1044, 3424, 4588, 1438, 3308, 3676, 3251],\n",
              " [3755, 1777, 4200, 164, 2557, 3180, 163, 2160],\n",
              " [2272, 267, 2079, 255, 4810, 719, 273, 563, 3622],\n",
              " [272, 2742, 3765, 1763, 3088, 970, 3308, 3676, 3251],\n",
              " [348, 2612, 3627, 3087, 15, 1967, 1173],\n",
              " [3730, 3617, 3470, 564, 2197],\n",
              " [3981, 2331, 2812, 2281, 3906, 921, 674, 1211],\n",
              " [3951, 1774, 1408, 2077, 3829, 4952, 3308, 3676, 3251],\n",
              " [4992, 2630, 833, 2331, 363, 112, 65, 2249, 2526, 2815],\n",
              " [569, 4641, 2077, 477, 532, 4443],\n",
              " [457, 4176],\n",
              " [4902, 2453, 3256, 4194, 4998, 4176, 926, 2718],\n",
              " [3509, 917, 3343, 3308, 3676, 3251],\n",
              " [2811, 648, 3417, 1809, 3713, 4953, 3922, 183, 3953, 246, 4969, 3710],\n",
              " [1273, 1435, 3826, 4464],\n",
              " [644, 4188, 2357, 285, 860, 4765, 1408, 605],\n",
              " [2492, 4776, 3752, 2803, 2988, 3114, 685, 2161],\n",
              " [4070, 3553, 1649, 2232, 214, 1752, 3721, 273],\n",
              " [4223, 4859, 2540, 4688, 1774, 4290, 3308, 3676, 3251],\n",
              " [11, 1732, 119, 3855, 734, 119, 4901, 4776, 2718],\n",
              " [4491, 3673, 384, 120, 4785, 4236, 4966, 3327, 2262, 4154],\n",
              " [1967, 2980, 3251, 1065, 2631, 2077, 3371, 33, 2718],\n",
              " [1800, 4207, 3964, 1732, 4855, 4855, 3308, 3676, 3251],\n",
              " [273, 564, 2070, 593, 2077, 3308, 4870, 4685, 4969, 1096, 3308, 3676, 3251],\n",
              " [1998, 1535, 702, 454, 593, 2077, 816, 1167, 3748, 3308, 3676, 3251],\n",
              " [51, 3534, 3649, 1308, 2080, 2651, 735, 2718],\n",
              " [3591, 2819, 509, 4852, 2472, 2643, 3308, 3676, 3251],\n",
              " [4225, 4776, 2689, 3523, 399, 2910, 3308, 3676, 3251],\n",
              " [4738, 896, 351],\n",
              " [1458, 593, 2077, 4411, 3271, 1366, 1358, 804, 4304, 3308, 3676, 3251],\n",
              " [3802, 2413, 3935, 1575, 3543, 2821, 3308, 3676, 3251],\n",
              " [4110, 841, 832, 2640, 3953, 2523, 20, 3832, 2773, 2718],\n",
              " [2077, 2631, 2984, 4660, 4902, 3832, 4155, 457, 2689, 1950],\n",
              " [4894, 2356, 412, 1216, 3060, 126, 2532, 3308, 3676, 3251],\n",
              " [1649, 3483, 688, 3835, 3567, 3645, 3964, 2711, 2521, 563, 2718],\n",
              " [2500, 4534, 2249, 13, 841, 3138, 459, 2718],\n",
              " [2011,\n",
              "  2147,\n",
              "  3308,\n",
              "  674,\n",
              "  153,\n",
              "  4294,\n",
              "  3319,\n",
              "  1435,\n",
              "  1392,\n",
              "  962,\n",
              "  1846,\n",
              "  3308,\n",
              "  3676,\n",
              "  3251],\n",
              " [593, 2077, 273, 564, 539, 4372, 1167, 3748, 3308, 3676, 3251],\n",
              " [1650, 2557, 2266, 2161, 77, 3543, 3251, 2883, 3730, 1038],\n",
              " [833, 2139, 4970, 3991, 273, 1361],\n",
              " [186, 1080, 4855, 4935],\n",
              " [3495, 4637, 737, 2742, 2161, 1179, 682, 2746, 167, 1762, 1743],\n",
              " [241, 2197, 4872, 3211, 3327, 2306, 3849, 3490, 3308, 3676, 3251],\n",
              " [3377, 4735, 701, 2077, 4390, 4736, 4800, 3548, 3476, 747, 4455, 2718],\n",
              " [2713, 1133, 3779, 1244, 980, 1369, 1738, 2356, 4672],\n",
              " [2077, 3509, 578, 3417, 4215, 1341, 1729, 2359, 3308, 3676, 3251],\n",
              " [719, 273, 564, 509, 3368, 4397, 285, 4176, 2357, 1092],\n",
              " [4672, 1408, 3691, 1655, 1809, 273, 2021, 3308, 4499, 2357, 4595],\n",
              " [593, 2077, 4784, 2503, 6, 4670, 4637, 24, 189, 3308, 3676, 3251],\n",
              " [4282, 4907, 2021, 2873, 2687, 4799, 11, 3137, 2003, 246],\n",
              " [2938, 2599, 892, 1909, 1375, 2819, 477, 309],\n",
              " [2077, 3543, 2555, 3914, 1732, 4882, 583, 1234, 4139, 2484, 3308, 3676, 3251],\n",
              " [3786, 3943, 4622, 2218, 121, 1216, 3498, 3786, 2815],\n",
              " [4351, 4776, 718, 1738, 2185, 936, 3906, 3275, 3308, 3676, 3251],\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Applying Pad Sequences To Make Sentence Length Equal"
      ],
      "metadata": {
        "id": "0XeL8PXuGiNy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sent_length=20\n",
        "embedded_docs=pad_sequences(onehot_repr,padding='pre',maxlen=sent_length)\n",
        "print(embedded_docs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O1vuvmM3F8xU",
        "outputId": "578acd68-30b3-4ad7-a8bf-485218a0fb56"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[   0    0    0 ... 3057 3511 2765]\n",
            " [   0    0    0 ...  259 4171 2718]\n",
            " [   0    0    0 ...  837   65 2080]\n",
            " ...\n",
            " [   0    0    0 ... 3308 3676 3251]\n",
            " [   0    0    0 ...  167 1133 2302]\n",
            " [   0    0    0 ... 4101   85 3831]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Creating Model for Train Set"
      ],
      "metadata": {
        "id": "uZl6H0WaGs_4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "embedding_vector_features=50\n",
        "model=Sequential()\n",
        "model.add(Embedding(vocab_size,embedding_vector_features,input_length=sent_length))\n",
        "model.add(LSTM(148))\n",
        "model.add(Dense(128, activation=\"sigmoid\"))\n",
        "model.add(Dense(1,activation='sigmoid'))\n",
        "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "print(model.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XrQkdPrlGk5N",
        "outputId": "b9aeebde-4eb5-4683-b846-730806608ede"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_4\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " embedding_4 (Embedding)     (None, 20, 50)            250000    \n",
            "                                                                 \n",
            " lstm_4 (LSTM)               (None, 148)               117808    \n",
            "                                                                 \n",
            " dense_10 (Dense)            (None, 128)               19072     \n",
            "                                                                 \n",
            " dense_11 (Dense)            (None, 1)                 129       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 387,009\n",
            "Trainable params: 387,009\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "X_final=np.array(embedded_docs)\n",
        "y_final=np.array(y)"
      ],
      "metadata": {
        "id": "PEOl2xzeITa3"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_final, y_final, test_size=0.20, random_state=26)"
      ],
      "metadata": {
        "id": "gsXagpgeIT7t"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(X_train,y_train,validation_data=(X_test,y_test),epochs=10,batch_size=64)\n",
        "#model.save(\"model.pkl\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kxK7ub5DIZbU",
        "outputId": "30c24230-75b3-479e-aea6-2436d321ceb1"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 0.0832 - accuracy: 0.9740 - val_loss: 0.0669 - val_accuracy: 0.9784\n",
            "Epoch 2/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 0.0264 - accuracy: 0.9918 - val_loss: 0.0831 - val_accuracy: 0.9740\n",
            "Epoch 3/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 0.0086 - accuracy: 0.9977 - val_loss: 0.1063 - val_accuracy: 0.9705\n",
            "Epoch 4/10\n",
            "229/229 [==============================] - 1s 6ms/step - loss: 0.0036 - accuracy: 0.9993 - val_loss: 0.1233 - val_accuracy: 0.9691\n",
            "Epoch 5/10\n",
            "229/229 [==============================] - 2s 8ms/step - loss: 0.0011 - accuracy: 0.9998 - val_loss: 0.1299 - val_accuracy: 0.9696\n",
            "Epoch 6/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 2.1744e-04 - accuracy: 1.0000 - val_loss: 0.1465 - val_accuracy: 0.9710\n",
            "Epoch 7/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 1.1078e-04 - accuracy: 1.0000 - val_loss: 0.1548 - val_accuracy: 0.9699\n",
            "Epoch 8/10\n",
            "229/229 [==============================] - 2s 8ms/step - loss: 7.6536e-05 - accuracy: 1.0000 - val_loss: 0.1614 - val_accuracy: 0.9710\n",
            "Epoch 9/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 5.8052e-05 - accuracy: 1.0000 - val_loss: 0.1671 - val_accuracy: 0.9710\n",
            "Epoch 10/10\n",
            "229/229 [==============================] - 2s 7ms/step - loss: 4.5289e-05 - accuracy: 1.0000 - val_loss: 0.1721 - val_accuracy: 0.9710\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f71b3317dd0>"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Accuracy Plot"
      ],
      "metadata": {
        "id": "lIn_21wbJgO_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "\n",
        "acc = model.history.history['accuracy']\n",
        "val_acc = model.history.history['val_accuracy']\n",
        "loss = model.history.history['loss']\n",
        "val_loss = model.history.history['val_loss']\n",
        " \n",
        "epochs = range(len(acc))\n",
        " \n",
        "plt.plot(epochs, acc, 'b', label='Training acc')\n",
        "\n",
        "plt.title('Training accuracy')\n",
        "plt.legend()\n",
        " \n",
        "plt.figure()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318
        },
        "id": "scAVDIFKJNni",
        "outputId": "d5468f65-b077-49ca-bbab-b6e0cf8a1280"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {},
          "execution_count": 46
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEICAYAAABWJCMKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de5xVdb3/8debAbkIeeEiyJiQkkapkKOV/M4Bs87BU2lYnSDvj1Nqaakdb3Q5+aOfmR2K8pf1i0oENTW10gyP98HK9DgqXhBRJIQZkeagImjIxc/vj7UGN8Mws4fZM2vvvd7Px2M/Zq/v+q61P2sp67PXZ333WooIzMwsf3plHYCZmWXDCcDMLKecAMzMcsoJwMwsp5wAzMxyygnAzCynnACsokm6XdLJpe5rlgfy7wCsp0laXzA5AHgT2JJOnx4R1/Z8VGb54wRgmZK0HPh8RNzdxrzeEbG556OqLN5PtrNcArKyIWmSpEZJF0p6CZgjaQ9Jt0lqlvRK+r62YJl6SZ9P358i6U+SZqZ9/yrp6J3sO1rS/ZLWSbpb0hWSrtlB3B3FuKekOZJeTOf/rmDesZIWSnpN0vOSJqftyyV9pKDfxS2fL2mUpJD0b5JWAPem7TdKeknS2jT29xYs31/S9yW9kM7/U9r2B0lfbrU9T0ia0tn/flZ5nACs3AwH9gT2BU4j+X90Tjr9TuDvwI/bWf4DwBJgCPA94JeStBN9fwX8NzAYuBg4sZ3P7CjGq0lKXe8FhgGzACQdDswDzgd2B/4RWN7O57Q2EXgP8M/p9O3AmPQzHgUKS2kzgUOBI0j27wXAW8Bc4ISWTpIOAUYCf+hEHFapIsIvvzJ7kRzwPpK+nwRsBPq1038c8ErBdD1JCQngFGBpwbwBQADDO9OX5CC+GRhQMP8a4Joit2lrjMAIkgPtHm30+xkwq6P9kk5f3PL5wKg01ne1E8PuaZ/dSBLU34FD2ujXD3gFGJNOzwR+kvX/F371zMtnAFZumiNiQ8uEpAGSfpaWLl4D7gd2l1Szg+VfankTEW+kbwd2su/ewMsFbQArdxRwBzHuk67rlTYW3Qd4fkfrLcLWmCTVSPpuWkZ6jbfPJIakr35tfVa6r28ATpDUC5hGcsZiOeAEYOWm9aiEfwcOAD4QEe8gKZMA7KisUwqrgD0lDSho26ed/u3FuDJd1+5tLLcS2G8H63yd5KykxfA2+hTuq88BxwIfIfnWP6oghv8BNrTzWXOB44GjgDci4i876GdVxgnAyt0gkvLFq5L2BL7V3R8YES8ADcDFknaR9CHgEzsTY0SsIqnN/yS9WNxHUkuC+CVwqqSjJPWSNFLSgem8hcDUtH8d8OkOwh5EMpx2DUni+E5BDG8BVwI/kLR3erbwIUl90/l/ISlTfR9/+88VJwArdz8E+pN8i30Q+K8e+tzjgQ+RHFD/D0mZ5M0d9O0oxhOBTcAzwN+AcwAi4r+BU0kuCq8FFpBcSAb4Jsk39leA/01yUbo984AXgCbg6TSOQucBTwIPAy8Dl7Htv/95wEEk1zosJ/w7ALMiSLoBeCYiuv0MJAuSTgJOi4j/lXUs1nN8BmDWBkmHSdovLc1MJqmv/66j5SpReq3jS8DsrGOxnuUEYNa24STDRtcDlwNfjIjHMo2oG0j6Z6AZWE3HZSarMi4BmZnllM8AzMxyqnfWAXTGkCFDYtSoUVmHYWZWUR555JH/iYihrdsrKgGMGjWKhoaGrMMwM6sokl5oq90lIDOznHICMDPLKScAM7OccgIwM8spJwAzs5wqKgFIulLS3yQ9tYP5knS5pKXp4+TeXzDvZEnPpa+TC9oPlfRkuszl7Ty1yczMukGxZwBXAZPbmX80yaPoxpA8xu+nkDwLleTWuB8ADge+JWmPdJmfAl8oWK699ZuZWYkV9TuAiLhf0qh2uhwLzIvkvhIPStpd0giSR/zdFREvA0i6C5gsqR54R0Q8mLbPAz5Jct90s6qxcSO8/jqsX//2q/V0S9ubO7rZtBnw5S/D0O1+ytU1pfoh2Ei2fWReY9rWXntjG+3bkXQayVkF73znO0sUrtm2tmzZ9sC8o4N0MQfywulNmzoXhwuhtiOf+1z5JoBuExGzSW9TW1dX5zvXWads2gSrVkFjIzQ1tf139Wr4+9+LX2evXjBw4NuvXXdN/g4dCqNHb9vWus+O2nbdFXbZpfv2g1lbSpUAmtj2mam1aVsTSRmosL0+ba9to79Z0davTw7iOzqwNzUlB/fWN7zt3x9GjoTaWpgwAYYPh3e8o+ODdMurb19/U7fqUKoEcCtwlqTrSS74ro2IVZLuAL5TcOH3n4DpEfGypNckfRB4CDgJ+L8lisUqXASsWdP+gb2xEdau3X7ZPfZIDuwjR8L48W8f6Av/7rGHD+BmUGQCkHQdyTf5IZIaSUb29AGIiP8HzAf+BVgKvEHynFPSA/23SZ5DCjCj5YIwyROIriJ5lurt+AJwrqxbB/fcAy+80PYBvvUFUQlGjEgO4O9+Nxx55PYH9pEjYcCAbLbHrBJV1ANh6urqwncDrVxbtsC998K8efCb38AbbyTtffu2/U298O/w4dC77K9YmZUnSY9ERF3rdv+Tsm739NPJQf+aa5Jv97vtBieckIxqeO97YfBgl2TMsuAEYN2iuRmuvx7mzoVHHoGaGpg8GWbNgk98Avr1yzpCM3MCsJJ58034wx+Sg/78+bB5c3IhdtYsmDYN9tor6wjNrJATgHVJBDz0UFLiuf56eOWVpF5/zjlw0klw0EFZR2hmO+IEYDvlhReSmv68efDss0lJZ8oUOPlkOOooX7A1qwT+Z2pFW7cObr45KfHU1ydtEyfChRfCpz+d/JjKzCqHE4C1a8uWZLx+y9DNv/8d9t8fZsxIRvKMHp11hGa2s5wArE2LFr09dPPFF2H33ZOa/sknwwc/6GGbZtXACcC2am6G665LDvwtQzf/5V/gRz+Cj3/cQzfNqo0TQM69+Sbcdlty0G8Zuvn+98MPf5gM3Rw2LOsIzay7OAHkUMvQzblz4YYbkqGbI0bAuecmZZ73vS/rCM2sJzgB5ExzM3zkI/DEE8ltkY87LjnoH3VUUvIxs/xwAsiRLVuSkTtLlsDPfw7/+q8eummWZ04AOfKd78Cdd8Ls2fD5z2cdjZllrVfWAVjPuOce+Na3kjMAH/zNDJwAcmHVquTWywceCD/9qcfwm1nCJaAqt3lzMpxz/Xq4777kmbZmZuAEUPW+9S1YsCAZ5z92bNbRmFk5cQmoit1+e3Lh9/OfhxNPzDoaMys3TgBVauXK5ILvIYfA5ZdnHY2ZlSMngCq0cWMyxn/TJrjxxuQHX2ZmrfkaQBWaPh0efBB+/WsYMybraMysXPkMoMr89rfwgx/Al78Mn/lM1tGYWTlzAqgizz8Pp54Khx0G//mfWUdjZuXOCaBKbNiQ1P2lpPTTt2/WEZlZufM1gCrx1a/Co4/CLbfAqFFZR2NmlcBnAFXguuuSWzycfz4cc0zW0ZhZpXACqHDPPANf+AJMmACXXJJ1NGZWSZwAKtgbbyQjffr3h+uvhz59so7IzCpJUQlA0mRJSyQtlXRRG/P3lXSPpCck1UuqLZh3maSn0tdnC9qvkvRXSQvT17jSbFJ+nHUWLFoE114LtbUd9zczK9RhApBUA1wBHA2MBaZJan1bsZnAvIg4GJgBXJou+zHg/cA44APAeZIKn0F1fkSMS18Lu7w1OTJnTvL6xjfgn/4p62jMrBIVcwZwOLA0IpZFxEbgeuDYVn3GAvem7+8rmD8WuD8iNkfE68ATwOSuh51vTz4JZ54JRx6Z3O3TzGxnFJMARgIrC6Yb07ZCjwPHpe+nAIMkDU7bJ0saIGkIcCSwT8Fyl6Rlo1mS2hy5Luk0SQ2SGpqbm4sIt7qtW5fU/XfbDX71Kz/I3cx2XqkuAp8HTJT0GDARaAK2RMSdwHzgAeA64C/AlnSZ6cCBwGHAnsCFba04ImZHRF1E1A0dOrRE4VamCDjtNHjuuWTo5/DhWUdkZpWsmATQxLbf2mvTtq0i4sWIOC4ixgNfT9teTf9ektb4PwoIeDZtXxWJN4E5JKUma8fPfpaM9vn2t2HSpKyjMbNKV0wCeBgYI2m0pF2AqcCthR0kDZHUsq7pwJVpe01aCkLSwcDBwJ3p9Ij0r4BPAk91fXOq16OPwtlnw+TJcNF247DMzDqvw1tBRMRmSWcBdwA1wJURsUjSDKAhIm4FJgGXSgrgfuDMdPE+wB+TYzyvASdExOZ03rWShpKcFSwEzijdZlWXV19N6v7DhsHVV0Mv/3rDzEpAEZF1DEWrq6uLhoaGrMPoURHwqU/B73+fPNv3iCOyjsjMKo2kRyKirnW7bwZX5n70o+Qe/9//vg/+ZlZaLiaUsQcfTG7wduyxcO65WUdjZtXGCaBMrVmT3N9/n32SX/wml1HMzErHJaAy9NZbcNJJsHo1/PnPsMceWUdkZtXICaAMfe97MH8+XHEF1G132cbMrDRcAiozCxbA178OU6fCF7+YdTRmVs2cAMrI6tUwbRrsvz/Mnu26v5l1L5eAysSWLXD88fDKK3DHHTBoUNYRmVm1cwIoE9/+NtxzD1x5JRx0UNbRmFkeuARUBu66C2bMgFNOgVNPzToaM8sLJ4CMNTUlpZ/3vjcZ9WNm1lOcADK0eXMy2ueNN+DGG2HAgKwjMrM88TWADH3jG/CnPyUPdT/wwKyjMbO88RlARm67DS67DM44Az73uayjMbM8cgLIwPLlya0exo+HWbOyjsbM8soJoIdt3Jjc5G3LlqTu369f1hGZWV75GkAPO/98ePhhuPlm2G+/rKMxszzzGUAPuukmuPxyOOccOO64rKMxs7xzAughEfCVr8BhhyUXf83MsuYE0EMWL4ZVq5JRP7vsknU0ZmZOAD2mvj75O2lSllGYmb3NCaCH1Ncnj3ccPTrrSMzMEk4APSAiSQCTJvke/2ZWPpwAesDixdDc7PKPmZUXJ4Ae4Pq/mZUjJ4Ae4Pq/mZUjJ4BuFpE86N31fzMrN04A3eyZZ+Bvf3P5x8zKjxNAN3P938zKVVEJQNJkSUskLZV0URvz95V0j6QnJNVLqi2Yd5mkp9LXZwvaR0t6KF3nDZKq8vex9fVQW+v6v5mVnw4TgKQa4ArgaGAsME3S2FbdZgLzIuJgYAZwabrsx4D3A+OADwDnSXpHusxlwKyI2B94Bfi3rm9OefH4fzMrZ8WcARwOLI2IZRGxEbgeOLZVn7HAven7+wrmjwXuj4jNEfE68AQwWZKADwM3pf3mAp/c+c0oT67/m1k5KyYBjARWFkw3pm2FHgdabnA8BRgkaXDaPlnSAElDgCOBfYDBwKsRsbmddQIg6TRJDZIampubi9mmsuH6v5mVs1JdBD4PmCjpMWAi0ARsiYg7gfnAA8B1wF+ALZ1ZcUTMjoi6iKgbOnRoicLtGS31/3e9K+tIzMy2V0wCaCL51t6iNm3bKiJejIjjImI88PW07dX07yURMS4iPgoIeBZYA+wuqfeO1lnpXP83s3JXTAJ4GBiTjtrZBZgK3FrYQdIQSS3rmg5cmbbXpKUgJB0MHAzcGRFBcq3g0+kyJwO3dHVjyonr/2ZW7jpMAGmd/izgDmAx8OuIWCRphqRj0m6TgCWSngX2Ai5J2/sAf5T0NDAbOKGg7n8h8FVJS0muCfyyRNtUFlz/N7Nyp+TLeGWoq6uLhoaGrMMoymc/Cw88ACtWuARkZtmS9EhE1LVu9y+Bu4Hr/2ZWCZwAuoHr/2ZWCZwAuoHr/2ZWCZwAuoHH/5tZJXACKDHf/9/MKoUTQIktWQKrV8PEiVlHYmbWPieAEnP938wqhRNAidXXw8iRsN9+WUdiZtY+J4AS8vh/M6skTgAl1FL/d/nHzCqBE0AJuf5vZpXECaCEXP83s0riBFAirv+bWaVxAigR1//NrNI4AZSI6/9mVmmcAErE9X8zqzROACXg+r+ZVSIngBJw/d/MKpETQAm4/m9mlcgJoAQWLHD938wqjxNAF7XU/ydOdP3fzCqLE0AXPfssvPSSyz9mVnmcALrI9X8zq1ROAF1UXw977w377591JGZmneME0AUe/29mlcwJoAtc/zezSuYE0AWu/5tZJXMC6ALX/82skjkB7CTX/82s0hWVACRNlrRE0lJJF7Uxf19J90h6QlK9pNqCed+TtEjSYkmXS8nhMu23RNLC9DWsdJvV/Vz/N7NK12ECkFQDXAEcDYwFpkka26rbTGBeRBwMzAAuTZc9ApgAHAy8DzgMmFiw3PERMS59/a2rG9OTXP83s0pXzBnA4cDSiFgWERuB64FjW/UZC9ybvr+vYH4A/YBdgL5AH2B1V4MuB67/m1mlKyYBjARWFkw3pm2FHgeOS99PAQZJGhwRfyFJCKvS1x0RsbhguTlp+eebLaWh1iSdJqlBUkNzc3MR4XY/1//NrBqU6iLwecBESY+RlHiagC2S9gfeA9SSJI0PS/qHdJnjI+Ig4B/S14ltrTgiZkdEXUTUDR06tEThdo3r/2ZWDYpJAE3APgXTtWnbVhHxYkQcFxHjga+nba+SnA08GBHrI2I9cDvwoXR+U/p3HfArklJTRViwIPk7cWL7/czMylkxCeBhYIyk0ZJ2AaYCtxZ2kDREUsu6pgNXpu9XkJwZ9JbUh+TsYHE6PSRdtg/wceCprm9Oz6ivhxEjYMyYrCMxM9t5HSaAiNgMnAXcASwGfh0RiyTNkHRM2m0SsETSs8BewCVp+03A88CTJNcJHo+I35NcEL5D0hPAQpIzip+XbKu6kev/ZlYtehfTKSLmA/Nbtf1HwfubSA72rZfbApzeRvvrwKGdDbYcPPccrFrl+r+ZVT7/EriTPP7fzKqFE0Anuf5vZtXCCaATXP83s2riBNAJrv+bWTVxAugE1//NrJo4AXSC6/9mVk2cAIrk+r+ZVRsngCK5/m9m1cYJoEiu/5tZtXECKJLr/2ZWbZwAitBS/5840fV/M6seTgBFWLrU9X8zqz5OAEVw/d/MqpETQBHq62H4cHj3u7OOxMysdJwAOuDx/2ZWrZwAOrB0Kbz4oss/ZlZ9nAA64Pq/mVUrJ4AOuP5vZtXKCaAdrv+bWTVzAmiH6/9mVs2cANrh+r+ZVTMngHa4/m9m1cwJYAdc/zezaucEsAOu/5tZtXMC2AHX/82s2jkB7EB9Pey1l+v/Zla9nADaEAELFrj+b2bVzQmgDc8/D01NLv+YWXVzAmiD6/9mlgdFJQBJkyUtkbRU0kVtzN9X0j2SnpBUL6m2YN73JC2StFjS5VJSVJF0qKQn03VubS8HLfX/Aw7IOhIzs+7TYQKQVANcARwNjAWmSRrbqttMYF5EHAzMAC5Nlz0CmAAcDLwPOAyYmC7zU+ALwJj0NbmrG1MKHv9vZnlRzBnA4cDSiFgWERuB64FjW/UZC9ybvr+vYH4A/YBdgL5AH2C1pBHAOyLiwYgIYB7wyS5tSYm4/m9meVFMAhgJrCyYbkzbCj0OHJe+nwIMkjQ4Iv5CkhBWpa87ImJxunxjB+sEQNJpkhokNTQ3NxcRbte4/m9meVGqi8DnARMlPUZS4mkCtkjaH3gPUEtygP+wpH/ozIojYnZE1EVE3dChQ0sU7o65/m9medG7iD5NwD4F07Vp21YR8SLpGYCkgcCnIuJVSV8AHoyI9em824EPAVen69nhOrPg+r+Z5UkxZwAPA2MkjZa0CzAVuLWwg6QhklrWNR24Mn2/guTMoLekPiRnB4sjYhXwmqQPpqN/TgJuKcH2dInr/2aWJx0mgIjYDJwF3AEsBn4dEYskzZB0TNptErBE0rPAXsAlaftNwPPAkyTXCR6PiN+n874E/AJYmva5vSRb1AWu/5tZnigZhFMZ6urqoqGhodvWf8IJcPfdsGqVS0BmVj0kPRIRda3b/UvglOv/ZpY3TgCplvr/xIkd9zUzqwZOACnX/80sb5wAUgsWwLBhcOCBWUdiZtYznABw/d/M8skJAFi2DBobXf4xs3xxAsD1fzPLJycAkgTg+r+Z5U3uE4Dr/2aWV7lPAK7/m1le5T4BuP5vZnnlBFDv+r+Z5VOuE4Dr/2aWZ7lOAK7/m1me5ToBuP5vZnmW+wTg+r+Z5VVuE0BL/X/iRNf/zSyfcpsAXP83s7zLbQJYsCD56wRgZnmV2wRQXw9Dh8J73pN1JGZm2chlAvD4fzOznCaAv/4VVq50+cfM8i2XCcDj/83McpwAXP83s7zLXQJw/d/MLJG7BOD6v5lZIncJwPV/M7NE76wD6Gmu/5t1r02bNtHY2MiGDRuyDiV3+vXrR21tLX369Cmqf64SgOv/Zt2vsbGRQYMGMWrUKOR/aD0mIlizZg2NjY2MHj26qGWKKgFJmixpiaSlki5qY/6+ku6R9ISkekm1afuRkhYWvDZI+mQ67ypJfy2YN64T27pTXP83634bNmxg8ODBPvj3MEkMHjy4U2deHZ4BSKoBrgA+CjQCD0u6NSKeLug2E5gXEXMlfRi4FDgxIu4DxqXr2RNYCtxZsNz5EXFT0dF2UUv9f+LEnvpEs3zywT8bnd3vxZwBHA4sjYhlEbERuB44tlWfscC96fv72pgP8Gng9oh4o1MRllB9PQwZAmPHZhWBmVn5KCYBjARWFkw3pm2FHgeOS99PAQZJGtyqz1TgulZtl6Rlo1mS+rb14ZJOk9QgqaG5ubmIcNvm+r9ZPqxZs4Zx48Yxbtw4hg8fzsiRI7dOb9y4sd1lGxoa+MpXvtLhZxxxxBGlCjdTpboIfB7wY0mnAPcDTcCWlpmSRgAHAXcULDMdeAnYBZgNXAjMaL3iiJidzqeuri52NsDly5P6/4UX7uwazKwSDB48mIULFwJw8cUXM3DgQM4777yt8zdv3kzv3m0f+urq6qirq+vwMx544IHSBJuxYhJAE7BPwXRt2rZVRLxIegYgaSDwqYh4taDLvwK/jYhNBcusSt++KWkOSRLpNh7/b9bzzjkH0mNxyYwbBz/8YeeWOeWUU+jXrx+PPfYYEyZMYOrUqZx99tls2LCB/v37M2fOHA444ADq6+uZOXMmt912GxdffDErVqxg2bJlrFixgnPOOWfr2cHAgQNZv3499fX1XHzxxQwZMoSnnnqKQw89lGuuuQZJzJ8/n69+9avsuuuuTJgwgWXLlnHbbbdtE9fy5cs58cQTef311wH48Y9/vPXs4rLLLuOaa66hV69eHH300Xz3u99l6dKlnHHGGTQ3N1NTU8ONN97Ifvvtt9P7spgE8DAwRtJokgP/VOBzhR0kDQFejoi3SL7ZX9lqHdPS9sJlRkTEKiVXLT4JPLVzm1Ac1//N8q2xsZEHHniAmpoaXnvtNf74xz/Su3dv7r77br72ta9x8803b7fMM888w3333ce6des44IAD+OIXv7jdGPvHHnuMRYsWsffeezNhwgT+/Oc/U1dXx+mnn87999/P6NGjmTZtWpsxDRs2jLvuuot+/frx3HPPMW3aNBoaGrj99tu55ZZbeOihhxgwYAAvv/wyAMcffzwXXXQRU6ZMYcOGDbz11ltd2icdJoCI2CzpLJLyTQ1wZUQskjQDaIiIW4FJwKWSgqQEdGbL8pJGkZxBLGi16mslDQUELATO6NKWtLsNrv+bZaGz39S702c+8xlqamoAWLt2LSeffDLPPfcckti0aVOby3zsYx+jb9++9O3bl2HDhrF69Wpqa2u36XP44YdvbRs3bhzLly9n4MCBvOtd79o6Hn/atGnMnj17u/Vv2rSJs846i4ULF1JTU8Ozzz4LwN13382pp57KgAEDANhzzz1Zt24dTU1NTJkyBUh+9NVVRV0DiIj5wPxWbf9R8P4moM3hnBGxnO0vGhMRH+5MoF2xfDmsWAEXXNBTn2hm5WbXXXfd+v6b3/wmRx55JL/97W9Zvnw5k3ZQG+7b9+2xKTU1NWzevHmn+uzIrFmz2GuvvXj88cd56623SnJQ74xc3AvI9X8zK7R27VpGjky+l1511VUlX/8BBxzAsmXLWL58OQA33HDDDuMYMWIEvXr14uqrr2bLlmTszEc/+lHmzJnDG28ko+ZffvllBg0aRG1tLb/73e8AePPNN7fO31m5SQCu/5tZiwsuuIDp06czfvz4Tn1jL1b//v35yU9+wuTJkzn00EMZNGgQu+2223b9vvSlLzF37lwOOeQQnnnmma1nKZMnT+aYY46hrq6OcePGMXPmTACuvvpqLr/8cg4++GCOOOIIXnrppS7FqYidHlnZ4+rq6qKhoaHTy333u7B2LVx6aTcEZWbbWLx4Me/x3RZZv349AwcOJCI488wzGTNmDOeee263f25b+1/SIxGx3fjWXNwM7qLt7l5kZta9fv7znzN37lw2btzI+PHjOf3007MOaTu5SABmZj3t3HPP7ZFv/F2Ri2sAZtazKqm0XE06u9+dAMyspPr168eaNWucBHpYy/MAOjOU1CUgMyup2tpaGhsb6crNG23ntDwRrFhOAGZWUn369Cn6iVSWLZeAzMxyygnAzCynnADMzHKqon4JLKkZeGEnFx8C/E8Jw6l03h9v877YlvfHtqphf+wbEUNbN1ZUAugKSQ1t/RQ6r7w/3uZ9sS3vj21V8/5wCcjMLKecAMzMcipPCWD7x/Hkm/fH27wvtuX9sa2q3R+5uQZgZmbbytMZgJmZFXACMDPLqVwkAEmTJS2RtFRSbh8PI2kfSfdJelrSIklnZx1TOZBUI+kxSbdlHUvWJO0u6SZJz0haLOlDWceUFUnnpv9OnpJ0naSefWJ7D6j6BCCpBrgCOBoYC0yTlNenA28G/j0ixgIfBM7M8b4odDawOOsgysSPgP+KiAOBQ8jpfpE0EvgKUBcR7wNqgKnZRlV6VZ8AgMOBpRGxLCI2AtcDx2YcUyYiYlVEPJq+X0fyj3tktlFlS1It8DHgF1nHkjVJuwH/CPwSICI2RsSr2UaVqd5Af0m9gQHAixnHU3J5SAAjgZUF043k/KAHIGkUMB54KNtIMvdD4ALgrawDKQOjgWZgTloS+4WkXbMOKgsR0QTMBFYAq4C1EXFntlGVXh4SgLUiaSBwM3BORLyWdTxZkfRx4Asqyv0AAAE2SURBVG8R8UjWsZSJ3sD7gZ9GxHjgdSCX18wk7UFSKRgN7A3sKumEbKMqvTwkgCZgn4Lp2rQtlyT1ITn4XxsRv8k6noxNAI6RtJykNPhhSddkG1KmGoHGiGg5K7yJJCHk0UeAv0ZEc0RsAn4DHJFxTCWXhwTwMDBG0mhJu5BcyLk145gyIUkk9d3FEfGDrOPJWkRMj4jaiBhF8v/FvRFRdd/yihURLwErJR2QNh0FPJ1hSFlaAXxQ0oD0381RVOEF8ap/JGREbJZ0FnAHyZX8KyNiUcZhZWUCcCLwpKSFadvXImJ+hjFZefkycG36ZWkZcGrG8WQiIh6SdBPwKMnouceowltC+FYQZmY5lYcSkJmZtcEJwMwsp5wAzMxyygnAzCynnADMzHLKCcDMLKecAMzMcur/A2zJdH5sJFiiAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Loss Plot"
      ],
      "metadata": {
        "id": "9GtXL3vYJ4CH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(epochs, loss, 'b', label='Training loss')\n",
        "\n",
        "plt.title('Training loss')\n",
        "plt.legend()\n",
        " \n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "b9HMEevLJwe6",
        "outputId": "540e3c36-3715-4252-ac5f-0f402a35412c"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Performance Metrics And Accuracy\n",
        "\n"
      ],
      "metadata": {
        "id": "xU_9PN2VKRJh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = model.predict(X_test)\n",
        "y_pred = np.round(y_pred).astype(int)\n",
        "from sklearn.metrics import confusion_matrix\n",
        "confusion_matrix(y_test,y_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HFDneTZNKQfJ",
        "outputId": "75c0736b-00ab-4fdd-e6c7-744e697f7c12"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2002,   60],\n",
              "       [  46, 1549]])"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.metrics import precision_score,recall_score\n",
        "\n",
        "\n",
        "acc = accuracy_score(y_test,y_pred)\n",
        "precision = precision_score(y_test,y_pred)\n",
        "recall = recall_score(y_test,y_pred)\n",
        "\n",
        "\n",
        "print(\"Accuracy : \",acc)\n",
        "print(\"Precision : \",precision)\n",
        "print(\"Recall : \",recall)\n",
        "print(\"Confusion Matrix : \\n\",confusion_matrix(y_test,y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u0IHqoLpJ-VU",
        "outputId": "a09eaa23-a5dc-4823-f250-92f2715d969d"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy :  0.9710144927536232\n",
            "Precision :  0.9627097576134245\n",
            "Recall :  0.9711598746081505\n",
            "Confusion Matrix : \n",
            " [[2002   60]\n",
            " [  46 1549]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.save('model.pkl')"
      ],
      "metadata": {
        "id": "Bq6LfB8RNqnc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1b291410-b878-4917-bb34-7b0dc10bfa1a"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:Found untraced functions such as lstm_cell_4_layer_call_fn, lstm_cell_4_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.\n",
            "WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f71b331a590> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "RVuqLBFNcfX2"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}