Coupons_Purchase_Prediction.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Coupons Purchase Prediction.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "## Coupon Purchase Prediction"
      ],
      "metadata": {
        "id": "tGK8Xw1ir13k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# import libraries\n",
        "import pandas as pd\n",
        "\n",
        "# read the user ID datas\n",
        "df = pd.read_csv('user_list.csv')\n",
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gqh-IIpOr8C1",
        "outputId": "0bae22fc-4f4d-4ec2-ef5a-322beb767258"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                  REG_DATE SEX_ID  AGE WITHDRAW_DATE PREF_NAME  \\\n",
            "0      2012-03-28 14:14:18      f   25           NaN       NaN   \n",
            "1      2011-05-18 00:41:48      f   34           NaN       東京都   \n",
            "2      2011-06-13 16:36:58      m   41           NaN       愛知県   \n",
            "3      2012-02-08 12:56:15      m   25           NaN       NaN   \n",
            "4      2011-05-22 23:43:56      m   62           NaN      神奈川県   \n",
            "...                    ...    ...  ...           ...       ...   \n",
            "22868  2011-12-12 15:42:56      f   24           NaN       NaN   \n",
            "22869  2011-08-10 00:49:55      m   41           NaN       京都府   \n",
            "22870  2012-04-05 12:24:23      f   35           NaN       NaN   \n",
            "22871  2011-02-20 10:34:22      f   59           NaN       NaN   \n",
            "22872  2011-02-24 15:43:18      f   38           NaN       埼玉県   \n",
            "\n",
            "                           USER_ID_hash  \n",
            "0      d9dca3cb44bab12ba313eaa681f663eb  \n",
            "1      560574a339f1b25e57b0221e486907ed  \n",
            "2      e66ae91b978b3229f8fd858c80615b73  \n",
            "3      43fc18f32eafb05713ec02935e2c2825  \n",
            "4      dc6df8aa860f8db0d710ce9d4839840f  \n",
            "...                                 ...  \n",
            "22868  2f0a2f36a9f63b6ba2fa3a7e53bef906  \n",
            "22869  6ae7811a9c7c58546d6a1567ab098c21  \n",
            "22870  a417308c6a79ae0d86976401ec2e3b04  \n",
            "22871  4937ec1c86e71d901c4ccc0357cff0b1  \n",
            "22872  280f0cedda5c4b171ee6245889659571  \n",
            "\n",
            "[22873 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We eliminate users whose prefecture is unknown"
      ],
      "metadata": {
        "id": "DXgHOKvp8AI9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "datas = df.dropna(subset=[\"PREF_NAME\"])\n",
        "\n",
        "print(datas)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b2oeSHhM8JEn",
        "outputId": "5d10e470-0ee5-4ab2-91f2-2dbaf368d99c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                  REG_DATE SEX_ID  AGE WITHDRAW_DATE PREF_NAME  \\\n",
            "1      2011-05-18 00:41:48      f   34           NaN       東京都   \n",
            "2      2011-06-13 16:36:58      m   41           NaN       愛知県   \n",
            "4      2011-05-22 23:43:56      m   62           NaN      神奈川県   \n",
            "5      2011-05-27 16:17:19      f   50           NaN       広島県   \n",
            "6      2011-08-24 23:30:24      m   44           NaN       埼玉県   \n",
            "...                    ...    ...  ...           ...       ...   \n",
            "22860  2010-11-16 11:45:48      f   29           NaN       宮城県   \n",
            "22861  2011-08-16 01:43:50      f   35           NaN       東京都   \n",
            "22864  2010-12-17 21:17:39      m   42           NaN       長崎県   \n",
            "22869  2011-08-10 00:49:55      m   41           NaN       京都府   \n",
            "22872  2011-02-24 15:43:18      f   38           NaN       埼玉県   \n",
            "\n",
            "                           USER_ID_hash  \n",
            "1      560574a339f1b25e57b0221e486907ed  \n",
            "2      e66ae91b978b3229f8fd858c80615b73  \n",
            "4      dc6df8aa860f8db0d710ce9d4839840f  \n",
            "5      f430e8302c1fd0915bce0c068ecb2f82  \n",
            "6      f3722c3232531440308e8017f28b8cdd  \n",
            "...                                 ...  \n",
            "22860  7b171a6481a8ddbde17f0de7086576fe  \n",
            "22861  ee243500b330d41a7a8ba49edc070b7e  \n",
            "22864  af39e9ffc80ac6fd7b31e0cc66f99ffb  \n",
            "22869  6ae7811a9c7c58546d6a1567ab098c21  \n",
            "22872  280f0cedda5c4b171ee6245889659571  \n",
            "\n",
            "[15617 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We eliminate the users who have unsubscribed"
      ],
      "metadata": {
        "id": "jlDz6UzS9B2p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "datas = datas[datas.isnull().any(1)]\n",
        "print(datas)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ud-y0t_C9KhU",
        "outputId": "bfc9947b-c2a6-41dd-c506-a925e9f3cba6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                  REG_DATE SEX_ID  AGE WITHDRAW_DATE PREF_NAME  \\\n",
            "1      2011-05-18 00:41:48      f   34           NaN       東京都   \n",
            "2      2011-06-13 16:36:58      m   41           NaN       愛知県   \n",
            "4      2011-05-22 23:43:56      m   62           NaN      神奈川県   \n",
            "5      2011-05-27 16:17:19      f   50           NaN       広島県   \n",
            "6      2011-08-24 23:30:24      m   44           NaN       埼玉県   \n",
            "...                    ...    ...  ...           ...       ...   \n",
            "22860  2010-11-16 11:45:48      f   29           NaN       宮城県   \n",
            "22861  2011-08-16 01:43:50      f   35           NaN       東京都   \n",
            "22864  2010-12-17 21:17:39      m   42           NaN       長崎県   \n",
            "22869  2011-08-10 00:49:55      m   41           NaN       京都府   \n",
            "22872  2011-02-24 15:43:18      f   38           NaN       埼玉県   \n",
            "\n",
            "                           USER_ID_hash  \n",
            "1      560574a339f1b25e57b0221e486907ed  \n",
            "2      e66ae91b978b3229f8fd858c80615b73  \n",
            "4      dc6df8aa860f8db0d710ce9d4839840f  \n",
            "5      f430e8302c1fd0915bce0c068ecb2f82  \n",
            "6      f3722c3232531440308e8017f28b8cdd  \n",
            "...                                 ...  \n",
            "22860  7b171a6481a8ddbde17f0de7086576fe  \n",
            "22861  ee243500b330d41a7a8ba49edc070b7e  \n",
            "22864  af39e9ffc80ac6fd7b31e0cc66f99ffb  \n",
            "22869  6ae7811a9c7c58546d6a1567ab098c21  \n",
            "22872  280f0cedda5c4b171ee6245889659571  \n",
            "\n",
            "[15245 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We reset the indices.These are the final data already filtered"
      ],
      "metadata": {
        "id": "jzbKAnzK-bkw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "datas.reset_index(drop=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "oLCpNxLK-jzc",
        "outputId": "986f3cdd-8db9-4684-b422-ad7eef0741c0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  REG_DATE SEX_ID  AGE WITHDRAW_DATE PREF_NAME  \\\n",
              "0      2011-05-18 00:41:48      f   34           NaN       東京都   \n",
              "1      2011-06-13 16:36:58      m   41           NaN       愛知県   \n",
              "2      2011-05-22 23:43:56      m   62           NaN      神奈川県   \n",
              "3      2011-05-27 16:17:19      f   50           NaN       広島県   \n",
              "4      2011-08-24 23:30:24      m   44           NaN       埼玉県   \n",
              "...                    ...    ...  ...           ...       ...   \n",
              "15240  2010-11-16 11:45:48      f   29           NaN       宮城県   \n",
              "15241  2011-08-16 01:43:50      f   35           NaN       東京都   \n",
              "15242  2010-12-17 21:17:39      m   42           NaN       長崎県   \n",
              "15243  2011-08-10 00:49:55      m   41           NaN       京都府   \n",
              "15244  2011-02-24 15:43:18      f   38           NaN       埼玉県   \n",
              "\n",
              "                           USER_ID_hash  \n",
              "0      560574a339f1b25e57b0221e486907ed  \n",
              "1      e66ae91b978b3229f8fd858c80615b73  \n",
              "2      dc6df8aa860f8db0d710ce9d4839840f  \n",
              "3      f430e8302c1fd0915bce0c068ecb2f82  \n",
              "4      f3722c3232531440308e8017f28b8cdd  \n",
              "...                                 ...  \n",
              "15240  7b171a6481a8ddbde17f0de7086576fe  \n",
              "15241  ee243500b330d41a7a8ba49edc070b7e  \n",
              "15242  af39e9ffc80ac6fd7b31e0cc66f99ffb  \n",
              "15243  6ae7811a9c7c58546d6a1567ab098c21  \n",
              "15244  280f0cedda5c4b171ee6245889659571  \n",
              "\n",
              "[15245 rows x 6 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f5bafee2-e1cc-404e-8fd9-611d10ce3cc5\">\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>REG_DATE</th>\n",
              "      <th>SEX_ID</th>\n",
              "      <th>AGE</th>\n",
              "      <th>WITHDRAW_DATE</th>\n",
              "      <th>PREF_NAME</th>\n",
              "      <th>USER_ID_hash</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011-05-18 00:41:48</td>\n",
              "      <td>f</td>\n",
              "      <td>34</td>\n",
              "      <td>NaN</td>\n",
              "      <td>東京都</td>\n",
              "      <td>560574a339f1b25e57b0221e486907ed</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2011-06-13 16:36:58</td>\n",
              "      <td>m</td>\n",
              "      <td>41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>愛知県</td>\n",
              "      <td>e66ae91b978b3229f8fd858c80615b73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2011-05-22 23:43:56</td>\n",
              "      <td>m</td>\n",
              "      <td>62</td>\n",
              "      <td>NaN</td>\n",
              "      <td>神奈川県</td>\n",
              "      <td>dc6df8aa860f8db0d710ce9d4839840f</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2011-05-27 16:17:19</td>\n",
              "      <td>f</td>\n",
              "      <td>50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>広島県</td>\n",
              "      <td>f430e8302c1fd0915bce0c068ecb2f82</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2011-08-24 23:30:24</td>\n",
              "      <td>m</td>\n",
              "      <td>44</td>\n",
              "      <td>NaN</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>f3722c3232531440308e8017f28b8cdd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15240</th>\n",
              "      <td>2010-11-16 11:45:48</td>\n",
              "      <td>f</td>\n",
              "      <td>29</td>\n",
              "      <td>NaN</td>\n",
              "      <td>宮城県</td>\n",
              "      <td>7b171a6481a8ddbde17f0de7086576fe</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15241</th>\n",
              "      <td>2011-08-16 01:43:50</td>\n",
              "      <td>f</td>\n",
              "      <td>35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>東京都</td>\n",
              "      <td>ee243500b330d41a7a8ba49edc070b7e</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15242</th>\n",
              "      <td>2010-12-17 21:17:39</td>\n",
              "      <td>m</td>\n",
              "      <td>42</td>\n",
              "      <td>NaN</td>\n",
              "      <td>長崎県</td>\n",
              "      <td>af39e9ffc80ac6fd7b31e0cc66f99ffb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15243</th>\n",
              "      <td>2011-08-10 00:49:55</td>\n",
              "      <td>m</td>\n",
              "      <td>41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>京都府</td>\n",
              "      <td>6ae7811a9c7c58546d6a1567ab098c21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15244</th>\n",
              "      <td>2011-02-24 15:43:18</td>\n",
              "      <td>f</td>\n",
              "      <td>38</td>\n",
              "      <td>NaN</td>\n",
              "      <td>埼玉県</td>\n",
              "      <td>280f0cedda5c4b171ee6245889659571</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>15245 rows × 6 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f5bafee2-e1cc-404e-8fd9-611d10ce3cc5')\"\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-f5bafee2-e1cc-404e-8fd9-611d10ce3cc5 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-f5bafee2-e1cc-404e-8fd9-611d10ce3cc5');\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": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We save the filtered data"
      ],
      "metadata": {
        "id": "UVZY_g3L_sw4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Features: AGE,SEX,PREFECTURE**\n",
        "\n",
        "**TARGET: Type of Coupon bought**\n",
        "\n",
        "Now We will create unit vectors of size equal to the number of coupons available(one for each coupon)\n",
        "\n",
        "We load the file with existing coupons(coupons_list_train.csv)"
      ],
      "metadata": {
        "id": "I-id8u9oBc0g"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "import csv\n",
        "\n",
        "uploaded = files.upload()\n",
        "for fn in uploaded.keys():\n",
        "  print('User uploaded file \"{name}\" with length {length} bytes'.format(name=fn,length=len(uploaded[fn])))"
      ],
      "metadata": {
        "id": "3PohlGkFCRui"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We verify the uploaded file"
      ],
      "metadata": {
        "id": "QjmU2fdyDM0R"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv('coupon_list_train.csv')\n",
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A8O6LYa3DUdS",
        "outputId": "a6b9760c-2824-4818-890d-18c6fb5b2fd3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      CAPSULE_TEXT GENRE_NAME  PRICE_RATE  CATALOG_PRICE  DISCOUNT_PRICE  \\\n",
            "0              グルメ        グルメ          50           3000            1500   \n",
            "1              グルメ        グルメ          51           2080            1000   \n",
            "2              グルメ        グルメ          50           7000            3500   \n",
            "3              グルメ        グルメ          50           3000            1500   \n",
            "4              グルメ        グルメ          50           2000            1000   \n",
            "...            ...        ...         ...            ...             ...   \n",
            "19408       ネイル・アイ     ネイル・アイ          65          10000            3500   \n",
            "19409          グルメ        グルメ          50           5980            2990   \n",
            "19410          グルメ        グルメ          50           6300            3150   \n",
            "19411          グルメ        グルメ          50           2400            1200   \n",
            "19412          グルメ        グルメ          60           6000            2400   \n",
            "\n",
            "                  DISPFROM              DISPEND  DISPPERIOD   VALIDFROM  \\\n",
            "0      2011-07-08 12:00:00  2011-07-09 12:00:00           1  2011-07-10   \n",
            "1      2011-07-01 12:00:00  2011-07-02 12:00:00           1  2011-07-03   \n",
            "2      2011-07-12 12:00:00  2011-07-15 12:00:00           3  2011-07-16   \n",
            "3      2011-07-09 12:00:00  2011-07-11 12:00:00           2  2011-07-12   \n",
            "4      2011-07-05 12:00:00  2011-07-06 12:00:00           1  2011-07-07   \n",
            "...                    ...                  ...         ...         ...   \n",
            "19408  2011-07-14 12:00:00  2011-07-17 12:00:00           3  2011-07-18   \n",
            "19409  2011-09-30 12:00:00  2011-10-03 12:00:00           3  2011-10-04   \n",
            "19410  2011-09-03 12:00:00  2011-09-05 12:00:00           2  2011-09-06   \n",
            "19411  2011-07-15 12:00:00  2011-07-17 12:00:00           2  2011-07-18   \n",
            "19412  2011-07-23 12:00:00  2011-07-26 12:00:00           3  2011-07-27   \n",
            "\n",
            "         VALIDEND  ...  USABLE_DATE_THU  USABLE_DATE_FRI  USABLE_DATE_SAT  \\\n",
            "0      2011-12-08  ...              1.0              0.0              0.0   \n",
            "1      2011-12-04  ...              1.0              1.0              1.0   \n",
            "2      2012-01-11  ...              1.0              1.0              1.0   \n",
            "3      2011-12-01  ...              1.0              0.0              0.0   \n",
            "4      2011-12-30  ...              1.0              0.0              0.0   \n",
            "...           ...  ...              ...              ...              ...   \n",
            "19408  2011-12-30  ...              1.0              1.0              1.0   \n",
            "19409  2012-02-29  ...              1.0              1.0              1.0   \n",
            "19410  2011-11-30  ...              1.0              2.0              2.0   \n",
            "19411  2011-10-31  ...              1.0              1.0              1.0   \n",
            "19412  2011-11-30  ...              1.0              0.0              0.0   \n",
            "\n",
            "       USABLE_DATE_SUN  USABLE_DATE_HOLIDAY  USABLE_DATE_BEFORE_HOLIDAY  \\\n",
            "0                  1.0                  1.0                         0.0   \n",
            "1                  1.0                  1.0                         1.0   \n",
            "2                  1.0                  1.0                         1.0   \n",
            "3                  1.0                  1.0                         1.0   \n",
            "4                  1.0                  1.0                         0.0   \n",
            "...                ...                  ...                         ...   \n",
            "19408              1.0                  1.0                         1.0   \n",
            "19409              1.0                  1.0                         1.0   \n",
            "19410              1.0                  1.0                         2.0   \n",
            "19411              1.0                  1.0                         1.0   \n",
            "19412              1.0                  1.0                         0.0   \n",
            "\n",
            "       large_area_name  ken_name  small_area_name  \\\n",
            "0                   関東       埼玉県               埼玉   \n",
            "1                   関東       千葉県               千葉   \n",
            "2                   関東       千葉県               千葉   \n",
            "3                   関東       千葉県               千葉   \n",
            "4                   関東       千葉県               千葉   \n",
            "...                ...       ...              ...   \n",
            "19408              北信越       新潟県               新潟   \n",
            "19409               関東       東京都   新宿・高田馬場・中野・吉祥寺   \n",
            "19410               関東       東京都       渋谷・青山・自由が丘   \n",
            "19411               関東       東京都      銀座・新橋・東京・上野   \n",
            "19412               関東       東京都   新宿・高田馬場・中野・吉祥寺   \n",
            "\n",
            "                         COUPON_ID_hash  \n",
            "0      6b263844241eea98c5a97f1335ea82af  \n",
            "1      cc031f250e8bad1e24060263b9fc0ddd  \n",
            "2      ba5e9b7453ca52ff711635a5d2e8102d  \n",
            "3      3e1ffbedca3569f9e8032d401e8cb4e6  \n",
            "4      782934b6c815b4030ea204eef7d4a734  \n",
            "...                                 ...  \n",
            "19408  fe334f1a5e0dc54eca76b9dd9559661b  \n",
            "19409  8dc11b257cb1c5b98e7b7c66d9b2b779  \n",
            "19410  b15e2d7619c3fd9c6be567c971bdf4f4  \n",
            "19411  e1141a4b2798450f36e40090659c0b07  \n",
            "19412  79303de03e3af7105cded55960d62ac3  \n",
            "\n",
            "[19413 rows x 24 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We create a dictionary to be able to access the vector corresponding to each coupon."
      ],
      "metadata": {
        "id": "Ueb9e_qGDwtj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "sizes = df[\"COUPON_ID_hash\"].size # dimension of the vectores to create\n",
        "vectores = np.identity(sizes) # create all the nessesary unit vectores\n",
        "coupon_dictionary = {} # initialize the dictionary\n",
        "\n",
        "for i in range(sizes):\n",
        "  coupon_dictionary[df.loc[i, \"COUPON_ID_hash\"]]=vectores[i] # the key is id of the coupon and the element is the vector corresponding to that coupon"
      ],
      "metadata": {
        "id": "nbB4Q0oTEQLx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We check the dictionary"
      ],
      "metadata": {
        "id": "NQ7mZxwpG2jO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "coupon_dictionary"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V7UXlrWkHBpZ",
        "outputId": "fec54670-ff93-4a31-9fc2-acf42a636337"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'6b263844241eea98c5a97f1335ea82af': array([1., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cc031f250e8bad1e24060263b9fc0ddd': array([0., 1., 0., ..., 0., 0., 0.]),\n",
              " 'ba5e9b7453ca52ff711635a5d2e8102d': array([0., 0., 1., ..., 0., 0., 0.]),\n",
              " '3e1ffbedca3569f9e8032d401e8cb4e6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '782934b6c815b4030ea204eef7d4a734': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '439db4336f84d4e4a13290fc0d7e6c4e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c9144a97ed61cb778414b758c704d828': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2b00d8dfc1a9fcf58e5014cbfd4a1e48': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '74e3a12659d38ef20378f156cfeaf204': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8a0ab8c5dd5014df8b4860233238ed44': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5544cd0309f920f50f7e0d7e7d6fa69f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6eda8088f6394d430f1a1e0abf619f6a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '305d6620db89f174eae5071749397446': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '784d04cd55f5eaf24b5b2a361dca722d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e0a410ff611abefbfb57ca262dcdf42e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b286f6fb50a4f849e4382c9752405d7a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8d7006385aa6e12ffbc519c053a9ab19': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4674ac722f4a15cec7ee28cf9225d808': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '11793f5763195a4532087cb1e771c356': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '634b06c096f032220506d3e0c9557fe8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c6df1aa327fe4842d9ec3ae5d73c824b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '30bcacc6cb48ffd08a8c495bff6534c8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5b62c9549a9b98b4ee5adc4fa109e924': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '324766d5ca086bca2547f5b8e3fda62d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'abcdb6b43d804d8f244b06b64e9b7fe9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1ca656344cde03130fd248dde02d4138': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e770cf1bc1d3e3f4cc90afba9b26e7a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '00dab4a65b2456116826ad78a77f11b9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4b7ebb0c4b4fa6a824857286fa47c0fd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8776f1804930eaf921a8b534edfdacd6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9db8e01d6244e2c0a552fdfeb2a57b33': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '17376b6660024ef8e84893cd7d7ed7fa': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '919ae6b6af81a6b251a6d976ce5fe647': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '71167a529964c9a2110ab9fb3fef4839': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b066c498ae5363648fa36ddf0553aeaa': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4028578e1dba4c53e428ca93093e50d6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '60aa08a55889b0cee783dc6063095159': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '76ef48ce34b74132785f1313321ef831': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd726b5940cfbe860822624080ddb32b3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b9c4b3a5219982dbe51b0341945500ce': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '98a03d63ea1f96ec2890f0707c63ae6c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b00b28a7d719163bd802107a0166ad9d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4b47c0735ce9e3d9150b3ee63331cfdb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eb0ce0c46f4e18048b4aa63d07759e98': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '43c0b20de767a0d3009cb5c6d00410f7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '68743bf5b4897f30e6817a50400c1d14': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7e689bdee6322e9eb43926df80cfde00': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e63e07ce73d2da81cc3a79aca90fc5e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bb6c3480a85c72721e3288a1bed44cb5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6938f9edefa8c3632dc96b1c11e7779a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a3f7b2f00eb95d7264c10ec43d60ec41': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a03777210de5b5dd07d390c2142199c9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a2033751b75aaca64c8dd0654a01683e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a21f8b6501cca00dd1fce19b30e109fd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '51282083dc8c6a470fb69dff63c20dda': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '186400cc323b50569a0bf7918fe33b88': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '57133b3fafd12c69e8958fe82dbbd5a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2e9f45a31fae751a1162ba83a8074a95': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6026308cd75c28da199e68e2f75b3c70': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c6efaa51985f5589ca5417a3faf25acc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ec6e3e31f858e04b7cbf3f322bdf057d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b0fae8092d5e8c5aeef142b8ae601746': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '94cc01201e1155f41bd20546f8173608': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aef7fe0d17ab317a04220163395c1f37': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '067ffe97895f1d0c1a6a0248f50c0f64': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0758ea14a79072003f71cb3bb0aadbe9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e38d843c1c128cebeb877ec584429e26': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '79e1b23441263f7541fd42c3af900780': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3a3d0578e855845b3c97b2466764889a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0602f115aa3220db7cc16930f5f1326c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '281879ab68cbc08fc60fd1aa9f25b898': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '07401c04a7d444eec3f8b6cfaa9347de': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26323d52231519d34290d2dd0ce9ae43': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '18ce2c7fa0c2b5102328e553008ecb9f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f31a5da396b904b4a2f6ecdf8e49389f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '18d8f4217a5ce67a143498507f4ea51d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '39a58c943591d2357afd469af8a78f35': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c8b5dd98024d6e0b8ea9ad4e7795b11': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7ef697780abc0d945e065e4ace3c5f1e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3dd73fa794f949e04a41b52667d442f9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e9a5bfbb1be45a2e610a41c26107fe3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '471cd5153363e987d1bbd9224e4996ed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f780fd788e8fbf4a39371e4692ec6ab1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c96a9bb4030efb8608332f13fe4816d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '156219b6e410fc1f2d8716dbd39595ba': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ae40fa4ca8994fda1431808f0693a8d3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9b66d0d2fa08dd7060419de054fcbc78': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '98d43e79d7bb5110dfe74edd1c48d805': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '15e8005b9bd30bc1f6040af6c7a1d371': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a10a83f8eadb135651e67e5b031f88f7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd69c40f169661de6606decb73cda901b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4be0697680e641b21325628960f9ad05': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0648c05caa26c2533fc695f9d7d5f672': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'adee5aea271ef72c80676930eb1c1682': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5facc2c8bcb02e93e59c81685d8ea81c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cb17f735845cb17cd01effca6d1e07e3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '880b560a234e859da163a2a83fa54de8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a375bc710054b381943282de13a62e59': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1ede1e9d563ca676c356af05911686fc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fcb32d42693c171f7a86e047ecee4b97': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9903f38381b33bc3a461312e61005b11': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5f4a2c8696986475b743481c9203766b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3d509331dd874d26ccb758a771ba3a1f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '53df780a9258394110049aa054d60001': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '11a522c527109ccf10c2a84ffbf3c2b3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e74099a44cb15ae4dd7c4c5c5aef1223': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c12dde386538c008af00711911d16d4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3e3d417daf18e95fa0ead77c4b5948b5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '61ad0253ea426a710219be23b3dc4ac6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8dcb8c6c54adac6f5c69bf760c89e8e1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '89acdbc66e45a891cbf3d3f133d8932d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f0971b945327b15e06a7e410d3aa4ea4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9b7ac4eedea49f4181a53821f93a943f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f420e440ee0b171228ca5710bc0a0f94': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a625f3449829034252f0c4cbeaf5b9c8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ce2acccbac05d1c340aca9b21066c41d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '68f66ceefbae61c7dcc39f0da097406d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f83011f421a8b67b866708d80ed6c1a7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '28ff19bd4a7de91e7eeb8799d99eb212': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd17e022809dd493e1670b9207a0636bb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b25da375473c87beb7208103652c7a52': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '55d73389cb611ac48d6c878258ab73a5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9c8e0525a1bf990ddf6685035379295e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '643d99659c36e29581e0828c9cb0a614': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '67786c1305aa027e3cba15b44f5a55f5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ab6bc9d0e76b9460371a465dbbaee89a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cc6c60b4ead1850e408d776cf4c88268': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '974ce9b3dbb01491ffc0af71dea33a8f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7d1647a5072eabb0d27d5a11160baccf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '659878d133ce82caefd7b65865562a79': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '30ad8f92e6941b9a50e1073f0750f9cd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a2c6358b02be3f25c67308b90ad2f0c6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '514ff6ca3297e1722a723477daba2e5f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f97889c3f4d5905e7cb6a819516a3c81': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '24e89538f4559eb58ad117c27cf0d4a0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0687feb57178bd3b5a96bbbc7a72d7ac': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3c8bf3236cfad59dbca3465e91108e83': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '793ab7e8d00848ce9461e80c1dfcc0b1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '871688516ba0450871a58cf219dffef9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '65bdf4553e9bec541b39f6a9d933f673': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '60c5dc20a6099552ec57aaf613fad5b0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '69100159da117b14ee4891cf74ca78df': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3593e02246b3bbe6b87a241af45c2dc1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0ef236f6fa6343763c4a06fde508dad5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '75b49ae5f9071374d591ea9d353c8c9f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd0c4047c061e6be1b06c2573747ed848': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3c88b44e7a430ef94e90a8bf1a449727': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '98d36119975c4fe8f54b5c6ab3afa713': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '740c3ed37670278eb07044fbb58c3d83': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eeefa693ccd89f24ac1b7b7f1a9a10a1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0cc12db3d7f20f9248d90ea2c0e2fbbc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd2ea30b20d92692c39928dbe009a4b97': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2f09d39d0dd16067a07bf4a69f5127c2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a3fc02618d3eddc31acb7e24b96b0364': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3369a3a2544c627186cde98a9cbc370d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '86acd2d286ee912c7f889c00cf6e9881': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8c4f8608df562bb7de91173d7e63f14d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '056e0ea07a43deee14b50e32e98e8b31': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '170c639508d370131ba03c63ee27eecf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b4aa9a1b61af3d55a9fc8eef16dc5331': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '41163996ed4aff0ddea617a241053126': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd5350520edfa61c46ee7a5f8b194b903': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '05585c4742bc327efc34df8a685fb7d4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '66bb6a9da334e6e567ba1df32cdacb5a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b6fd2e3abe632472edb78d462d8fa9bd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ded6d6dc5982bc229d77f6d1b5ad8263': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b7fb73b1b756513e3157c7e64d3566bd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b1b453bf05c2cdeada65faee4aef69ab': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '32a9363e366c66d585ca132c078c2b98': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '30c44d87c9c6d1639d9bc238daf6154f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bf7e342eb3a9266ea57665b5b2b7f6fa': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a5f646fa3d875e7e4b0af666ac7090c1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '06e1a119956d85a2609e759f04d62bcb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ea6341b9d8c118721093a51cd32ab174': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0351f1e282bf17014832c9d984360c15': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2595859cb30edd353dff44e4cbc812ef': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a0c9a8a3d0142955cdf3af9731e4d87a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f4af9d011bcdcb1578910c0b5beeca25': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7781994e8feaa49c2eaf338df22c28be': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd2f902c5482df9bcee095929fca87c86': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd1c635b337482e22fc613a8a3fa834d5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd8560431f72ede7d0054962757ed8ed3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '11a3079f8aaa46cbbd25043bb690b788': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dc4b1488e3ab56fb24637720c6b8411b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8e3aef753b9fe5a9bc35d2cd473032cc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '86b8def563b360482d17241f7e76d28f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '67e09a9c298393895cad67aa263d3b20': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd4b9b1c5f29a079037da52b755d5dd2c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5cb56492a20a5ce23211069f11b4e959': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8f2916f2b131671b345906173d289d2f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '689309a17375b3ab27a98c176a0d3b19': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e4a3284cf660355f96798ab81a5af522': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7bdd6d5b524893a5b13d259f66872d8e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4d65cdc970abcb71f2b3c75419cc53f1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '47d73962864ee0c7cb12f8b2aec959e9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aceb14f9f57f88b592bf76bf5be867bd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4e79d8ff6222cc8b646887033e0ca4a9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '562d3be1c5ae09bdef30dd771773777b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3f7ff103ffc1619df81c71126aa7fbd3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bf79f8bacf39fa698b272bdc81337e22': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c4162e07273f8c1aaa4f075a23c0d1c3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bd9326779eea6c3ba29b343c8d2b62b5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fd20c13988063153466d7f5e233502ba': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '098aa5b929ffd8288586bcde3cc2188b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c62fa4170447a9e41c4435eeac46807': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e7d43dfcaafdd15fc29741fb8690b4a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0566649cdbf76bab0af75000770b438c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f83c604ebddc7490b0bb481073f165c2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f4b8c261bf98436f067e9d0f90172d25': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac892383f8eb4c19c0d56cb11b80709c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7646e02b3fc9795f0e1d7fd084108bb8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '18dc308033b288b6e4067fb1ec294adc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '84463fef63252f42f5513d600847e6c5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9d8883c8a8c1ccd3b17b26b1cfb508bf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a56248b747ae330102d36692346e85d5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '64eda3b1d7393e615914c86e73fbef52': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd0ab6c4da8395c2d138d4e444f6e8fc1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a94cbc58bec0b455a3dad240bf33b520': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bae4211b07bad9718844affc1beffd6a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a5761d2d5a93527ef7722550628f6acd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '04e077c27e6fb46b76875d8b656b6ccc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'da862c5fed59d07af5babb3612a4f70d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fe25a5cfdc02c99d415fac38b4b71f1f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b54d80fe51fa8042e5c95999daaf23f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5f2dc9b63281f6e43099d37b12efbf27': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ee316f581c224ec08e6fd3173f4ee769': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8c137627d6ad11411b6ecf1460715125': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '90ac81703ba7057b6bb988829c3a8d95': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b59613120d39ff2aa70ee9d5893f6be0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '372b59e88bdb12f46153873e82919c29': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ba03349743cb64fea574b745e3dbac11': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5e606e1998df3bc3c146a02b3a15b525': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e448ca71baf57bb0a266e602fdb8cd74': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '46507d70ea694182951e40f8593f6de0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '48ac6ac8dd2d360e58a38bfc0faf62d9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e391c6a36b1b7b93bd7ebdd03d6d050': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f31f79ba0fd00787a385c40f0f41d1d7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6ab43c09b5319461930165820801bc5e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '72186fbc7a6503991d0a9fe77fe4ae16': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '911629d4173772993395129e035e9d10': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '52737a41d98ad1d540e8fc2e84f671a5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5d4f5b60d736b84ec80db179c8b4655c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '008477ca760a7bed7ab51f5893b209c3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a7bf04c6433c08d6559a4136087e4de3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ad7bfc97c60be4b716338eec7608094c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26ebaf9acd229a52c975239158e0ab71': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd57a2e6d6c6c4c84215bd272784402a8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '877cfd43db81e05c45b1165eee2d80e3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a60dd24cb50712450defea6cbce52284': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '73ac8b741b7e770fef62123ce78efa24': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '20a0e05144120fd6f32a306dfc6cac6a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '39350c8992ef95c7b160e2cb7b5ff2eb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b9f4ce5651f7042ed1e503495651e993': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1e0131fbe4328bfc7d5fdeb78dbc8ef6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1d7414db6163bc8186f2268301b3917c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eacb2c07b546a436c8e10eb96f4d2678': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e8a5f94df820b1df5dbcfb00f5342217': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '24467957fecb5ab81ba0a6674250d65e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'acf8ec184d0609df5c8982e0667f9ca5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1f966d00477c48b3615fbc53e91fa5a9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '071aa50305503785157a12915271a980': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8fea8c572ce65b1a238cb9b4fddbf0a7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2640e5aaa3508974f023974caaf4d3f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '41166f1921606db37292a8a1eb32b19c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6662785a5c767aca2fbd8c1ab0b7d356': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2438cf398f5fad0f2b65221e43cf97b7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a8a3bb1a130abe78647ed7e8bd799c65': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bf48f7709fa663b39588e72d939e19fc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aef812b962e6bee9b53bcbdb164e5322': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '90f93f1446131886ee8658b8917e8688': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4592682e96cfc074e5bd01f315eabd87': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4101e4b47860a28724b4c44b5a29c2a5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '42336e920a292ee2fa6e899a59fdf6d9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a70311ab144da4fe135fb04783680a7c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1f9dbdadae08e4119e739eee53e6dc7d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '38061d35363288ade697f51bb8e34b1b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bf0a613799372ccdc7dbaaf60904bdae': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '47e8e29db67cd728c6138ab96240ff87': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3473db88d34aed3075f37bafa5805b31': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6d3632f0317672cc1e4a53bffca8debf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1917b1952c485ce9bd85b93b96ffb274': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3ee3ef78d91f740c135d92ed00ac56a0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '631f9d1c15a4cdfbad42df103ad0cb99': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7ee10d4154ed10d97ced9ac4155149c6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '735f691e5b30be2219d8a56baf32aa38': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '17dd4675f9584893345194b86e6a8af8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4fbe063da841a66edab97e0911ab9157': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cf6d1a002387cdaa3cd3f96a7fd0dcc1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eef088c4271680bbc8e572c529c20d2d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5cd5a3be601db0f54744ced6b509d9f9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c60a6bfa14a384a366e30f274eff1a13': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c71ed499a78b2e65cbf0b6de6f45454': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5f5fa2834df79d8d252baf41eaed673d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f7faead5774499a1e798c4d012be8255': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '97a92c1338fe9ceb485c34780bdf18d2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4ec68e1e21bf4fce63ca63bb43bad27c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '88ac6bb9d905935a8aa0938a77871e45': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '40742a304f9d89ed864c7d67eabd3625': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c7bc27dc1def523a4559864329a081e9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5c8e54e30c695a75b75ff40f938a8550': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'efb86bfb10fe6948f191b7fbe9e80ca9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e29f05841e79ba63e326fb664814b16a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a2c1d3b68bb465300971a1595baad1d5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5cd4ea78c2dc879d43a1d8031adc89a2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c193b6e7be5872d41172c9e5d7860e4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '70a7bab83b905f371a89606e8d07a339': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b84dae7a4cc4ec982cab3c863ac038bb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1c66591eca41a36e935b371a15478d4d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0f3d80fdfb01d289a6090a08c8b9194e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e790bbb85b78442309c08cc13727dbff': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a1b2a1376c8399222f81d51706a5c4f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3d02edd8fcf12094ce5a132f92b3b731': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1b22bacfeecf7d9930638c87e400bee9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '511b9696dc605c99eae5002d878292b4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2aecf31a6f3ec6212a223debc8876274': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd702fd9b6ae8771f070558d3eb9ff707': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '22995ae9071afa7e1dd40e28ffad3790': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '498f2617ae635e8531494516f2832b43': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '22e5784ba77cd6b45807d485edf2b15f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '069de97c493a9706375a9820b020fb4c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '332adf06e68630e6be7072d34cf386f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0e929cf9a4af02e31734073e9f742f9d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0e12e5f0d2282ffe65f15b8f980baa68': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '381f4a368a57a2eba3183c4e8745f204': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1839caf45d3d535991f19586726695d3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6832c8475691eb10f3d6a903b3847f70': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '607b363b0b3b45a4b18eeff6437ab48f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f64bb6a708c4dffe8cd837964169fc99': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '424c184250389ba45cf8b24ed0e0f36d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a881790a1b775d49e8ee84dc327cb91a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8175126d46abdd42f539db215c07cecd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2f9d4e584761166803d5550d12b6c055': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5425cfad4991eb5d4c65de6a29c9761e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f0b111c7d2c01501b327b4fbb3432323': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2aaa4d6d84bdc4720ed57ce509936df0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1358004d254d1846116598595a193c40': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f67a3e217f18e104d13b762a62e0eefd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ff78d1b26a61234c6130ce3825a46695': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5a0533adee7367bfe729dfd5e69baa9f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e4b8d33629383460935b0e141c504690': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'edfb7fea4483f1c9806312bfbb5df587': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '110e5375bddeee517ec909e62e1e981d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8943e8e82bd9aa80e627cc470e22b796': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '354a9528ffcdcaf356263c8f693bbae2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c4c271da61a0d9d4bb13a5fd02a526fb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd59754673c36672b9378db1a263c41fc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '247de01d749a63d72bf4f18cdf872d6c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '93f97509415ef76f9ace5fd65d9209b1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '82eed9d064d7e5f861e0d2211df0357f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fafaf15e2ded1aa0b538d9c719369205': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7d95d483ef9157dbe339885f1ae62ea1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd58dde3bff934863088b2731cc8161c5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8081e13eab00e296512ae68deb0a9b09': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0265f1397484742ff5afeb4ba9650a6f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '67ead9e62fdd1badeee96f56892eab28': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '315d292e4823042fdc980f06f17c9d73': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7eec23a114c488ecfe5666f781ec3bde': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ed089155b2f8b2f9f4bfa71da7a0ba5a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'be59261232a58bd81fb9f85d22bcc932': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f14b3897a07f89dc3ec14a98a2cd27fc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd8c9f76a1672fed5bea9314a18d0e1c1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9857315eea93cd9aaa2926d63f83fc6e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a92ecacb71cb5a7a044c8017e7eb1a99': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '55d3d0f2ed8ae34bd5d73afb12051023': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a4acce39d0997a2d5d6b6faf76a7ada9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '377fa420fab7c62f613c1f54adbb5960': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aaab9f4c12e5e0b149eb788de4e390f3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '82ef4160031f107359866b070b3709ed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1d1ca1cbce9874523f77280034e1cb87': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd8b64519d87b8f72aea668da410ff2f6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ebfe5274cfa214e6d1c194b9db8207f8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c2f47eb77d6a33259058e6e665802538': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '47e09309cabcc002680e6d787409f89e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '547ef922143e4355f475c963de3fd27c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '332843701d3016cf1b61b45ebe64def9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '19557579682fed6bd0c9613a3d7b0ed4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cbe372470f8cef0a926b2e9bc405893b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4f255357201424308f8759ad1a467dd7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1a10f2b475fda0774b0ce73c240e565a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '67d4ed14247a95db200a0e5f4b2375c4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5dd8740d4e55b1096f0f78b80a2c66ab': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1963f7755c678be0adbae88f75d0aff9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '45fcafb2458b33741a6dc6b53f9648ec': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '71baf1e42572c0ccd378e487486d9cbb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0a94c06fe554c698d54c659e0b2b7cca': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0ac0d7412f613a13df37e43c85a75764': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '04da51af9b17c900b9c3bba752563e57': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '934f889ffb85eb766e6ebba6820bffc1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9a838c625a7af27342a12c81d50ad611': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26557d2341448df9e330b5108eacfbb1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '012620181c5680d3cf13d9f6b6eead81': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4ed73bc58e3e54d42b114d8a42848db5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '54054d404309d69372db7ac7d8df4125': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '76c95aaaa64f8f59b5b8ea14973291eb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b3087bb1ed5c1d11fd69d4c4ffb2d186': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e377619f6526c05d75aa9d5ab81f1c37': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '61bb3b7b99aa829671f9daba54487cc6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '849a30bd1780b8fa551b645364eab1bd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c450443daaf0913b552781787e603eb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b533dac01a4b4449a27f7c8f39f89000': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6578b639bd819d53e2f01137232f8153': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2a13b3734bd9408a4997e205fa10ea62': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '95de9cc6c8a9fa74ac4797c9f6ba37eb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '20b6454ec90de534d3bac89df1bb8c23': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3459b6077c57b54228f052de0e18a71a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4d8971ecc11872c4eb33735b310a5bf3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5409fec7baaca0ea975700f580e3ba4c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a3240139346847e8e824df49a1c263ca': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8808badffb55a2b1f84719013ff248ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4e28f81c8f916b5bbbbd8cc8b93e6888': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0ab5cdfa734fdcd45e6d39e868dedce3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8b1b5047584415d796215302a5a479e2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7455143f9b0abe638e4269f3005745d3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '397341b8c498dd3439969af809fb12ce': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3f8906815eecafb9f979c8d047b6efe4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a9e1dd4c77b0c5b568cc747f00b1c2ff': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e4065b5c357b511d086f8800ed408c76': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4840f75f2c57d0474eb59bf7c350d768': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1f0ccd2c45681410f10c2e70a79edfa7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a1639080f55a3d6eade4dc0cdb33c803': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26d6b6e703939292610741081064e53e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2d408f3631613b9e24def5110c805163': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bfb753ce08b0a1a5b85cdd66dc64c32f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e515a153d6336d46a97eadb7f447a5c1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac46ba2c68743fb842c80ae3b24e331d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '771d524bcadc44b42b87fadcfc51c728': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fec3067710dd7100d7e8075678cdc089': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e6c829cb0764d57e4aa060967e83daca': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bd18a491c05c777d92ca447baeac2eb0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4c656cd62f0120ef4bb5db0598c1c5fe': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ca8a88b4cf403801403c6f33c5a2f1d5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e7405e7960ca1a09c4d25a371a2b0d5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f86ad5eef7769328e6f158644705f4e9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '446722739e9434f39513dd4145a251b0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '79307259d0beae90f84497e810158e1b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '959c63b16b968e4a015f394481338367': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3b3b8bb0a4fd32ba7b0d219e4cb49b32': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '74bfa032a5909724f10d1b84faaff960': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9b1845d8a0d41a51766ce3cd8660bb0d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6558b67c9cee42de7480ec0cd12e1d51': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e75fbf20f49299ac73aba60585b3460a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dace1b3bcbf98467ff2bd7eee89230ff': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ee1ce5371e2fde27bcddc89efbdafe8c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ded14d4a78a4288ea2441256ba0e2e72': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a03098561862374490f58a05f39ca256': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '05e09b0a597513f96ce1065dd96b02ed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'df879c7fada1238fe3b77ca92fbf81c6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '022d7a619b8264f550f5960adaa038a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '27b31254a8b49d9288153aea1ab7aaf6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '34f90c9646cff21cb6784c42f3b1e2ce': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dc25ebf12d7c2a842c07eb8673d332dd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1264e574ea807ab28a0040fa87aed66f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ecff373ba3911f10fdb812ff81a22170': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6db5488383a27f57f3c0bca28ca8f1fd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ecce20b3f93975436bc3c1825e504cf6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3b0ad67a69e1e92399842decb3ef7ec3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dd33870d65ebe6017bbc92e5ca288f31': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd54828317d5c1a1cd2a3f8dffb175f3d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '97b9fdb93a5a8db8f403927b83f8e31d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e9c9b49c05d376c1d8cb8fc39d474523': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a03af56606c57c5b53589b646a7befda': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8ff88c620903af77925d44f355879f5f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e4df70a2dd26239eb649827776259147': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c7355b95be8695d15df623b8f775f5be': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9caa78ab6089b2383b856183f0a1ee29': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '782e2aeb814cc01ac757be4393408d94': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b585f0bdbc4dab8649dd8e3d081000a5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fa8f31f6d05d2f0646193119b45c1f3a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aed460cd02116e54d4ac1028a283946e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7eb5cf38c89d091fd90f380cb3ed49b7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1ad998dce0ab114d3e8c60d798ffc42a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '35a2130a18a27b05917b4de4f9502652': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f02bd8e06e9bc76716726c5406280ca0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5bd15d54bd946a732a65d535c5c05f19': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '09d59763107dca542a327f78c9b62ad1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'de0698dff05bc5c42836b136965bde29': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6a41b5eb0b660cb8f0ca17cad2fa0dcf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd7db22a404d7ece8eff78358414c6573': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e1529769e61b0302e549bb7317673b4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'db8041f4e249e861dc38cae76603fed0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6abfab2bee1ac77d82696a3d13095fd6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e26ff67cc8a4ba4e575777c89c57b3b7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '19c4d8864f1e4ed197a0774c8355c38f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '412e883e8b78d5e42869cfc9bbc54e89': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '330e585a73cd3c88030c1aa992118299': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '12ede50379421892c93019fbe381cdf9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '60ab50526534fcca17f779db21cfa7ab': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1cbbbe51d4651e16691eaa7aa25cc501': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e94a4aec90ed0835a4d486af3e12fe5d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e2bf8607d94f2efe96a5c20d04e7946f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd2b77df7545985d7c9faaca57c42e1a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '544dac0ae802f256d92ba5cd64fbef35': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a093c2df2efe0ee74ed4bd00d9d42e5d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a141de6a33e7b7007c34c463d5233e6d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5d1c135f91c021e7231286496c336275': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6ed714a1d431cb90878ce25b8aaf1270': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '76a96d82a424829894f742fd65637275': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '662ba2521df7280a08d6844caf28465f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6acd60adea19f3e26d817cb53cfa1ced': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '66f19ada9c2ce0120e72838e05aaf851': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd80eb19b676cc20dbc27a1e95698abc6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1fbd109c022531bb864c7ea29e2f0c75': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '24696c74a114fd9a6f14036a45d1d6d0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5cdac5c8e6df026d44443fc530bbc906': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3d7b520375a540a4f6380efcb5ccb64b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '08b1c15c3cde5aa75b3340df62c28307': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac93424b3e45ca4985f260724805d408': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8fa258b4397b79a8da8f0a7dc8acd761': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c27b39d7c26ab13550b1f20122d09cc8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '59bdc28edcafdabd8ed6489ccd90d063': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c5e4ea8c20e568f68ad116e5ebd1fe81': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4c44b96d57d1d8ff70bd81cdb124714a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fabd03cf2a5590a25fff6c79fe34e602': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '62ba19033a97780077ce5f4c21ac83ec': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '156696f82d40dcbfcf2cd4e0bf64215d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ee9995ce5f1af4603ed870f9771c84a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '87aa38c454f79a07407064c399b9f57b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '420278219279786738f325bf502ed55c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '87438316ef62fbc6a7dba457e478e085': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '182b9eea35c72a72768b6c05f2767983': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd03ac048320b4a6aaa1ed88503726dea': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2415b0ebfee7e21161183b7ca0acec50': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '770f9e4d8199ebd268fd4aae8a5b2973': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '90c531999b26c5854b8460ce3fa4575d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f39607a06e6a59aa7229ff4c2dfff6c6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '57751eb509f5925f3c77ac100c09feb6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e21ecd79093dcee17a465d74c3583494': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'df0aa4e4a3a0fe7edfbb64963c22f039': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '767673b7a777854a92b73b0934ddfae7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b085f34d3ef124ba97286a9453aa8dc1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9dcf96501d4fc2a01e116fccce2ce4a7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '312d425d050c2c580ed22cbbac512411': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '79af9e151437a8fd3286906eb864c479': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26cee626000e7734843e692570cd4158': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9f05240469776413b5fb384789143e54': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8d6bd31b47a8c779ab7244c2f1d092f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c5e7bccd11979d5378fb58ee6266e692': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5de14312ea3b2ce8513358f5dfe1e6ed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '606ce7c7396d9d029deac0c0b10cb40b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c6826e7a814307365846846f6ed1921e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0e9f253b02476e1828a45cea0e195b75': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e678b2ee17345401fcd4137fa91412b6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cce440a693abf7191cd66aa6b0633bc0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '442c8af2458570b16991d46475ac4da8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e419eebe6e939987793212dac775c64': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6b0994832c3329d264bae8e8e93a3367': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '746e9892171467a736ce38c09b6c8e8d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'adb44c44454cf44027368fddc47f29dd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e6a0420463ad7afc64d9f8cab2655bdf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ed32dbb55df8ed04fb903b58483fe2c3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4dfc204165640e0581d6c88beb834fd8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2cd02d55ecde93496558519e7aef271c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '459bcaa469081d1911d8fdb075acf78a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a819da5f4a4371e8abc7ed9117cf746a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '157273000c1b17a68ec69bdfff66acda': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f3b85b5c840ed9e554ad39129d276a37': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b2d50eb52f2eae3691f3ff8aa5371254': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4482a5f85341901113a43ce511ef26df': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '961c92779ff06b9af9e12a56af2a8206': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5614415b0b86926a05dcd17abd22403f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e54b62d807faeec474e3ce0728f50e61': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5737010e6336af3740ac3ccd0cf7f616': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6abf87d5c569e91ac4a81df828e48227': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4b05d4495ab8f93c9039f02797470abd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e49f1a6ff1fc2432e12de5db54a0920b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1449e8072085b7e239be397376848c6e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6be71e5321e1dec21fcbe7057f7caed2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '27d446b17a886aee2f65be3e54dcd77c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '30ba81cd204eb207687fe28e05abbe34': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '28c76a394e0522e3214c3b745db0113d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd16851f4d37248e0e05e6ce88b77ea34': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '949af33a5d6376328408e9de805bb931': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '39db50038ac1e092a651e16aa4aa1c90': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3258fdc6c510e90e08c684c8335c3cd0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1b23cb2997f4a35bd4b5f57bdf430b34': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e08c2a3e82e54d9a6956b98d1b50b89c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8046b0e08147727b2d1b4245467e37e4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9f16cc5d368d308bd96a8a390bd70781': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ff0f2b89cedc6eb8816dfdcc954439a0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0b6442659915dd1de66cb6e9d488ca3d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dabc286f4ccb70eb3fdc4e57a5313bce': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3e0cea8f206435df730a7934e6cb23e1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '631c24504e6d708ecb344b6ceed0863f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5037271db9a6ea4878357c35e3c7c230': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '837f97a1041c959112fbfcf3742f8f70': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fc65e94a146eab146d35bd49b2e3cbc8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '48bb50039ba50d2ce8f3c739020b030c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '77892bea6370127edfef4eef73c82bf0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '05a805fbfbe465d3dad2197070872c9f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26deda0bda691aeb8e750450a90c588e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cbffb7cca84f8944854b07eafbad34ae': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6750479cf4415014d57bf3ccca76bc8d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ba591c345d2804466c67269594526967': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '375f672b9105490bd1135c52ba882c09': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '53b8f01e6a88d381c282a485a634041f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '18a169e33598d57f1f1e1b6107bc341c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c8ecd0ad8fa5827417860c51f7c3c48a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'de394cb670e0dcdd25f78e88278ef5f8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dd8e0571144e23dd2e20f1bc3614612e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '84efc937822cdfc22a41df719c6b98a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '41269c405e36e18a780019b32e36c241': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f0f656d967fd90298396bf9a9dc03a79': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8b36954a915b3ed9e3377e578999cc36': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7e143f2be201fe37f7ffebbdb2b98c4d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'edef72f9ec65c2222fe522b32ceba9e5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '86dd8f8b85f6dba53b102c179b0f2602': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '577087cd610f7ca8125b49ce9e3a1333': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '47da25aee3028f446ee02bcc7bcff6a2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '14cefb62438316b92c67a5052a50bab3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd88f18aedf17939e8585ae24c13ba5b2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '87dffd3de21174c916c49bd31b6d885d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7c4a2db59fb02c35b08a27cd36b98b65': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1a53e9e5b7ee4b330167b1733098f9ed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '24b3a07650ca23a02516cc1c268420dd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3b892ee2505aee789d3cb86d448c2882': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ef1572b7b267904764c26ce475cca591': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2ce507b1ca168014ede75cc07ed46d0e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6ce9962c8dffc3de1e731c22d1b5feb0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4bf9aad025bfd3c1e9a5d3556fff70c2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '30614e30b463f2207280ac1aa7a0656d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4ff369449f765e28faa070cfeafe509f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd7ce89b366cad8a3954c2420d5b1dde6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0406089337db5ffcae3705040bef3647': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7d2fcdeee2fb95bff7d27cbdf6d34177': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '28bccac3b7358190e7808310318c3e09': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd211acf82ae13b5114d9418270d44bc9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a9fc3c8ad7f8aa72a155ff7bee5af3a9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c4b343d0b4b2ddb7b7017b4e4720881': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '71d6fa646e0bde4caec849691f990bb6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f99a2a47596eb28a480b3e8f67d87864': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dd9e51a047d92782794573e9b41ea1e9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b0fa24079e1e29b4d6e64d788db970a3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '503590efb4cf4724f28d8841f8d1edb3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'baf1d5ddfb1dae7cb1144b4b6c7f47d6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd281a8862d6270987831852bdefd27a1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7ca987fab9f9b5ed6b1b931554bf2cdf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '399593d52ff1d70fcfde2f8f0a91c459': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e0be53696b6f4d0e6b103fac5c96020': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '636c375bcb4b94df3474a2e80dc1e876': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '944ab32fcb2a9c45c7c3f98e245c748f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c03b2f98239da55cb5fea4edf2a28969': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '72c80e8b1f6addb49db7e50e3b0f741b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '429b5f12626d17bdcc43eaf19b5c718d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c3923060982988d1df9ea2dc5810cb3b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4ae243e5adf5edbadf7e842fd8383d8c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6288bcaef3d7cbbfce5a5de2faf743ec': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9a10f9be15197435a9bc1e1225f31bbb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '61e00809606e240667abfaa634d50119': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0f057feb78fe96820ba825c17081e6ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '68b951054bb69e4cb8cf41bf53f33879': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ef977d2955fc515b4626dc69e5896586': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1b25502cdf54d21a2a0a1fcf7db7c825': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b6dd3a6143a96b005e45d587b252e59f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2451d2eff35bcf1d43fa9f3d256b1899': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a231b8cb075f39a688b18e5fb53717a8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e485729e8ea9ba096fc19f133d0b5056': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f7de93f8d66f2c53ed606cd908352afd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ef66880ac238abe16307f377ae203d77': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dcb20675246fe5436edbac2fedfffed9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd40589c23fc3e218ca2fd00907b55026': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '63a8a2a4ae458d1fd05d69a264cd4586': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c0dd4617acc7bc4b753430c81c27b782': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3780a348f726a3cb8b8ec08bed865f24': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e1bbc0077e3008104cc8f77aebc9d4ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '83ac2f88fa40891d53c61fc61bb141ee': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '607fcb8f51ef180216895c2e7902141b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '50237cfe9ae1d373033fa99725d71a96': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f365204487e13a91dc66a7acd9d7cd8f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '126efc458edb29ba0f0c58c254bde0ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e4becbff8f3b0c564d08a610c842d07': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '045dd42ed5f7115399dd033bb78aa678': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '805698736c54c01315e58ca819bb37e1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c7456020c980a8fbf483c6f5a501372': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '87e7852ae5da3466d135553d7fdcc890': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '310db56d85853da140b8612e6b6c2c9d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7490f839fd4de6803af2058a757c4d33': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'de07ba76240fd3a95f175d533f595693': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac58555d44102f199cebd4082f06ab04': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0c581761df0e024a491b48fc2a3fe903': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a5ba5e0ae4ffb0ff1304617803abd5ef': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5cf3df837674cca28e95134f78106c82': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'efc707857d8c1c68ad0f22773e4169fd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '82e789068a03ebd49545284b564e214f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7e126d66f69a3591add094af3c06ed51': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c5e226dfabefad10218890f7f8c92721': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '16e2d2eb88608df71e11e9b010790a36': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b4b6923e9ab94c96c54cd40d9068f35d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7881a8ad8bdc9aa7edf1f59705eb4ca2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f27c9d8a9bde1240dba40e58f18674fb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2a1f05ecb835f05fd2bc57abd21a9016': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cc9f04747aa5cf1d06bddd735363d116': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ef1749c41b4429f8235019c3e203f8cf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'feb731e817275becfb0b9d1200158650': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9d4c1ccd94d4b96716c026793e72e174': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '348431da2157b856d8d3cf27ddd8a45e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4e04da0fb4da65e7f2ff1bb64b4e0b72': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bb50e9d4eb3177a073a6d7caf81fd018': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '63f781dbbe7b23850e6965c6168d5585': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'db1c4522343ad4f5862b4af509db4dbf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b71f3011664a41277551c45ecda8ded6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3078720b29cc3ac82f81b2bd0aed71c7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '80c8d821da79544297f0e47c57d92379': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b95ffecebf2a2cd94c09b4fa058b6ac2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '21a9c2fcc964da1733b96d1d8af78067': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7ccf45cb00a21ae7953bb0a50ed3c3af': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '64edbb85e432090ebcc45274d9e443aa': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e3e1b05021876bab2a2be9c5ee28e77e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '11c7e67a07df8785252133c06c017909': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd80389d163661828dd130fd8965d07cb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '769d54ad6519df07aa35ef3fc883144a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '41e7110912d8ec60bab792dafe43fa12': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c9176b08f4ef1cfa8360dbb73afed13c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '017f5b02acf51ca9fc085e533e3f9488': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4ee17d4614fd4d3c492562c7453cf7f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9662827b9b1ceba8900409fc9826c183': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f290af5a21d16311b94b9123d5ee442b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '19d59ee1abb5a7eb3dd0894b4f7e131f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '80fd752d93c1a6af504b871d9780f23f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '240b9afbb1cc788b36cd9f157e620639': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '487f06641821d7843b8ab6883f2389e9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '65346bc3013304ca0e95746ca593e58a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '135011b33d1dc8b874ad2ccfa18cc579': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '91beb8d5e44f2a1fe15b11a0833acac5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '820f780e85fdd0d8ca8dfa51b70cbb25': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c1cb1ab004a0105690cfba22f2197a34': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '635841e4be12a20ab1a14d6520e9cc83': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c41f92d52f9885a6b371d8f2b07500bf': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a7a41dddb85ecf7242ded0df5513380b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '98caf1728b468ad3b5c48e4cc844b574': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '01bb232c414c9218a3b5acba016486b3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd08d42f386cd4b87c1756ed3732dc4c6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eff6a105a1d5677ab3c50ee81e151bf7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b8bd9096f37e3e6c1e420cec309fead0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3877ab7728296f1ecbf4ae95cb76097b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '27e7cb7d1ef2917ec4f5b9e7a96e2ea0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'db0c5dad317f9a0b5e0de9cd578b4a6a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e066fa7403a84840f5a6e53ce186b48': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aa01673e327817f83aacc9d2baa24f59': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e02336fd3e985caf2abe0095517e702d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dcfbc0662cf1a2e87aa68f0d4689c210': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1abd5afe3766662d5266f050a18e6f86': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5a07f5a3ab967d0d128d4d2249a0aa13': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '60fcb42167b3cb7d93602a5a6b5dfea4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '604526a9bacf9307b17e56b5b77cfbba': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5241ae01e225916f5ef17e5f1e3dfa5d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '151aba4dbbe6b4cbc2637755fa4ed017': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cf3d4f939bb388f79afef6e559530991': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ea81cad70a5ab2e445a7e12459cacc1e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '343effc118658c4630e2a5190c540e75': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '50b0596b3fca324f964ebd280f79a884': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fdc8de0086799c9ae076d2cf1821155b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b9436bae8bf516951c997623e4d9be05': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '72a0fa3c68b5c140be620607c5f0844f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bd9043a51da3407158fb062c91f1a144': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c348537feeaad3c5b67bfd31c005e3ac': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '05f44676bd11c9f124c4a777c237d37f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '389cf2a4c788aaf498c2757b5645affd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '67b66ccac1f87282632d2b891d5afda0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e7a42db6ff8729453d50d84caf9365db': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1045e3e58944c860c991ac110c102e72': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3c90b332bfe1cd0e86bb4cb148144b48': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0748a198438484b6f348e410bb1ad36a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'edc110257e17a9e0068963ffc9562dd1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '975faf3ab786eff861887cd16d9874e3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3c7423ebee90c602ecdd18f35ae1e253': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'abb72b6cf95fb0b1cf6d2d329bf6b10a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5c8257c2811eff46a6287f6af84adb91': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '64e4a620225db4bf548991688ea33327': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'db1a996ca7402df84974c50974fe5029': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6871049c1022e69caf7ce07131bede40': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fdeaf80a2397fe8d54f9564b7364e55b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '25c6c3995ec12cef94c48fe136222e24': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '751e96e2d2417a7728c16a0141b782bb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6f07945d01e094053c8ee8286983f8a5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2b0520ce2aabc3361ddda2916221690b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '53d7943bb71e4633919cad9f085077f5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9ea331b5d1983df6f0af7df463f5798f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '129f347eb653317708f3c31c197201f7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6b59de6d9fc8535f64599e52ffae7134': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f4a17e694ab43986500ea3f68af226f3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '39c215bfdebc9c2e945d4f63cb25a58d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c0b74cc2d3d1530d20510d07e144d26f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e8e795e1a7c08c8cee2bd441b6e4b047': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '015bdf40bc6c04ada75a6aa16b7676c5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'be5b9ce9799e27c3b0371126062ffe9d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0e208c982b1c1c10713ffd23b4deddff': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f75276ccfaf20bacf5fb756cbf0c43f5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cd9a074d1308856949045c48367033ec': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '520efca3e2754c2c7e9e91b1ef641036': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fb96349796335df7cf8e033f5c712a8d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2fa29fc86b9345d7f7de06a7b3627a7e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a2858586da97556c2e32adeb5827a989': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac49afe17933131c38eec37f260eee55': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f1ee8c3018c140620728807a891cb7ba': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '70e9f663c1554fe0be66551961f3f630': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2610f9640ecd5f577ff89ffbebd444a2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'da81ef52026c2ebbafc168bfa78834fa': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '27cb4908f6931225a0d81096d8de6f5f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eb5018c43220edb1e1bed564ba7b1fd1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e0e83e850aa66d3bff49985eddfd1b9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6eb50ed5863334202efdbe27dd389518': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cdc78f5bcb5c7416b357bf2f09edffed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '28c7a3f9d9e823ec4c90661027069fe9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5ce1fc3d3d145cc1e069c268720028ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3c3ea4c43cdbe6276e2cb39a7817da3c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd25b83009ecd35e16cb973b7cff3db88': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd4945d143726be474b063d500725ec0b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e7d2a415df2c9cbe279948d3bb3a2b6c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2feb054274fa849bec81992774822ab4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'aaf7befb1a2f7cf5cba83c1f9aa1244f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fb06bb001f3bb325f9bbaf380488f602': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b1f262216aceb0191ae23fb5886912ae': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e1de673fcd9a7553339d6b151aa1a725': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e2d6292ed526a4f1d888c43cb88be4bc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e14345c8b3d5aaac2b47747bb5f54dee': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b92b88e5b78a6b486b4799ff83a7653e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'acadce8f9f858fa9d244bfcdaab8877c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7e6d9c8a8d952bf9bfb41ea82a3c47df': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '92a5888818df77fbe1df4dc36d9a85ad': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '34196ade12bdf1f95b5994d1b37f1a82': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7f008fd897f8a58fea3e07ec02df4360': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '26892ccad531bbdfc89d9611a6e426ef': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '292620aa5234d5f59bc81cefc4ee778c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1c95506972e1a141bae9df514eff9ebb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e0f821736d42b8d29d84a07b19d5fb02': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '108d47b3d0b94ea2e60544a6423fece8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1714dd7793769e87bfc8257311766601': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8eb7eee0e9aab54d87ca6bc758d134f2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '36d6d779dfd01efebcba940103ca71b9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '734c1b37095ebc52837ad838ac10d4ee': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3d08c957fc80d17cdf5872325e514fd6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '45678f8b8304c66bfe480027aa3a6c24': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cb685b62990673259a6a5014ba8bacbc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4e07f34144f29dc960406dee4460a7bd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '09114333a71a7a062e73f4c03becb146': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6b59cbd5add800c10a9c8940e59c5d0f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4f0145ab107bb2d4202ea3fedc0e3558': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9f39d3fd9811a919919552a2bc83088b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f30ab902792b5d7890e5cb4a35149963': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7ed7d5a3b1d83e30b6d089b476706da8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '166aeb9ce46b391c62189e437f2a0f1c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6d47c8475a5b16c62b6315713d58cf0f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0c32ac14f04609b3b5f22f61a6d41196': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f7a53ae85f9f50f782841d15da1ad8b6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b523f03fd95c59342f3808a603e1e35a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '98f5499ef5f11a495fc114fd52a7d7cd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '40d3cc4b08a1877f2cb580059f4438b3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '285594e75efafe607751552caf7dfbab': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '329f667fe739a4046fbb9d53dcac20fe': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1594c01aec9cac80b52da65f0c28bfc7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7454b08c2d69eaf9da39d3af13b95185': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cf9c147e426d729b40945d13a0d586b8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e9c9337341f11fad9607ea9897dc9932': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f436bc2150b21a3850b9268e8e42cf24': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ec39e0718619dcd2cc402ddbc39ce4ff': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '811c333b216a44c5c2a972cbee85c5c8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eec8856cd2792f55bb363ee8fc1e3898': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '894b19ccff8387861d46dc1571676416': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '60000d0deb204e4f5d1e9a0fac885828': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'db9eb5a1e5377db4ab412d66bb6eb853': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '753630c0608361ec42ceef03b388ffc2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eebc515ff73ca36711557d3aab6923e8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bd32b6041d3f9dd7331e5e57c1971026': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c30e7fa05e30591f3c8eb3340bf1226b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a86b4e44463c3fd22402a28b0c995ff3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b8080650ee500f2bc9c1ff25019673b1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5d1ff7fdb24601a6fdad3c7098402196': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3071960f778bb2effae839e5036857f9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '82861fe96a4e9aaff7d0f2742b7bbf18': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd294278fde92e7b4f020e73295b4d5af': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bed74891064f009d16fec11cfb1a59e8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e89e934fd418e110d419c0a98afa7a37': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '869c6c6aafb2f9972eff94d5a83a90e2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '12baa179285aa3ecc25489ec1baa5311': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8e92a1a9d9de504e29e908e3ef1e2c94': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '339baf61b62c7760a948bf6e3d3a4560': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cf7508de1897beff53a52430a6da85be': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '33224eab80cfbb992ba4f00c8cbcd9ef': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c8864493519f527f1a4fb12ccc33c2c0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2ca8ba8603e2213c17c2337dfcaf6e7d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'efbec6a093d39453ce31815e7a90c65a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '84215c3e0bcad2ea76bb9c391c756cd3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0605993be9f63d246d648612bfdadd0f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '31740a9b1811ba6903b7c1fc14bdb7c7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7986961b4b1f94e0113144980363f1f4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e7d11ed622003f4a752f2d77aff62f84': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd39df5212ec20a2b05f2dba1ab57e0c9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '9e977f762c945b6e73ef54334e10e549': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f25358ac5bb7e51077332b7c452951f7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5c129a00ee2552399d2278d5d0b770a3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6edd8cd97ffd2d01dd1215d451dfae28': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c1c29ec789df719b730b57c18e58fb7e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '34a757cacb9f4e48b3058845c1d7f5ae': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c308637687aeb3e070f870cd656d211': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e0ecdd78d65452659609fc4aa4f292c9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cca29f4a33b32042a5eacf54989aac06': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c6e197ae12552297d5ca0c90f9944bf8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '082a231d4a20d5cec51fa70e4b275b4c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '89c5d4d7d46957ac753a5491e32bf076': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c318a4c2b8b3a2c7e4fae56c1f865f8e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2373ffa8efbc0f41e36be01638fd1548': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'ac3a26f0a67fed6e0131b15c53809c52': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '31507da90f6f70d60b0ab775995a7e6a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '407553ff215d8943f223a6c1bb25d2bb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6ad4801e8662f5d22d0520f6b5e0b4d2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b9eb9470d79c3b3a1d8c6e385d5552c7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c25a315b43aa268f8723f8a598ade3ca': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '95e915c13f0f6463d71d5ad75e369a29': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6096ea068d92363104857c2dc0fc1201': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cb36296160b3063fc0e796c461cb5f31': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'e6a872f277c9cb4c0e82f7d74897f653': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '501d6f30d4631959edf1f60b022db857': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4f3b5b91d9831192557c056022fdc1f2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '999e2905187299524da187a549f7e1d2': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4783ecc619b727c89added977f1492f8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6fc9f904f95c2685dc5eee98c7c86eec': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4e4bb890d5a89e3e8b328e7c58850275': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2ea60829c84ee6f8e1b8ae35ea80f7c0': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '564ff42bdbe72fac07b35cbd93cabf2a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '571f3ee4047d5a01271afabccdde0fa8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0f47ce1208a64d3c56a2e83af21f486d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '404f2e00d30cc7182965482b42b91d3c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fbb41ebf2b40b31fdb6102b82f458494': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c62f4dfc1db77e63e8029f88ffb6d003': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '34a3d9a50882312d004a86eee6d0d282': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a3b57d4455e59f00963219fa1d808d94': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '783448baf8d9054bd36144bc2b2baceb': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'cd8b8419e9ead4a20ea45cd3e8032d93': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c571192497d63120b2fe00764c87ed7': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '5b3226bf2a33e40663962e3ac2a51579': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c0f0b5f9aeda51ce4ea0b267babfe958': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6149b868be1e1991b742b769b318c5f9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a1c9e4f93c6668ea72a556c100cf2fce': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '34e72ba07768a1af8ae33adc1a4ca5f6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b0152d2447ff6bbe7498ed0e5bc84959': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c96f62d758e18b8d917a1c9b4584b75e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '49bb9df391512d950554ce3788b53811': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a06533127531152d68f64d7b6a7c8509': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c927137f0fa3e8b3719db8025133e9cc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'dd8fe6c0e935d417419ff96a4290e868': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7b456ecc9bc8894ab162b6fbd4e0ed19': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '79eedc5b94a2fffff48355798d7f8723': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f749d681320edc4e1c8380920f2e825e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1af36f658820b1d9b8fbedea6690510c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0c2ecf6cfc0f7253685b8e101108bf83': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bc6374f43eea41caa46c20d4357c760c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bbcc942417cdabf97a6ee60eb8168f3e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6c589b372b14eeea6d2005afef5e0502': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b251b895e216c7898445375f88fc0cb1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '49cabf7130bea34d03a90a286f466be9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bb633010a8432a92696ec5371d8e94f6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8ad5ed4dcde27d53af4bb7b435d09ec9': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fba072b76437070ad693e146f9e05308': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '33c60bbddeaa4fe8000ec8d624612027': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'abb0287ac33dee3c39c2f416d0b9809d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '65ad9689b271a6212737b3d014598c9a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'a44fe844eafd7de7eea84d5d75a8b068': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3577e46b1c40591fcbf9aad80e5506a4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0afacf54159c4ae2a705d095108494e5': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'bf5d98b9104a38c97a2695a717ca464a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0182825104fd148b72003e770d8ed3c1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0a99ac5be5a255ff1be57dacfc33812b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'c6c1ce0f3dbb9420def0be6d2d014d27': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3ebc405b84ac8905fed084d30b5829f1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f768930d9042a951f3bb45001c589e2b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '4d2c1416d18faecf61148e5de4027fc6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b1def1346c341374daee1a4d18341878': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '73fd5e75b4d6c9bdf7e60b455eca0a84': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8facd9387c42d0bc0d1608e128ae5f91': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0c8b456f23240bb5fcaa9751c4ca0919': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7173f3140ebf5a4798049711adf508a6': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '1f484cf17ae6f75f4d9ab8c12388c31d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6e9aa7a5a6175e9b07268038692190e4': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0f47d0c74e9dd219caf840f8a7e7792b': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2a3255afefea2a38e2281c71d5bd4e1e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '204985bed492d8eacfa907b52903338f': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'eaa915be15cb8572139b539ff1a00a0a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2c96e8f317f391fd058ae08f452dbd6e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f8b670df363a214937b983182f5bbf60': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fbb0038c085f359a5c68fe76d1341d63': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '3e7fa671394e74632fff65a63131436d': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '2d9cce71b822960c77a0833e697416e8': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '6bef711cc6ca80ecd76f987c6a830933': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '54d862c1b788182cd94abdb53eac84f3': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '59b951f07ae6aac91e818f21f47cc59a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '0ac3e4513b87032b79b22e24e735a75e': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '07789e6e154d886c1e4ad6aecbde83ac': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fce2ca5086b4f99bcaffd2888f475bbd': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '86f2a7c763229e8a713758a8a88a9d08': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'b1dae7a3d7a144b569b4d2b86af5845c': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '69a2ca47963b8b01a8b8341923272090': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'd3cadd176e7c5376dc739aafa5afd998': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'f806bfe7b5bbc207a19cf423791e5354': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '244d60546e1f9349c361b8e5f066fd19': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '95da290096aa1be464b668b64880e2fc': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " 'fc2ea7ac787bb6b17769022607452ae1': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '002c79bfb6e4fefc16b7aad207b17475': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '8cc4ab22e1ba876b71f9f074fa616272': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '7f956f6db25526ad9657246805e31eed': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " '79f00f669b8e794923a6465a513df54a': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              " ...}"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Now we will create unit vectors of size equal to the existing prefectures (one for the prefecture)**\n",
        "\n",
        "\n",
        "We load the file with the existing prefectures (coupon_area_train.csv)"
      ],
      "metadata": {
        "id": "LM2tpFynHVQ6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "df2 = pd.read_csv('coupon_area_train.csv')\n",
        "print(df2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O4gfuhgkH_hq",
        "outputId": "26f70399-5db3-46ab-ddb1-2cd7183188b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       SMALL_AREA_NAME PREF_NAME                    COUPON_ID_hash\n",
            "0                   埼玉       埼玉県  6b263844241eea98c5a97f1335ea82af\n",
            "1                   千葉       千葉県  cc031f250e8bad1e24060263b9fc0ddd\n",
            "2                   千葉       千葉県  ba5e9b7453ca52ff711635a5d2e8102d\n",
            "3                   千葉       千葉県  3e1ffbedca3569f9e8032d401e8cb4e6\n",
            "4                   千葉       千葉県  782934b6c815b4030ea204eef7d4a734\n",
            "...                ...       ...                               ...\n",
            "138180              新潟       新潟県  fe334f1a5e0dc54eca76b9dd9559661b\n",
            "138181  新宿・高田馬場・中野・吉祥寺       東京都  8dc11b257cb1c5b98e7b7c66d9b2b779\n",
            "138182      渋谷・青山・自由が丘       東京都  b15e2d7619c3fd9c6be567c971bdf4f4\n",
            "138183     銀座・新橋・東京・上野       東京都  e1141a4b2798450f36e40090659c0b07\n",
            "138184  新宿・高田馬場・中野・吉祥寺       東京都  79303de03e3af7105cded55960d62ac3\n",
            "\n",
            "[138185 rows x 3 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We create a dictionary to be able to access the vector corressponding to each picture."
      ],
      "metadata": {
        "id": "GyoY_gK8JFq4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "sizes = df2[\"PREF_NAME\"].size # dimensions of the vectores\n",
        "vectores = np.identify(sizes) # create all the nessesary vectors\n",
        "dictionary_coupons = {} # we initialize the dictionary\n",
        "\n",
        "for i in range(sizes):\n",
        "  dictionary_coupons[df2.loc[i,\"PREF_NAME\"]]=vectores[i] # the key is the name of the prefecture and the element is the vector corresponding to the prefecture"
      ],
      "metadata": {
        "id": "UhrLwPN1JPXS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**The number of prefectures is so large that more Ram than available in COLAB would be needed, so this feature ignored for this time.**\n",
        "\n",
        "0 = male\n",
        "\n",
        "1 = female\n",
        "\n",
        "We load the coupon_detail_train.csv to select the pointer USER_ID_hash of each example and see the age and gender using the filtered file.\n",
        "\n",
        "Note: Do not consider cases where users are not found in the database"
      ],
      "metadata": {
        "id": "i7naLdadLEIg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "cp = pd.read_csv('coupon_detail_train.csv')\n",
        "print(cp)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6reZbkarMgMn",
        "outputId": "fcdec09b-0fd5-4b46-f4a2-83c981dd07cb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       ITEM_COUNT               I_DATE SMALL_AREA_NAME  \\\n",
            "0               1  2012-03-28 15:06:06              兵庫   \n",
            "1               1  2011-07-04 23:52:54     銀座・新橋・東京・上野   \n",
            "2               1  2011-07-16 00:52:49       恵比寿・目黒・品川   \n",
            "3               1  2011-07-16 00:54:53       恵比寿・目黒・品川   \n",
            "4               1  2011-07-16 00:55:52       恵比寿・目黒・品川   \n",
            "...           ...                  ...             ...   \n",
            "81751           1  2011-07-18 19:09:54              群馬   \n",
            "81752           1  2011-08-02 04:45:42              秋田   \n",
            "81753           1  2011-08-19 06:10:25              宮城   \n",
            "81754           1  2011-11-18 20:01:27  新宿・高田馬場・中野・吉祥寺   \n",
            "81755           1  2012-01-31 19:05:37              宮城   \n",
            "\n",
            "                        PURCHASEID_hash                      USER_ID_hash  \\\n",
            "0      c820a8882374a4e472f0984a8825893f  d9dca3cb44bab12ba313eaa681f663eb   \n",
            "1      1b4eb2435421ede98c8931c42e8220ec  560574a339f1b25e57b0221e486907ed   \n",
            "2      36b5f9ba46c44b65587d0b16f2e4c77f  560574a339f1b25e57b0221e486907ed   \n",
            "3      2f30f46937cc9004774e576914b2aa1a  560574a339f1b25e57b0221e486907ed   \n",
            "4      4d000c64a55ac573d0ae1a8f03677f50  560574a339f1b25e57b0221e486907ed   \n",
            "...                                 ...                               ...   \n",
            "81751  fc0883bea9d691200348c46493a6bf00  65cf2f2aa67601f59d134e7ec4d581f3   \n",
            "81752  01055b2a24e9a830150d6918cd0ced33  65cf2f2aa67601f59d134e7ec4d581f3   \n",
            "81753  8f83ee8ae2cf2908ea469897bcf0891c  65cf2f2aa67601f59d134e7ec4d581f3   \n",
            "81754  3ed012796b61f89b508d9b62065d8639  65cf2f2aa67601f59d134e7ec4d581f3   \n",
            "81755  7bfc61ed6cd6838c954354bbe6b5c7a2  65cf2f2aa67601f59d134e7ec4d581f3   \n",
            "\n",
            "                         COUPON_ID_hash  \n",
            "0      34c48f84026e08355dc3bd19b427f09a  \n",
            "1      767673b7a777854a92b73b0934ddfae7  \n",
            "2      4f3b5b91d9831192557c056022fdc1f2  \n",
            "3      4f3b5b91d9831192557c056022fdc1f2  \n",
            "4      4f3b5b91d9831192557c056022fdc1f2  \n",
            "...                                 ...  \n",
            "81751  b93f8a8f5c62fc5a998cf1ff16456e9c  \n",
            "81752  6e91af430c8d1af75e98ac33b79356f1  \n",
            "81753  fccfc9d19e93e1712855bfdaf47b0b73  \n",
            "81754  a262c7ff56a5cd3de3c5c40443f3018c  \n",
            "81755         99307241673fa5f22e06f6336  \n",
            "\n",
            "[81756 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "users = pd.read_csv('user_list_filtrado.csv')\n",
        "print(users)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zvetZrBSWQtj",
        "outputId": "72e6af03-f948-41a3-c2d9-fb4d4a4aa9a3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                  REG_DATE SEX_ID  AGE  WITHDRAW_DATE PREF_NAME  \\\n",
            "0      2011-05-18 00:41:48      f   34            NaN       東京都   \n",
            "1      2011-06-13 16:36:58      m   41            NaN       愛知県   \n",
            "2      2011-05-22 23:43:56      m   62            NaN      神奈川県   \n",
            "3      2011-05-27 16:17:19      f   50            NaN       広島県   \n",
            "4      2011-08-24 23:30:24      m   44            NaN       埼玉県   \n",
            "...                    ...    ...  ...            ...       ...   \n",
            "15240  2010-11-16 11:45:48      f   29            NaN       宮城県   \n",
            "15241  2011-08-16 01:43:50      f   35            NaN       東京都   \n",
            "15242  2010-12-17 21:17:39      m   42            NaN       長崎県   \n",
            "15243  2011-08-10 00:49:55      m   41            NaN       京都府   \n",
            "15244  2011-02-24 15:43:18      f   38            NaN       埼玉県   \n",
            "\n",
            "                           USER_ID_hash  \n",
            "0      560574a339f1b25e57b0221e486907ed  \n",
            "1      e66ae91b978b3229f8fd858c80615b73  \n",
            "2      dc6df8aa860f8db0d710ce9d4839840f  \n",
            "3      f430e8302c1fd0915bce0c068ecb2f82  \n",
            "4      f3722c3232531440308e8017f28b8cdd  \n",
            "...                                 ...  \n",
            "15240  7b171a6481a8ddbde17f0de7086576fe  \n",
            "15241  ee243500b330d41a7a8ba49edc070b7e  \n",
            "15242  af39e9ffc80ac6fd7b31e0cc66f99ffb  \n",
            "15243  6ae7811a9c7c58546d6a1567ab098c21  \n",
            "15244  280f0cedda5c4b171ee6245889659571  \n",
            "\n",
            "[15245 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# cp.loc [1, \"COUPON_ID_hash\"]\n",
        "# index = users.users_ID_Hash[users.USERS_ID_hash == cp.loc[2,\"USER_ID_hash\"]].index.tolist()\n",
        "# index\n",
        "# cp[\"COUPON_ID_hash\"].size\n",
        "\n",
        "\n",
        "x = []\n",
        "training_set_size = 0\n",
        "for i in range(int(round(0.3*cp[\"COUPON_ID_hash\"].size))):\n",
        "  index = users.USER_ID_hash[users.USER_ID_hash == cp.loc[i,\"USER_ID_hash\"]].index.tolist()\n",
        "\n",
        "  if index != []:\n",
        "    training_set_size += 1\n",
        "    x1 = int(users.loc[index,\"AGE\"])\n",
        "    if str(users.loc[index,\"SEX_ID\"]).split()[1]=='f':\n",
        "      x2 = 1\n",
        "    else:\n",
        "      x2 = 0\n",
        "    x.append([x1,x2])"
      ],
      "metadata": {
        "id": "b2jzGxrRQaf7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We create the set of target vectors from the training set T = {{0,0,1,...},{0,1,0...}}\n",
        "\n",
        "To do this we load the coupon_detail_train.csv file to select the ITEM_COUNT and COUPON_ID_hash pointers.\n",
        "\n",
        "We use the dictionary: dictionary_coupons\n",
        "and we access it using the COUPON_ID_hash as the key.\n",
        "The result is the target vector of the example in turn which gives the probability of buying a coupon gives the training features. \n",
        "\n",
        "We repeat the procedure for each example."
      ],
      "metadata": {
        "id": "NnzWO5LnSTqD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "cp = pd.read_csv('coupon_detail_train.csv')\n",
        "print(cp)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WZnrt5ynTi_B",
        "outputId": "098e9d82-a0d7-44e2-d5e5-e11514bf5320"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       ITEM_COUNT               I_DATE SMALL_AREA_NAME  \\\n",
            "0               1  2012-03-28 15:06:06              兵庫   \n",
            "1               1  2011-07-04 23:52:54     銀座・新橋・東京・上野   \n",
            "2               1  2011-07-16 00:52:49       恵比寿・目黒・品川   \n",
            "3               1  2011-07-16 00:54:53       恵比寿・目黒・品川   \n",
            "4               1  2011-07-16 00:55:52       恵比寿・目黒・品川   \n",
            "...           ...                  ...             ...   \n",
            "44563           1  2011-07-02 10:19:33              山梨   \n",
            "44564           1  2011-07-08 16:58:27              富山   \n",
            "44565           1  2011-07-15 14:39:52              富山   \n",
            "44566           1  2011-07-16 17:23:16              新潟   \n",
            "44567           1  2011-08-09 16:50:56              富山   \n",
            "\n",
            "                        PURCHASEID_hash                      USER_ID_hash  \\\n",
            "0      c820a8882374a4e472f0984a8825893f  d9dca3cb44bab12ba313eaa681f663eb   \n",
            "1      1b4eb2435421ede98c8931c42e8220ec  560574a339f1b25e57b0221e486907ed   \n",
            "2      36b5f9ba46c44b65587d0b16f2e4c77f  560574a339f1b25e57b0221e486907ed   \n",
            "3      2f30f46937cc9004774e576914b2aa1a  560574a339f1b25e57b0221e486907ed   \n",
            "4      4d000c64a55ac573d0ae1a8f03677f50  560574a339f1b25e57b0221e486907ed   \n",
            "...                                 ...                               ...   \n",
            "44563  b58a7ff93a0d7f83075cbd60ae0161c9  f68ffb2787dcd5b85f51b193e9d55c85   \n",
            "44564  415164e5b3682705cfa527fdc24cc595  f68ffb2787dcd5b85f51b193e9d55c85   \n",
            "44565  f40f5a44df2c20802df91037f2ceed2d  f68ffb2787dcd5b85f51b193e9d55c85   \n",
            "44566  5ef10436ee1dbc40a47c4a201c288a59  f68ffb2787dcd5b85f51b193e9d55c85   \n",
            "44567  3e52f7810a5a5d7742764fa060ab3995           f68ffb2787dcd5b85f51b19   \n",
            "\n",
            "                         COUPON_ID_hash  \n",
            "0      34c48f84026e08355dc3bd19b427f09a  \n",
            "1      767673b7a777854a92b73b0934ddfae7  \n",
            "2      4f3b5b91d9831192557c056022fdc1f2  \n",
            "3      4f3b5b91d9831192557c056022fdc1f2  \n",
            "4      4f3b5b91d9831192557c056022fdc1f2  \n",
            "...                                 ...  \n",
            "44563  77892bea6370127edfef4eef73c82bf0  \n",
            "44564  e89e934fd418e110d419c0a98afa7a37  \n",
            "44565  efe1675be04ca934ec3b4ad7c9f60583  \n",
            "44566  a9080ede28d73f09fc7ef032e2345046  \n",
            "44567                               NaN  \n",
            "\n",
            "[44568 rows x 6 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "T = []\n",
        "for i in range(int(round(0.3*cp[\"COUPON_ID_hash\"].size))):\n",
        "  index = users.USER_ID_hash[users.USER_ID_hash == cp.loc[i,\"USER_ID_hash\"]].index.tolist()\n",
        "  if index != []:\n",
        "    t = dictionary_coupons[cp.loc[i,\"COUPON_ID_hash\"]]\n",
        "\n",
        "    T.append(t)\n",
        "\n",
        "print(T)"
      ],
      "metadata": {
        "id": "aS3hgrM95Vsi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We design a neural network with the appropriate characteristics for the training set.\n",
        "\n",
        "Whose output is a softwax multiple (returns a vector of probabilities)"
      ],
      "metadata": {
        "id": "L5CbnR9IwxRP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from keras import Sequential\n",
        "from keras.layers import Dense\n",
        "from keras.layers import LeakyReLU\n",
        "from keras.layers import PReLU\n",
        "from keras.layers import ELU\n",
        "from keras.layers import Dropout\n",
        "from keras.utils.vis_utils import plot_model\n",
        "\n",
        "def build_regressor():\n",
        "  regressor = Sequential()\n",
        "  regressor.add(Dense(units=2, input_shape=(2,)))\n",
        "  regressor.add(ELU(alpha=1))\n",
        "  regressor.add(Dense(units=int(round(sizes)/3)))\n",
        "  regressor.add(ELU(alpha=1))\n",
        "  regressor.add(Dropout(0.25))\n",
        "  regressor.add(Dense(units= sizes,activation='softmax'))\n",
        "  regressor.compile(optimizer='Nadam', loss='categorical_crossentropy',metrics=['accuracy'])\n",
        "  return regressor\n",
        "\n",
        "build_regressor().summary()\n",
        "\n",
        "\n",
        "iterations = 20\n",
        "from keras.wrappers.scikit_learn import KerasRegressor\n",
        "regressor = KerasRegressor(build_fn=build_regressor,batch_size=20,epochs=iterations,validation_split=0.2,verbose=2)\n",
        "\n",
        "import time\n",
        "tic = time.time()\n",
        "results = regressor.fit(np.array(x).np.array(T))\n",
        "print(\"Processing Time (secs):\", time.time()-tic)"
      ],
      "metadata": {
        "id": "CX2psbfTxXNI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import random\n",
        "import numpy as np\n",
        "\n",
        "\n",
        "# new users\n",
        "age = random.randint(1,100)\n",
        "sex = np.random.choice(2)\n",
        "if sex == 0:\n",
        "  sex_str = 'M'\n",
        "else:\n",
        "  sex_str = 'F'\n",
        "\n",
        "\n",
        "# predict the probabilities of buying (coupon_dictionary)\n",
        "# number of existing coupons\n",
        "\n",
        "arr = regressor.predict(np.array([age,sex]))\n",
        "sum = 0\n",
        "for i in range(1,11):\n",
        "  sum += np.partition(arr.flatten(), -2)[-i]\n",
        "if sum > 0.1:\n",
        "  gurantee = 'YES'\n",
        "else:\n",
        "  gurantee = 'NO'\n",
        "\n",
        "# find the most likely coupon to buy\n",
        "\n",
        "max_prob = np.amax(arr)\n",
        "result = np.where(arr==np.amax(arr))\n",
        "sizes = df[\"COUPON_ID_hash\"].size\n",
        "vector = np.zeros(sizes)\n",
        "vector[result[1][0]] = 1\n",
        "\n",
        "#print('Max prob',max_prob)\n",
        "#print('Returned tuple of arrays:', result)\n",
        "\n",
        "print(\"AGE:\",age)\n",
        "print(\"SEX:\", sex_str)\n",
        "print(\"Coupon most probable to be sold:\", [k for k,v in dictionary_coupons.items() if np.array_equal(v,vector)])\n",
        "print(\"Prob of selling the coupon most probable to be sold\", round(max_prob*100,3),\"%\")\n",
        "print(\"Prob of selling any of the 10 coupons most probable to be sold\", round(sum*100),\"%\")\n",
        "print(\"Almost Ensured sell?\", gurantee)"
      ],
      "metadata": {
        "id": "zEXBfltz-ISg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "AGE: 40\n",
        "\n",
        "SEX: F \n",
        "\n",
        "Coupon most probable to be sold: ['a262cff56a5cd3de3c5c404433f3018c']\n",
        "\n",
        "Prob of selling the coupon most probable to be sold: 2.744%\n",
        "\n",
        "Prob of selling any of the 10 coupons most probable to be sold: 6.939%\n",
        "\n",
        "Almost Ensured sell? NO"
      ],
      "metadata": {
        "id": "N5qQiTBGbufc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "h9G67fC5dW9i"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}