pandas_Recap2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMDjiIV3so9e1HzKG4cKMGe",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mngugi/Work_Book_Projects/blob/main/pandas_Recap2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "FiEtvgd0hsCb",
        "outputId": "75656174-e4c8-4e19-cc26-1f676d0b1c44"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-bb456215-e100-479f-a2a3-ac263cb38666\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-bb456215-e100-479f-a2a3-ac263cb38666\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving Titanic-Dataset.csv to Titanic-Dataset.csv\n"
          ]
        }
      ],
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "data = pd.read_csv('Titanic-Dataset.csv')\n",
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "0X_Osr2gjjMc",
        "outputId": "28b01267-e64e-4d0c-d3d9-495fd3e1c2b1"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   PassengerId  Survived  Pclass  \\\n",
              "0            1         0       3   \n",
              "1            2         1       1   \n",
              "2            3         1       3   \n",
              "3            4         1       1   \n",
              "4            5         0       3   \n",
              "\n",
              "                                                Name     Sex   Age  SibSp  \\\n",
              "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
              "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
              "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
              "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
              "4                           Allen, Mr. William Henry    male  35.0      0   \n",
              "\n",
              "   Parch            Ticket     Fare Cabin Embarked  \n",
              "0      0         A/5 21171   7.2500   NaN        S  \n",
              "1      0          PC 17599  71.2833   C85        C  \n",
              "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
              "3      0            113803  53.1000  C123        S  \n",
              "4      0            373450   8.0500   NaN        S  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-eccc78df-8b76-43ed-98ba-389ca398eb87\" 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>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Braund, Mr. Owen Harris</td>\n",
              "      <td>male</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>A/5 21171</td>\n",
              "      <td>7.2500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>PC 17599</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C85</td>\n",
              "      <td>C</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Heikkinen, Miss. Laina</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>113803</td>\n",
              "      <td>53.1000</td>\n",
              "      <td>C123</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Allen, Mr. William Henry</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>373450</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-eccc78df-8b76-43ed-98ba-389ca398eb87')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-eccc78df-8b76-43ed-98ba-389ca398eb87 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-eccc78df-8b76-43ed-98ba-389ca398eb87');\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",
              "\n",
              "\n",
              "<div id=\"df-95478abe-9234-4145-8c56-c1ca7796ccff\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-95478abe-9234-4145-8c56-c1ca7796ccff')\"\n",
              "            title=\"Suggest charts\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-95478abe-9234-4145-8c56-c1ca7796ccff button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data",
              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 891,\n  \"fields\": [\n    {\n      \"column\": \"PassengerId\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 257,\n        \"min\": 1,\n        \"max\": 891,\n        \"num_unique_values\": 891,\n        \"samples\": [\n          710,\n          440,\n          841\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Survived\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Pclass\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 3,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          3,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 891,\n        \"samples\": [\n          \"Moubarek, Master. Halim Gonios (\\\"William George\\\")\",\n          \"Kvillner, Mr. Johan Henrik Johannesson\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sex\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"female\",\n          \"male\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.526497332334042,\n        \"min\": 0.42,\n        \"max\": 80.0,\n        \"num_unique_values\": 88,\n        \"samples\": [\n          0.75,\n          22.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SibSp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 8,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Parch\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 6,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Ticket\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 681,\n        \"samples\": [\n          \"11774\",\n          \"248740\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Fare\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 49.6934285971809,\n        \"min\": 0.0,\n        \"max\": 512.3292,\n        \"num_unique_values\": 248,\n        \"samples\": [\n          11.2417,\n          51.8625\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Cabin\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"D45\",\n          \"B49\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Embarked\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"S\",\n          \"C\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Bze_pSfTnti2",
        "outputId": "2ea42f1e-d3f0-4b1f-a34b-3f849d6f6189"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PassengerId      int64\n",
              "Survived         int64\n",
              "Pclass           int64\n",
              "Name            object\n",
              "Sex             object\n",
              "Age            float64\n",
              "SibSp            int64\n",
              "Parch            int64\n",
              "Ticket          object\n",
              "Fare           float64\n",
              "Cabin           object\n",
              "Embarked        object\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.to_excel(\"titanic.xlsx\", sheet_name=\"passangers\", index=False)\n",
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "ApMnCUTmnodf",
        "outputId": "609b51eb-4e0f-4f03-cf6e-bb4947e735b4"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   PassengerId  Survived  Pclass  \\\n",
              "0            1         0       3   \n",
              "1            2         1       1   \n",
              "2            3         1       3   \n",
              "3            4         1       1   \n",
              "4            5         0       3   \n",
              "\n",
              "                                                Name     Sex   Age  SibSp  \\\n",
              "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
              "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
              "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
              "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
              "4                           Allen, Mr. William Henry    male  35.0      0   \n",
              "\n",
              "   Parch            Ticket     Fare Cabin Embarked  \n",
              "0      0         A/5 21171   7.2500   NaN        S  \n",
              "1      0          PC 17599  71.2833   C85        C  \n",
              "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
              "3      0            113803  53.1000  C123        S  \n",
              "4      0            373450   8.0500   NaN        S  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d1d46b6e-db1c-42df-bd47-780533480088\" 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>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Braund, Mr. Owen Harris</td>\n",
              "      <td>male</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>A/5 21171</td>\n",
              "      <td>7.2500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>PC 17599</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C85</td>\n",
              "      <td>C</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Heikkinen, Miss. Laina</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>113803</td>\n",
              "      <td>53.1000</td>\n",
              "      <td>C123</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Allen, Mr. William Henry</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>373450</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d1d46b6e-db1c-42df-bd47-780533480088')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-d1d46b6e-db1c-42df-bd47-780533480088 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-d1d46b6e-db1c-42df-bd47-780533480088');\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",
              "\n",
              "\n",
              "<div id=\"df-de20aff3-5a7d-4e4c-9aaa-ba7647d70b47\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-de20aff3-5a7d-4e4c-9aaa-ba7647d70b47')\"\n",
              "            title=\"Suggest charts\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-de20aff3-5a7d-4e4c-9aaa-ba7647d70b47 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data",
              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 891,\n  \"fields\": [\n    {\n      \"column\": \"PassengerId\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 257,\n        \"min\": 1,\n        \"max\": 891,\n        \"num_unique_values\": 891,\n        \"samples\": [\n          710,\n          440,\n          841\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Survived\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Pclass\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 3,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          3,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 891,\n        \"samples\": [\n          \"Moubarek, Master. Halim Gonios (\\\"William George\\\")\",\n          \"Kvillner, Mr. Johan Henrik Johannesson\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sex\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"female\",\n          \"male\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.526497332334042,\n        \"min\": 0.42,\n        \"max\": 80.0,\n        \"num_unique_values\": 88,\n        \"samples\": [\n          0.75,\n          22.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SibSp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 8,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Parch\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 6,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Ticket\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 681,\n        \"samples\": [\n          \"11774\",\n          \"248740\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Fare\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 49.6934285971809,\n        \"min\": 0.0,\n        \"max\": 512.3292,\n        \"num_unique_values\": 248,\n        \"samples\": [\n          11.2417,\n          51.8625\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Cabin\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"D45\",\n          \"B49\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Embarked\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"S\",\n          \"C\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "WARNING: Runtime no longer has a reference to this dataframe, please re-run this cell and try again.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YAY16cxiG_ac",
        "outputId": "0947bf36-09e1-48f2-e837-ecb1f4199de3"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 891 entries, 0 to 890\n",
            "Data columns (total 12 columns):\n",
            " #   Column       Non-Null Count  Dtype  \n",
            "---  ------       --------------  -----  \n",
            " 0   PassengerId  891 non-null    int64  \n",
            " 1   Survived     891 non-null    int64  \n",
            " 2   Pclass       891 non-null    int64  \n",
            " 3   Name         891 non-null    object \n",
            " 4   Sex          891 non-null    object \n",
            " 5   Age          714 non-null    float64\n",
            " 6   SibSp        891 non-null    int64  \n",
            " 7   Parch        891 non-null    int64  \n",
            " 8   Ticket       891 non-null    object \n",
            " 9   Fare         891 non-null    float64\n",
            " 10  Cabin        204 non-null    object \n",
            " 11  Embarked     889 non-null    object \n",
            "dtypes: float64(2), int64(5), object(5)\n",
            "memory usage: 83.7+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "miaka = data[\"Age\"]\n",
        "miaka.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t7bTL5_eIfHs",
        "outputId": "5c9ffd0b-4679-48c6-bba7-6d1ead8da186"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    22.0\n",
              "1    38.0\n",
              "2    26.0\n",
              "3    35.0\n",
              "4    35.0\n",
              "Name: Age, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "age_ticket = data[[\"Ticket\",\"Age\"]]\n",
        "age_ticket.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 882
        },
        "id": "BK1ViLjPJm4u",
        "outputId": "ff79cda3-b6b8-43b7-e858-5a770eb4d28b"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Ticket   Age\n",
              "0         A/5 21171  22.0\n",
              "1          PC 17599  38.0\n",
              "2  STON/O2. 3101282  26.0\n",
              "3            113803  35.0\n",
              "4            373450  35.0"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-01331624-2b8e-4ce4-802f-8af388bbae59\" 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>Ticket</th>\n",
              "      <th>Age</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>A/5 21171</td>\n",
              "      <td>22.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>PC 17599</td>\n",
              "      <td>38.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>26.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>113803</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>373450</td>\n",
              "      <td>35.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-01331624-2b8e-4ce4-802f-8af388bbae59')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-01331624-2b8e-4ce4-802f-8af388bbae59 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-01331624-2b8e-4ce4-802f-8af388bbae59');\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",
              "\n",
              "\n",
              "<div id=\"df-3e71a6e4-6e26-4b58-b997-babc18665d5f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3e71a6e4-6e26-4b58-b997-babc18665d5f')\"\n",
              "            title=\"Suggest charts\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-3e71a6e4-6e26-4b58-b997-babc18665d5f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "age_ticket",
              "summary": "{\n  \"name\": \"age_ticket\",\n  \"rows\": 891,\n  \"fields\": [\n    {\n      \"column\": \"Ticket\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 681,\n        \"samples\": [\n          \"11774\",\n          \"248740\",\n          \"PC 17605\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.526497332334042,\n        \"min\": 0.42,\n        \"max\": 80.0,\n        \"num_unique_values\": 88,\n        \"samples\": [\n          0.75,\n          22.0,\n          49.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7c0cf31c23e0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_0['Age'].plot(kind='hist', bins=20, title='Age')\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-8130d50a-0561-4e5f-8a03-3c452ae50a65\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAGrCAYAAAAxesZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAovElEQVR4nO3dfVCV953//9cRIppEFFEKDQKjgKk34UZhiKZJ3ayrsakadCfm\n",
              "phsxINZ1rUNnTVyTbrQ1uNvqxu0sFSNDktrRRMSE1U3amKQdTKx4U1xXJwoogg6IMQrGKHLz+f3h\n",
              "L+friYAe5OLw0edj5prxXNfFxftTIn16zgXHZYwxAgAAsEwvXw8AAADQGUQMAACwEhEDAACsRMQA\n",
              "AAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRA6DHyc/Pl8vl0osvvujrUQD0\n",
              "YC7eOwlAT5OUlKTjx4+rV69eqq6uVkBAgK9HAtAD8UwMgB5lz5492rt3rzZs2KD6+npt3rzZfezC\n",
              "hQuaPXu2goODFR4erjVr1ig8PFxvvPGG+5zPP/9cjz/+uL7zne/ovvvu0/z583Xx4kUfrASA04gY\n",
              "AD1KTk6O4uPjNXnyZD3xxBPKyclxH/vpT3+qw4cP6+DBgzp69KgOHjyo06dPu49/8cUX+v73v69H\n",
              "H31UVVVVOnDggI4ePapFixb5YCUAnMbLSQB6jHPnzum+++7TqlWr9JOf/EQff/yxHn30UZWWlmrU\n",
              "qFG6++67tXXrVk2ZMkWS1NDQoKCgIOXl5Wn27NlavXq1Nm/erF27drmv+emnn+pv/uZv9PXXX8vP\n",
              "z89XSwPgAJ6JAdBjfHND7zPPPCNJmjBhgqKjo5WTk6MvvvhCV65cUWRkpPv8wMBABQUFuR+XlZVp\n",
              "3759GjBggHubMmWKXC6Xamtru309AJxFxADoEYwxWrt2ra5cuaLY2FiFhoYqLCxMJ0+e1O9//3v1\n",
              "6dNHvXv31okTJ9wf09DQoHPnzrkfh4aG6qGHHtL58+fdW319vS5fvqz77rvPF8sC4CAiBkCP8OGH\n",
              "H6qsrEx//OMfVVpa6t7+93//V5L01ltv6emnn9by5ctVU1Ojr7/+Wv/8z/+sXr3+37extLQ0/fWv\n",
              "f1VOTo6+/vprGWNUXV2td99910erAuAkIgZAj/Db3/5Wf/u3f6sJEyYoNDTUvcXExCg9PV2//e1v\n",
              "tWbNGsXGxmrkyJGKiYnRiBEjNHDgQPXp00eSFBERoV27dunDDz/UsGHDNGDAAE2aNEkHDx708eoA\n",
              "OIEbewFY69y5cwoODtann36qBx980NfjAOhmPBMDwBpVVVX685//rJaWFp09e1bz589XTEyMkpKS\n",
              "fD0aAB8gYgBY48qVK/qnf/onDRgwQDExMTp//ryKiork7+/v69EA+AAvJwEAACvxTAwAALASEQMA\n",
              "AKxExAAAACsRMQAAwEq3fcSsWbPG1yMAAAAH3PYRc+37rAAAgNvHbR8xAADg9kTEAAAAKxExAADA\n",
              "SkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsJJjEXP5\n",
              "8mVNnz5dsbGxiouL08SJE1VeXt7mudu2bdP999+vmJgYpaamqqGh4aaOAQCAO5ejz8TMnTtXR44c\n",
              "0YEDBzRt2jSlp6dfd85XX32l559/Xu+++67Kysr03e9+V7/4xS9ueAwAANzZHIuYPn36aMqUKXK5\n",
              "XJKklJQUVVZWXnfe+++/r4SEBN1///2SpPnz52vjxo03PNaWxsZGNTQ0eGwtLS1dvDIAANAT+HfX\n",
              "J1qzZo2mTZt23f6qqipFRka6H0dFRammpkbNzc0dHvP3v3707OxsLVu2zGNfSkpKF64CAGCDqBe3\n",
              "O3btypU/dOza8E633Nj76quvqry8XNnZ2Y5+niVLlqi+vt5jS05OdvRzAgAA33A8Yn7961+rsLBQ\n",
              "77//vu6+++7rjkdEROjEiRPux5WVlQoLC5O/v3+Hx9oSEBCgwMBAj83Pz6/rFwUAAHzO0YhZvXq1\n",
              "Nm7cqA8//FADBgxo85zJkydr//79+vzzzyVJOTk5mjVr1g2PAQCAO5tj98ScPHlSP/vZzzR06FBN\n",
              "mDBB0tVnSnbv3q2f//zn+u53v6t58+apX79+Wr9+vaZPn67m5maNGjVKb775piR1eAwAANzZXMYY\n",
              "4+shnJSVlaXVq1f7egwAQDfixt47A7+xFwAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABW\n",
              "ImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABg\n",
              "JSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAA\n",
              "ViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJUcjZiF\n",
              "CxcqKipKLpdLpaWlbZ6Tn5+v+Ph49zZo0CClpqZKkiorK+Xn5+dxvKKiwsmRAQCAJfydvPjMmTO1\n",
              "ePFiPfTQQ+2ek5aWprS0NPfjUaNG6ZlnnnE/7tevX7sBBAAA7lyORszDDz/s1fm7d+9WXV2dpk6d\n",
              "2qnP19jYqMbGRo99LS0tnboWAADo2XrUPTF5eXn68Y9/rLvuusu97+LFi0pKSlJiYqKWL1/eYZRk\n",
              "Z2erf//+HltJSUl3jA4AALpZj4mYixcvatOmTXr++efd+8LCwnTq1Cnt2bNHO3bsUHFxsVatWtXu\n",
              "NZYsWaL6+nqPLTk5uTvGBwAA3azHRMzmzZs1cuRIjRgxwr0vICBAISEhkqSBAwdqzpw5Ki4ubvca\n",
              "AQEBCgwM9Nj8/Pwcnx0AAHS/HhMxeXl5Hs/CSFJdXZ2ampokXb3fpbCwUAkJCb4YDwAA9DCORkxm\n",
              "ZqbCw8N18uRJTZo0SdHR0ZKk9PR0FRUVuc87cuSISktL9eSTT3p8/M6dO5WQkKC4uDglJiYqNDRU\n",
              "S5cudXJkAABgCZcxxvh6CCdlZWVp9erVvh4DANCNol7c7ti1K1f+0LFrwzs95uUkAAAAbxAxAADA\n",
              "SkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAA\n",
              "rETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAA\n",
              "wEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMA\n",
              "AKxExAAAACsRMQAAwEpEDAAAsJKjEbNw4UJFRUXJ5XKptLS0zXP+9Kc/qW/fvoqPj3dvly5dch/P\n",
              "y8tTTEyMhg0bpoyMDDU1NTk5MgAAsISjETNz5kzt3LlTkZGRHZ43fPhwlZaWure+fftKko4fP66X\n",
              "X35ZxcXFKi8v1+nTp7Vu3TonRwYAAJZwNGIefvhhhYeHd/rjCwoKNHXqVIWGhsrlcmnevHnauHFj\n",
              "u+c3NjaqoaHBY2tpaen05wcAAD1Xj7gnpqKiQomJiUpKSlJOTo57f1VVlcezOFFRUaqqqmr3OtnZ\n",
              "2erfv7/HVlJS4ujsAADAN3weMYmJiTp58qT279+vrVu3au3atXrnnXc6da0lS5aovr7eY0tOTu7i\n",
              "iQEAQE/g84gJDAxU//79JUnh4eF66qmnVFxcLEmKiIjQiRMn3OdWVlYqIiKi3WsFBAQoMDDQY/Pz\n",
              "83N2AQAAwCd8HjE1NTVqbW2VJF24cEHbtm1TQkKCJGnGjBkqKipSbW2tjDFau3atZs2a5ctxAQBA\n",
              "D+FoxGRmZio8PFwnT57UpEmTFB0dLUlKT09XUVGRJGnLli0aPXq04uLilJKSookTJyotLU2SNHTo\n",
              "UC1btkzjx49XdHS0Bg8erMzMTCdHBgAAlnAZY4yvh3BSVlaWVq9e7esxAADdKOrF7Y5du3LlDx27\n",
              "Nrzj85eTAAAAOoOIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJ\n",
              "iAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAABWImIAAICV\n",
              "iBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABY\n",
              "iYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJUcjZiFCxcqKipKLpdLpaWlbZ7z8ccf\n",
              "Kzk5WSNGjNDIkSO1ePFitba2SpIqKyvl5+en+Ph491ZRUeHkyAAAwBKORszMmTO1c+dORUZGtntO\n",
              "UFCQNm3apMOHD2vfvn367LPP9NZbb7mP9+vXT6Wlpe5t2LBhTo4MAAAs4e/kxR9++OEbnpOQkOD+\n",
              "c58+fRQfH6/KyspOfb7GxkY1NjZ67GtpaenUtQAAQM/Wo+6Jqa2tVUFBgR5//HH3vosXLyopKUmJ\n",
              "iYlavnx5h1GSnZ2t/v37e2wlJSXdMToAAOhmPSZiGhoa9KMf/UiLFy/W2LFjJUlhYWE6deqU9uzZ\n",
              "ox07dqi4uFirVq1q9xpLlixRfX29x5acnNxdSwAAAN2oR0TMhQsXNHnyZE2bNk1ZWVnu/QEBAQoJ\n",
              "CZEkDRw4UHPmzFFxcXG71wkICFBgYKDH5ufn5/j8AACg+/k8Yr766itNnjxZkydP1ksvveRxrK6u\n",
              "Tk1NTZKu3u9SWFjocQ8NAAC4czkaMZmZmQoPD9fJkyc1adIkRUdHS5LS09NVVFQkSVqzZo1KSkpU\n",
              "WFjo/jHqFStWSJJ27typhIQExcXFKTExUaGhoVq6dKmTIwMAAEu4jDHG10M4KSsrS6tXr/b1GACA\n",
              "bhT14nbHrl258oeOXRve8fnLSQAAAJ1BxAAAACsRMQAAwEpEDAAAsJLXEfOHP/zBiTkAAAC84nXE\n",
              "LF++XMOHD9eaNWvU0NDgxEwAAAA35HXEfPrpp9q0aZP+7//+T7GxsZo/f74OHz7sxGwAAADt6tQ9\n",
              "MQkJCXr99df1wQcfaNu2bXrggQc0ceJEHTx4sKvnAwAAaFOnImbHjh2aNm2aUlNT9Y//+I+qra1V\n",
              "Zmamnnjiia6eDwAAoE3+3n7A9773PQ0aNEgLFy5Uamqq+w0WZ86cqby8vC4fEAAAoC1eR8yGDRs0\n",
              "ZsyYNo+9//77tzwQAADAzfD65aR9+/bpyy+/dD8+e/asXn/99S4dCgAA4Ea8jpicnBwNHDjQ/Tg4\n",
              "OFg5OTldOhQAAMCNeB0xbb3pdUtLS5cMAwAAcLO8jpiwsDC988477sdvv/22wsLCunQoAACAG/H6\n",
              "xt7XXntN06ZN0+LFiyVJd999t957770uHwwAAKAjXkfM/fffr8OHD+vIkSOSpOHDh7t/zBoAAKC7\n",
              "eB0xkuRyuTRgwAA1Nzfr1KlTkqSIiIguHQwAAKAjXkfMG2+8oYULF+quu+5Sr15Xb6lxuVyqq6vr\n",
              "8uEAAADa43XE/OIXv9CePXs0fPhwJ+YBAAC4KV7/dNKgQYMIGAAA4HNeR8z06dP12muvqa6uTg0N\n",
              "De4NAACgO3n9ctLSpUslSVlZWXK5XDLGyOVy8QvvAABAt/I6YlpbW52YAwAAwCtev5wkXX0TyN/9\n",
              "7neSpPPnz6umpqZLhwIAALiRTr0B5Jw5c/TKK69Iuvou1k8//XRXzwUAANAhryNm3bp1+stf/qLA\n",
              "wEBJ0rBhw3TmzJkuHwwAAKAjXkdMQECA+vbt67HP379Tv/gXAACg07yOmMGDB+vo0aNyuVySrv4G\n",
              "X95yAAAAdLdOvYv1U089pc8//1xDhgxRYGCgtm3b5sRsAAAA7fI6YqKjo7V7924dOXJExhjexRoA\n",
              "APiE1xFTVVUlSbrnnnskiXexBgAAPuF1xIwZM8b9m3ovX76sr7/+WsHBwbyLNQAA6FZeR8y3f5y6\n",
              "sLBQBw4c6LKBAAAAbkanfmPvtVJTU7V9+/aumAUAAOCmeR0x175z9blz5/TBBx+0+y7WCxcuVFRU\n",
              "lFwul0pLS9u9Zl5enmJiYjRs2DBlZGSoqanppo4BAIA7l9cRM2DAAAUFBWnAgAEKCQlRVlaW/vM/\n",
              "/7PNc2fOnKmdO3cqMjKy3esdP35cL7/8soqLi1VeXq7Tp09r3bp1NzwGAADubF5HTGtrq1paWtTa\n",
              "2qqmpiYdPnxYkydPbvPchx9+WOHh4R1er6CgQFOnTlVoaKhcLpfmzZunjRs33vBYWxobGz2eKWpo\n",
              "aFBLS4u3SwQAABbw+fsFVFVVeTxTExUV5f4x7o6OtSU7O1vLli3z2JeSktLFE///s7zo3H1AlSt/\n",
              "6Ni18f/wNQRwp3Dq+52vv9d5/UxMr1695Ofnd932zX5fWrJkierr6z225ORkn84EAACc4fUzMcuX\n",
              "L9elS5f0k5/8RJK0du1a9e3bV4sWLerUABEREaqoqHA/rqysdP/ivI6OtSUgIEABAQEe+3wdVgAA\n",
              "wBlePxOzdetWrVixQuHh4QoPD9cvf/lLFRYW6p577nH/Fl9vzJgxQ0VFRaqtrZUxRmvXrtWsWbNu\n",
              "eAwAANzZvI6YCxcuePx23rq6Ol24cKHNczMzMxUeHq6TJ09q0qRJio6OliSlp6erqKhIkjR06FAt\n",
              "W7ZM48ePV3R0tAYPHqzMzMwbHgMAAHc2r19O+tnPfqa4uDhNmTJFkvTBBx/olVdeafPc3NzcNvev\n",
              "X7/e43FGRoYyMjLaPLejYwAA4M7ldcRkZmZq/Pjx+uSTTyRJWVlZGjlyZJcPBgAA0JFO/Yh1cHCw\n",
              "Ro8erR/84Adqbm7WlStX1Lt3766eDQAAoF1e3xNTUFCglJQUpaWlSZIOHTqk6dOnd/VcAAAAHfI6\n",
              "YrKzs7V//34NGDBAkhQXF6cTJ0509VwAAAAd8jpi/Pz8FBwc7LGPl5IAAEB38zpi+vXrp9OnT8vl\n",
              "ckmSPvroIw0cOLDLBwMAAOiI1zf2/tu//Zsee+wxHTt2TA899JCOHz+u7dudew8aAACAtngVMd+8\n",
              "g/Unn3yizz77TMYYjRs3zn1/DAAAQHfxKmJ69eqluXPn6sCBA3rsscecmgkAAOCGvL4nJiYmRuXl\n",
              "5U7MAgAAcNO8vifmyy+/VHx8vMaNG6d7773Xvb+wsLBLBwMAAOjITUfM3LlztW7dOj333HOaOnWq\n",
              "goKCnJwLAACgQzcdMXv37pUkPffcc0pMTNT+/fsdGwoAAOBGvL4nRpKMMV09BwAAgFdu+pmYS5cu\n",
              "6eDBgzLG6PLly+4/f+OBBx5wZEAAAIC2eBUxU6dOdT++9s8ul0vHjh3r2skAAAA6cNMRU1lZ6eAY\n",
              "AAAA3unUPTEAAAC+RsQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAA\n",
              "rETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACs5GjFl\n",
              "ZWUaN26cYmNjlZSUpEOHDl13Tn5+vuLj493boEGDlJqaKkmqrKyUn5+fx/GKigonRwYAAJbwd/Li\n",
              "mZmZmjt3rmbPnq2CggLNnj1be/bs8TgnLS1NaWlp7sejRo3SM888437cr18/lZaWOjkmAACwkGPP\n",
              "xNTV1Wnv3r169tlnJUkzZsxQdXW1ysvL2/2Y3bt3q66uTlOnTu3U52xsbFRDQ4PH1tLS0qlrAQCA\n",
              "ns2xiKmurlZYWJj8/a8+2eNyuRQREaGqqqp2PyYvL08//vGPddddd7n3Xbx4UUlJSUpMTNTy5cs7\n",
              "jJLs7Gz179/fYyspKem6RQEAgB6jx9zYe/HiRW3atEnPP/+8e19YWJhOnTqlPXv2aMeOHSouLtaq\n",
              "VavavcaSJUtUX1/vsSUnJ3fH+AAAoJs5FjFDhgxRTU2NmpubJUnGGFVVVSkiIqLN8zdv3qyRI0dq\n",
              "xIgR7n0BAQEKCQmRJA0cOFBz5sxRcXFxu58zICBAgYGBHpufn18XrgoAAPQUjkVMSEiIEhMTtWHD\n",
              "BknSli1bFB4erujo6DbPz8vL83gWRrp6X01TU5Okq/e7FBYWKiEhwamRAQCARRx9OSk3N1e5ubmK\n",
              "jY3VypUrlZ+fL0lKT09XUVGR+7wjR46otLRUTz75pMfH79y5UwkJCYqLi1NiYqJCQ0O1dOlSJ0cG\n",
              "AACWcPRHrIcPH65du3Zdt3/9+vXXnXfhwoXrzktNTXX/zhgAAIBr9ZgbewEAALxBxAAAACsRMQAA\n",
              "wEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMA\n",
              "AKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEA\n",
              "AMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhED\n",
              "AACsRMQAAAArETEAAMBKjkZMWVmZxo0bp9jYWCUlJenQoUPXnfOnP/1Jffv2VXx8vHu7dOmS+3he\n",
              "Xp5iYmI0bNgwZWRkqKmpycmRAQCAJRyNmMzMTM2dO1dHjx7VCy+8oNmzZ7d53vDhw1VaWure+vbt\n",
              "K0k6fvy4Xn75ZRUXF6u8vFynT5/WunXrnBwZAABYwrGIqaur0969e/Xss89KkmbMmKHq6mqVl5ff\n",
              "9DUKCgo0depUhYaGyuVyad68edq4cWO75zc2NqqhocFja2lpueW1AACAnsexiKmurlZYWJj8/f0l\n",
              "SS6XSxEREaqqqrru3IqKCiUmJiopKUk5OTnu/VVVVYqMjHQ/joqKavPjv5Gdna3+/ft7bCUlJV24\n",
              "KgAA0FP4/MbexMREnTx5Uvv379fWrVu1du1avfPOO5261pIlS1RfX++xJScnd/HEAACgJ3AsYoYM\n",
              "GaKamho1NzdLkowxqqqqUkREhMd5gYGB6t+/vyQpPDxcTz31lIqLiyVJEREROnHihPvcysrK6z7+\n",
              "WgEBAQoMDPTY/Pz8unppAACgB3AsYkJCQpSYmKgNGzZIkrZs2aLw8HBFR0d7nFdTU6PW1lZJ0oUL\n",
              "F7Rt2zYlJCRIunofTVFRkWpra2WM0dq1azVr1iynRgYAABZx9OWk3Nxc5ebmKjY2VitXrlR+fr4k\n",
              "KT09XUVFRZKuxs3o0aMVFxenlJQUTZw4UWlpaZKkoUOHatmyZRo/fryio6M1ePBgZWZmOjkyAACw\n",
              "hL+TFx8+fLh27dp13f7169e7/7xgwQItWLCg3WtkZGQoIyPDkfkAAIC9fH5jLwAAQGcQMQAAwEpE\n",
              "DAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxE\n",
              "xAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQAAAArETEAAMBK\n",
              "RAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACs\n",
              "RMQAAAArETEAAMBKRAwAALCSoxFTVlamcePGKTY2VklJSTp06NB153z88cdKTk7WiBEjNHLkSC1e\n",
              "vFitra2SpMrKSvn5+Sk+Pt69VVRUODkyAACwhKMRk5mZqblz5+ro0aN64YUXNHv27OvOCQoK0qZN\n",
              "m3T48GHt27dPn332md566y338X79+qm0tNS9DRs2zMmRAQCAJRyLmLq6Ou3du1fPPvusJGnGjBmq\n",
              "rq5WeXm5x3kJCQkaOnSoJKlPnz6Kj49XZWVlpz5nY2OjGhoaPLaWlpZbWgcAAOiZHIuY6upqhYWF\n",
              "yd/fX5LkcrkUERGhqqqqdj+mtrZWBQUFevzxx937Ll68qKSkJCUmJmr58uUdRkl2drb69+/vsZWU\n",
              "lHTdogAAQI/RY27sbWho0I9+9CMtXrxYY8eOlSSFhYXp1KlT2rNnj3bs2KHi4mKtWrWq3WssWbJE\n",
              "9fX1HltycnJ3LQEAAHQjxyJmyJAhqqmpUXNzsyTJGKOqqipFRERcd+6FCxc0efJkTZs2TVlZWe79\n",
              "AQEBCgkJkSQNHDhQc+bMUXFxcbufMyAgQIGBgR6bn59fF68MAAD0BI5FTEhIiBITE7VhwwZJ0pYt\n",
              "WxQeHq7o6GiP87766itNnjxZkydP1ksvveRxrK6uTk1NTZKu3u9SWFiohIQEp0YGAAAWcfTlpNzc\n",
              "XOXm5io2NlYrV65Ufn6+JCk9PV1FRUWSpDVr1qikpESFhYXuH6NesWKFJGnnzp1KSEhQXFycEhMT\n",
              "FRoaqqVLlzo5MgAAsIS/kxcfPny4du3add3+9evXu/+8dOnSdsMkNTVVqampjs0HAADs1WNu7AUA\n",
              "APAGEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQMAACwEhEDAACsRMQA\n",
              "AAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETEAAAAKxExAADASkQM\n",
              "AACwEhEDAACsRMQAAAArETEAAMBKRAwAALASEQMAAKxExAAAACsRMQAAwEpEDAAAsBIRAwAArETE\n",
              "AAAAKxExAADASkQMAACwEhEDAACsRMQAAAArORoxZWVlGjdunGJjY5WUlKRDhw61eV5eXp5iYmI0\n",
              "bNgwZWRkqKmp6aaOAQCAO5ejEZOZmam5c+fq6NGjeuGFFzR79uzrzjl+/LhefvllFRcXq7y8XKdP\n",
              "n9a6detueAwAANzZHIuYuro67d27V88++6wkacaMGaqurlZ5ebnHeQUFBZo6dapCQ0Plcrk0b948\n",
              "bdy48YbH2tLY2KiGhgaPraWlxaklAgAAH/J36sLV1dUKCwuTv//VT+FyuRQREaGqqipFR0e7z6uq\n",
              "qlJkZKT7cVRUlKqqqm54rC3Z2dlatmyZx777779fWVlZXbKmb7S0tCispETJycny8/Pr0mtLUlbW\n",
              "R11+TW+1tLSoxME1+trt/jW83b9+0u2/xtt9fZKza0zt0qt5utm/3z3pa+jE/x4tLS168MFfOra+\n",
              "yMhI/fSnP+3wHMcixheWLFlyXbAEBAQoICCgSz9PQ0OD+vfvrz/84Q8KDAzs0mv3FLf7Glmf/W73\n",
              "Nd7u65Nu/zWyPuc5FjFDhgxRTU2Nmpub5e/vL2OMqqqqFBER4XFeRESEKioq3I8rKyvd53R0rC1O\n",
              "BAsAAOiZHLsnJiQkRImJidqwYYMkacuWLQoPD/d4KUm6eq9MUVGRamtrZYzR2rVrNWvWrBseAwAA\n",
              "dzZHfzopNzdXubm5io2N1cqVK5Wfny9JSk9PV1FRkSRp6NChWrZsmcaPH6/o6GgNHjxYmZmZNzwG\n",
              "AADubI7eEzN8+HDt2rXruv3r16/3eJyRkaGMjIw2r9HRMV8JCAjQv/7rv97WL13d7mtkffa73dd4\n",
              "u69Puv3XyPqc5zLGGJ99dgAAgE7ibQcAAICViBgAAGAlIgYAAFiJiAEAAFYiYm7g8uXLmj59umJj\n",
              "YxUXF6eJEye63/8pLS3NvX/8+PHas2ePj6ftnI7W+I2PP/5Yfn5+eu2113wz5C3oaH3GGL3yyiuK\n",
              "jY3V6NGjNWHCBB9P672O1ldSUqKUlBQlJCToe9/7nv793//dx9N23t/93d/pgQceUHx8vL7//e/r\n",
              "r3/9qySprKxM48aNU2xsrJKSknTo0CEfT9o5ba3vZv5u2qK9r9838vPz5XK59O677/pmwC7Q3hob\n",
              "Gxu1YMECxcTEaPTo0e73FLRNe+v7n//5HyUmJio+Pl6jRo3Sm2++2X1DGXTo0qVLZvv27aa1tdUY\n",
              "Y8xvfvMb88gjjxhjjHnvvfdMU1OTMcaY//7v/zaRkZE+mvLWdLRGY4w5f/68SUpKMo8//rj5j//4\n",
              "D98MeQs6Wt9rr71mnnjiCdPY2GiMMaampsZXY3ZaR+uLi4sz7733njHGmLNnz5rBgwebQ4cO+WrU\n",
              "W3Lu3Dn3nwsLC80DDzxgjDFmwoQJJj8/3xhjzObNm83YsWN9MN2ta2t9N/q7aZP2vn7GGHP8+HHz\n",
              "4IMPmpSUFLN169buH66LtLfGRYsWmQULFri/jjZ+nzGm7fW1traaoKAgc+DAAWPM1a9lQECAaWho\n",
              "6JaZeCbmBvr06aMpU6bI5XJJklJSUlRZWSlJmjp1qvsNLlNSUnTq1Ck1Nzf7atRO62iNkrRgwQK9\n",
              "9NJLCg4O9tGEt6aj9f3qV7/SypUr1bt3b0lSaGior8bstI7W53K5dP78eUnSxYsX1bt3bw0cONBH\n",
              "k96aAQMGuP9cX18vl8uluro67d271/0v2xkzZqi6utrKZyvaWt+N/m7apK31SVJra6vS09P1m9/8\n",
              "xvrfp9LWGi9evKi8vDytWLHCvWYbv89I7X8Nr/0+09DQoODg4G77Wt5WbwDZHdasWaNp06a1uX/K\n",
              "lCnuqLHZtWssKChQr169NHXqVBUWFvp4sq7xzfoaGhp0+vRpvffeeyooKJAkZWVl6cknn/TxhLfm\n",
              "2q9ffn6+pk2bppdeeklnzpxRbm6utd9AJekf/uEf9Mknn0i6+hR2dXW1wsLC3H/vXC6XIiIiVFVV\n",
              "dd1bnNjg2+v7tva+/9iirfWtXr1a48eP15gxY3w5Wpf59horKio0cOBAvfrqq9qxY4f69u2rV155\n",
              "RY8++qiPJ+2cb6/P5XLp7bffVmpqqu655x6dO3dOhYWF7n8YOq5bnu+5TaxYscKkpKSYixcveuz/\n",
              "3e9+Z2JjY01tba2PJus6166xpqbGxMXFuZ9CfO6556x8Oela167v7NmzRpJZtmyZMebq06BhYWGm\n",
              "tLTUx1N23rf/G33yySfN73//e2OMMRUVFSY8PNzal5Ou9cYbb5jHHnvM7N2718TGxnocS0pKMh99\n",
              "9JGPJusa36zvWu19/7HRN+s7ePCgSUlJMVeuXDHGGPPII49Y/XLStb5Z4759+4wk8+abbxpjjNm/\n",
              "f78JDg62/v8vvllfU1OTeeSRR8yf//xnY4wxJSUlJjQ01Jw5c6Zb5iBibtKvfvUrM2bMGI/XBI0x\n",
              "ZtOmTSY6OtqcOHHCN4N1oW+vcdu2bSYkJMRERkaayMhIc88995igoCDzL//yL74dtJPa+hree++9\n",
              "pqKiwv145syZ5vXXX/fBdLfu2+s7c+aM6d27t8c5M2fONOvWrfPBdF2vT58+pra21vTr1899b1pr\n",
              "a6v5zne+Y8rKynw83a3r06eP+eKLL4wx7X//sVmfPn3ML3/5SxMaGur+HhMQEGAGDx5scnJyfD1e\n",
              "l/jmv9FevXqZ5uZm9/6xY8eaDz/80IeTdY0+ffqYv/zlLyYmJsZj/9ixY80f//jHbpmBiLkJq1at\n",
              "MomJiebLL7/02P/222+b6OhoU1lZ6aPJuk57a7yWzc/EtLe+jIwM81//9V/GmKs3vkZERJjdu3f7\n",
              "YsRb0tb6mpubTVBQkPtZiTNnzpghQ4aYzz77zFdjdtq5c+fMqVOn3I+3bt1q7rvvPtPa2moeeeQR\n",
              "jxt7x4wZ46MpO6+j9d3M382erqP1XcvmZ2I6WuPEiRPN9u3bjTHGHDt2zAQHB5uTJ0/6atROaW99\n",
              "tbW15t577zWHDx82xhhTVlZmgoKCuu0f9rx30g2cPHlSQ4YM0dChQ9WvXz9JV9/0avfu3brrrrsU\n",
              "GhrqccPrRx99ZN0NsB2t8VqzZ89WfHy8Fi1a5IMpO6+j9Z09e1ZpaWk6duyYJGn+/PmaP3++L8f1\n",
              "Wkfr27Fjh1544QU1NzerqalJ6enpysrK8vHE3jtx4oT+/u//XpcuXVKvXr00ePBg/frXv1Z8fLyO\n",
              "HDmi2bNn6+zZswoMDFR+fr5Gjx7t65G90t76Bg0adFN/N3u6jr5+1/rBD36gRYsWafr06T6Z81Z0\n",
              "tMZjx47p+eef1xdffKFevXrp5z//uWbMmOHrkb3S0fo2btyoV199Vb169VJra6uWLFmip59+ulvm\n",
              "ImIAAICV+BFrAABgJSIGAABYiYgBAABWImIAAICViBgAAGAlIgYAAFiJiAEAAFYiYgAAgJWIGAAA\n",
              "YCUiBgAAWOn/A0mK99hGNwULAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-8130d50a-0561-4e5f-8a03-3c452ae50a65\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-8130d50a-0561-4e5f-8a03-3c452ae50a65\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7c0cf31c3490>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Categorical distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "_df_1.groupby('Ticket').size().plot(kind='barh', color=sns.palettes.mpl_palette('Dark2'))\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-c378dd22-222f-4f3d-90e7-901a39e67453\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoQAAAGZCAYAAAAQFyCXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAnuklEQVR4nO3de1SVdd7//9eGreT5gKbmAUJBSIQtZlmieaBAojzMMOqUZ8um\n",
              "u1ubWp6WOqNFaeVYNtZSixnNZgyP5G36bc14mkkzTSF1LBMT8KyhgqRxkOv3h7+u+94j6qYBNvB5\n",
              "Ptbaa82+Tvu9r1rDs+vaGxyWZVkCAACAsXy8PQAAAAC8iyAEAAAwHEEIAABgOIIQAADAcAQhAACA\n",
              "4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4ghEcWLFjg7REAAEAFIQjhkaysLG+PAAAAKghBCAAA\n",
              "YDiCEAAAwHAEIQAAgOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBw\n",
              "BCEAAIDhCEIAAADDEYQAAACGIwgBAAAMRxACAAAYjiAEAAAwnMOyLMvbQ6Dqi4hvqAeGN/H2GAAA\n",
              "1DiLh2V5ewSuEAIAAJiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACGIwgBAAAM\n",
              "RxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAAw1VYEK5du1Zdu3aVy+VSaGio+vbt\n",
              "q5KSEsXHx8vlcsnlcsnhcKhz585yuVzq2bOnJCk3N1fjx49XUFCQQkND1a1bN23cuNE+7rZt2+Rw\n",
              "OPTyyy/byw4ePKjAwEC311+9erV+85vfSJJOnjypoUOHKigoSMHBwXrooYe0a9cue9uPPvpILpdL\n",
              "4eHhCg8P1x/+8AeP3uOxY8fs9xgeHq7ExERdvHhRkpSfn6/Y2Fg1a9ZMjRs3vmHfDRs2KDQ0VMHB\n",
              "wRo8eLDy8vJuu9+BAwfUq1cvhYaGKjw8XGPGjNHVq1ft9cuWLbPPZ5cuXezz9uOPP2rgwIEKCQlR\n",
              "ZGSkHn74YWVkZHj0HgEAQM3nsCzLKu+Dnj59Wp07d9bevXsVEBAgSdq3b5+6dOkih8Pxvy/ucOji\n",
              "xYt2+FiWpejoaHXp0kVvvfWWnE6n0tPT9eijj2rp0qV6+OGHtW3bNg0bNkzXrl3ToUOH1KxZMx08\n",
              "eFAJCQnKzMy0j/3EE09oxIgRio6Olsvl0rhx4zRlyhRJ0ubNmzV06FBt3bpV4eHh2rFjh9q3b6+W\n",
              "LVsqNzdXXbt21fvvv6/evXvf8n0WFBSopKREderUkSRNnDhRkrRgwQIVFBRox44datq0qXr37q1L\n",
              "ly7Z++Xn56t9+/bavn27QkND9dxzz6lOnTp64403brnfkSNHdPXqVUVEROjatWv69a9/rbCwMM2a\n",
              "NUsXLlxQYGCgvv32W7Vs2VKfffaZBg8erHPnzunHH3/Uli1b1L9/fzkcDi1cuFCrV6/Wtm3bPP5n\n",
              "GhHfUA8Mb+Lx9gAAwDOLh2V5e4SKuUJ49uxZ+fr6qmnTpvayqKgotxgszebNm5WVlaX58+fL6XRK\n",
              "klwul6ZPn+52RbBFixYaPny427L/q6ioSDt27FDfvn21YsUKNWnSxI5BSerXr59Gjx6t119/XZLU\n",
              "o0cPtWzZUpLUqFEjhYaGusXlzfj5+dkxeO3aNf3www/2e/Tz81Pfvn1LvTq4adMmdenSRaGhoZKk\n",
              "Z599VitWrLjtfsHBwYqIiJAk+fr6qlu3bvacJSUlsixLly9fliRdunRJbdq0kSTdcccdio+Pt2fr\n",
              "3r27R+8PAACYoUKCMCIiQtHR0QoICNCgQYP0xhtv6OTJk7fdb9++feratatq167ttvyBBx7Q3r17\n",
              "3ZZNnz5dK1as0LFjx244ztatW/Xggw+qVq1a2rdvnx544IEbtintmJJ06NAhff7554qJibntvJJU\n",
              "WFgol8ulZs2a6ciRI5o9e/Zt98nOzravnEpSYGCgTp8+reLiYo9eU5J++OEHvf/++xowYIAkqVmz\n",
              "Zlq0aJGioqIUEBCgMWPGaOnSpaXuu2DBAnu/0hQUFCgvL8/tUVJS7heSAQBAFVEhQejj46M1a9Zo\n",
              "586diouL044dO9SpU6dy/dxa06ZN9fzzz2vGjBk3rEtNTdWgQYPKfMwTJ05owIABWrRokX117XZq\n",
              "166t9PR0nT17VqGhoVq8eHGZX7esCgsLNWTIED3yyCP2+8zNzdWCBQu0e/duZWVlKTk5WYMGDVJh\n",
              "YaHbvq+++qoyMjI0Z86cmx5/zpw5atSokdvj/NHCm24PAACqtwr9lnFoaKjGjx+v1NRUde/eXevX\n",
              "r7/l9lFRUdq7d6+Kiorcln/++eeKioq6Yfvnn39e27dvV1pamr3Msix9+umn6t+/v33Mzz///IZ9\n",
              "//2Yp06dUkxMjGbMmKHExMQyvU/pehiOHj1ay5cvv+227dq1U1bW/35eIDMzU61atbJvk99KUVGR\n",
              "hgwZolatWmnBggX28r/97W9q3LixwsLCJEmPPfaY8vLy3F5n3rx5Wrt2rTZt2qS6deve9DWmTZum\n",
              "3Nxct0fz9rVvuj0AAKjeKiQIT548qR07dtjPL168qGPHjql9+/a33K9v375q27atfvvb39q3T9PT\n",
              "0/XKK6+UeiWwbt26mjlzpn73u9/Zy3bv3q2wsDDVr19fkjRs2DDl5OTotddes7fZsmWL/vSnP2nS\n",
              "pEmSrn8Jpl+/fpoyZYpGjhzp8fvMysrSlStXJF3/DN+qVavsz/jdSlxcnPbt26dvvvlGkvTuu+9q\n",
              "6NCht92vuLhYQ4cOVdOmTbVkyRK3z2QGBQUpPT1dZ86ckXQ9eIuLi9W2bVtJ0vz587VixQo7HG/F\n",
              "z89PDRs2dHv4+Nz6858AAKD6uv0lqZ+huLhYL730ko4dO6a6deuquLhYI0eOvOXn1qTrt5o3bdqk\n",
              "SZMmKTg4WLVr11aDBg20aNEixcbGlrrP2LFjNX/+fBUUFEiS1q1bp4EDB9rr69Wrp23btunFF1/U\n",
              "3XffLafTqVatWmn9+vV2vP3ud79Tdna2FixYYF91mzhxokaPHq1Tp04pPj5e6enpN7z2/v37NX36\n",
              "dEnXgzAqKkpvv/22vT4iIkLnz59XXl6e2rRpoz59+mj58uVq0KCB3n//fQ0cOFDFxcUKDw/XsmXL\n",
              "brtfSkqK1q5dq4iICHXp0kXS9S/EvPPOO4qKitL06dPVt29f1apVS06nUytXrtQdd9yhEydO6MUX\n",
              "X1RQUJD69Okj6Xr0ffHFF7f85wEAAMxQIb92xps6deqkrVu36s477/T2KDUKv3YGAICKURV+7UyF\n",
              "XCH0pn/961/eHgEAAKBa4U/XAQAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAAAMMRhAAA\n",
              "AIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwTm8PgOohJnSc5g+b7+0xAABABeAKIQAA\n",
              "gOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADD\n",
              "EYQAAACGIwgBAAAMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAAwxGEAAAAhiMI\n",
              "AQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIA\n",
              "ABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACGIwgBAAAM5/T2AKgeflj2pc78\n",
              "vze8PQYAADVOy0OTvD0CVwgBAABMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAA\n",
              "wxGEAAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIwjIKDAxUx44d5XK5\n",
              "dM899+idd96x1507d06jR49WUFCQunTpoqioKL366qulHmfChAkKDAyUw+FQenq6vTwnJ0cul8t+\n",
              "hISEyOl06sKFC5Kk3r176+6777bXv/nmm/a+e/bsUY8ePRQZGSmXy6UtW7bY644cOaKHH35YkZGR\n",
              "6tSpk1JSUsr5zAAAgOrK6e0BqqOUlBS5XC5lZWUpIiJCPXv2VHBwsB566CENGTJER44cka+vr65c\n",
              "uaL33nuv1GP88pe/1OTJkxUdHe223N/f3y0Q582bp+3bt6tp06b2sjfffFMDBw5028+yLA0aNEhL\n",
              "ly5VTEyMvv32W8XExOjw4cOqU6eORo0apdGjR2vcuHE6f/687r33XkVHR6t169bldl4AAED1xBXC\n",
              "/0BAQIA6duyob7/9Vn/961/VoEEDzZo1S76+vpKkunXrauLEiaXu26tXL7Vp0+a2r5GcnKyxY8fe\n",
              "drucnBydP39eMTExkqSQkBA1btxYmzZtkiR99dVXio+PlyQ1b95ckZGRXCUEAACSCML/yIEDB/TN\n",
              "N98oMjJSe/fu1QMPPFCux9+5c6cuXryohIQEt+VTp05V586dNWTIEH333XeSpGbNmqlVq1ZauXKl\n",
              "pOu3jw8fPqzMzExJUteuXfXhhx9Kkr777jvt3LnTXvfvCgoKlJeX5/a4ZpWU63sDAABVB7eMf4Yh\n",
              "Q4aoTp06qlu3rv70pz8pODi4Ql4nOTlZI0aMkNP5v/+Yli9frrZt28qyLL3zzjtKSEjQoUOHJEkf\n",
              "f/yxpkyZojlz5qhTp06Kjo629122bJlefPFFuVwuBQQEqF+/fm7H/b/mzJmj2bNnuy3reke7CnmP\n",
              "AADA+xyWZVneHqI6CQwMVGpqqlwul9vy5ORkLVmyRF988UW5HC8/P1+tWrXSnj17FBoaetP977jj\n",
              "Dp08eVL+/v43rAsLC9PChQvVr1+/G9bFxcUpMTGx1NvRBQUFKigocFv2QmC8kloO8PBdAQAAT7U8\n",
              "NMnbI3DLuLwMGzZMly5d0ssvv6xr165Jkq5evaq33377Zx0vJSVFkZGRbjFYXFyss2fP2s/XrFmj\n",
              "Fi1a2DF4+vRpe917772nevXqqW/fvpKks2fPqqTk+m3fTz/9VIcOHdKvf/3rUl/bz89PDRs2dHv4\n",
              "OvhXBQCAmopbxuWkbt262r59u6ZOnaoOHTqofv36cjgcN42u8ePH65NPPtGZM2cUGxurBg0aKCMj\n",
              "w16fnJysp556ym2fgoICPfrooyooKJCPj4+aNWum9evX2+uXLFmiv/zlL7IsS2FhYVq3bp0cDock\n",
              "6X/+5380d+5c+fr66q677tLGjRtVp06dCjgTAACguuGWMTwy3r+XZrd4zNtjAABQ43DLGAAAAF5H\n",
              "EAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACGIwgBAAAMRxACAAAYjiAE\n",
              "AAAwHEEIAABgOIIQAADAcE5vD4Dqod7Ie9Vy/iRvjwEAACoAVwgBAAAMRxACAAAYjiAEAAAwHEEI\n",
              "AABgOIIQAADAcAQhAACA4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAA\n",
              "wHAEIQAAgOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDh\n",
              "CEIAAADDEYQAAACGIwgBAAAMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAAwxGE\n",
              "AAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiHZVmWt4dA1Xdv1ED1fWict8cAAKDGef3NBG+P\n",
              "wBVCAAAA0xGEAAAAhitTED777LMeLQMAAED1UaYg3LVr1w3Ldu7cWW7DAAAAoPI5PdkoJSVFH330\n",
              "kY4dO6bBgwfby3Nzc1W/fv0KGw4AAAAVz6MgDA0N1YABA7Rv3z4NGDDAXt6wYUP169evwoYDAABA\n",
              "xfMoCCMjIxUZGalHH31UzZs3V0FBgfz8/Cp6NgAAAFSCMn2G8MyZMwoPD1f79u0lSXv37tXkyZMr\n",
              "ZDAAAABUjjIF4X//939r0aJFat68uSQpKipKn3zySYUMBgAAgMpRpiDMz89XdHS0/dzhcKh27drl\n",
              "PhQAAAAqT5mC0Ol0qqioSA6HQ5J0/Phx+fr6VshgAAAAqBxlCsLnnntOAwcO1Pnz5zVjxgz17NmT\n",
              "zxACAABUcx59y/gnTz75pIKCgvTxxx+rsLBQH374odstZAAAAFQ/ZQrCpUuXatSoUXrwwQftZVOm\n",
              "TNFrr71W7oMBAACgcpTplvG7776rzZs328+TkpK0f//+ch+qqrl8+bLq16+vsWPHlro+ISFBX3zx\n",
              "hWbNmqXmzZvL5XLJ5XLpiSeeKHX7U6dOKTY2Vh07dlRERIR+8Ytf6Pz58/b6CRMmKDAwUA6HQ+np\n",
              "6W773mxdTk6O/boul0shISFyOp26cOGCJOnVV19Vx44d5ePjo9TU1P/ofAAAgJqlTEGYmpqqiRMn\n",
              "6sCBA3rrrbf097//XevWrauo2aqMlJQUde3aVWvXrlV+fr7buvz8fH399de67777JElPPPGE0tPT\n",
              "lZ6err/85S+lHs/X11czZ87U4cOHtX//fgUFBWnSpEn2+l/+8pf67LPPFBAQcMO+N1vn7+9vv256\n",
              "erqefvpp9e/fX02bNpUkxcTEaNOmTerVq9d/dC4AAEDNU6ZbxnfddZc++ugjPf7442rZsqX+9re/\n",
              "6Y477qio2aqM5ORkzZw5U4sXL1ZKSorblcJNmzYpNjbW/ua1J1q0aKEWLVrYz++//34tXLjQfn6r\n",
              "aPM06JKTkzVnzhz7+U/B6omCggIVFBS4LbNKSjzeHwAAVC8eBeGgQYPcgsfpdKp27doaPny4JGnt\n",
              "2rUVM10VcOjQIR0/flyxsbEqLi7W3Llz3YJw3bp1GjVqlP181apV2rp1q/z9/TVz5kz16dPnlse/\n",
              "du2aFi5c6PY3ov9TO3fu1MWLF5WQkPCz9p8zZ45mz57ttqxVy47lMRoAAKiCPArCgQMHuj0vz3ip\n",
              "6pKTkzVixAj5+voqPj5e48eP19dff62wsDAVFRVp586dWrZsmSTpmWee0fTp01WrVi3t2LFDgwYN\n",
              "0p49e0q99StJlmXp2WefVZMmTTRx4sRyn9npLNMFYNu0adP0wgsvuC3r0+vJ8hgNAABUQR4Vw8iR\n",
              "Iyt6jiqpqKhIy5cvV61atfTXv/5VknTlyhUlJydr3rx52rJli3r06KFatWpJklq2bGnv26NHD3Xp\n",
              "0kVffvnlTYNwwoQJOn78uFJTU+XjU6aPc95Ufn6+Vq5cqT179vzsY/j5+cnPz89tmaOc5gMAAFVP\n",
              "mX7Kx8fHKycnx37+/fff/+zbktXB+vXrFRQUpJMnTyozM1OZmZnatWuXli9frqKiIqWmpmrQoEH2\n",
              "9idOnLD/95EjR5Senq7OnTuXeuwJEyYoIyND69atK9c//5eSkqLIyEiFhoaW2zEBAEDNVqYgPHXq\n",
              "lPz9/e3nzZo106lTp8p9qKoiOTn5hl8dExYWptatW2v9+vX69NNPFRcXZ6+bPn26wsPD5XK5NHTo\n",
              "UL3zzjsKCQm54bg7duzQH//4R2VmZur++++Xy+VyC8vx48erTZs2OnHihGJjY9WhQweP1v00c2m/\n",
              "HicpKUlt2rTR559/rnHjxqlNmzZuv+oGAACYy2FZluXpxp07d1ZaWpr92bTCwkJFRUXp4MGDFTZg\n",
              "VbVr1y4lJSVpw4YN3h6lUtwbNVB9Hxrn7TEAAKhxXn/T+3dby3SFsH///kpMTNS2bdu0bds2DRky\n",
              "RPHx8RU1W5XWvXt3Y2IQAADUbGX6Guorr7yiV199VZMnT5YkPf7445oyZUqFDAYAAIDKUaZbxjAX\n",
              "t4wBAKgYVeGWsUdXCFesWKFhw4bp7bffLnX9hAkTynUoAAAAVB6PgvDw4cOSpLS0tBvWleVPtgEA\n",
              "AKDqKVMQ/vnPf67QYQAAAFD5PPqW8U9BCAAAgJqHv0cGAABgOI9uGe/fv19Nmza9YbllWXI4HLpw\n",
              "4UK5DwYAAIDK4VEQduzYURs3bqzoWQAAAOAFHgWhn5+fAgICKnoWAAAAeIFHnyHkd1cDAADUXB4F\n",
              "YWm/fxAAAAA1Q5n+ljHM1at3kF6f7/0/rQMAAMofv3YGAADAcAQhAACA4QhCAAAAwxGEAAAAhiMI\n",
              "AQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIA\n",
              "ABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACGIwgBAAAMRxACAAAYjiAEAAAw\n",
              "HEEIAABgOIIQAADAcAQhAACA4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiC\n",
              "EAAAwHAEIQAAgOEIQgAAAMMRhAAAAIZzWJZleXsIVH2jOzk0rRv//QAAQHkLWXrN2yNwhRAAAMB0\n",
              "BCEAAIDhCEIAAADDEYQAAACGIwgBAAAMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhC\n",
              "AAAAwxGEAAAAhiMIAQAADEcQAgAAGI4grGCPPPKIIiIi5HK51LNnT6WlpSknJ0cul8t+hISEyOl0\n",
              "6sKFC5Kk0aNH2/t069ZNmzdvvuG4W7Zska+vr9566y172ahRo9S6dWv7uJMmTbLXXblyRcOGDVOH\n",
              "Dh0UEhKi1atXV/h7BwAA1YPT2wPUdCtXrlTjxo0lSevWrdOoUaP01VdfKT093d5m3rx52r59u5o2\n",
              "bSpJevPNN+190tLS1K9fP33//ffy8bne77m5uZo6dari4+NveL1Jkybp+eefv2H5vHnz5Ofnp4yM\n",
              "DB07dkz333+/+vTpI39//3J9vwAAoPrhCmEF+ynspOsh53A4btgmOTlZY8eOvek+/+65557TjBkz\n",
              "yhRzKSkpeuaZZyRJd999t3r37q1169aVum1BQYHy8vLcHtdKPH4pAABQzRCElWDEiBFq27atZs6c\n",
              "qeXLl7ut27lzpy5evKiEhAS35VOnTlX79u01ePBgrVmzxr46uHr1avn4+Ojxxx8v9bUWLFigiIgI\n",
              "JSQkuF2FzM7OVkBAgP08MDBQ2dnZpR5jzpw5atSokdtj//c/550DAIDqgCCsBB988IGOHz+upKQk\n",
              "TZkyxW1dcnKyRowYIafT/e793LlzdfToUa1cuVKTJ09WYWGhzpw5o6SkJC1YsKDU13nllVd09OhR\n",
              "7d+/X2PHjlX//v2Vn59f5nmnTZum3Nxct0dEszIfBgAAVBMEYSUaOXKktm7dqpycHElSfn6+Vq5c\n",
              "qTFjxtx0n5iYGF2+fFkHDhzQ3r17dfr0ablcLgUGBmr16tV66aWXNH36dElS69at7SuJgwYNUsOG\n",
              "DXX48GFJUrt27ZSVlWUfNzMzU+3atSv1Nf38/NSwYUO3hy//pgAAUGPxpZIKdOnSJV25ckV33XWX\n",
              "JCk1NVX+/v72l0dSUlIUGRmp0NBQe5+ioiJlZWWpQ4cOkqTdu3fr3LlzCgoKUteuXXX27Fl721Gj\n",
              "RsnlctlfIjlx4oTatGkjSdq1a5dycnLs4yQmJmrRokXq3r27jh07pm3btundd9+t8HMAAACqPoKw\n",
              "AuXm5ioxMVFXr16Vj4+Pmjdvrg0bNthfLElOTtZTTz3ltk9RUZFGjhyp3NxcOZ1O1atXT6tXr1aT\n",
              "Jk1u+3qjRo3S2bNn5evrqzp16mjVqlVq1KiRpOvfPh4zZozat28vX19fLVy4UM2acR8YAABIDsuy\n",
              "LG8PgapvdCeHpnXjvjEAAOUtZOk1b4/AZwgBAABMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQh\n",
              "AACA4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAAwHBObw+A6qFJ7G8V\n",
              "Mn++t8cAAAAVgCuEAAAAhiMIAQAADEcQAgAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAA\n",
              "AMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACG\n",
              "IwgBAAAMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAAwxGEAAAAhiMIAQAADEcQ\n",
              "AgAAGI4gBAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAAAMMRhAAAAIYjCAEAAAxHEAIAABiOIAQA\n",
              "ADCcw7Isy9tDoOqrH9tNjYf28/YYAADUOCdGz/X2CFwhBAAAMB1BCAAAYDiCEAAAwHAEIQAAgOEI\n",
              "QgAAAMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQA\n",
              "AACGIwgr2IQJExQYGCiHw6H09PTbLpekRx55RBEREXK5XOrZs6fS0tLsdRs3blRUVJRcLpfCw8O1\n",
              "bNkye925c+cUFxen4OBghYeH6x//+Ie9bvTo0fYxu3Xrps2bN1fYewYAANWLw7Isy9tD1GT/+Mc/\n",
              "FBQUpOjoaKWmpsrlct1yuSRdunRJjRs3liStW7dOs2bN0ldffSXLsuTv769t27YpIiJCmZmZCg0N\n",
              "1fnz59WgQQONGTNG7dq106xZs7Rnzx4NGjRIx44dU61atdyOmZaWpn79+un777+Xj49n/01QP7ab\n",
              "Gg/tV45nBgAASNKJ0XO9PYKc3h6gpuvVq1eZlkuyw02ScnNz5XA47OcOh0OXLl2SJOXl5cnf319+\n",
              "fn6SpJUrVyojI0OS1K1bN911113avn27YmJibjjmrRQUFKigoMB94TX+uwEAgJqKIKyiRowYoa1b\n",
              "t0q6fptYuh6DKSkpGjx4sOrVq6eLFy9q7dq1ql27tnJyclRUVKSWLVvaxwgMDFR2drb9fOrUqVq1\n",
              "apUuXryoNWvW3PTq4Jw5czR79my3ZbWC7irvtwgAAKoIPkNYRX3wwQc6fvy4kpKSNGXKFElScXGx\n",
              "kpKStHbtWmVlZWnz5s0aPny4vv/+e4+OOXfuXB09elQrV67U5MmTVVhYWOp206ZNU25urtuj9t2t\n",
              "yu29AQCAqoUgrOJGjhyprVu3KicnR+np6Tp16pR9u7lbt25q06aN0tLS5O/vL6fTqTNnztj7ZmZm\n",
              "ql27djccMyYmRpcvX9aBAwdKfU0/Pz81bNjQ7SFfR6nbAgCA6o8grGIuXbqkU6dO2c9TU1Pl7++v\n",
              "pk2bqm3btjp9+rS+/vprSVJGRoaOHj2qjh07SpISExO1aNEiSdKePXt08uRJPfTQQyoqKrI/WyhJ\n",
              "u3fv1rlz5xQUFFSJ7wwAAFRVfIawgo0fP16ffPKJzpw5o9jYWDVo0EAZGRk3XZ6bm6vExERdvXpV\n",
              "Pj4+at68uTZs2CCHw6EWLVpoyZIl+tWvfiUfHx+VlJRo4cKF9lXA1157TcOHD1dwcLBq166tDz/8\n",
              "ULVq1dKVK1c0cuRI5ebmyul0ql69elq9erWaNGni5bMDAACqAn7tDDzCr50BAKBiVIVfO8MtYwAA\n",
              "AMMRhAAAAIYjCAEAAAxHEAIAABiOIAQAADAcQQgAAGA4ghAAAMBwBCEAAIDhCEIAAADDEYQAAACG\n",
              "IwgBAAAMRxACAAAYjiAEAAAwnNPbA6B6eLpTT80fPdfbYwAAgArAFUIAAADDEYQAAACGIwgBAAAM\n",
              "RxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQhAACA4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4g\n",
              "BAAAMBxBCAAAYDiCEAAAwHAEIQAAgOEIQgAAAMM5vT0Aqr6CggJt2rRJ165dk6+vr7fHMcq1a9e0\n",
              "e/du3XfffZz7SsR59x7OvXdw3r2nos99QECAJk6ceNvtHJZlWeX+6qhR8vLy1KhRI+Xm5qphw4be\n",
              "HsconHvv4Lx7D+feOzjv3lNVzj23jAEAAAxHEAIAABiOIAQAADAcQYjb8vPz0+9//3v5+fl5exTj\n",
              "cO69g/PuPZx77+C8e09VOfd8qQQAAMBwXCEEAAAwHEEIAABgOIIQAADAcAQhbEeOHNGDDz6okJAQ\n",
              "devWTf/6179K3S45OVnBwcFq3769nnrqKRUVFVXypDWPJ+d+y5Ytuu+++3TPPfeoU6dOmjx5skpK\n",
              "Srwwbc3h6b/zkmRZlvr27avGjRtX3oA1mKfn/sCBA+rdu7fCwsIUFhamtWvXVvKkNYsn572kpEQv\n",
              "vPCC7rnnHkVERKhPnz7KyMjwwrQ1x4QJExQYGCiHw6H09PSbbufVn68W8P/r06eP9ec//9myLMta\n",
              "tWqVde+9996wzXfffWe1atXKOn36tFVSUmI99thj1sKFCyt50prHk3O/b98+6+jRo5ZlWdbVq1et\n",
              "Hj162Pvg5/HkvP/kD3/4gzVu3DirUaNGlTNcDefJuf/hhx+su+++2/rnP/9pWZZlFRcXW+fOnavM\n",
              "MWscT877unXrrPvuu88qLCy0LMuyXn75ZSsxMbEyx6xxtm/fbh0/ftwKCAiw0tLSSt3G2z9fCUJY\n",
              "lmVZZ8+etRo0aGAVFRVZlmVZJSUlVosWLawjR464bff6669b48ePt59/8sknVo8ePSp11prG03P/\n",
              "7/7rv/7L+v3vf18JE9ZMZTnvBw8etHr27GllZGQQhOXA03P/3nvvWcOGDfPGiDWSp+c9NTXVioyM\n",
              "tPLy8qySkhJr0qRJ1m9/+1tvjFzj3CoIvf3zlVvGkCQdP35crVq1ktPplCQ5HA61a9dO2dnZbttl\n",
              "Z2crICDAfh4YGHjDNigbT8/9/3XmzBmtXr1aCQkJlTVmjePpeS8qKtJTTz2lxYsXV8gfnjeRp+f+\n",
              "0KFD8vPzU0JCglwul0aMGKHz5897Y+QawdPz/thjj6l3795q2bKlWrVqpc2bN+ull17yxshG8fbP\n",
              "V4IQqGby8vL02GOPafLkybr33nu9PU6NN3v2bA0ePFhhYWHeHsU4xcXF+vvf/67FixcrLS1NrVu3\n",
              "1m9+8xtvj1Xjffnllzp48KBOnjypU6dOqV+/fnrmmWe8PRYqGEEISVLbtm11+vRpFRcXS7r+Afrs\n",
              "7Gy1a9fObbt27dopKyvLfp6ZmXnDNigbT8+9JF2+fFlxcXEaMGCAXnjhhcoetUbx9Lxv375df/zj\n",
              "HxUYGKjo6Gjl5eUpMDCQK1X/gbL8/02fPn3UunVrORwOPfnkk9q1a5c3Rq4RPD3vH3zwgf0FKh8f\n",
              "H40cOVJbt271xshG8fbPV4IQkqQ777xTUVFR+vDDDyVJa9asUZs2bdShQwe37X7xi19o/fr1OnPm\n",
              "jCzL0qJFizR06FBvjFxjeHru8/PzFRcXp7i4OM2YMcMbo9Yonp73f/7zn8rKylJmZqY+++wzNWzY\n",
              "UJmZmWrevLk3xq4RPD33v/rVr7Rnzx7l5eVJkjZu3KjIyMhKn7em8PS8BwUFacuWLSosLJQkbdiw\n",
              "QeHh4ZU+r2m8/vO10j6tiCrvm2++sbp3724FBwdbXbt2tfbv329ZlmWNHTvW+vjjj+3tlixZYgUF\n",
              "BVlBQUHWmDFj7G+i4efz5NwnJSVZTqfTioyMtB9JSUneHLva8/Tf+Z8cO3aML5WUE0/P/QcffGB1\n",
              "6tTJ6ty5sxUXF2dlZ2d7a+QawZPz/uOPP1rjxo2zQkNDrc6dO1sPP/yw/RsO8PM8/fTTVuvWrS1f\n",
              "X1/rzjvvtNq3b29ZVtX6+crfMgYAADAct4wBAAAMRxACAAAYjiAEAAAwHEEIAABgOIIQAADAcAQh\n",
              "AACA4QhCAAAAwxGEAAAAhiMIAQAADEcQAgAAGI4gBAAAMNz/B9UOwajpRBElAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-c378dd22-222f-4f3d-90e7-901a39e67453\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-c378dd22-222f-4f3d-90e7-901a39e67453\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7c0cf31c0d30>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Values</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_2['Age'].plot(kind='line', figsize=(8, 4), title='Age')\n",
              "plt.gca().spines[['top', 'right']].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-e9be3b40-e4fd-47e6-b0d0-1b1725bb0bfd\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApcAAAFuCAYAAADUGTPdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAABNZElEQVR4nO3deVhU9f4H8PfMAMMOgiDKKgjugAqImRqZ1rUSs6zbzQS9Zlfr\n",
              "lq1m5W25Xmkxb2ZpWbllP3NDM9PMFNNMRVwANVFQdhABGZBlhpk5vz8GuJJYDAxzZnm/nmeeJ2EG\n",
              "3pzG4e3n+51zJIIgCCAiIiIiMgCp2AGIiIiIyHKwXBIRERGRwbBcEhEREZHBsFwSERERkcGwXBIR\n",
              "ERGRwbBcEhEREZHBsFwSERERkcGwXBIRERGRwbBcEhEREZHBsFwSERERkcGwXBIR6Wn16tWQSCR4\n",
              "5ZVXxI5CRGRyJLy2OBGRfqKjo3H58mVIpVIUFBRALpeLHYmIyGRwcklEpIfjx48jLS0N69evh0Kh\n",
              "wObNm1s+V1NTg8TERHh6esLPzw9Lly6Fn58f1qxZ03Kf8+fP47777kOPHj3g6+uLOXPmoLa2VoSf\n",
              "hIioa7BcEhHpYfny5YiMjMQ999yDBx54AMuXL2/53LPPPotz584hMzMTFy5cQGZmJq5cudLy+fLy\n",
              "cowaNQpjx45Ffn4+0tPTceHCBcydO1eEn4SIqGtwWZyIqJ2uXbsGX19ffPDBB5g9ezb279+PsWPH\n",
              "4vTp0xg0aBAcHR2xbds2TJgwAQBQXV2Nbt264csvv0RiYiKWLFmCzZs348iRIy1f8/Dhw7jzzjtR\n",
              "V1cHmUwm1o9GRGQwnFwSEbVT8xt5HnvsMQBAXFwc+vTpg+XLl6O8vBwqlQqBgYEt93d1dUW3bt1a\n",
              "/nzx4kWcOHEC7u7uLbcJEyZAIpGgtLTU6D8PEVFXYLkkImoHQRDw6aefQqVSISwsDD4+PujZsycK\n",
              "Cwvx9ddfw97eHnZ2dsjLy2t5THV1Na5du9byZx8fH9x+++2oqqpquSkUCjQ0NMDX11eMH4uIyOBY\n",
              "LomI2mHv3r24ePEifvzxR5w+fbrllpGRAQBYt24d/va3v+Htt99GSUkJ6urq8NJLL0Eq/d/L7PTp\n",
              "03Hq1CksX74cdXV1EAQBBQUF2L59u0g/FRGR4bFcEhG1w4oVK3DXXXchLi4OPj4+LbfQ0FDMnDkT\n",
              "K1aswNKlSxEWFoaBAwciNDQUAwYMgIeHB+zt7QEAAQEBOHLkCPbu3YuQkBC4u7vj7rvvRmZmpsg/\n",
              "HRGR4fANPUREXeTatWvw9PTE4cOHMWLECLHjEBEZBSeXREQGkp+fj59//hkajQYVFRWYM2cOQkND\n",
              "ER0dLXY0IiKjYbkkIjIQlUqFf/7zn3B3d0doaCiqqqqwY8cO2NjYiB2NiMhouCxORERERAbDySUR\n",
              "ERERGQzLJREREREZDMslERERERkMyyURERERGYzJlMulS5eKHYGIiIiIOslkyuWN1+MlIiIiIvNk\n",
              "MuWSiIiIiMwfyyURERERGQzLJREREREZDMslERERERkMyyURERERGQzLJREREREZDMslERERERkM\n",
              "yyURERERGYze5XL8+PEIDw9HZGQkRo0ahVOnTgEAdu3ahaFDhyIyMhKDBg3C2rVrDR6WiIiIiEyb\n",
              "jb4P2LRpE9zd3QEA27ZtQ2JiIk6fPo2pU6fiwIEDCA8PR25uLvr164fJkyfDxcXF0JmJiIiIyETp\n",
              "PblsLpYAoFAoIJFIAAASiQRVVVUAgOrqanh6ekIulxskJBERERGZB70nlwAwbdo0pKSkANAth0sk\n",
              "EmzcuBGTJ0+Gk5MTrl27huTkZNjZ2bX5eKVSCaVS2epjGo2mI1GIjOKTlGxcrVHi9Xv7w0bGrcpE\n",
              "RES30qHfkuvWrUNBQQEWLlyIefPmQa1WY+HChUhOTkZeXh727duHxx9/HOXl5W0+PikpCW5ubq1u\n",
              "qampnfpBiLrKibxreH9PFtb8movPD10WOw4REZFJ69QIJiEhASkpKThx4gSKi4sxevRoAEB0dDT8\n",
              "/Pxa3uzze/Pnz4dCoWh1i4mJ6UwUoi7z4U8XWv77v3sv4MKVGhHTEBERmTa9ymVVVRWKi4tb/rx9\n",
              "+3Z4enoiKCgIJSUl+O233wAA2dnZyMnJQd++fdv8OnK5HK6urq1uMpmsEz8GUdc4kVeJQxfLYSOV\n",
              "ICqwG1QaLV7cnA61Rit2NCIiIpOk155LhUKBKVOmoL6+HlKpFF5eXti5cyd69OiBlStX4uGHH4ZU\n",
              "KoVWq8XHH3+MgICArspNZBQf/nQRAPDQMD88Ny4M45b8jIxCBT47eAlPxfUROR0REZHpkQiCIIgd\n",
              "AgCef/55LFmyROwYRC3Scivx0KdHYCOVIOXFO+Dv4Yjkk4V4flM6bGUSfPfP29HPx1XsmERERCaF\n",
              "b3sluoX/Nu21nBLlB38PRwDAA0N8cVf/HmjUCHhhUzoauTxORETUCsslURtSL1ficHYFbGWSVsvf\n",
              "EokEiyYPgrujLc4WV2N5So6IKYmIiEwPyyVRG/67t3lq6Q+/bo6tPuftYo+3Jg4EACzbfxFnixVG\n",
              "z0dERGSqWC6JfufopQocuXTz1PJGEyN64Z6BPlBrBby4OQMqNZfHiYiIAJZLops0n9fykWh/+Lo7\n",
              "tHkfiUSCf08ahG6OtvitpBofp2QbMyIREZHJYrkkusGRnAocvVQJO5kUc+7441MNebnI8e9JgwDo\n",
              "Lg95pojL40RERCyXRE0EQWh5h/gj0f7odYup5Y3uC++Fewf3hEare/e4Uq3p6phEREQmjeWSqMmR\n",
              "nAqkXm6aWsaFtPtxb8cPhKeTHbKu1GDZPi6PExGRdWO5JELrqeWjMf7o6fbnU8tmns5yLGxaHl/x\n",
              "cw7SC6q6IiIREZFZYLkkAnA4uwLHc6/BzkaKOR24rONfBvfE/RG9oNEKeHFzOhoauTxORETWieWS\n",
              "rJ4gCC3vEP9bTAB6uNp36Ou8PXEgujvLcbHsess1yYmIiKwNyyVZvV+yy5GWdw1yGylm39H+vZa/\n",
              "183JDose0C2PrzyYg5P51wwVkYiIyGywXJJVEwSh5Wo8fxve8alls/EDfTApshe0AvASl8eJiMgK\n",
              "sVySVTt4sRwn86t0U8sxHZ9a3ujNiQPh5SJHztVaLGkqrkRERNaC5ZKs1o1Ty6mxgfDu5NSymbuj\n",
              "HZIeGAwA+PzQJZzIqzTI1yUiIjIHLJdktQ5cuIrTBVWwt5XiyTHBBv3adw3ogQeH+kEQgBc3Z6Be\n",
              "xeVxIiKyDiyXZJV07xDXvaN76vBAeLsYZmp5o3/dPwA9XOW4XF6LxT9mGfzrExERmSKWS7JKB7Ku\n",
              "Ir1lammYvZa/5+Zgi3ceDAcArDp8GamXuTxORESWj+WSrM6NV+OZNiIIXi7yLvtecX298XCUbnn8\n",
              "pS3pqFOpu+x7ERERmQKWS7I6+8+XIaNQAQdbGWaNNuxey7a8ft8A9HSzR15FHd77gcvjRERk2Vgu\n",
              "yarcuNdy2m2B6O7cdVPLZq72tni3aXl8za+5OJJT0eXfk4iISCwsl2RVfvqtDJlFCjjayTBrVNdP\n",
              "LZuNDvPCozH+AICXt6ajVsnlcSIiskwsl2Q1bryG+LQRQfA0wtTyRq9O6A9fdwcUVNbjnd3njfq9\n",
              "iYiIjIXlkqzG3nNXcLa4Gk52xtlr+XsuNyyPf3U0D4ezy42egYiIqKuxXJJVuHGvZcJtQfBwshMl\n",
              "x+2h3TE1NgAA8PKWDFzn8jgREVkYlkuyCnvOXsG5kmo4y23whBH3WrZl/l/6w6+bA4qq6rFo12+i\n",
              "ZiEiIjI0vcvl+PHjER4ejsjISIwaNQqnTp0CACiVSjz99NMIDQ3F4MGDMXXqVIOHJeoIrfZ/ey0T\n",
              "bwtCN5Gmls2c5DZ4/6EIAMD/HcvHwQtXRc1DRERkSDb6PmDTpk1wd3cHAGzbtg2JiYlIT0/HK6+8\n",
              "AolEggsXLkAikaC0tNTQWYk6ZM/ZUpwvrYGz3AYzR/UWOw4AYESIJxJGBGLtkTy8sjUDPzw3Gq72\n",
              "tmLHIiIi6jS9J5fNxRIAFAoFJBIJamtr8eWXX+I///kPJBIJAMDHx8dgIYk6SqsVsHSfbq/l9JFB\n",
              "cHcUd2p5o3l/6YcAD0cUKxrwn51cHiciIsvQoT2X06ZNg7+/PxYsWICvvvoKOTk58PDwwKJFixAV\n",
              "FYVRo0Zh3759t3y8UqlEdXV1q5tGo+nwD0F0Kz80TS1d5DaYebu4ey1/z9HOBounREAiATamFSAl\n",
              "q0zsSERERJ3WoXK5bt06FBQUYOHChZg3bx7UajXy8vIwYMAApKWl4aOPPsIjjzyCK1eutPn4pKQk\n",
              "uLm5tbqlpqZ26gch+j2tVsDSpneIT7+9N9wcTW/ZOaa3BxJvCwIAzN+aCUV9o7iBiIiIOqlT7xZP\n",
              "SEhASkoKfH19IZVK8dhjjwEAhgwZgt69eyMzM7PNx82fPx8KhaLVLSYmpjNRiG6y60wJsq7UwMXe\n",
              "Bn+/3TT2Wrbl5bv7IcjTEaXVDfj3znNixyEiIuoUvcplVVUViouLW/68fft2eHp6wtvbG2PHjsWe\n",
              "PXsAAJcvX8bly5fRv3//Nr+OXC6Hq6trq5tMJuvEj0HUmuaGqeXfb+8NNwfTm1o2c7CTtSyPbzlR\n",
              "iH2/tT3xJyIiMgd6vVtcoVBgypQpqK+vh1QqhZeXF3bu3AmJRIJPP/0Uf//73zFv3jxIpVJ89tln\n",
              "8PX17arcRH/o+8wSXCy7Dld7G0wfabpTy2ZRQR6YeXtvfH7oMuYnZ2Lvcx4muYxPRET0Z/Qql4GB\n",
              "gbfcGxkcHIyUlBSDhCLqDI1WwEf7mqeWwSY9tbzRC+P7Yt/5Mly6Wou3vjuLJY9Eih2JiIhIb7xC\n",
              "D1mcnRnFyG6eWt4eJHacdrO31S2PSyVA8qki/HiW54olIiLzw3JJFuXGqeUTo4LN7sTkQwO64YnR\n",
              "ulMmvbrtDK7VqkROREREpB+WS7Io36UXI+dqLdwdbZE4MkjsOB3y3F1h6OPtjPLrSryx46zYcYiI\n",
              "iPTCckkWQ63RtppaupjZ1LKZva0MH0yJgEwqwY70YvxwpkTsSERERO3GckkWY0d6MS6V66aWCU0n\n",
              "JjdXEf7ueLJpefy1bWdQcV0pciIiIqL2Ybkki6DWaLFsfzYA3dTSWa7XiRBM0rN3hSKshzMqalX4\n",
              "F5fHiYjITLBckkX49nQxLpfXopsFTC2byW1k+GBKJGRSCb7PKMHOjOI/fxAREZHIWC7J7Ommlrq9\n",
              "lrNGh1jE1LLZYD83PHVHCADgX9+eRTmXx4mIyMSxXJLZ23aqCLkVdfBwssO0EYFixzG4p+8MRT8f\n",
              "F1TWqrBg+xkIgiB2JCIioltiuSSz1njDXssnRwfDyYKmls3sbKRYPCUCNlIJdp8pxXcZfPc4ERGZ\n",
              "LpZLMmvbThYhv7IOnk52eNwCp5bNBvm64ek7+wAA/vXtGZTVNIiciIiIqG2WN+Yhq9Go0WJZim6v\n",
              "5ZNjguFoZ9lP56fi+uDHs1dwrqQar207g5WPD4NEIhE7FhEZSHFVPS5drRU7BpkZBzsZhgV2EztG\n",
              "K5b925gsWvLJQhRU1qO7sx2mxlru1LKZrUyKDx6OwMSPf8Hec1ew/XQRHhjiJ3YsIjKAlPNleGJd\n",
              "GtRa7qkm/YR6O2Pv82PEjtEKyyWZJZX6f3st/zEmxOKnls3693TFM3eG4oO9F/DmjnO4LaQ7erja\n",
              "ix2LiDrhdEEV5nx9EmqtAL9uDhZ1xgvqegEejmJHuAmfwWSWtp4sROG1enR3luOx4ZY/tbzRP+4I\n",
              "wY/nriCzSIFXkzPxRUIUl8eJzNSlq9cxY81x1DdqMDrMC18mRMFWxrdDkHnjM5jMjkqtxcdNU8vZ\n",
              "d4TAwU4mciLjspXp3j1uJ5Ni3/kybD1ZJHYkIuqAspoGJKxORWWtCoN93bDisaEslmQR+Cwms7P5\n",
              "RAGKqurh5SLHY8MDxI4jir4+Lpg7LhQA8NZ3Z1Gq4LvHiczJdaUaM9YcR0FlPQI9HbEqMdoiT6VG\n",
              "1onlksyKSq3FJ81TyzEhsLe1rqnljWaNCkaEvztqGtR4JTmDJ1cnMhMqtRaz15/AmaJqeDrZYe30\n",
              "GHi5yMWORWQwLJdkVjalFaBY0QBvFzn+ZqVTy2Y2MikWPxQOOxspDmRdxea0QrEjEdGf0GoFzNua\n",
              "gUMXy+FgK8OqxGgEdXcSOxaRQbFcktlQqjX4JEU3tZxzh3VPLZuF9nDBC+PCAAD/3nkORVX1Iici\n",
              "oj/y7p7z2HaqCDKpBMunDkWEv7vYkYgMjuWSzMam4wUoUTTAx9Uef42x7qnljWaOCsaQAHfUKNV4\n",
              "ZSuXx4lM1erDl/HZz5cAAO9MHoy4vt4iJyLqGiyXZBYaGjX4JCUHADAnjlPLG8mkEiyeEgG5jRSH\n",
              "Lpbjm+MFYkciot/ZmVGMt3eeAwC8dHdfTInyFzkRUddhuSSzsPF4AUqrdVPLR6L5ovx7IV7OeOnu\n",
              "vgCAhTvPofBanciJiKjZkZwKPL8xHYIAPB4biDl3hIgdiahLsVySyWto1GD5Ad1ey6fiQiC34dSy\n",
              "LdNH9kZUYDfUqjR4eUsGtLyMHJHozpdWY9ZXaVBptLhnoA/enDiQFz0gi8dySSbvm9R8XKlWopeb\n",
              "PR7m1PKWZFIJ3p8SAXtbKX7NqcDXqfliRyKyakVV9UhYlYqaBjWig7rhw79GQiZlsSTLx3JJJk03\n",
              "tWzea9mHU8s/0bu7E+bd0w8AkLTrNxRUcnmcSAxVdSokrErFlWolQr2d8cW0aO4VJ6uhd7kcP348\n",
              "wsPDERkZiVGjRuHUqVOtPr969WpIJBJs377dUBnJiv3fsXyU1Sjh6+6Ah7kBvl0SRgQhprcH6lQa\n",
              "vLQlncvjREbW0KjBzLVpyC67Dh9Xe6ydEQM3R1uxYxEZjd7lctOmTcjIyMDp06fx/PPPIzExseVz\n",
              "ubm5+PzzzxEbG2vIjGSlGho1WPGzbmr5VFwf2Nlw0N4eUqkE7z8UDgdbGY5eqsRXR/PEjkRkNTRa\n",
              "Ac9sOIW0vGtwsbfB2hkx6OXuIHYsIqPS+7e1u7t7y38rFIqWjclarRYzZ87EsmXLIJfzMlbUeeuP\n",
              "5uFq09TyoWF+YscxK4GeTpg/Qbc8/s7u88gtrxU5EZHlEwQBb+w4gx/PXYGdTIrPp0Whr4+L2LGI\n",
              "jM6mIw+aNm0aUlJSAAC7du0CACxZsgQjR47EsGHD/vTxSqUSSqWy1cc0Gk1HopCFqldp8GnTyYaf\n",
              "vpNTy46YOjwQuzNLceRSBV7ekoFvZsVCyjcTEHWZT1Kysf5oPiQS4MO/RiI22FPsSESi6NBv7HXr\n",
              "1qGgoAALFy7EvHnzcObMGWzduhWvv/56ux6flJQENze3VrfU1NSORCEL9fWxPJRfV8KvG6eWHSWV\n",
              "SvDeQ+FwtJMhNbcSa37NFTsSkcXalFaAxT9eAAC8cd8ATBjcU+REROLp1DgoISEBKSkp+Pbbb5Gb\n",
              "m4vQ0FAEBQXh6NGjmDVrFlasWNHm4+bPnw+FQtHqFhMT05koZEHqVGp82rTX8p939oGtjFPLjvL3\n",
              "cMSrE/oDAN7bcx6Xrl4XORGR5Uk5X4b5yZkAgH+MCUHiyN4iJyISl16/tauqqlBcXNzy5+3bt8PT\n",
              "0xOvvvoqSkpKkJubi9zcXMTGxmLlypWYPXt2m19HLpfD1dW11U0m4ykaSGf90TyUX1chwMMRk4dy\n",
              "atlZjw0PwO19uqOhUYuXtmRAw3ePExnM6YIqzPn6JDRaAZOH+GLePX3FjkQkOr32XCoUCkyZMgX1\n",
              "9fWQSqXw8vLCzp07ebUBMpg6lRqf3bDXklPLzpNIJHjnwcG458NDOJF3Dat+uYwnRgeLHYvI7F0u\n",
              "r8WMNcdR36jBqNDuePehcP4+JIKe5TIwMLBdeyMPHDjQ0Txk5dYdyUNFrQqBno6YPMRX7DgWw6+b\n",
              "I16/tz9eSc7E+z9mIa6fN/p4O4sdi8hsldU0YNqqY6isVWGwrxtWTB3GfwwTNeHfBDIZtUo1Vh5s\n",
              "mlrG9YENX6gN6pFof4wO84JKrcWLm9O5PE7UQdeVasxYcxwFlfUI8HDEqsRoOMs7dPIVIovE395k\n",
              "MtYdyUNlrQpBno54gFNLg5NIJHhn8mC4yG1wuqAKnx+6JHYkIrOjUmsxe/0JnCmqhoeTHdbOiIGX\n",
              "C8/tTHQjlksyCdeVaqw82PwO8VBOLbtIL3cHLLh/AABgyY8XcPFKjciJiMyHVitg3tYMHLpYDgdb\n",
              "GVYlRqN3dyexYxGZHP4GJ5Ow9tdcXKtrRO/uToiP7CV2HIs2ZZgf4vp6QaXR4oXN6VBrtGJHIjIL\n",
              "7+45j22niiCTSrB86lBE+ruLHYnIJLFckuhqGhpblmifGcu9ll1NIpEgaXI4XOxtkFGowGcHuTxO\n",
              "9GdWH77cciaLdyYPRlxfb5ETEZku/hYn0a39NRdVdY0I7u6E+8M5tTQGHzd7vHn/QADAhz9dwPnS\n",
              "apETEZmunRnFeHvnOQDAS3f3xZQof5ETEZk2lksSlW5qeRkA8MxY7rU0pslDfXFXf280agS8uDkd\n",
              "jVweJ7rJkZwKPL8xHYIAPB4biDl3hIgdicjk8Tc5iWrN4Vwo6hsR4uWE+yM4tTQmiUSCRQ8MhpuD\n",
              "Lc4UVWPFgRyxIxGZlPOl1Zj1VRpUGi3uGeiDNycO5EnSidqB5ZJEU91qr2UoZFK+aBubt6s93o7X\n",
              "LY9/tO8izhVzeZwIAIqq6pGwKhU1DWpEB3XDh3+N5GsUUTuxXJJoVv+Si+oGNfp4O+M+7rUUzcSI\n",
              "Xhg/oAfUWt3yuErN5XGyblV1KiSsSsWVaiVCvZ3xxbRo2NvKxI5FZDZYLkkUivpGfPGLbmr5LKeW\n",
              "opJIJPjPA4PRzdEW50qq8UlKttiRiETT0KjBzLVpyC67Dh9Xe6ydEQM3R1uxYxGZFZZLEsWqXy6j\n",
              "pkGNUG9nTBjcU+w4Vs/LRY634wcBAD5JycaZIoXIiYiMT6MV8MyGU0jLuwYXexusnRGDXu4OYsci\n",
              "Mjssl2R0ivpGrDqse4f4s3dxamkq7gvviQmDfbg8TlZJEAS8seMMfjx3BXYyKT6fFoW+Pi5ixyIy\n",
              "SyyXZHRfNk0t+/ZwwYRBnFqaColEgrfjB8HDyQ7nS2uwbP9FsSMRGc0nKdlYfzQfEgnw4V8jERvs\n",
              "KXYkIrPFcklGpahrxOpf/je1lHJqaVK6O8vx76bl8eUHcpBRWCVuICIj2JRWgMU/XgAAvHHfAG7V\n",
              "Ieoklksyqi9+uYQapRr9fFxwz0AfseNQG+4N74n7wntCoxXwwqZ0KNUasSMRdZmU82WYn5wJAPjH\n",
              "mBAkjuwtciIi88dySUZTVafC6sO5AIC5nFqatLfjB6G7sx0ull3Hhz9xeZws0+mCKsz5+iQ0WgGT\n",
              "h/hi3j19xY5EZBFYLsloPj90CdebppbjB3Bqaco8nOywcNJgAMBnP+fgVP41kRMRGdbl8lrMWHMc\n",
              "9Y0ajArtjncfCufVd4gMhOWSjOJarQprWqaWYZxamoF7BvkgPrIXtALw4uZ0NDRyeZwsw9UaJaat\n",
              "OobKWhUG+7phxdRhsJXx1yGRofBvExnF54cuoValwYCerrh7YA+x41A7vXn/QHi5yJFztRb/3XtB\n",
              "7DhEnXZdqcb0NakoqKxHgIcjViVGw1luI3YsIovCckldrrJWhbW/5gLQ7bXk0pP56OZkh0UP6JbH\n",
              "Vx66hBN5lSInIuo4lVqL2etP4ExRNTyc7LB2Rgy8XORixyKyOCyX1OVWHtRNLQf5umLcAE4tzc24\n",
              "AT0weagvBAF4aXMGl8fJLAmCgFe2ZuDQxXI42MqwKjEavbs7iR2LyCKxXFKXqriuxLojuQCAuWPD\n",
              "OLU0U2/cNxA9XOW4VF6LxXuyxI5DpLd3f8hC8qkiyKQSLJ86FJH+7mJHIrJYLJfUpVYevIQ6lQaD\n",
              "fd0wtr+32HGog9wcbZE0Wbc8/uXhyziey+VxMh9rDl/Gpz/nAADemTwYcX35WkTUlVguqcuUX1di\n",
              "3ZE8ANxraQnu7NcDU4b5NS2Pp6NOpRY7EtGf+j6jBG/tPAcAeHF8GKZE+YuciMjysVxSl1l58BLq\n",
              "GzWI8HPDnf04KbAEr983AD3d7JFbUYf3fuDyOJm2o5cq8NzG0xAE4PHYQDwV10fsSERWQe9yOX78\n",
              "eISHhyMyMhKjRo3CqVOn0NDQgEmTJiEsLAwREREYN24csrOzuyIvmYmrNTfstbyLey0thZuDLd55\n",
              "MBwAsObXXBy9VCFyIqK2nS+txhPr0qDSaHH3wB54c+JAvg4RGYne5XLTpk3IyMjA6dOn8fzzzyMx\n",
              "MREAMGvWLGRlZSE9PR3x8fGYOXOmobOSGfns5xw0NGoR6e+OO/p6iR2HDGhMmBf+Gq1bWnx5SwZq\n",
              "lVweJ9NSVFWPxFXHUdOgRlRgNyz96xDIeOEGIqPRu1y6u7u3/LdCoYBEIoG9vT0mTJjQ8q/C2NhY\n",
              "5ObmGiojmZmymgasP8a9lpbstXv7o5ebPfIr6/DuD+fFjkPUoqpOhYRVqSitbkAfb2d8kRAFe1uZ\n",
              "2LGIrEqHLkswbdo0pKSkAAB27dp10+eXLl2K+Pj4Wz5eqVRCqVS2+phGw3PnWYpPD1xqmVqOCePU\n",
              "0hK52NvivYciMPXLY1h3JA/3DPTBbX26ix2LrFxDowYz16Yhu+w6fFztsXZGDNwd7cSORWR1OvSG\n",
              "nnXr1qGgoAALFy7EvHnzWn1u0aJFyM7ORlJS0i0fn5SUBDc3t1a31NTUjkQhE1NW3YCvm6aWz43j\n",
              "XktLdntodzw2PAAA8NKWDFzn8jiJSKMV8MyGU0jLuwYXexusmRENX3cHsWMRWaVOvVs8ISEBKSkp\n",
              "qKjQbepfvHgxkpOTsXv3bjg6Ot7ycfPnz4dCoWh1i4mJ6UwUMhErfs6BUq3F0AB3jA7lJMvSzZ/Q\n",
              "H77uDiiqqkfSrt/EjkNWShAEvLHjDH48dwV2MilWPh6Ffj6uYscislp6lcuqqioUFxe3/Hn79u3w\n",
              "9PSEh4cHlixZgg0bNmDv3r2t9mW2RS6Xw9XVtdVNJuOeGHN3pboBXx/LB8CppbVwltvg/Yd07x7/\n",
              "+lg+Dl28KnIiskafpGRj/dF8SCTAfx+JxIgQT7EjEVk1vfZcKhQKTJkyBfX19ZBKpfDy8sLOnTtR\n",
              "VFSEF154AcHBwYiLiwOgK5DHjh3rktBkmlYcyIFKrUVUYDfczv13VuO2Pt0xbUQg1h3Jw7wtGdjz\n",
              "3Gi42NuKHYusxKa0Aiz+8QIA4F/3DcC94T1FTkREepXLwMDAW+6NFATBIIHIPJUqGvB/qZxaWqt5\n",
              "9/TDgayryK+sw3++/63lXJhEXSnlfBnmJ2cCAJ4cE4zpI3uLnIiIAF6hhwxk+YFsqNRaRAd1w21c\n",
              "krI6TnIbvNe0PP7N8QL8fIHL49S1ThdUYc7XJ6HRCpg8xBfz7u4ndiQiasJySZ1WoqjHN6kFAIDn\n",
              "eDUeqxUb7InE24IAAPO2ZEBR3yhuILJYl8trMWPNcdQ3ajAqtDvefSgcUp4knchksFxSpy1PyYFK\n",
              "o0VMbw9upLdyL9/TF0GejiitbsDCnefEjkMW6GqNEtNWHUNlrQqDfd2wYuow2Mr4q4zIlPBvJHVK\n",
              "cVU9Nh7n1JJ0HO1s8P6UCEgkwOYThdh//orYkciCXFeqMX1NKgoq6xHg4YhVidFwlnfoWiBE1IVY\n",
              "LqlTPknJhkqjRWwwp5akEx3kgRlNb6x4ZWsmFHVcHqfOU6m1mL3+BM4UVcPDyQ5rZ8TAy0Uudiwi\n",
              "agPLJXVY4bU6bErTTS3n3hUmchoyJS+O74vg7k4oq1HirZ1nxY5DZk4QBLyyNQOHLpbDwVaGVYnR\n",
              "6N3dSexYRHQLLJfUYZ+k5KBRI2BEsCdigzm1pP9xsJPh/SkRkEqA5JNF2HuOy+PUce/+kIXkU0WQ\n",
              "SSVYPnUoIv3dxY5ERH+A5ZI6pPBaHTY3TS2fG8epJd1sWGA3PDEqGADw6rZMXKtViZyIzNGaw5fx\n",
              "6c85AIB3Jg9GXF9vkRMR0Z9huaQO+SQlG2qtgJF9PBHT20PsOGSinhsXhhAvJ1ytUeLN77g8Tvr5\n",
              "PqMEbzWddeDF8WGYEuUvciIiag+WS9JbQWUdNqcVAtC9Q5zoVuxtZfjg4UhIJcC3p4vxw5lSsSOR\n",
              "mTh6qQLPbTwNQQAejw3EU3F9xI5ERO3Eckl6+3i/bmo5KrQ7ooI4taQ/FunvjifHhAAAXt+eiUou\n",
              "j9OfOF9ajSfWpUGl0eLugT3w5sSBPM0ZkRlhuSS95FfUYctJ3dRy7l2hIqchczH3rlCE9XBG+XUV\n",
              "/vXtGbHjkAkrrqpH4qrjqGlQIyqwG5b+dQhkvPoOkVlhuSS9LNt/EZqmqeWwQE4tqX3kNjIsnhIB\n",
              "mVSCnRkl+D6jROxIZIKq6lRIWJWK0uoG9PF2xhcJUbC3lYkdi4j0xHJJ7ZZXUYvkU0UA+A5x0l+4\n",
              "nztmNy2PL/j2DMqvK0VORKakoVGDJ9al4WLZdfi42mPtjBi4O9qJHYuIOoDlktpt2f5saLQCxoR5\n",
              "YWhAN7HjkBn659g+6OfjgspaFRZsPwNBEMSORCZAoxXw7DencDz3GlzsbbBmRjR83R3EjkVEHcRy\n",
              "Se2SW16LbZxaUic1L4/bSCXYfaYUO7k8bvUEQcCbO85iz9krsJNJsfLxKPTzcRU7FhF1AssltctH\n",
              "TXst4/p68eoY1CmDfN1aTiuz4NszKKtpEDkRiWn5gRx8dTQPEgnw30ciMSKEV/siMncsl/SnLl29\n",
              "ju1NU0teQ5wM4am4PhjQ0xVVdY14fRuXx63V5rQCvL8nCwDwr/sG4N7wniInIiJDYLmkP7Vsfza0\n",
              "AnBnP29EcGpJBmBnI21ZHv/x3BXsSC8WOxIZWUpWGV5JzgQAPDkmGNNH9hY5EREZCssl/aGcq9fx\n",
              "7enmqSXPa0mGM6CXK54Zq3tO/evbsyir5vK4tUgvqMKc9Seh0Qp4YIgv5t3dT+xIRGRALJf0h5bt\n",
              "uwitANzV3xvhfu5ixyELM/uOEAzydYWivhGvbsvk8rgVyC2vxYw1x1HfqMGo0O5498FwSHmSdCKL\n",
              "wnJJt5Rddr1luZJ7Lakr2Mqk+GBKJGxlEvz0WxmSTxaJHYm60NUaJaatSkVFrQqDfF2xYuow2Nnw\n",
              "1xCRpeHfarqlj5qmluMG9MAgXzex45CF6uvj0vKPlze/O4tSBZfHLdF1pRrT16Qiv7IO/h4OWJUY\n",
              "DWe5jdixiKgLsFxSmy5eqcF3Gbqp5bNjudeSutaTo4MR7ueGmgY15idncHncwqjUWsxefwJniqrh\n",
              "4WSHdTOGw9vFXuxYRNRFWC6pTUv3XYQgAOM5tSQjsJFJ8cGUCNjJpEjJuorNJwrFjkQGIggCXtma\n",
              "gUMXy+FgK8OqxGj07u4kdiwi6kIsl3STC1dq8H2m7sop3GtJxhLawwXPj9c93/793TkUV9WLnIgM\n",
              "4d0fspB8qggyqQTLHxvKizAQWQG9y+X48eMRHh6OyMhIjBo1CqdOnQIAXLx4EbfddhvCwsIQHR2N\n",
              "s2fPGjwsGUfz1PKegT4Y0IuXYSPjeWJUMCL93VGjVOOVZL573NytOXwZn/6cAwBImjwYcf28RU5E\n",
              "RMagd7nctGkTMjIycPr0aTz//PNITEwEADz55JOYNWsWLly4gHnz5rV8nMxLVmkNdjVNLZ/leS3J\n",
              "yGRSCRZPiYCdjRQHL1zFxuMFYkeiDvo+owRv7TwHAHhhXBgejvIXORERGYve5dLd3b3lvxUKBSQS\n",
              "CcrKypCWloapU6cCAB588EEUFBQgOzvbYEHJOJbuuwBBACYM9kH/npxakvH18XbGS+P7AgAWfv8b\n",
              "Cq/ViZyI9HX0UgWe23gaggA8NjwAT9/ZR+xIRGREHToPxLRp05CSkgIA2LVrFwoKCtCzZ0/Y2Oi+\n",
              "nEQiQUBAAPLz89Gnz80vKkqlEkqlstXHNBpNR6KQAf1WUo1dmaUAgGfHcq8liWfG7b3xw9lSnMi7\n",
              "hnlbM7D+78MhkfBE2+bgfGk1nliXBpVGi/EDeuDt+EH8f0dkZTr0hp5169ahoKAACxcuxLx58/R+\n",
              "fFJSEtzc3FrdUlNTOxKFDGjpTxcBAPcO7om+Pi4ipyFrJpNK8P5D4bC3leJwdgW+PpYvdiRqh+Kq\n",
              "eiSuOo6aBjWiArvho0eHQMar7xBZnU69WzwhIQEpKSnw8/NDSUkJ1Go1AN2pJ/Lz8xEQENDm4+bP\n",
              "nw+FQtHqFhMT05ko1Enniqvxw9lSSCTca0mmIdjLGS81XXN60a7fUFDJ5XFTVlWnQsKqVJRWN6CP\n",
              "tzO+SIiCva1M7FhEJAK9ymVVVRWKi4tb/rx9+3Z4enrC29sbQ4cOxfr16wEAW7duhZ+fX5tL4gAg\n",
              "l8vh6ura6iaT8UVITEv3XQCgm1qG9eDUkkzD9NuCEBPkgTqVBi9vyYBWy3ePm6KGRg2eWJeGi2XX\n",
              "4eNqj7UzYuDuaCd2LCISiV57LhUKBaZMmYL6+npIpVJ4eXlh586dkEgk+Oyzz5CYmIhFixbB1dUV\n",
              "q1ev7qrMZGBnixXYc/aKbmrJq/GQCZFKJXjvoXD8ZekhHLlUgfXH8jBtRJDYsegGGq2AZ785heO5\n",
              "1+Bib4M1M6Lh6+4gdiwiEpFe5TIwMPCWeyP79u2LI0eOGCQUGdeHTXst7w/vhVBOLcnEBHV3wit/\n",
              "6Yc3dpxF0q7zGBPmhUBPXuHFFAiCgDd3nMWes1dgJ5Ni5eNR6OfDs0wQWTteocfKnSlSYO853dTy\n",
              "mbE8XQiZpsdjAxEb7IH6Rg1e4vK4yVh+IAdfHc2DRAL895FIjAjxFDsSEZkAlksr9+FPur2WEyN6\n",
              "oY83p5ZkmqRSCd57MAKOdjKkXq7E2iO5YkeyepvTCvD+niwAwL/uG4B7w3uKnIiITAXLpRXLLFTg\n",
              "p9/KIJUAz3CvJZm4AE9HzJ/QHwDw7g/ncbm8VuRE1islqwyvJGcCAJ4cE4zpI3uLnIiITAnLpRVr\n",
              "nlrGR/oixMtZ5DREf+6xmACM7OOJhkYtXtqcDg2Xx40uvaAKc9afhEYr4IEhvpjXdLooIqJmLJdW\n",
              "Kr2gCvvO66aW/+Sl2chMSKUSvPtgOJzsZEjLu4bVhy+LHcmq5JbXYsaa46hv1GBUaHe8+2A4pDxJ\n",
              "OhH9DsullWqeWk4a4otgTi3JjPh1c8Rr9w4AALy/Jws5V6+LnMg6XK1RYtqqVFTUqjDI1xUrpg6D\n",
              "nQ1/hRDRzfjKYIVO5V9DStZVyKQS/PNO7rUk8/NojD9GhXaHUq3Fi1we73K1SjVmrDmO/Mo6+Hs4\n",
              "YFViNJzlep3JjoisCMulFWo+r+WkSF/07s7zBZL5kUh0y+Muchucyq/CF4cuiR3JYjVqtJj99Ulk\n",
              "Fing4WSHdTOGw9vFXuxYRGTCWC6tzMn8a/j5gm5qyfNakjnr5e6ABffplsc/2HsBF6/UiJzI8giC\n",
              "gHlbM3DwwlU42MqwKjGa/yAloj/FcmllmqeWk4f48ionZPamRPnhjr5eUDUtj6s1WrEjWZT39mQh\n",
              "+WQRZFIJlj82FJH+7mJHIiIzwHJpRU7kXcPBC1dhw72WZCEkEgmSJg+Gi70N0gsVWMnlcYNZ+2su\n",
              "VhzIAQAkTR6MuH7eIiciInPBcmlFmt8h/uBQPwR4Ooqchsgwero54I37BwIAPtx7EVmlXB7vrF2Z\n",
              "JXjzu7MAgBfGheHhKH+RExGROWG5tBJpuZU4dLEcNlIJnuZ5LcnCPDjUF2P7eUOl0S2PN3J5vMOO\n",
              "XarA3I2nIQjAY8MD+HpBRHpjubQS/22aWj40zA/+HpxakmWRSCRYNHkwXO1tkFmkwKdNy7mkn6zS\n",
              "GsxclwaVWovxA3rg7fhBkEh4knQi0g/LpRVIvVyJw9kVsJFK8FQcpxBkmXq42uOteN3y+Ef7L+K3\n",
              "kmqRE5mX4qp6JKxKRU2DGlGB3fDRo0Mg49V3iKgDWC6tQPNeyylR/pxakkWbFOmLcQN6oFEj4IVN\n",
              "XB5vr6o6FRJWpaK0ugF9vJ3xRUIU7G1lYsciIjPFcmnhjl2qwK85FbCVca8lWT6JRIL/PDAI7o62\n",
              "OFdSjU9SssWOZPIaGjV4Yl0aLpZdRw9XOdbOiIG7o53YsYjIjLFcWrjmvZYPR/nD191B5DREXc/b\n",
              "xR5vxw8CAHy8PxtnihQiJzJdGq2AZ785heO51+Ait8HaGTF8nSCiTmO5tGBHcipw9FIlbGUSzOFe\n",
              "S7Ii94f3xD0DfaDWCnhxczpUai6P/54gCHhzx1nsOXsFdjIpVk6LQj8fV7FjEZEFYLm0UIIgtEwt\n",
              "H4nm1JKsi0QiwcIHBsHDyQ7nS2vw8f6LYkcyOcsP5OCro3mQSIAlj0RgRIin2JGIyEKwXFqoI5cq\n",
              "kHq5EnYyKd8hTlapu7Mc/25aHv/kQA4yC7k83mxzWgHe35MFAFhw7wDcF95L5EREZElYLi2QIAj4\n",
              "cK9uUvPXGH/0dOPUkqzTveE9cW94T2i0Al7YfBpKtUbsSKJLySrDK8mZAIAnRwdjxu29RU5ERJaG\n",
              "5dIC/ZpTgdTcStjZSDHnDk4tybq9PXEgPJ3scOHKdSz9ybqXx9MLqjBn/UlotAImRfbCvHv6iR2J\n",
              "iCwQy6WFEQQB/92r22v5t5gA+LjZi5yISFyeznIsnKRbHv/05xykF1SJG0gkueW1mLHmOOobNRgV\n",
              "2h3vPRQBKU+STkRdgOXSwvySXY60vGuws5Fi9h0hYschMgl/GdwTEyN6QSsAL2xOR0OjdS2PX61R\n",
              "YtqqVFTUqjCwlytWTB0GOxu+/BNR1+CriwX5/dSyhyunlkTN3po4EN2d5cguu95yJgVrUKtUY8aa\n",
              "48ivrIO/hwNWT4+Gs9xG7FhEZMH0KpcNDQ2YNGkSwsLCEBERgXHjxiE7W3cFjNTUVMTGxmLIkCHo\n",
              "378/3nvvvS4JTLd26GI5TuZXQW4jxRxOLYla6eZkh0UP6JbHPz94CSfyromcqOs1arSY/fVJZBYp\n",
              "4OFkh7XTY+Dtwn90ElHX0ntyOWvWLGRlZSE9PR3x8fGYOXNmy8dfffVVnDp1CocPH8bixYtx7tw5\n",
              "gwemtt14XsvHhgfCm1NLopuMH+iDB4b4QisAL1n48rggCJi3NQMHL1yFg60MXyZEIdjLWexYRGQF\n",
              "9CqX9vb2mDBhAiQS3Sbw2NhY5ObmAtCdtLiqqgoAUFtbCzs7O3h4eBg0LN3azxeu4lR+FextpfjH\n",
              "HcFixyEyWW/cPwDeLnJcKq/FBz9miR2ny7y3JwvJJ4sgk0qw/LGhGBLQTexIRGQlOrXncunSpYiP\n",
              "jwcArF69GgsWLEBAQADCwsKwaNEi+Pj4tPk4pVKJ6urqVjeNxnInCF1NN7XUnWJl6vBALnsR/QF3\n",
              "RzskTR4MAPjil8tIy60UOZHhrf01FysO5AAAkiYPRlw/b5ETEZE16XC5XLRoEbKzs5GUlAQAeOed\n",
              "d5CUlIT8/HycPXsWr7322i2XxZOSkuDm5tbqlpqa2tEoVu9A1lWkF+imlk+O4V5Loj8ztn8PPDTM\n",
              "D4IAvLg5HfUqy/nH7a7MErz53VkAwAvjwvBwlL/IiYjI2nSoXC5evBjJycnYvXs3HB0dUV5ejm3b\n",
              "tuFvf/sbACA4OBixsbE4fPhwm4+fP38+FApFq1tMTEzHfworduNey8djA+HlIhc5EZF5WHDfAPi4\n",
              "2iO3og7v7TkvdhyDOHapAnM3noYgAI8ND8DTd/IiCkRkfHqXyyVLlmDDhg3Yu3cv3N3dAQDdunWD\n",
              "k5MT9u/fDwAoLy/HsWPHMGjQoDa/hlwuh6ura6ubTCbr+E9hxVKyypBRqICDrYxTSyI9uDnYIulB\n",
              "3fL4ml9zcexShciJOiertAYz16VBpdZi/IAeeDt+UMv+eCIiY9KrXBYWFuKFF15AVVUV4uLiEBkZ\n",
              "ieHDh0Mmk2HTpk146aWXEBERgdGjR2Pu3LkYMWJEV+UmNF1DvGmv5bQRgejuzKklkT7i+nrjkSh/\n",
              "CALw0pYM1KnUYkfqkOKqeiSsSkVNgxpRgd3w0aNDIOPVd4hIJHqdSdfPzw+CILT5ubvuugsnTpww\n",
              "SChqn32/6aaWjnYyzBrNd4gTdcRr9/XHoYtXkV9Zh3d3n8db8W2vuJgqRV0jElalorS6AX28nfFF\n",
              "QhTsbbkSRETi4RV6zJQgCPhwn26v5bQRQfDk1JKoQ1ztbfHOg+EAgLVH8vBrTrnIidqvoVGDJ9al\n",
              "4WLZdfRwlWPtjBi4O9qJHYuIrBzLpZnae+4KzhRVc2pJZACjw7zwaEwAAODlLRmoVZr+8rhGK2Du\n",
              "N6eRmlsJF7kN1s6Iga+7g9ixiIhYLs3RjXstE24LgocTJxVEnfXavf3h6+6Awmv1SNr9m9hx/pAg\n",
              "CHjru7P44Wwp7GRSrJwWhX4+rmLHIiICwHJpln48dwXnSqrhZCfDrFGcWhIZgrPcBu89pFseX380\n",
              "H79cNN3l8eUHcrDuSB4kEmDJIxEYEeIpdiQiohYsl2ZGq/3f1DJxZBC6cWpJZDAj+3TH47GBAIB5\n",
              "WzNQ09AocqKbbTlRiPf36C5bueDeAbgvvJfIiYiIWmO5NDM/nivFbyXVcJbb4AlOLYkM7pW/9IO/\n",
              "hwOKquqxaJdpLY8fyCrDvK0ZAIAnRwdjxu29RU5ERHQzlkszcuPUcvrIIL4rlKgLOMlt8N6DEQCA\n",
              "DakFOHjhqsiJdNILqjDn65PQaAVMiuyFeff0EzsSEVGbWC7NyA9nS3G+tAYuchv8nRMLoi4zIsQT\n",
              "ibcFAdAtj1eLvDyeW16LGWuOo06lwajQ7njvoQhIeZJ0IjJRLJdmQqsVsJRTSyKjefmevgj0dESJ\n",
              "ogELd54TLcfVGiUSVqeiolaFgb1csWLqMNjZ8KWbiEwXX6HMxO4zpci6UgMXexv8/XbutSTqao52\n",
              "Nnj/oQhIJMCmtEKknC8zeoZapRoz1hxHXkUd/D0csHp6NJzlel1YjYjI6FguzYBWK2Bp09V4Zozs\n",
              "DTdHW5ETEVmHmN4emH6bbgvKK8kZUNQZb3m8UaPF7K9PIrNIAQ8nO6ydHgNvF3ujfX8ioo5iuTQD\n",
              "32eW4MKV63Cxt+G7Q4mM7KW7+6J3dydcqVbibSMtjwuCgHlbM3DwwlU42MrwZUIUgr2cjfK9iYg6\n",
              "i+XSxGm0Apbu0+21nHl7MNwcOLUkMiYHOxkWTwmHRAJsPVmIn85d6fLv+d6eLCSfLIJMKsEnjw3B\n",
              "kIBuXf49iYgMheXSxO3MKEZ22XW42ttg+u1BYschskrDAj1azis7f1smqupUXfa91v6aixUHcgAA\n",
              "SQ8Mxp39enTZ9yIi6goslyZMoxXwUfPUclQwXO05tSQSy/PjwhDs5YSrNUq8ueNsl3yPXZklePO7\n",
              "sy3f7+Fo/y75PkREXYnl0oTtzChGztVauDnYYvrIILHjEFk1e1sZFk+JgFQCbD9djD1nSw369Y9d\n",
              "qsDcjachCMDfhgfgn3f2MejXJyIyFpZLE3XjXssnRvWGC6eWRKIbGtANs0aHAABe25aJylrDLI9n\n",
              "ldZg5ro0qNRajBvQA/+OHwSJhCdJJyLzxHJponakF+HS1Vq4O9oioelKIUQkvrl3hSLU2xnl11V4\n",
              "wwDL48VV9UhYlYqaBjWGBXbDskeHQMar7xCRGWO5NEFqjRYf7csGADwxKphTSyIT0rw8LpNK8F16\n",
              "MXZllnT4aynqGpGwKhWl1Q0I8XLClwlRsLeVGTAtEZHxsVyaoG9PF+NyeS26cWpJZJIi/N3xjzG6\n",
              "d48v2H4GFdeVen+NhkYNnliXhotl19HDVY61M2J4WVcisggslyZGrdFi2f6mvZajg3mpNyIT9czY\n",
              "UPTt4YKKWhX+9a1+y+MarYC535xGam4lXOQ2WDM9Bn7dHLsoKRGRcbFcmpjtp4uRW1EHDyc7JIwI\n",
              "EjsOEd2C3EaGDx7WLY9/n1mCnRnF7XqcIAh467uz+OFsKexkUnw2bRj693Tt4rRERMbDcmlCbpxa\n",
              "zhodDCdOLYlM2iBfNzx1h+7d4wu2n8HVmj9fHl9+IAfrjuRBIgGWPBKB20K6d3VMIiKjYrk0Icmn\n",
              "ipDXNLWcNiJQ7DhE1A5P3xmKfj4uuFbXiNe3Z0IQhFved8uJQry/JwsAsODeAbgvvJexYhIRGQ3L\n",
              "pYlovGFq+eToYDjacWpJZA7sbKT44OEI2Egl2HP2Cnakt708fiCrDPO2ZgDQ/R2fcXtvY8YkIjIa\n",
              "lksTkXyyEAWV9ejubIfHObUkMisDe7nhn3eGAgD+9e1ZlFU3tPp8ekEV5nx9EhqtgEmRvTDvnn5i\n",
              "xCQiMgq9ymVDQwMmTZqEsLAwREREYNy4ccjO1p2PURAEvPnmmwgLC8PgwYMRFxfXJYEtkUqtxbL9\n",
              "uuP45OgQTi2JzNCcuBAM7OUKRX0jXt32v+Xx3PJazFhzHHUqDUaFdsd7D0VAypOkE5EF03tyOWvW\n",
              "LGRlZSE9PR3x8fGYOXMmAOCjjz5CRkYGzpw5g8zMTGzYsMHgYS1V8slCFF6rR3dnOabGcmpJZI5s\n",
              "ZbrlcVuZBD/9VoZtp4pQfl2JhNWpqKhVYWAvV6yYOgx2NlwwIiLLpternL29PSZMmNByzdvY2Fjk\n",
              "5uYCAN5//3288847sLPTnQTYx8fHsEkt1I1Ty3+MCYaDHa/OQWSu+vm44tmxuuXxN3ecRcKqVORV\n",
              "1MHfwwGrp0fzvLVEZBU69U/opUuXIj4+HtXV1bhy5Qq+/fZbDB8+HMOHD8fGjRtv+TilUonq6upW\n",
              "N41G05koZmvLiUIUVdXDy4VTSyJL8I8xIRjs64bqBjXOFlfDw8kOa6fHwNvFXuxoRERG0eFyuWjR\n",
              "ImRnZyMpKQlqtRpqtRr19fU4duwYNm7ciOeeew7p6eltPjYpKQlubm6tbqmpqR3+IcyVSq3FJynN\n",
              "U8sQXlOYyALYNC2P29tKYW8rxZcJUQj2chY7FhGR0XSoXC5evBjJycnYvXs3HB0d4eHhAWdnZ0yd\n",
              "OhUAEBQUhJEjR+L48eNtPn7+/PlQKBStbjExMR3/KczUprQCFFXVw9tFjseGB4gdh4gMJKyHC/a9\n",
              "cAcOvhyHIQHdxI5DRGRUepfLJUuWYMOGDdi7dy/c3d1bPv7oo4/ihx9+AABUVlYiNTUV4eHhbX4N\n",
              "uVwOV1fXVjeZzLqmdkq1pmVqOfsOTi2JLI2vuwOXwonIKulVLgsLC/HCCy+gqqoKcXFxiIyMxPDh\n",
              "wwHolrp/+OEHDBo0CKNHj8a8efOschrZXpvSClGiaEAPVzkejeHUkoiIiCyDXm9d9PPzu+WlzTw9\n",
              "PbFjxw6DhLJ0SrUGy5umlnPu6MOpJREREVkMnnBNBBuPF6BE0QAfV3s8Eu0vdhwiIiIig2G5NLKG\n",
              "xv/ttZwTx72WREREZFlYLo3sm9R8XKlWoqcbp5ZERERkeVgujaihUYPlB3IAAHPi+kBuw6klERER\n",
              "WRaWSyPakJqPsholernZ4+EoP7HjEBERERkcy6WR3Di1fOpOTi2JiIjIMrFcGsnXx/JxtUYJX3cH\n",
              "TBnGvZZERERkmVgujaBepcGK5qllXB/Y2fCwExERkWViyzGCr4/lofy6bmr50DDutSQiIiLLxXLZ\n",
              "xepUanz6s25q+c87ObUkIiIiy8am08W+PpqP8usq+Hs44EFOLYmIiMjCsVx2oVZTy7hQ2Mp4uImI\n",
              "iMiyse10oa+O5KGiVoUAD0c8MNRX7DhEREREXY7lsovUKtX47OAlAMDTd/bh1JKIiIisAhtPF1l3\n",
              "JA+VtSoEejpi8hBOLYmIiMg6sFx2getKNVYebH6HeChsOLUkIiIiK8HW0wXWHcnFtbpG9O7uhEmR\n",
              "vcSOQ0RERGQ0LJcGppta6vZa/vPOPpxaEhERkVVh8zGwtb/moqquEcHdnTAxglNLIiIisi4slwZU\n",
              "09D4v6nlWE4tiYiIyPqw/RjQmsO5UNQ3ItjLCRMj+A5xIiIisj4slwZS3dCIzw/pppbPjg2FTCoR\n",
              "ORERERGR8bFcGsiaw7moblCjj7cz7gvnXksiIiKyTiyXBqCob8QXTVPLZzi1JCIiIivGcmkAqw9f\n",
              "RnWDGqHezrh3cE+x4xARERGJhuWykxT1jfjyl8sAOLUkIiIi0qtcNjQ0YNKkSQgLC0NERATGjRuH\n",
              "7OzsVvfZv38/ZDIZPvzwQ0PmNFlf/nIZNQ1qhPXg1JKIiIhI78nlrFmzkJWVhfT0dMTHx2PmzJkt\n",
              "n1MoFHjllVcwYcIEg4Y0VYq6Rqxumlo+OzYMUk4tiYiIyMrpVS7t7e0xYcIESCS6EhUbG4vc3NyW\n",
              "zz/99NN4/fXX4enpadCQpurLXy6hRqlGPx8X/GWQj9hxiIiIiETXqT2XS5cuRXx8PABgy5YtkEql\n",
              "mDhx4p8+TqlUorq6utVNo9F0JorRVdWpsOpwLgDdeS05tSQiIiICbDr6wEWLFiE7Oxv79u1DaWkp\n",
              "Fi5ciAMHDrTrsUlJSXjrrbdafSw2NrajUUTxxaHLuN40tbx7IKeWREREREAHJ5eLFy9GcnIydu/e\n",
              "DUdHR5w4cQIlJSWIjIxEUFAQtmzZgrfffhuvvfZam4+fP38+FApFq1tMTEynfhBjularwurDur2W\n",
              "c+/i1JKIiIiomd6TyyVLlmDDhg346aef4O7uDgC49957ceXKlZb7JCYmIjIyEnPnzm3za8jlcsjl\n",
              "8lYfk8lk+kYRzeeHLqFWpUH/nq4YP4BTSyIiIqJmepXLwsJCvPDCCwgODkZcXBwAXVE8duxYl4Qz\n",
              "RZW1Kqz9NRcAp5ZEREREv6dXufTz84MgCH96vzVr1nQ0j8lrnloO7OWK8QN6iB2HiIiIyKTwCj16\n",
              "qLiuvGFqGdZySiYiIiIi0mG51MPKQ5dQp9JgkK8r7urvLXYcIiIiIpPDctlO5deVWPdrHgBg7lhO\n",
              "LYmIiIjawnLZTisPXkJ9owbhfm4Yy6klERERUZtYLtvhao0S647kAtC9Q5xTSyIiIqK2sVy2w8qD\n",
              "OWho1CLC3x1xfTm1JCIiIroVlss/UVbTgK+ONu215NSSiIiI6A+xXP6Jz36+hIZGLSL93XFHmJfY\n",
              "cYiIiIhMGsvlHyirbsB6Ti2JiIiI2o3l8g+s+DkHSrUWQwLcMYZTSyIiIqI/xXJ5C1eqG/D1sXwA\n",
              "wHO8Gg8RERFRu7Bc3sKKAzlQqbUYFtgNo0K7ix2HiIiIyCywXLahVNGA/0vl1JKIiIhIXyyXbVhx\n",
              "IBsqtRZRgd0wso+n2HGIiIiIzAbL5e+UKOqxIbUAAPDcOE4tiYiIiPTBcvk7y1NyoNJoERPkgdtC\n",
              "OLUkIiIi0gfL5Q2Kq+qx8bhuajl3HM9rSURERKQvlssbLD+QDZVGi+G9PXBbCN8hTkRERKQvlssm\n",
              "RTdOLe8KEzkNERERkXliuWzySUo2GjUCYoM9MIJ7LYmIiIg6hOUSQOG1OmxOa3qHOKeWRERERB3G\n",
              "con/TS1vC/HE8GBOLYmIiIg6yurLZUFlHTanFQLQndeSiIiIiDrO6svlJynZUGsF3N6nO6KDPMSO\n",
              "Q0RERGTWrLpcFlTWYcsJ3dRy7l2hIqchIiIiMn9WXS6X7b8ItVbAqNDuiOLUkoiIiKjT9CqXDQ0N\n",
              "mDRpEsLCwhAREYFx48YhOzsbADB9+vSWj48cORLHjx/vksCGkldRi60niwDwvJZEREREhqL35HLW\n",
              "rFnIyspCeno64uPjMXPmTADAAw88gHPnziE9PR3z58/HlClTDB7WkJbtz4ZGK2B0mBeGBXYTOw4R\n",
              "ERGRRdCrXNrb22PChAkt19yOjY1Fbm4uAGDixImwsbFp+XhRURHUarVh0xpIbnkttp3STS2f415L\n",
              "IiIiIoOx6cyDly5divj4+DY/PmHChJay+XtKpRJKpbLVxzQaTWei6KV5anlHXy8MCeDUkoiIiMhQ\n",
              "OlwuFy1ahOzsbOzbt6/Vx9evX49Nmzbh4MGDt3xsUlIS3nrrrVYfi42N7WgUvVTWqvBdRjEA7rUk\n",
              "IiIiMjSJIAiCvg9avHgxvvnmG/z0009wd3dv+fjGjRvx+uuvY9++fQgICLjl49uaXC5YsABLly7V\n",
              "N0qH5FfUYe9vV/D323sb5fsRERERWQu9J5dLlizBhg0bbiqWmzZtwuuvv46ffvrpD4slAMjlcsjl\n",
              "8lYfk8lk+kbpsABPRxZLIiIioi6g1+SysLAQ/v7+CA4OhouLCwBdUTx27BhsbW3h4+MDT8//XZt7\n",
              "3759rf78R55//nksWbJEz/hEREREZEr0mlz6+fnhVl20sbHRIIGIiIiIyHxZ9RV6iIiIiMiwWC6J\n",
              "iIiIyGBYLomIiIjIYFguiYiIiMhgWC6JiIiIyGBYLomIiIjIYFguiYiIiMhgWC6JiIiIyGBYLomI\n",
              "iIjIYPS6/GNXmjx5MoKCgozyvTQaDVJTUxETE2PUa5qbAx6btvG43BqPTdt4XNrG43JrPDZt43G5\n",
              "NTGOTWBgIJ599tk/vI/JlEtjqq6uhpubGxQKBVxdXcWOY1J4bNrG43JrPDZt43FpG4/LrfHYtI3H\n",
              "5dZM9dhwWZyIiIiIDIblkoiIiIgMhuWSiIiIiAzGKsulXC7HG2+8AblcLnYUk8Nj0zYel1vjsWkb\n",
              "j0vbeFxujcembTwut2aqx8Yq39BDRERERF3DKieXRERERNQ1WC6JiIiIyGBYLomIiIjIYCy6XF68\n",
              "eBG33XYbwsLCEB0djbNnz7Z5vy+//BKhoaEICQnBE088gcbGRiMnNb72HJsDBw7AwcEBkZGRLbf6\n",
              "+noR0hrHM888g6CgIEgkEpw+ffqW97PG50t7jo21PV8AoKGhAZMmTUJYWBgiIiIwbtw4ZGdnt3nf\n",
              "nTt3ol+/fggNDcXkyZNRXV1t5LTG097jkpubC5lM1uo5k5OTI0Ji4xo/fjzCw8MRGRmJUaNG4dSp\n",
              "U23ez9pea9pzXKzxdabZ6tWrIZFIsH379jY/b1KvMYIFi4uLE1avXi0IgiBs3rxZiIqKuuk+ly5d\n",
              "Enr27CmUlJQIWq1WuP/++4WPP/7YyEmNrz3HJiUlRYiIiDBuMBH9/PPPQkFBgRAYGCicOnWqzftY\n",
              "6/OlPcfG2p4vgiAI9fX1wvfffy9otVpBEARh2bJlwpgxY266X01NjeDt7S389ttvgiAIwlNPPSW8\n",
              "+OKLxoxqVO09LpcvXxbc3NyMG84EXLt2reW/k5OThfDw8JvuY42vNe05Ltb4OiMIur8rI0aMEGJj\n",
              "Y4Vt27bd9HlTe42x2MllWVkZ0tLSMHXqVADAgw8+iIKCgpv+9bxlyxZMnDgRPj4+kEgk+Mc//oEN\n",
              "GzaIEdlo2ntsrM3o0aPh5+f3h/exxucL0L5jY43s7e0xYcIESCQSAEBsbCxyc3Nvut/u3bsxZMgQ\n",
              "9OvXDwAwZ84ci37etPe4WCt3d/eW/1YoFC3H6UbW+FrTnuNijbRaLWbOnIlly5bd8pRDpvYaY7Hl\n",
              "sqCgAD179oSNjQ0AQCKRICAgAPn5+a3ul5+fj8DAwJY/BwUF3XQfS9PeYwMAOTk5GDp0KKKjo7F8\n",
              "+XJjRzU51vh80Ye1P1+WLl2K+Pj4mz7e1vOmpKQEarXamPFEc6vjAgC1tbWIjo7G0KFD8fbbb0Oj\n",
              "0Rg5nTimTZsGf39/LFiwAF999dVNn7fW15o/Oy6A9b3OLFmyBCNHjsSwYcNueR9Te42xEeW7klkY\n",
              "OnQoCgsL4ebmhsLCQkyYMAHdu3fHww8/LHY0MkHW/nxZtGgRsrOzsW/fPrGjmJQ/Oi49e/ZEUVER\n",
              "vL29UVlZiUceeQQffPABXn75ZRGSGte6desAAGvXrsW8efOwa9cukROZhj87Ltb2OnPmzBls3boV\n",
              "Bw8eFDuKXix2cunv79+qtQuCgPz8fAQEBLS6X0BAAPLy8lr+nJube9N9LE17j42rqyvc3NwAAH5+\n",
              "fnj00Udx6NAho+c1Jdb4fGkva36+LF68GMnJydi9ezccHR1v+nxbz5sbVw8s1Z8dF7lcDm9vbwCA\n",
              "h4cHZsyYYTXPmWYJCQlISUlBRUVFq49b+2vNrY6Ltb3OHDp0CLm5uQgNDUVQUBCOHj2KWbNmYcWK\n",
              "Fa3uZ2qvMRZbLr29vTF06FCsX78eALB161b4+fmhT58+re734IMPYseOHSgtLYUgCPj000/x17/+\n",
              "VYzIRtPeY1NSUgKtVgsAqKmpwc6dOzFkyBCj5zUl1vh8aS9rfb4sWbIEGzZswN69e1vtGbvRPffc\n",
              "g5MnT+L8+fMAgOXLl1v886Y9x6WsrKzlHdBKpRLJyckW/5ypqqpCcXFxy5+3b98OT09PeHh4tLqf\n",
              "tb3WtPe4WNvrzOzZs1FSUoLc3Fzk5uYiNjYWK1euxOzZs1vdz+ReY0R7K5ERnD9/XoiNjRVCQ0OF\n",
              "YcOGCRkZGYIgCMLf//534dtvv22538qVK4Xg4GAhODhYmDFjhqBSqcSKbDTtOTbLli0TBgwYIISH\n",
              "hwsDBgwQ3njjjZZ3f1qiWbNmCb6+voJMJhO8vb2FkJAQQRD4fBGE9h0ba3u+CIIgFBQUCACE4OBg\n",
              "ISIiQoiIiBBiYmIEQRCEBQsWCCtWrGi577fffiv07dtXCAkJEeLj44WqqiqxYne59h6XrVu3CgMH\n",
              "Dmx5zjz99NNCQ0ODmNG7XG5urhAdHS0MGjRICA8PF8aOHdtyBgZrfq1p73GxxteZG40ZM6bl3eKm\n",
              "/BrDa4sTERERkcFY7LI4ERERERkfyyURERERGQzLJREREREZDMslERERERkMyyURERERGQzLJRER\n",
              "EREZDMslERERERkMyyURERERGQzLJREREREZDMslERERERkMyyURERERGcz/A4Ubdgg365lLAAAA\n",
              "AElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-e9be3b40-e4fd-47e6-b0d0-1b1725bb0bfd\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-e9be3b40-e4fd-47e6-b0d0-1b1725bb0bfd\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7c0cf31c2b90>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Faceted distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<string>:5: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "figsize = (12, 1.2 * len(_df_3['Ticket'].unique()))\n",
              "plt.figure(figsize=figsize)\n",
              "sns.violinplot(_df_3, x='Age', y='Ticket', inner='stick', palette='Dark2')\n",
              "sns.despine(top=True, right=True, bottom=True, left=True)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-7f36d888-8a5d-47b6-a4c1-4739ed871583\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABDYAAAIBCAYAAACyfD9jAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAymklEQVR4nO3de5RV9X3//9fAwIiKFxDxgkJQECvCCBrxHi9RQ6wK0RhNoqKm\n",
              "FmuNX1NFq0lto2JTq7EmWdaUGoPRgIpovSSNl5hWYzQR1EZrxABeUETk4oUMQ9i/P6zn54S7AoeP\n",
              "PB5rzVqcfc7e8z7zWQPj0733NFRVVQUAAACgQO3qPQAAAADAhyVsAAAAAMUSNgAAAIBiCRsAAABA\n",
              "sYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGE\n",
              "DQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWzwsTJy5MiMHDmy3mMAAACwljTWewBY\n",
              "nWbOnFnvEQAAAFiLnLEBAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYA\n",
              "AABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AAACgWMIGAAAA\n",
              "UCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAs\n",
              "YQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGED\n",
              "AAAAKJawsRLeeuutbLzxxjn11FOX+vwRRxyRX/3qV7n44ovTrVu3NDc3p7m5OV/84heX+voZM2bk\n",
              "sMMOy0477ZQBAwbkc5/7XGbNmlV7/qyzzkqvXr3S0NCQyZMnt9l3Wc/Nnj279nmbm5vTt2/fNDY2\n",
              "5s0330ySXHbZZdlpp53Srl27TJw48SN9PQAAAGBdIWyshHHjxmXw4MGZMGFC3n777TbPvf3223n2\n",
              "2WfzyU9+MknyxS9+MZMnT87kyZPzox/9aKnHa9++fb7+9a/nueeey1NPPZXevXvn3HPPrT1/zDHH\n",
              "5L//+7/Ts2fPJfZd1nNdu3atfd7JkyfnL/7iL/KZz3wmXbp0SZIccsghuffee7P//vt/pK8FAAAA\n",
              "rEuEjZUwZsyYjBo1Kvvvv3/GjRvX5rl77703hx12WBoaGlb6eN27d8++++5be7znnntm2rRptcf7\n",
              "779/evTosdR9l/fcn878wTNMPvnJT6Z3794rPSMAAACUQNhYgWeeeSYvvfRSDjvssJx66qkZM2ZM\n",
              "m+dvv/32HH300bXHt9xySwYOHJiDDjooDz744AqP/8c//jHf+c53ctRRR622mR955JHMmTMnRxxx\n",
              "xIfav6WlJfPnz2/z0dLSstrmAwAAgNVF2FiBMWPG5MQTT0z79u0zdOjQTJ06Nc8++2ySpLW1NY88\n",
              "8kgOPPDAJMlf/uVfZtq0aXnyySfzzW9+M8cdd1ymT5++zGNXVZUzzjgjm2++eb761a+u9pkbGxs/\n",
              "1P6jR4/Opptu2uZj9OjRq20+AAAAWF0+3H/5ridaW1szduzYdOjQITfddFOS5N13382YMWNyxRVX\n",
              "5IEHHsg+++yTDh06JEm22mqr2r777LNPdtttt/z6179e6r0ykvduBPrSSy9l4sSJaddu9TSmt99+\n",
              "O+PHj8/jjz/+oY9xwQUX5Jxzzmmzramp6aOOBgAAAKudMzaW484770zv3r3zyiuvZNq0aZk2bVoe\n",
              "ffTRjB07Nq2trZk4cWKGDRtWe/3LL79c+/Pzzz+fyZMnZ9ddd13qsc8666xMmTIlt99+ezp27Lja\n",
              "Zh43blwGDhyYfv36fehjNDU1ZZNNNmnzIWwAAACwLhI2lmPMmDFL/MrWnXfeOdtuu23uvPPO/PSn\n",
              "P83hhx9ee+7CCy9M//7909zcnC984Qv57ne/m759+y5x3IcffjjXXHNNpk2blj333DPNzc1tAsnp\n",
              "p5+eHj165OWXX85hhx2WHXfccaWee3/mpf1a2ksuuSQ9evTIL3/5y5x22mnp0aNHm18xCwAAACVq\n",
              "qKqqqvcQJXr00UdzySWX5K677qr3KHzA8OHDkyQTJkyo8yQAAACsDc7Y+JCGDBkiagAAAECdCRsA\n",
              "AABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAA\n",
              "QLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECx\n",
              "hA0AAACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQN\n",
              "AAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFaqz3ALA6de/evd4jAAAAsBY1\n",
              "VFVV1XsIAAAAgA/DpSgAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAA\n",
              "AADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAA\n",
              "xRI2AAAAgGIJGwAAALCeGDlyZEaOHFnvMVarxnoPAAAAAKwdM2fOrPcIq50zNgAAAIBiCRsAAABA\n",
              "sYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGE\n",
              "DQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0A\n",
              "AACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAA\n",
              "oFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjZWUa9evbLTTjulubk5f/Znf5bv\n",
              "fve7tedef/31jBgxIr17985uu+2WQYMG5bLLLlvqcc4666z06tUrDQ0NmTx5cm377Nmz09zcXPvo\n",
              "27dvGhsb8+abbyZJPvWpT+UTn/hE7fmrrrqqtu/jjz+effbZJwMHDkxzc3MeeOCB2nPPP/98Pv3p\n",
              "T2fgwIHZZZddMm7cuNX8lQEAAIC1r7HeA5Ro3LhxaW5uzvTp0zNgwIDst99+6dOnTw444IAcd9xx\n",
              "ef7559O+ffu8++67+f73v7/UYxxzzDE577zzsu+++7bZ3rVr1zah44orrshDDz2ULl261LZdddVV\n",
              "Ofroo9vsV1VVhg0blh/84Ac55JBD8rvf/S6HHHJInnvuuXTq1Cknn3xyRowYkdNOOy2zZs3K7rvv\n",
              "nn333Tfbbrvtavu6AAAAwNrmjI2PoGfPntlpp53yu9/9LjfddFM6d+6ciy++OO3bt0+SbLjhhvnq\n",
              "V7+61H3333//9OjRY4WfY8yYMTn11FNX+LrZs2dn1qxZOeSQQ5Ikffv2zWabbZZ77703SfLkk09m\n",
              "6NChSZJu3bpl4MCByzxro6WlJfPnz2/z0dLSssIZAAAAYG0TNj6Cp59+Ov/7v/+bgQMH5je/+U32\n",
              "2muv1Xr8Rx55JHPmzMkRRxzRZvv555+fXXfdNccdd1x+//vfJ0m22GKLbL311hk/fnyS9y5Lee65\n",
              "5zJt2rQkyeDBg3PjjTcmSX7/+9/nkUceqT33p0aPHp1NN920zcfo0aNX63sDAACA1cGlKB/Ccccd\n",
              "l06dOmXDDTfMv//7v6dPnz5r5POMGTMmJ554Yhob//9lGjt2bLbbbrtUVZXvfve7OeKII/LMM88k\n",
              "Se64446MGjUqo0ePzi677JJ99923tu8NN9yQr33ta2lubk7Pnj1z8MEHtznuB11wwQU555xz2mxr\n",
              "ampaI+8RAAAAPgph40N4/x4bHzR48OBcd911q+1zvP322xk/fnwef/zxNtu32267JElDQ0POPPPM\n",
              "/M3f/E1mz56drl27ZuDAgfnJT35Se+3OO++cXXbZJcl7Nz297bbbas8dfvjhOfTQQ5f6uZuamoQM\n",
              "AAAAiuBSlNXk+OOPz9y5c/PNb34zf/zjH5MkCxYsyL/8y798qOONGzcuAwcOTL9+/WrbFi1alJkz\n",
              "Z9Ye33bbbenevXu6du2aJHn11Vdrz33/+9/PRhttlIMOOihJMnPmzCxevDhJ8tOf/jTPPPNMTjjh\n",
              "hA81GwAAAKwrnLGxmmy44YZ56KGHcv7552fHHXfMxhtvnIaGhmXGg9NPPz133313XnvttRx22GHp\n",
              "3LlzpkyZUnt+zJgx+cpXvtJmn5aWlnz2s59NS0tL2rVrly222CJ33nln7fnrrrsuP/rRj1JVVXbe\n",
              "eefcfvvtaWhoSJL8x3/8Ry6//PK0b98+22yzTe6555506tRpDXwlAAAAYO1pqKqqqvcQAAAAwJo3\n",
              "fPjwJMmECRPqPMnq41IUAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYA\n",
              "AACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAA\n",
              "gGIJGwAAAECxhA0AAACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBi\n",
              "CRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYjXW\n",
              "ewAAAABg7ejevXu9R1jtGqqqquo9BAAAAMCH4VIUAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvY\n",
              "AAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAA\n",
              "AACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AljBy5MiMHDmy3mMAAMAKNdZ7AADWPTNnzqz3CAAA\n",
              "sFKcsQEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAo\n",
              "lrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJaw\n",
              "AQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGKtUtg444wzVmobAAAAwNqwSmHj0UcfXWLbI488stqG\n",
              "AQAAAFgVjSvzonHjxuXHP/5xpk6dmuHDh9e2z5s3LxtvvPEaGw4AAABgeVYqbPTr1y9HHXVUnnji\n",
              "iRx11FG17ZtsskkOPvjgNTYcAAAAwPKsVNgYOHBgBg4cmM9+9rPp1q1bWlpa0tTUtKZnAwAAAFiu\n",
              "VbrHxmuvvZb+/ftnhx12SJL85je/yXnnnbdGBgMAAABYkVUKG3/913+da6+9Nt26dUuSDBo0KHff\n",
              "ffcaGQwAAABgRVYpbLz99tvZd999a48bGhrSsWPH1T4UAAAAwMpYpbDR2NiY1tbWNDQ0JEleeuml\n",
              "tG/ffo0MBgAAALAiqxQ2zjzzzBx99NGZNWtWLrroouy3337usQEAAADUzUr9VpT3felLX0rv3r1z\n",
              "xx13ZOHChbnxxhvbXJoCAAAAsDatUtj4wQ9+kJNPPjl77713bduoUaPyj//4j6t9MAAAAIAVWaVL\n",
              "Ub73ve/l/vvvrz2+5JJL8tRTTy31tRMmTMjgwYPT3Nycfv365aCDDsrixYszdOjQNDc3p7m5OQ0N\n",
              "Ddl1113T3Nyc/fbbL0kyb968nH766endu3f69euXPfbYI/fcc0/tuD//+c/T0NCQb37zm7Vt//M/\n",
              "/5NevXq1+fy33nprRo4cmSR55ZVX8oUvfCG9e/dOnz59csABB+TRRx+tvfbHP/5xmpub079///Tv\n",
              "3z///M//vFJfj6lTp9beY//+/XPsscdmzpw5Sd670ephhx2WLbbYIpttttkS+951113p169f+vTp\n",
              "k+HDh2f+/Pkr3O/pp5/O/vvvn379+qV///455ZRTsmDBgtrzN9xwQ+3rudtuu9W+bn/4wx9y9NFH\n",
              "p2/fvhk4cGA+/elPZ8qUKSv1HgEAAGCdVq2CV155pdpll12qp556qrrqqquqAw44oFqwYMESr5sx\n",
              "Y0bVtWvXatq0abVtv/nNb6rFixe3eV2Sas6cObXHixcvrvbee+/qr/7qr6rW1taqqqpq0qRJ1Tbb\n",
              "bFP953/+Z1VVVfXggw9WW221VdWtW7dq1qxZVVVV1dNPP1317NmzzbFPOOGE6ic/+Un19ttvVzvu\n",
              "uGN1+eWX15677777qi222KJ6+umnq6qqqv/+7/+uXn311aqqqmru3LnVDjvsUD344IMr/Hr84Q9/\n",
              "qN59993a47POOqs666yzas/df//91aRJk6pNN920zX5vvfVWteWWW1bPPvtsVVVV9Vd/9VfV3/zN\n",
              "36xwv9/97nfVk08+WVVVVS1atKj6/Oc/X/3d3/1dVVVVNXv27Kpz58619/Ff//VfVbdu3aqqqqoF\n",
              "CxZUd999d+3rf80111QHHHDACt8fsP4aNmxYNWzYsHqPAQAAK7RKZ2xss802+fGPf5yjjjoq48eP\n",
              "z913350NNthgidfNnDkz7du3T5cuXWrbBg0aVPttKsty//33Z/r06bnyyivT2PjeVTLNzc258MIL\n",
              "25yh0b1793z5y19us+2DWltb8/DDD+eggw7KzTffnM033zyjRo2qPX/wwQdnxIgR+da3vpUk2Wef\n",
              "fbLVVlslSTbddNP069cv06ZNW+HXo6mpKZ06dUqS/PGPf8w777xTe49NTU056KCDlnq2xr333pvd\n",
              "dtst/fr1S5KcccYZufnmm1e4X58+fTJgwIAkSfv27bPHHnvU5ly8eHGqqspbb72VJJk7d2569OiR\n",
              "JNlggw0ydOjQ2mxDhgxZqfcHAAAA67qVusfGsGHD2kSJxsbGdOzYMV/+8peTvHfZyQcNGDAg++67\n",
              "b3r27JkDDjgge++9d0444YRsu+22y/08TzzxRAYPHpyOHTu22b7XXnvl3HPPbbPtwgsvTL9+/XL2\n",
              "2WcvcZwHH3wwe++9dzp06JAnnngie+211xKv2WuvvXLRRRctsf2ZZ57JL3/5y1x77bXLnfV9Cxcu\n",
              "zCc/+clMnz49AwYMyJ133rnCfV588cX07Nmz9rhXr1559dVXs2jRolrQWZF33nkn//Zv/5bRo0cn\n",
              "SbbYYotce+21GTRoULp06ZIFCxbkvvvuW+q+V199dY466qhlHrulpSUtLS1ttjU1NaWpqWmlZgMA\n",
              "AIC1ZaXO2Dj66KNz1FFH1T4uvPDCjBgxovZ4iYO2a5fbbrstjzzySA4//PA8/PDD2WWXXVbrfR26\n",
              "dOmSs88+e6lxYuLEiRk2bNgqH/Pll1/OUUcdlWuvvbZ2tsOKdOzYMZMnT87MmTPTr1+//Ou//usq\n",
              "f95VtXDhwhx33HE59NBDa+9z3rx5ufrqq/PYY49l+vTpGTNmTIYNG5aFCxe22feyyy7LlClTakFk\n",
              "aUaPHp1NN920zcfyXg8AAAD1slKnB5x00kkf6uD9+vVLv379cvrpp+fwww/PnXfemXPOOWeZrx80\n",
              "aFD+5V/+Ja2trenQoUNt+y9/+csMGjRoidefffbZ6du3bw4//PDatqqq8tOf/rR2mcmgQYNy3XXX\n",
              "LbHvnx5zxowZOeSQQ3LRRRfl2GOPXeX32rFjx4wYMSJf+cpXct555y33tdtvv31+9rOf1R5PmzYt\n",
              "W2+99UqdrdHa2prjjjsuW2+9da6++ura9p/97GfZbLPNsvPOOydJ/vzP/zynnHJKpk+fnj59+iRJ\n",
              "rrjiikyYMCH33XdfNtxww2V+jgsuuGCJdXK2BgAAAOuiVbrHxtChQzN79uza4zfeeCNHHHHEEq97\n",
              "5ZVX8vDDD9cez5kzJ1OnTs0OO+yw3OMfdNBB2W677fL//t//y6JFi5IkkydPzqWXXrrUMzM23HDD\n",
              "fP3rX883vvGN2rbHHnssO++8czbeeOMkyfHHH5/Zs2e3+ZW0DzzwQP793/+9dnnLq6++moMPPjij\n",
              "Ro1apYgzffr0vPvuu0neu8fFLbfcUrsHxvIcfvjheeKJJ/K///u/Sd77bTNf+MIXVrjfokWL8oUv\n",
              "fCFdunTJdddd1+byoN69e2fy5Ml57bXXkrwXbhYtWpTtttsuSXLllVfm5ptvrgWQ5Wlqasomm2zS\n",
              "5kPYAAAAYF20cjd0+D8zZsxI165da4+32GKLzJgxY4nXLVq0KP/wD/+QqVOnZsMNN8yiRYty0kkn\n",
              "Lfe+Dsl7l7Dce++9Offcc9OnT5907NgxnTt3zrXXXpvDDjtsqfuceuqpufLKK2v3hLj99ttz9NFH\n",
              "157faKON8vOf/zxf+9rX8olPfCKNjY3Zeuutc+edd9YixDe+8Y28+OKLufrqq2tnQXz1q1/NiBEj\n",
              "MmPGjAwdOjSTJ09e4nM/9dRTufDCC5O8FzbeP+PkfQMGDMisWbMyf/789OjRIwceeGDGjh2bzp07\n",
              "59/+7d9y9NFHZ9GiRenfv39uuOGGFe43bty4TJgwIQMGDMhuu+2W5L0bn373u9/NoEGDcuGFF+ag\n",
              "gw5Khw4d0tjYmPHjx2eDDTbIyy+/nK997Wvp3bt3DjzwwCTvxYtf/epXy10PAAAAWNc1VFVVreyL\n",
              "d91110yaNKl2ycTChQszaNCg/M///M8aG3BV7bLLLnnwwQez5ZZb1nsUgGINHz48yZI3hwYAgHXN\n",
              "Kp2x8ZnPfCbHHntsvvrVryZ577drDB06dI0M9mH99re/rfcIAAAAwFqySmHj0ksvzWWXXVa7OeaR\n",
              "Rx6ZUaNGrZHBAAAAAFZklS5FAWD94FIUAABKsVJnbNx88805/vjj29wY84POOuus1ToUAAAAwMpY\n",
              "qbDx3HPPJUkmTZq0xHMf/JWjAAAAAGvTKoWN66+/fo0OAwAAALAq2q3Mi94PGwAAAADrkpUKGwAA\n",
              "AADropW6FOWpp55Kly5dltheVVUaGhry5ptvrvbBAAAAAFZkpcLGTjvtlHvuuWdNzwIAAACwSlYq\n",
              "bDQ1NaVnz55rehYAAACAVbJS99ioqmpNzwEAAACwylYqbEyaNGlNzwEAAACwyvxWFAAAAKBYwgYA\n",
              "AABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AAACgWMIGAAAA\n",
              "UCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAs\n",
              "YQMAAAAoVmO9BwBg3dO9e/d6jwAAACuloaqqqt5DAAAAAHwYLkUBAAAAiiVsAAAAAMUSNgAAAIBi\n",
              "CRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkb\n",
              "AAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAsJaNHDkyI0eOrPcY8LHQWO8BAAAA1jczZ86s\n",
              "9wjwseGMDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAA\n",
              "AECxhA0AAACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABA\n",
              "sYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGE\n",
              "DQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhI01\n",
              "7KyzzkqvXr3S0NCQyZMnr3B7khx66KEZMGBAmpubs99++2XSpEm15+65554MGjQozc3N6d+/f264\n",
              "4Ybac6+//noOP/zw9OnTJ/37988vfvGL2nMjRoyoHXOPPfbI/fffv8beMwAAAKwtDVVVVfUe4uPs\n",
              "F7/4RXr37p199903EydOTHNz83K3J8ncuXOz2WabJUluv/32XHzxxXnyySdTVVW6du2an//85xkw\n",
              "YECmTZuWfv36ZdasWencuXNOOeWUbL/99rn44ovz+OOPZ9iwYZk6dWo6dOjQ5piTJk3KwQcfnDfe\n",
              "eCPt2mlbAACwtg0fPjxJMmHChDpPAuVrrPcAH3f777//Km1PUgsQSTJv3rw0NDTUHjc0NGTu3LlJ\n",
              "kvnz56dr165pampKkowfPz5TpkxJkuyxxx7ZZptt8tBDD+WQQw5Z4pgAAADwcSBsrKNOPPHEPPjg\n",
              "g0neu/wkeS9qjBs3LsOHD89GG22UOXPmZMKECenYsWNmz56d1tbWbLXVVrVj9OrVKy+++GLt8fnn\n",
              "n59bbrklc+bMyW233bbMszVaWlrS0tLSZltTU1MtoAAAAMC6wnUI66gf/vCHeemll3LJJZdk1KhR\n",
              "SZJFixblkksuyYQJEzJ9+vTcf//9+fKXv5w33nhjpY55+eWX54UXXsj48eNz3nnnZeHChUt93ejR\n",
              "o7Ppppu2+Rg9evRqe28AAACwuggb67iTTjopDz74YGbPnp3JkydnxowZtctY9thjj/To0SOTJk1K\n",
              "165d09jYmNdee62277Rp07L99tsvccxDDjkkb731Vp5++umlfs4LLrgg8+bNa/NxwQUXrJk3CAAA\n",
              "AB+BsLGOmTt3bmbMmFF7PHHixHTt2jVdunTJdtttl1dffTXPPvtskmTKlCl54YUXstNOOyVJjj32\n",
              "2Fx77bVJkscffzyvvPJKDjjggLS2ttbuvZEkjz32WF5//fX07t17qTM0NTVlk002afPhMhQAAADW\n",
              "Re6xsYadfvrpufvuu/Paa6/lsMMOS+fOnTNlypRlbp83b16OPfbYLFiwIO3atUu3bt1y1113paGh\n",
              "Id27d891112Xz3/+82nXrl0WL16c73znO7WzMv7xH/8xX/7yl9OnT5907NgxN954Yzp06JB33303\n",
              "J510UubNm5fGxsZstNFGufXWW7P55pvX+asDAAAAH41f9woAALCW+XWvsPq4FAUAAAAolrABAAAA\n",
              "FEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL\n",
              "2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AAACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gA\n",
              "AAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAA\n",
              "AIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQrMZ6DwAAALC+6d69e71HgI+Nhqqq\n",
              "qnoPAQAAAPBhuBQFAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AAACg\n",
              "WMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjC\n",
              "BgAAAFAsYQMAAGAtGzlyZEaOHFnvMeBjobHeAwAAAKxvZs6cWe8R4GPDGRsAAABAsYQNAAAAoFjC\n",
              "BgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYA\n",
              "AABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwAAAAAxRI2AAAAgGIJGwAAAECxhA0AAACgWMIGAAAA\n",
              "UCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAs\n",
              "YQMAAAAolrABAAAAFEvYAAAAAIolbAAAAADFEjYAAACAYgkba9ihhx6aAQMGpLm5Ofvtt18mTZqU\n",
              "2bNnp7m5ufbRt2/fNDY25s0330ySjBgxorbPHnvskfvvv3+J4z7wwANp3759vv3tb9e2nXzyydl2\n",
              "221rxz333HNrz7377rs5/vjjs+OOO6Zv37659dZb1/h7BwAAgDWtsd4DfNyNHz8+m222WZLk9ttv\n",
              "z8knn5wnn3wykydPrr3miiuuyEMPPZQuXbokSa666qraPpMmTcrBBx+cN954I+3avdeh5s2bl/PP\n",
              "Pz9Dhw5d4vOde+65Ofvss5fYfsUVV6SpqSlTpkzJ1KlTs+eee+bAAw9M165dV+v7BQAAgLXJGRtr\n",
              "2PuBInkvSDQ0NCzxmjFjxuTUU09d5j5/6swzz8xFF120SlFi3Lhx+cu//MskySc+8Yl86lOfyu23\n",
              "377S+wMAAMC6SNhYC0488cRst912+frXv56xY8e2ee6RRx7JnDlzcsQRR7TZfv7552eHHXbI8OHD\n",
              "c9ttt9XO1rj11lvTrl27HHnkkUv9XFdffXUGDBiQI444os1ZIS+++GJ69uxZe9yrV6+8+OKLSz1G\n",
              "S0tL5s+f3+ajpaXlw7x1AAAAWKOEjbXghz/8YV566aVccsklGTVqVJvnxowZkxNPPDGNjW2vCrr8\n",
              "8svzwgsvZPz48TnvvPOycOHCvPbaa7nkkkty9dVXL/XzXHrppXnhhRfy1FNP5dRTT81nPvOZvP32\n",
              "26s87+jRo7Ppppu2+Rg9evQqHwcAAADWtIaqqqp6D7E+6dSpU15++eV07do1b7/9drbeeus8/vjj\n",
              "6dev3zL36devX370ox/ltddeyymnnJJOnTolSd5444107NgxI0eOzKWXXrrEfjvttFNuuummDB48\n",
              "OLvsskvGjBmTIUOGJEk+//nP59BDD81pp522xH4tLS1LnKHR1NSUpqamj/LWAQCA/zN8+PAkyYQJ\n",
              "E+o8CZTPzUPXoLlz5+bdd9/NNttskySZOHFiunbtWrtJ6Lhx4zJw4MA2UaO1tTXTp0/PjjvumCR5\n",
              "7LHH8vrrr6d3794ZPHhwZs6cWXvtySefnObm5trNQl9++eX06NEjSfLoo49m9uzZteMce+yxufba\n",
              "azNkyJBMnTo1P//5z/O9731vqXOLGAAAAJRC2FiD5s2bl2OPPTYLFixIu3bt0q1bt9x11121G4iO\n",
              "GTMmX/nKV9rs09rampNOOinz5s1LY2NjNtpoo9x6663ZfPPNV/j5Tj755MycOTPt27dPp06dcsst\n",
              "t2TTTTdN8t5vSznllFOyww47pH379vnOd76TLbbYYvW/aQAAAFiLXIoCAACwlrkUBVYfNw8FAAAA\n",
              "iiVsAAAAAMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFEvYAAAAAIol\n",
              "bAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQLGEDAAAAKJawAQAAABRL2AAAAACKJWwA\n",
              "AAAAxRI2AAAAgGIJGwAAAECxhA0AAACgWMIGAAAAUCxhAwAAACiWsAEAAAAUS9gAAAAAiiVsAAAA\n",
              "AMUSNgAAAIBiCRsAAABAsYQNAAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFKux3gMAAACsb7p3717v\n",
              "EeBjo6GqqqreQwAAAAB8GC5FAQAAAIolbAAAAADFEjYAAACAYgkbAAAAQLGEDQAAAKBYwgYAAABQ\n",
              "LGEDAAAAKJawwcdKS0tLLr744rS0tNR7FJbBGpXBOpXBOq37rFEZrFMZrNO6zxqV4eO4Tg1VVVX1\n",
              "HgJWl/nz52fTTTfNvHnzsskmm9R7HJbCGpXBOpXBOq37rFEZrFMZrNO6zxqV4eO4Ts7YAAAAAIol\n",
              "bAAAAADFEjYAAACAYgkbfKw0NTXl7/7u79LU1FTvUVgGa1QG61QG67Tus0ZlsE5lsE7rPmtUho/j\n",
              "Orl5KAAAAFAsZ2wAAAAAxRI2AAAAgGIJGwAAAECxhA2K9Ic//CFHH310+vbtm4EDB+bTn/50pkyZ\n",
              "kiQZMWJEbfs+++yTxx9/vM7Trr+Wt07ve+CBB9K+fft8+9vfrs+QLHedqqrKxRdfnL59+2bXXXfN\n",
              "gQceWOdp10/LW6PHHnssQ4YMyW677Zadd9453/rWt+o87frt0EMPzYABA9Lc3Jz99tsvkyZNSpI8\n",
              "//zz2XvvvdO3b9/sscce+e1vf1vnSddvS1unlfk3i7VnWd9L77v++uvT0NCQiRMn1mdAkix7nVpa\n",
              "WnLmmWemT58+2XXXXfOlL32pzpOu35a1Tvfcc08GDRqU5ubm9O/fPzfccEOdJ/0IKijQggULqrvv\n",
              "vrtavHhxVVVVdc0111QHHHBAVVVVdccdd1Stra1VVVXVf/zHf1Q9e/as05Qsb52qqqrmzp1b7bHH\n",
              "HtURRxxRXXXVVfUZkuWu07e//e1q2LBhVUtLS1VVVfXqq6/Wa8z12vLWaODAgdUdd9xRVVVVzZ49\n",
              "u+rWrVv129/+tl6jrvfmzJlT+/OECROqAQMGVFVVVQceeGB1/fXXV1VVVbfccku1++6712E63re0\n",
              "dVrRv1msXcv6Xqqqqpo6dWq11157VUOGDKluv/32tT8cNctap7PPPrs688wza99Pfn6or6Wt0+LF\n",
              "i6vNN9+8evLJJ6uqeu/7qqmpqZo/f36dpvxonLFBkTbYYIMMHTo0DQ0NSZIhQ4Zk2rRpSZIjjzwy\n",
              "jY2Nte2vvPJKFi1aVK9R12vLW6ckOfPMM3PRRRela9eudZqQZPnr9E//9E+5/PLL07FjxyTJVltt\n",
              "Va8x12vLW6OGhobMnTs3SfLOO++kY8eO6dKlS50mZbPNNqv9ed68eWloaMjrr7+eX//617X/Y/m5\n",
              "z30uL730krMB6mhp67Sif7NYu5a2RkmyePHinHbaabnmmms+Vr+qslRLW6d33nknY8aMyaWXXlpb\n",
              "Nz8/1Neyvp8++DPE/Pnz07Vr12K/rxrrPQCsDldffXWOOuqopW4fOnRoLXRQXx9cp1tvvTXt2rXL\n",
              "kUcemQkTJtR5Mj7o/XWaP39+Zs6cmTvuuCO33nprkuScc87JcccdV+cJ+eD30vXXX5+jjjoqF110\n",
              "UWbNmpV//dd/9QNknZ144ol58MEHk7x3mu9LL72UrbfeuvZvUUNDQ7bffvu8+OKL2XHHHes56nrt\n",
              "T9fpTy3rZwvWnqWt0ZVXXpl99tkngwcPrudofMCfrtMLL7yQLl265LLLLst9992XTp065eKLL87B\n",
              "Bx9c50nXb3+6Tg0NDRk3blyGDx+ejTbaKHPmzMmECRNq/zOrOPU+ZQQ+qksvvbQaMmRI9c4777TZ\n",
              "Pnbs2Kpv377Va6+9VqfJ+KAPrtOrr75aDRw4sHZa3EknneRSlHXEB9dp9uzZVZLq7//+76uqeu8U\n",
              "xa233rqaPHlynadcv/3p33nHHXdc9aMf/aiqqqp64YUXqh49ergUZR3xgx/8oPrMZz5T/frXv676\n",
              "9u3b5rk99tijuv/+++s0GR/0/jp90LJ+tqA+3l+jp59+uhoyZEi1cOHCqqqq6oADDnApyjrk/XX6\n",
              "zW9+UyWpbrjhhqqqquqJJ56ounbt6mfydcT769Ta2lodcMAB1UMPPVRVVVU99thj1VZbbVXNmjWr\n",
              "zhN+OMIGRfunf/qnavDgwW2uG6uqqvrxj39c7bjjjtX06dPrMxht/Ok63XXXXdWWW25Z9ezZs+rZ\n",
              "s2e10UYbVZtvvnn1t3/7t/UddD23tO+njTfeuHrhhRdqj4855pjq+9//fh2mo6qWXKNZs2ZVHTt2\n",
              "bPOaY445prruuuvqMB1Ls8EGG1SvvfZa1blz59r9nxYvXlx17969ev755+s8He/bYIMNqjfeeKOq\n",
              "qmX/bEF9bbDBBtUll1xSbbXVVrWfH5qamqpu3bpV3/ve9+o9Hv/n/b/z2rVrVy1atKi2fffdd69+\n",
              "9rOf1XEyPmiDDTaoHn300apPnz5ttu++++7Vf/7nf9Zpqo/GPTYo1pVXXpmbb745P/vZz9pcNzZ+\n",
              "/PhcdNFFue+++7L99tvXb0CSLH2dPvvZz2bmzJmZNm1apk2blmOOOSbf+MY3cumll9Z32PXYsr6f\n",
              "jj/++PzkJz9Jkrz55pt57LHHMmDAgDpNuX5b2hptvvnm2WijjfLAAw8kSd5444386le/Sv/+/es4\n",
              "6fpr7ty5mTFjRu3xxIkT07Vr12y55ZYZNGhQbrzxxiTJbbfdlh49ergMpU6WtU5dunRZ5t+FrF3L\n",
              "WqO//du/zauvvlr7+WHIkCG57rrrMnLkyDpOu/5a3t95Bx98cH76058mSaZOnZqpU6dm5513rteo\n",
              "67VlrVOvXr3y6quv5tlnn02STJkyJS+88EJ22mmneo36kTRUVVXVewhYVS+//HK222679O7dO507\n",
              "d06SNDU15Ve/+lU6dOiQrbbaqs0NKe+//343qKyD5a3TB5188slpbm7O2WefXYcpWd46zZ49OyNG\n",
              "jMjvf//7JMkZZ5yRM844o57jrpeWt0b33XdfRo0alUWLFqW1tTWnnXZazjnnnDpPvH6aPn16jj32\n",
              "2CxYsCDt2rVLt27dcsUVV6S5uTnPPfdcTj755MyePTubbLJJrr/++uy66671Hnm9tKx12mKLLVbq\n",
              "3yzWvOV9L33Qpz71qZx99tk5+uij6zLn+m556/T73/8+p556at544420a9cu3/jGN/K5z32u3iOv\n",
              "l5a3TjfffHMuu+yytGvXLosXL84FF1yQE044od4jfyjCBgAAAFAsl6IAAAAAxRI2AAAAgGIJGwAA\n",
              "H8Fbb72VjTfeOKeeemq9RwGA9ZKwAQDwEYwbNy6DBw/OhAkT8vbbb9d7HABY7wgbAAAfwZgxYzJq\n",
              "1Kjsv//+GTduXJKktbU1Z5xxRvr27ZshQ4bka1/7Wj71qU/V9hk7dmz23HPPDBo0KPvvv3+efPLJ\n",
              "Ok0PAOVrrPcAAACleuaZZ/LSSy/lsMMOy6JFi3L55Zfn1FNPzXXXXZfnn38+v/3tb5MkQ4cOre3z\n",
              "8MMP5+abb84vfvGLNDU15b/+679ywgkn1F4LAKwaZ2wAAHxIY8aMyYknnpj27dtn6NChmTp1ap59\n",
              "9tncf//9+dKXvpQOHTqkQ4cOOemkk2r73HHHHXnyySez5557prm5OX/913+dN998MwsWLKjjOwGA\n",
              "cjljAwDgQ2htbc3YsWPToUOH3HTTTUmSd999N2PGjFnitQ0NDbU/V1WVk046KZdddtlamxUAPs6c\n",
              "sQEA8CHceeed6d27d1555ZVMmzYt06ZNy6OPPpqxY8fmwAMPzE033ZTW1ta0trbmhz/8YW2/I488\n",
              "MjfeeGNefPHFJMnixYvz61//ul5vAwCK54wNAIAPYcyYMfniF7/YZtvOO++cbbfdNltuuWV69eqV\n",
              "P/uzP8vmm2+e3XffPTNmzEiS7LfffvnWt76VYcOGZdGiRVm4cGE++9nPZvfdd6/H2wCA4jVUVVXV\n",
              "ewgAgI+bt956K507d05ra2u++MUvZvDgwRk1alS9xwKAjx1hAwBgDdhzzz3T0tKSP/zhD9l3331z\n",
              "zTXXpFOnTvUeCwA+doQNAAAAoFhuHgoAAAAUS9gAAAAAiiVsAAAAAMUSNgAAAIBiCRsAAABAsYQN\n",
              "AAAAoFjCBgAAAFAsYQMAAAAolrABAAAAFOv/A8sHafpAeS2GAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-7f36d888-8a5d-47b6-a4c1-4739ed871583\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-7f36d888-8a5d-47b6-a4c1-4739ed871583\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}