Doing_Data_Science_Your_First_Day.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/agbenge/pytest-tips/blob/main/Doing_Data_Science_Your_First_Day.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KS_zv1O5WpB0"
      },
      "source": [
        "#Ingest"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "MqE9VrpbVIbc",
        "outputId": "c0f86a42-6fe8-425a-81f6-687289159c60"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Python 3.10.12\n",
            "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (5.24.1)\n",
            "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly) (9.0.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from plotly) (24.2)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         date       state  fips  cases  deaths\n",
              "0  2020-01-21  Washington    53      1       0\n",
              "1  2020-01-22  Washington    53      1       0\n",
              "2  2020-01-23  Washington    53      1       0\n",
              "3  2020-01-24    Illinois    17      1       0\n",
              "4  2020-01-24  Washington    53      1       0"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a1f5e8e7-4736-4c3a-aefe-060f92f3c46c\" 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>date</th>\n",
              "      <th>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020-01-21</td>\n",
              "      <td>Washington</td>\n",
              "      <td>53</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-01-22</td>\n",
              "      <td>Washington</td>\n",
              "      <td>53</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020-01-23</td>\n",
              "      <td>Washington</td>\n",
              "      <td>53</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020-01-24</td>\n",
              "      <td>Illinois</td>\n",
              "      <td>17</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020-01-24</td>\n",
              "      <td>Washington</td>\n",
              "      <td>53</td>\n",
              "      <td>1</td>\n",
              "      <td>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-a1f5e8e7-4736-4c3a-aefe-060f92f3c46c')\"\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-a1f5e8e7-4736-4c3a-aefe-060f92f3c46c 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-a1f5e8e7-4736-4c3a-aefe-060f92f3c46c');\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-51da5cac-d8ee-4e82-8d33-d4d677d0b219\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-51da5cac-d8ee-4e82-8d33-d4d677d0b219')\"\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-51da5cac-d8ee-4e82-8d33-d4d677d0b219 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": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 61942,\n  \"fields\": [\n    {\n      \"column\": \"date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 1158,\n        \"samples\": [\n          \"2022-08-19\",\n          \"2020-10-12\",\n          \"2020-05-09\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 56,\n        \"samples\": [\n          \"Washington\",\n          \"Wisconsin\",\n          \"Connecticut\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fips\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 18,\n        \"min\": 1,\n        \"max\": 78,\n        \"num_unique_values\": 56,\n        \"samples\": [\n          53,\n          55,\n          9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1470230,\n        \"min\": 1,\n        \"max\": 12169158,\n        \"num_unique_values\": 42710,\n        \"samples\": [\n          137294,\n          582669,\n          2427\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 17345,\n        \"min\": 0,\n        \"max\": 104277,\n        \"num_unique_values\": 19076,\n        \"samples\": [\n          12401,\n          91464,\n          10518\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "!python --version\n",
        "!pip install plotly\n",
        "import pandas as pd\n",
        "df =pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/us-states.csv')\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "v8lMexF6ZzrZ",
        "outputId": "58fe2f9d-edfa-4a01-d0d1-3d827392ba82"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             date          state  fips    cases  deaths\n",
              "61937  2023-03-23       Virginia    51  2298300   23782\n",
              "61938  2023-03-23     Washington    53  1940704   15905\n",
              "61939  2023-03-23  West Virginia    54   645710    8132\n",
              "61940  2023-03-23      Wisconsin    55  2014524   16485\n",
              "61941  2023-03-23        Wyoming    56   185800    2014"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-48fbb8e9-a06f-43a4-91e6-02e8904fcebc\" 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>date</th>\n",
              "      <th>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>61937</th>\n",
              "      <td>2023-03-23</td>\n",
              "      <td>Virginia</td>\n",
              "      <td>51</td>\n",
              "      <td>2298300</td>\n",
              "      <td>23782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61938</th>\n",
              "      <td>2023-03-23</td>\n",
              "      <td>Washington</td>\n",
              "      <td>53</td>\n",
              "      <td>1940704</td>\n",
              "      <td>15905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61939</th>\n",
              "      <td>2023-03-23</td>\n",
              "      <td>West Virginia</td>\n",
              "      <td>54</td>\n",
              "      <td>645710</td>\n",
              "      <td>8132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61940</th>\n",
              "      <td>2023-03-23</td>\n",
              "      <td>Wisconsin</td>\n",
              "      <td>55</td>\n",
              "      <td>2014524</td>\n",
              "      <td>16485</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61941</th>\n",
              "      <td>2023-03-23</td>\n",
              "      <td>Wyoming</td>\n",
              "      <td>56</td>\n",
              "      <td>185800</td>\n",
              "      <td>2014</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-48fbb8e9-a06f-43a4-91e6-02e8904fcebc')\"\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-48fbb8e9-a06f-43a4-91e6-02e8904fcebc 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-48fbb8e9-a06f-43a4-91e6-02e8904fcebc');\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-ed89ec05-1cb5-40d0-8ef1-9bbdd4378aac\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ed89ec05-1cb5-40d0-8ef1-9bbdd4378aac')\"\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-ed89ec05-1cb5-40d0-8ef1-9bbdd4378aac 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",
              "repr_error": "0"
            }
          },
          "metadata": {},
          "execution_count": 2
        }
      ],
      "source": [
        "df.tail()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "un2vRaYKaHfG",
        "outputId": "7c97bd06-5074-406d-ae73-e4f1f74f6146"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['date', 'state', 'fips', 'cases', 'deaths'], dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "df.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yqc3RD5ZasMA",
        "outputId": "d1f38e49-0b85-4e06-c0b0-3646f2418226"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(61942, 5)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "df.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mG77OXsSXcZ8"
      },
      "source": [
        "#EDA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "Qoj6sVaMav_-",
        "outputId": "d7945590-2234-469e-d9bd-79a42ac66e3a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               fips         cases         deaths\n",
              "count  61942.000000  6.194200e+04   61942.000000\n",
              "mean      32.247958  8.898301e+05   11779.067499\n",
              "std       18.788383  1.470231e+06   17345.774849\n",
              "min        1.000000  1.000000e+00       0.000000\n",
              "25%       17.000000  7.078350e+04    1171.000000\n",
              "50%       31.000000  3.514960e+05    5035.000000\n",
              "75%       46.000000  1.043231e+06   14912.000000\n",
              "max       78.000000  1.216916e+07  104277.000000"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4c31fcac-79e5-4277-8ac6-5cd2b47591d9\" 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>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>61942.000000</td>\n",
              "      <td>6.194200e+04</td>\n",
              "      <td>61942.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>32.247958</td>\n",
              "      <td>8.898301e+05</td>\n",
              "      <td>11779.067499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>18.788383</td>\n",
              "      <td>1.470231e+06</td>\n",
              "      <td>17345.774849</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>17.000000</td>\n",
              "      <td>7.078350e+04</td>\n",
              "      <td>1171.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>31.000000</td>\n",
              "      <td>3.514960e+05</td>\n",
              "      <td>5035.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>46.000000</td>\n",
              "      <td>1.043231e+06</td>\n",
              "      <td>14912.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>78.000000</td>\n",
              "      <td>1.216916e+07</td>\n",
              "      <td>104277.000000</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-4c31fcac-79e5-4277-8ac6-5cd2b47591d9')\"\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-4c31fcac-79e5-4277-8ac6-5cd2b47591d9 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-4c31fcac-79e5-4277-8ac6-5cd2b47591d9');\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-ffecdb92-cc77-4a98-9546-59a6f723f37c\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ffecdb92-cc77-4a98-9546-59a6f723f37c')\"\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-ffecdb92-cc77-4a98-9546-59a6f723f37c 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",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"fips\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 21888.500564181715,\n        \"min\": 1.0,\n        \"max\": 61942.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          32.24795776694327,\n          31.0,\n          61942.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4141004.356498414,\n        \"min\": 1.0,\n        \"max\": 12169158.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          889830.0696135095,\n          351496.0,\n          61942.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 36921.2491860144,\n        \"min\": 0.0,\n        \"max\": 104277.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          11779.067498627748,\n          5035.0,\n          61942.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "df.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "h8OVYGLKXfEA",
        "outputId": "da98d7ed-9d3a-4dec-b701-e67787dcecac"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='cases', ylabel='deaths'>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import seaborn as sns\n",
        "sns.scatterplot(data=df,  y=\"deaths\", x='cases', hue=\"deaths\" ,size=\"deaths\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RMgiN8Ki8p_Y"
      },
      "source": [
        "Dates"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ep8tCEkroT4g",
        "outputId": "ac11922b-4822-4f91-d158-19c80da30d82"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloumns: {df.columns}\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatetimeIndex(['2020-01-21', '2020-01-22', '2020-01-23', '2020-01-24',\n",
              "               '2020-01-24', '2020-01-25', '2020-01-25', '2020-01-25',\n",
              "               '2020-01-26', '2020-01-26',\n",
              "               ...\n",
              "               '2023-03-23', '2023-03-23', '2023-03-23', '2023-03-23',\n",
              "               '2023-03-23', '2023-03-23', '2023-03-23', '2023-03-23',\n",
              "               '2023-03-23', '2023-03-23'],\n",
              "              dtype='datetime64[ns]', name='date', length=61942, freq=None)"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "df =pd.read_csv('https://raw.githubusercontent.com/nytimes/covid-19-data/master/us-states.csv')\n",
        "df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
        "df=df.set_index(\"date\")\n",
        "print(\"Cloumns: {df.columns}\")\n",
        "df.index"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RqZ8ttsi8wNI",
        "outputId": "744c010a-a8dd-4401-e02b-5d9d66f11a8a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Today 2024-11-16 10:56:25.955909\n",
            "Two days ago 2024-11-14 10:56:25.955909\n"
          ]
        }
      ],
      "source": [
        "from datetime import datetime, timedelta\n",
        "today = datetime.today()\n",
        "daybefore=today-timedelta(days=2)\n",
        "print(f\"Today {today}\")\n",
        "print(f\"Two days ago {daybefore}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "PFYog7yK8mbY",
        "outputId": "db926737-1939-42b2-a46d-e60fea351e7a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [state, fips, cases, deaths]\n",
              "Index: []"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-febde968-0c61-4dc5-8a89-b06b31ccabd1\" 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>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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-febde968-0c61-4dc5-8a89-b06b31ccabd1')\"\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-febde968-0c61-4dc5-8a89-b06b31ccabd1 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-febde968-0c61-4dc5-8a89-b06b31ccabd1');\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>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "repr_error": "Out of range float values are not JSON compliant: nan"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "df.loc[daybefore:today].head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w1EIb8D_j6KP"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "_EooGn57jmxz",
        "outputId": "1f17a637-571d-4ff7-80fe-740b688563db"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [state, fips, cases, deaths]\n",
              "Index: []"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-78690080-2615-400f-b0af-af92535f075c\" 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>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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-78690080-2615-400f-b0af-af92535f075c')\"\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-78690080-2615-400f-b0af-af92535f075c 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-78690080-2615-400f-b0af-af92535f075c');\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>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "current_df",
              "repr_error": "Out of range float values are not JSON compliant: nan"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "current_df= df.loc[daybefore:today].sort_values(by=[\"date\", \"cases\"], ascending=False)\n",
        "current_df.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sHmTOCbmk5Ao",
        "outputId": "1831b80b-2a50-4e25-8511-4eccd187d16c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['California',\n",
              " 'Texas',\n",
              " 'Florida',\n",
              " 'New York',\n",
              " 'Illinois',\n",
              " 'Pennsylvania',\n",
              " 'North Carolina',\n",
              " 'Ohio',\n",
              " 'Michigan',\n",
              " 'New Jersey']"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "top_ten_state= list(df.sort_values(by=[\"date\", \"cases\"], ascending=False)[\"state\"])[:10]\n",
        "top_ten_state\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        },
        "id": "bRQt8vZvmtEo",
        "outputId": "70dfb78b-14cf-4f11-be6f-16dd39c251b3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 state  cases  deaths\n",
              "date                                 \n",
              "2020-01-24    Illinois      1       0\n",
              "2020-01-25  California      1       0\n",
              "2020-01-25    Illinois      1       0\n",
              "2020-01-26  California      2       0\n",
              "2020-01-26    Illinois      1       0"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-89949397-7811-4f5f-9e6f-0611a7d4af4e\" 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>state</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-01-24</th>\n",
              "      <td>Illinois</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-25</th>\n",
              "      <td>California</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-25</th>\n",
              "      <td>Illinois</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-26</th>\n",
              "      <td>California</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-26</th>\n",
              "      <td>Illinois</td>\n",
              "      <td>1</td>\n",
              "      <td>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-89949397-7811-4f5f-9e6f-0611a7d4af4e')\"\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-89949397-7811-4f5f-9e6f-0611a7d4af4e 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-89949397-7811-4f5f-9e6f-0611a7d4af4e');\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-3144dff1-3b8a-46d6-8337-487a1846aeaf\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3144dff1-3b8a-46d6-8337-487a1846aeaf')\"\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-3144dff1-3b8a-46d6-8337-487a1846aeaf 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": "top_state_df",
              "summary": "{\n  \"name\": \"top_state_df\",\n  \"rows\": 11244,\n  \"fields\": [\n    {\n      \"column\": \"date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2020-01-24 00:00:00\",\n        \"max\": \"2023-03-23 00:00:00\",\n        \"num_unique_values\": 1155,\n        \"samples\": [\n          \"2022-09-14 00:00:00\",\n          \"2020-10-15 00:00:00\",\n          \"2020-05-12 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"Ohio\",\n          \"California\",\n          \"North Carolina\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2581617,\n        \"min\": 1,\n        \"max\": 12169158,\n        \"num_unique_values\": 9018,\n        \"samples\": [\n          1246528,\n          1791030,\n          127774\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 26527,\n        \"min\": 0,\n        \"max\": 104277,\n        \"num_unique_values\": 7831,\n        \"samples\": [\n          6391,\n          53564,\n          36870\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "\n",
        "top_state_df=df[df['state'].isin(top_ten_state)].drop(columns=\"fips\")\n",
        "top_state_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h4OM7Bnmm0Lz",
        "outputId": "b8543f25-cc54-4d74-9d36-68730767c790"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'California',\n",
              " 'Florida',\n",
              " 'Illinois',\n",
              " 'Michigan',\n",
              " 'New Jersey',\n",
              " 'New York',\n",
              " 'North Carolina',\n",
              " 'Ohio',\n",
              " 'Pennsylvania',\n",
              " 'Texas'}"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "set(top_state_df.state.values)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "id": "atHTrTDRnMJf",
        "outputId": "00949299-ebb9-4ae0-a95b-adfb2ecfd5d5"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1750x700 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(15, 5))\n",
        "ax= sns.lmplot(\n",
        "    x=\"cases\",\n",
        "    y=\"deaths\",\n",
        "    height=3.5,\n",
        "    col=\"state\",\n",
        "    data=top_state_df,\n",
        "   # fit_reg=False,\n",
        "    hue=\"state\",\n",
        "    palette=\"Set2\",\n",
        "    col_wrap=5,\n",
        "\n",
        ")\n",
        "ax.fig.subplots_adjust(wspace=.2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "0V1gxiS9wJiI",
        "outputId": "3881e0f6-7d72-4f03-89ba-3d3fd5be84ad"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     state  cases  deaths\n",
              "date                                     \n",
              "2020-03-09      California    172       2\n",
              "2020-03-09        New York    142       0\n",
              "2020-03-09           Texas     24       0\n",
              "2020-03-09         Florida     14       2\n",
              "2020-03-09        Illinois     11       0\n",
              "2020-03-09      New Jersey     11       0\n",
              "2020-03-09    Pennsylvania     10       0\n",
              "2020-03-09  North Carolina      7       0\n",
              "2020-03-09            Ohio      3       0\n",
              "2020-03-08      California    112       1"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4e397dcd-7c53-44c2-92ca-ea18601ef167\" 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>state</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>California</td>\n",
              "      <td>172</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>New York</td>\n",
              "      <td>142</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>Texas</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>Florida</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>Illinois</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>New Jersey</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>Pennsylvania</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>North Carolina</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-09</th>\n",
              "      <td>Ohio</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-03-08</th>\n",
              "      <td>California</td>\n",
              "      <td>112</td>\n",
              "      <td>1</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-4e397dcd-7c53-44c2-92ca-ea18601ef167')\"\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-4e397dcd-7c53-44c2-92ca-ea18601ef167 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-4e397dcd-7c53-44c2-92ca-ea18601ef167');\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-aee6bf43-07be-4912-b3f8-101efe85cc2b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-aee6bf43-07be-4912-b3f8-101efe85cc2b')\"\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-aee6bf43-07be-4912-b3f8-101efe85cc2b 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": "top_state_march_current_df",
              "summary": "{\n  \"name\": \"top_state_march_current_df\",\n  \"rows\": 17,\n  \"fields\": [\n    {\n      \"column\": \"date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2020-03-08 00:00:00\",\n        \"max\": \"2020-03-09 00:00:00\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"2020-03-08 00:00:00\",\n          \"2020-03-09 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"North Carolina\",\n          \"New York\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 55,\n        \"min\": 2,\n        \"max\": 172,\n        \"num_unique_values\": 14,\n        \"samples\": [\n          106,\n          13\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 2,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "top_state_march_current_df= top_state_df.loc[\"2020-03-08\": \"2020-03-09\"].sort_values(by=[\"date\", \"cases\"], ascending=False)\n",
        "top_state_march_current_df.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w4ScCKcnLFId",
        "outputId": "1a9a5f49-15f5-449d-d9e0-318124a005a6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree... Done\n",
            "Reading state information... Done\n",
            "E: Unable to locate package plotly\n"
          ]
        }
      ],
      "source": [
        "!apt-get install plotly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "7dYQHemeKrF3",
        "outputId": "13f737e4-ea57-46fa-dcbf-c501796d6505"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"ce272a0a-e8f7-4521-8958-c1cf7d99e077\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"ce272a0a-e8f7-4521-8958-c1cf7d99e077\")) {                    Plotly.newPlot(                        \"ce272a0a-e8f7-4521-8958-c1cf7d99e077\",                        [{\"hovertemplate\":\"date=%{x}\\u003cbr\\u003ecases=%{y}\\u003cbr\\u003edeaths=%{marker.size}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"size\":[2,0,0,2,0,0,0,0,0,1,0,0,2,0,0,0,0],\"sizemode\":\"area\",\"sizeref\":0.005,\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-09T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\",\"2020-03-08T00:00:00\"],\"xaxis\":\"x\",\"y\":[172,142,24,14,11,11,10,7,3,112,106,23,13,7,6,6,2],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"date\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"cases\"}},\"legend\":{\"tracegroupgap\":0,\"itemsizing\":\"constant\"},\"margin\":{\"t\":60}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('ce272a0a-e8f7-4521-8958-c1cf7d99e077');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "import plotly.io  as pio\n",
        "pio.renderers.default = \"colab\"\n",
        "import plotly.express as px\n",
        "fig= px.scatter(top_state_march_current_df, x= top_state_march_current_df.index, y=\"cases\", size=\"deaths\")\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "HGnPboFNN0Z4",
        "outputId": "3fe537ae-e2c0-46d6-89f6-eae1166e7613"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   index                 state employed-sugar-intake-daily Not employed  \\\n",
              "0      0                Alaska                       26.2         32.1    \n",
              "1      1               Arizona                       33.0         28.7    \n",
              "2      2            California                       22.9         30.2    \n",
              "3      3           Connecticut                       18.9         24.3    \n",
              "4      4  District of Columbia                       18.5         34.6    \n",
              "\n",
              "  Retired <High school High school Some college College graduate  \n",
              "0   16.0         47.1        34.9         24.2             12.9   \n",
              "1   13.8         40.4        36.5         24.4             14.6   \n",
              "2   15.0         38.5        29.9         21.4             11.5   \n",
              "3   15.0         27.8        26.9         19.9             10.2   \n",
              "4   18.5         45.6        39.0         28.9              8.4   "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-81915617-06ba-482c-ba1d-650488486c25\" 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>index</th>\n",
              "      <th>state</th>\n",
              "      <th>employed-sugar-intake-daily</th>\n",
              "      <th>Not employed</th>\n",
              "      <th>Retired</th>\n",
              "      <th>&lt;High school</th>\n",
              "      <th>High school</th>\n",
              "      <th>Some college</th>\n",
              "      <th>College graduate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>Alaska</td>\n",
              "      <td>26.2</td>\n",
              "      <td>32.1</td>\n",
              "      <td>16.0</td>\n",
              "      <td>47.1</td>\n",
              "      <td>34.9</td>\n",
              "      <td>24.2</td>\n",
              "      <td>12.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Arizona</td>\n",
              "      <td>33.0</td>\n",
              "      <td>28.7</td>\n",
              "      <td>13.8</td>\n",
              "      <td>40.4</td>\n",
              "      <td>36.5</td>\n",
              "      <td>24.4</td>\n",
              "      <td>14.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>California</td>\n",
              "      <td>22.9</td>\n",
              "      <td>30.2</td>\n",
              "      <td>15.0</td>\n",
              "      <td>38.5</td>\n",
              "      <td>29.9</td>\n",
              "      <td>21.4</td>\n",
              "      <td>11.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Connecticut</td>\n",
              "      <td>18.9</td>\n",
              "      <td>24.3</td>\n",
              "      <td>15.0</td>\n",
              "      <td>27.8</td>\n",
              "      <td>26.9</td>\n",
              "      <td>19.9</td>\n",
              "      <td>10.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>District of Columbia</td>\n",
              "      <td>18.5</td>\n",
              "      <td>34.6</td>\n",
              "      <td>18.5</td>\n",
              "      <td>45.6</td>\n",
              "      <td>39.0</td>\n",
              "      <td>28.9</td>\n",
              "      <td>8.4</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-81915617-06ba-482c-ba1d-650488486c25')\"\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-81915617-06ba-482c-ba1d-650488486c25 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-81915617-06ba-482c-ba1d-650488486c25');\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-e441ac3e-3d16-4c87-9bbc-42db2717e98e\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e441ac3e-3d16-4c87-9bbc-42db2717e98e')\"\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-e441ac3e-3d16-4c87-9bbc-42db2717e98e 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": "cdc_2013",
              "summary": "{\n  \"name\": \"cdc_2013\",\n  \"rows\": 24,\n  \"fields\": [\n    {\n      \"column\": \"index\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 7,\n        \"min\": 0,\n        \"max\": 23,\n        \"num_unique_values\": 24,\n        \"samples\": [\n          8,\n          16,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"Kentucky\",\n          \"North Carolina\",\n          \"Alaska\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"employed-sugar-intake-daily\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"43.4 \",\n          \"42.1 \",\n          \"26.2 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Not employed\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"46.1 \",\n          \"46.0 \",\n          \"32.1 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Retired\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"25.9 \",\n          \"20.8 \",\n          \"16.0 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"<High school\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"53.4 \",\n          \"52.1 \",\n          \"47.1 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"High school\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"47.2 \",\n          \"48.6 \",\n          \"34.9 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Some college\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 22,\n        \"samples\": [\n          \"24.2 \",\n          \"25.9 \",\n          \"39.7 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"College graduate\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 21,\n        \"samples\": [\n          \"12.9 \",\n          \"24.9 \",\n          \"23.5 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "cdc_2013 = pd.read_csv(\"https://raw.githubusercontent.com/noahgift/sugar/refs/heads/master/data/education_sugar_cdc_2003.csv\")\n",
        "for column in cdc_2013.columns:\n",
        "  cdc_2013[column] = cdc_2013[column].str.replace(r\"\\(.*\\)\",\"\",  regex=True)\n",
        "  cdc_2013[column] =  cdc_2013[column].apply(lambda x: pd.to_numeric(x, errors='coerce') if pd.to_numeric(x, errors='coerce') is  None else x)\n",
        "\n",
        "cdc_2013.reset_index(inplace=True)\n",
        "cdc_2013.rename(columns={\"State\": \"state\", \"Employed\": \"employed-sugar-intake-daily\"}, inplace=True)\n",
        "cdc_2013.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "rnKJihsdueFD",
        "outputId": "68a2f429-ed76-456e-c406-9bcd3e0d5169"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  state employed-sugar-intake-daily\n",
              "0                Alaska                       26.2 \n",
              "1               Arizona                       33.0 \n",
              "2            California                       22.9 \n",
              "3           Connecticut                       18.9 \n",
              "4  District of Columbia                       18.5 "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-178a14a5-9851-4007-adc9-33b54d9de521\" 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>state</th>\n",
              "      <th>employed-sugar-intake-daily</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Alaska</td>\n",
              "      <td>26.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>California</td>\n",
              "      <td>22.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Connecticut</td>\n",
              "      <td>18.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>District of Columbia</td>\n",
              "      <td>18.5</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-178a14a5-9851-4007-adc9-33b54d9de521')\"\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-178a14a5-9851-4007-adc9-33b54d9de521 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-178a14a5-9851-4007-adc9-33b54d9de521');\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-0f02d691-1ced-412f-847e-80607d44edd3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0f02d691-1ced-412f-847e-80607d44edd3')\"\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-0f02d691-1ced-412f-847e-80607d44edd3 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": "cdc_employed_df",
              "summary": "{\n  \"name\": \"cdc_employed_df\",\n  \"rows\": 24,\n  \"fields\": [\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"Kentucky\",\n          \"North Carolina\",\n          \"Alaska\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"employed-sugar-intake-daily\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"43.4 \",\n          \"42.1 \",\n          \"26.2 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "cdc_employed_df= cdc_2013[[\"state\", \"employed-sugar-intake-daily\"]]\n",
        "cdc_employed_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "fNK7t7zovEhU",
        "outputId": "1596d7f8-2010-495b-bd4f-cd8371855782"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        state  fips  cases  deaths employed-sugar-intake-daily\n",
              "0  California     6      1       0                       22.9 \n",
              "1     Arizona     4      1       0                       33.0 \n",
              "2  California     6      2       0                       22.9 \n",
              "3     Arizona     4      1       0                       33.0 \n",
              "4  California     6      2       0                       22.9 "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-68f46160-88e1-4489-ad52-99bbb48875f9\" 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>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "      <th>employed-sugar-intake-daily</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>33.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</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-68f46160-88e1-4489-ad52-99bbb48875f9')\"\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-68f46160-88e1-4489-ad52-99bbb48875f9 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-68f46160-88e1-4489-ad52-99bbb48875f9');\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-08c67b03-ca1a-4120-98c5-f71cec5ccbb7\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-08c67b03-ca1a-4120-98c5-f71cec5ccbb7')\"\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-08c67b03-ca1a-4120-98c5-f71cec5ccbb7 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": "sugar_covid_df",
              "summary": "{\n  \"name\": \"sugar_covid_df\",\n  \"rows\": 26827,\n  \"fields\": [\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"Maryland\",\n          \"Vermont\",\n          \"California\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fips\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 15,\n        \"min\": 2,\n        \"max\": 55,\n        \"num_unique_values\": 24,\n        \"samples\": [\n          24,\n          50,\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1631570,\n        \"min\": 1,\n        \"max\": 12169158,\n        \"num_unique_values\": 19278,\n        \"samples\": [\n          6606540,\n          794721,\n          1552\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 17810,\n        \"min\": 0,\n        \"max\": 104277,\n        \"num_unique_values\": 11599,\n        \"samples\": [\n          13586,\n          25801,\n          15567\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"employed-sugar-intake-daily\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 24,\n        \"samples\": [\n          \"28.0 \",\n          \"16.7 \",\n          \"22.9 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 31
        }
      ],
      "source": [
        "sugar_covid_df=df.merge(cdc_employed_df, on=\"state\", how=\"inner\")\n",
        "sugar_covid_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "uKEGQBSvvaBe",
        "outputId": "427576f9-cb4d-4422-ca3a-06b55cd30562"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        state Winning Party  Democrats  Republicans\n",
              "0     Alabama   Republicans      False         True\n",
              "1      Alaska   Republicans      False         True\n",
              "2     Arizona   Republicans      False         True\n",
              "3    Arkansas   Republicans      False         True\n",
              "4  California     Democrats       True        False"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-60497711-cd19-40f4-8eec-0d44d0197ab4\" 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>state</th>\n",
              "      <th>Winning Party</th>\n",
              "      <th>Democrats</th>\n",
              "      <th>Republicans</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Alabama</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alaska</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Arkansas</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>California</td>\n",
              "      <td>Democrats</td>\n",
              "      <td>True</td>\n",
              "      <td>False</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-60497711-cd19-40f4-8eec-0d44d0197ab4')\"\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-60497711-cd19-40f4-8eec-0d44d0197ab4 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-60497711-cd19-40f4-8eec-0d44d0197ab4');\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-03910ca9-dad1-450c-bd69-db327a6afc46\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-03910ca9-dad1-450c-bd69-db327a6afc46')\"\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-03910ca9-dad1-450c-bd69-db327a6afc46 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": "election_df",
              "summary": "{\n  \"name\": \"election_df\",\n  \"rows\": 52,\n  \"fields\": [\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 51,\n        \"samples\": [\n          \"Utah\",\n          \"South Dakota\",\n          \"Washington\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Winning Party\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Democrats\",\n          \"Republicans\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Democrats\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Republicans\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          false,\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 32
        }
      ],
      "source": [
        "election_df=pd.read_csv(\"https://raw.githubusercontent.com/paiml/minimal-python/refs/heads/master/data/2016-Electoral-Votes.csv\")\n",
        "election_df.rename(columns={\"State\": \"state\"}, inplace=True)\n",
        "election_df.drop(columns=\"Votes\", inplace=True)\n",
        "\n",
        "bool_output=pd.get_dummies(election_df['Winning Party'])\n",
        "\n",
        "election_df= pd.concat([ election_df, bool_output], axis=1)\n",
        "election_df.head()\n",
        ""
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sugar_covid_df=sugar_covid_df.merge(election_df, how=\"inner\", on=\"state\")\n",
        "sugar_covid_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "cSOnOfbIhiYl",
        "outputId": "2b82d060-daf9-40a8-c263-7c14fca17278"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        state  fips  cases  deaths employed-sugar-intake-daily Winning Party  \\\n",
              "0  California     6      1       0                       22.9      Democrats   \n",
              "1     Arizona     4      1       0                       33.0    Republicans   \n",
              "2  California     6      2       0                       22.9      Democrats   \n",
              "3     Arizona     4      1       0                       33.0    Republicans   \n",
              "4  California     6      2       0                       22.9      Democrats   \n",
              "\n",
              "   Democrats  Republicans  \n",
              "0       True        False  \n",
              "1      False         True  \n",
              "2       True        False  \n",
              "3      False         True  \n",
              "4       True        False  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a7d28a7c-6bc9-4ddc-97cf-3b234af768eb\" 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>state</th>\n",
              "      <th>fips</th>\n",
              "      <th>cases</th>\n",
              "      <th>deaths</th>\n",
              "      <th>employed-sugar-intake-daily</th>\n",
              "      <th>Winning Party</th>\n",
              "      <th>Democrats</th>\n",
              "      <th>Republicans</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</td>\n",
              "      <td>Democrats</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</td>\n",
              "      <td>Democrats</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Arizona</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>Republicans</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>California</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>22.9</td>\n",
              "      <td>Democrats</td>\n",
              "      <td>True</td>\n",
              "      <td>False</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-a7d28a7c-6bc9-4ddc-97cf-3b234af768eb')\"\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-a7d28a7c-6bc9-4ddc-97cf-3b234af768eb 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-a7d28a7c-6bc9-4ddc-97cf-3b234af768eb');\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-762c79d9-9574-4a7e-b85f-44349273348c\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-762c79d9-9574-4a7e-b85f-44349273348c')\"\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-762c79d9-9574-4a7e-b85f-44349273348c 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": "sugar_covid_df",
              "summary": "{\n  \"name\": \"sugar_covid_df\",\n  \"rows\": 25717,\n  \"fields\": [\n    {\n      \"column\": \"state\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"Kansas\",\n          \"Indiana\",\n          \"California\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"fips\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 15,\n        \"min\": 2,\n        \"max\": 55,\n        \"num_unique_values\": 23,\n        \"samples\": [\n          20,\n          18,\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cases\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1661786,\n        \"min\": 1,\n        \"max\": 12169158,\n        \"num_unique_values\": 18553,\n        \"samples\": [\n          5237,\n          29152,\n          977433\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"deaths\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 18148,\n        \"min\": 0,\n        \"max\": 104277,\n        \"num_unique_values\": 11156,\n        \"samples\": [\n          37499,\n          10010,\n          12399\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"employed-sugar-intake-daily\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"32.4 \",\n          \"35.9 \",\n          \"22.9 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Winning Party\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Republicans\",\n          \"Democrats\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Democrats\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          false,\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Republicans\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sugar_covid_df.corr()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "id": "zKF5ksSqeDcc",
        "outputId": "bf628846-a846-4f6a-eec2-52a3be9909ac"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "could not convert string to float: 'California'",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-28-b9664867f6da>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msugar_covid_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mcorr\u001b[0;34m(self, method, min_periods, numeric_only)\u001b[0m\n\u001b[1;32m  11047\u001b[0m         \u001b[0mcols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  11048\u001b[0m         \u001b[0midx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcols\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 11049\u001b[0;31m         \u001b[0mmat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mna_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  11050\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  11051\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"pearson\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mto_numpy\u001b[0;34m(self, dtype, copy, na_value)\u001b[0m\n\u001b[1;32m   1991\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1992\u001b[0m             \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1993\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mna_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mna_value\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1994\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1995\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mas_array\u001b[0;34m(self, dtype, copy, na_value)\u001b[0m\n\u001b[1;32m   1692\u001b[0m                 \u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflags\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwriteable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1693\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1694\u001b[0;31m             \u001b[0marr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_interleave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mna_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mna_value\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1695\u001b[0m             \u001b[0;31m# The underlying data was copied within _interleave, so no need\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1696\u001b[0m             \u001b[0;31m# to further copy if copy=True or setting na_value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36m_interleave\u001b[0;34m(self, dtype, na_value)\u001b[0m\n\u001b[1;32m   1751\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1752\u001b[0m                 \u001b[0marr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mblk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1753\u001b[0;31m             \u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1754\u001b[0m             \u001b[0mitemmask\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1755\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: could not convert string to float: 'California'"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oNtet8ykXf8j"
      },
      "source": [
        "#modeling"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "olX3xlWpXoCs",
        "outputId": "a27951ca-1c8a-4405-a9a3-9943e6b4082c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"99273514-511d-4066-bbdf-1fb912a05146\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"99273514-511d-4066-bbdf-1fb912a05146\")) {                    Plotly.newPlot(                        \"99273514-511d-4066-bbdf-1fb912a05146\",                        [{\"x\":[1,1,2,1,2,1,2,1,2,1,2,1,3,1,3,1,6,1,6,1,6,1,6,1,1,6,1,1,6,1,1,6,1,1,6,1,1,7,1,1,7,1,1,7,1,1,7,1,1,7,1,1,7,1,1,7,1,1,7,10,1,1,7,10,1,1,7,10,1,1,8,11,1,1,9,11,1,1,9,11,1,1,9,11,1,1,11,12,1,1,11,13,1,1,1,26,13,1,1,1,26,13,1,1,1,27,13,1,1,1,28,13,1,1,1,33,13,1,1,1,1,38,13,1,1,1,2,45,13,2,1,1,1,2,55,13,1,11,1,1,1,2,67,3,13,2,22,1,1,1,3,81,1,1,3,1,14,4,44,2,1,2,3,1,5,100,1,1,1,1,3,1,14,4,89,2,1,2,3,1,1,5,112,1,1,2,3,1,4,5,2,16,6,106,2,1,6,3,1,1,6,172,2,4,4,8,1,5,1,6,2,16,11,142,7,3,1,7,3,1,2,6,179,2,4,6,13,1,7,6,9,3,17,15,173,7,3,2,9,4,1,3,9,202,3,10,11,14,1,7,13,13,5,1,23,23,217,8,4,2,10,5,2,6,1,9,252,6,10,12,16,5,11,14,13,9,1,24,29,326,16,5,2,12,7,2,8,1,9,320,11,10,12,17,6,11,36,18,14,6,27,50,421,18,13,3,13,7,2,19,1,12,381,20,16,15,18,8,18,77,27,21,6,29,75,610,25,26,4,19,21,5,27,1,13,478,26,17,19,22,9,21,103,32,35,10,31,98,732,32,37,8,28,29,8,33,3,18,588,41,22,24,22,11,22,137,39,54,12,33,176,950,34,50,10,33,40,12,47,6,20,732,68,31,30,29,17,26,196,57,60,21,36,268,1375,42,67,18,47,51,14,1,72,9,28,893,96,36,39,38,22,35,280,85,77,34,43,427,2387,66,90,29,60,65,19,2,106,12,47,1067,159,39,56,44,35,47,392,108,89,50,47,735,4161,104,120,44,81,80,22,5,155,14,70,1283,194,71,81,45,49,63,537,150,115,80,53,896,7113,144,169,49,126,112,29,8,216,21,104,1544,223,77,128,68,57,84,763,195,138,140,61,1336,10371,184,247,53,172,138,49,12,281,22,153,1851,327,98,204,90,66,103,837,245,171,207,62,1914,15188,269,351,67,194,182,52,16,382,36,234,2240,415,116,264,105,82,124,1172,290,235,249,73,2844,20899,302,444,81,299,257,75,16,418,42,326,2644,618,137,371,124,102,157,1388,349,264,320,77,3675,25704,397,564,106,342,299,95,39,481,59,402,3183,875,183,484,147,134,198,1795,423,289,376,84,4402,33117,562,707,164,425,346,123,51,623,69,508,4060,1012,231,661,179,173,248,2305,581,346,486,91,6876,39058,639,867,248,456,402,158,76,754,85,665,4915,1291,267,992,236,213,302,2746,790,398,579,102,8825,44746,784,1144,322,542,480,184,96,930,102,773,5566,1524,304,1239,298,272,394,3315,1066,442,669,122,11124,53517,972,1406,377,661,608,211,113,1042,114,930,6321,1993,342,1522,336,333,439,3539,1244,504,759,138,13386,59783,1166,1665,429,775,719,235,124,1120,120,1169,7421,2571,401,1797,424,374,480,4024,1415,576,848,185,16636,67504,1303,1933,481,925,806,256,145,1269,133,1298,8583,3128,495,2177,498,435,590,5237,1662,629,937,199,18696,76211,1527,2199,566,1083,887,293,162,1351,143,1413,9857,3557,586,2578,549,489,674,6424,1985,689,1073,249,22255,84364,1591,2548,719,1293,1012,321,191,1552,146,1600,11190,3824,653,3056,614,554,747,9152,2331,742,1177,273,25590,93360,1858,2903,879,1554,1077,338,217,1730,156,1769,12569,4915,757,3455,699,625,762,10299,2758,789,1358,297,29895,103689,2093,3312,989,1700,1248,389,242,1916,169,2019,13796,5276,902,3975,786,702,909,12500,3125,865,1455,339,34124,115963,2402,3739,1159,1917,1426,461,282,2112,183,2269,15202,5675,998,4437,868,769,1048,13014,3609,935,1638,377,37505,124085,2585,4043,1251,2049,1618,512,325,2267,189,2466,16361,6906,1097,4986,946,854,1057,14867,4045,986,1738,438,41090,133389,2870,4450,1326,2232,1662,543,347,2440,211,2577,17540,7781,1211,5544,1048,905,1289,16284,4371,1069,1915,491,44416,141703,3220,4783,1470,2417,1737,575,413,2578,224,2726,19043,8781,1440,5986,1145,1055,1393,17030,5529,1154,2003,538,47437,151271,3423,5149,1523,2552,1860,605,483,2756,233,3018,20191,9784,1523,6400,1270,1116,1525,18283,6185,1242,2260,594,51027,162036,3651,5513,1683,2792,1980,628,524,2885,244,3112,21366,10538,1660,6960,1388,1180,1702,19253,6968,1335,2469,678,54588,172830,3906,5879,1794,3065,2103,679,537,3068,255,3393,22421,11510,1778,7494,1510,1282,1851,20014,7694,1427,2642,718,58151,182990,4310,6251,1868,3207,2208,711,593,3213,270,3539,23323,12035,1875,7990,1587,1337,1963,20595,8225,1621,2781,805,61850,191425,4520,6605,1970,3319,2305,727,615,3341,275,3702,24334,13381,1955,8300,1710,1384,2048,21016,8936,1650,2942,870,64584,197973,4788,6975,2069,3439,2368,748,638,3428,283,3806,25758,13989,2058,8598,1899,1440,2210,21518,9472,1695,3087,930,68824,205375,4992,7280,2184,3553,2420,752,697,3555,291,3962,27107,14755,2197,9030,1995,1503,2295,21951,10096,1809,3360,994,71030,217130,5123,7791,2263,3656,2549,759,725,3721,298,4234,28142,15884,2350,9619,2141,1595,2429,22532,10851,1912,3624,1094,75317,225761,5463,8414,2357,3931,2687,768,739,3875,307,4507,29398,16809,2476,10235,2332,1732,2522,23118,11641,2071,3793,1216,78467,233293,5859,9107,2465,4086,2813,779,776,4045,312,4719,30829,17550,2666,10730,2513,1820,2707,23580,12379,2213,3974,1348,81420,240542,6140,10222,2570,4246,2942,803,825,4199,317,4929,31544,17962,2793,11301,2915,1897,2960,23928,12892,2356,4274,1473,85301,246741,6493,11602,2599,4377,3071,812,890,4346,319,5064,33862,19815,2927,11784,3175,2030,3050,24523,13750,2470,4512,1646,88806,251608,6764,12919,2680,4439,3213,816,908,4564,327,5251,35844,20360,3098,12214,3641,2114,3193,24854,14261,2567,4716,1726,92387,255932,6951,13725,2807,4608,3301,818,929,4691,333,5459,37573,22469,3206,12575,3764,2291,3373,25317,14842,2721,4894,1826,95865,261591,7220,14117,2894,4761,3451,823,939,4915,335,5769,39534,23100,3361,13196,3939,2626,3548,25798,15805,2942,5153,2190,99989,267932,7608,14694,3017,4917,3621,825,981,5125,337,6045,41368,23921,3528,13848,4459,2842,3779,26199,16693,3185,5434,2474,102196,276218,8052,15169,3120,5070,3782,827,1010,5431,337,6280,42590,24582,3699,14567,5109,3091,3905,26571,17844,3446,5718,2898,105523,286901,8548,15587,3193,5253,3950,843,1025,5762,339,6526,43691,25269,3841,15187,5490,3198,4074,26832,18664,3602,5911,3126,109038,292914,8830,15963,3253,5490,4123,851,1054,5986,343,6716,45208,25997,3892,16137,5868,3407,4146,27111,19574,3816,6094,3487,111188,296991,9035,16325,3280,5613,4236,855,1078,6164,349,6948,46570,26312,3994,16783,6376,3601,4375,27329,20200,4181,6342,3613,113856,300276,9568,16769,3410,5735,4343,862,1096,6389,353,7202,48904,26767,4106,17409,6843,3811,4538,27703,20942,4644,6569,3876,116264,304994,9947,17303,3473,5881,4499,862,1110,6621,353,7648,50470,27700,4323,18099,7145,4305,4708,28044,21825,5136,6815,4332,118652,309696,10507,18027,3618,6095,4672,866,1126,6973,362,7962,52318,28764,4658,18941,7883,4510,4879,28754,23566,5730,7212,4838,121190,313575,10922,18743,3748,6258,4829,879,1152,7439,363,8364,53753,29287,4797,19629,8641,4863,4881,29183,24568,6228,7441,5332,123717,318134,11514,19335,3851,6489,4981,886,1185,7785,366,8640,55072,29287,5016,20267,9169,5177,5223,29383,25561,6663,7550,5686,126744,321833,11668,19914,3972,6626,5175,897,1196,8089,368,8919,56333,29973,5170,20855,9703,5385,5370,29746,26509,7234,7877,6123,128269,324357,11871,20474,4044,6757,5326,902,1225,8362,369,9305,58848,30621,5322,21423,10111,5627,5822,30069,27217,7851,8207,6442,130593,326659,12283,20969,4127,6841,5449,907,1243,8696,370,9707,60787,30995,5461,22286,10404,5893,5946,30472,28263,8579,8424,6771,131890,329405,12783,21576,4201,6936,5605,908,1277,9052,373,9945,62481,31784,5654,22942,11059,6240,6173,30725,29476,9364,8686,7190,133635,332931,13431,22131,4330,7142,5724,916,1298,9369,376,10526,64616,32411,5899,23620,11457,6751,6298,30928,30592,10087,9090,7830,135454,335804,13879,23018,4424,7367,5919,919,1324,9750,377,10960,66824,32984,6102,24239,11671,6923,6469,31490,31638,10789,9378,8233,137085,338519,14387,23697,4490,7531,6103,921,1348,10099,378,11119,68051,33554,6272,24633,11959,7045,6486,31673,32693,11270,9501,8328,138532,340657,14783,24086,4589,7653,6251,926,1363,10379,380,11380,69514,33765,6389,25134,12373,7161,6710,31881,33483,11798,9674,8575,139945,342267,15069,24785,4613,7792,6364,926,1370,10581,383,11736,71150,34333,6485,25676,12912,7352,7003,32116,34174,12493,9908,8732,140743,343705,15402,25257,4731,7927,6454,927,1379,10781,383,12176,73218,34855,6584,26044,13289,7552,7102,32728,34927,12916,10090,9072,141560,345828,15850,25727,4852,8030,6624,929,1405,11071,387,12674,74947,35464,6736,26627,13675,7668,7397,33555,36021,13443,10483,9411,142704,348192,16593,26363,4962,8189,6760,932,1435,11449,388,13169,77015,36085,6871,27281,14049,8006,7578,33903,37105,14240,10801,9766,143905,350951,17190,26956,5086,8407,6930,933,1448,12037,392,13631,78933,36703,7042,27919,14328,8059,7773,34183,38083,14969,11123,10220,145089,353136,18009,27476,5237,8661,7068,934,1470,12551,396,13937,80366,37419,7123,28419,14651,8066,7793,34498,38920,15677,11296,10348,146334,355037,18537,27925,5310,8816,7238,940,1492,12754,399,14170,81943,38116,7270,28897,14955,8439,8041,34832,39882,16372,11432,10625,148039,356278,19121,28455,5398,8942,7384,940,1502,12912,399,14566,83981,38430,7434,29402,15296,8488,8205,35161,41664,17038,11704,10846,149013,357757,19762,28953,5489,9056,7530,944,1514,13200,402,14897,86125,39017,7551,29986,15868,8661,8336,35439,42442,17679,11967,11119,150399,359235,20221,29437,5532,9175,7717,944,1567,13779,402,15315,88488,39208,7788,30673,16170,8771,8475,36627,43645,18209,12222,11423,151472,361313,20934,30168,5680,9379,7876,950,1603,14172,404,15608,90801,39640,7893,31165,16510,9068,8688,37048,44539,19014,12624,11661,152719,362991,21661,30795,5849,9638,8057,952,1705,14768,409,16040,92815,40022,7966,31674,16898,9119,8812,37165,45608,19854,13005,11988,153104,364745,22731,31408,5960,9895,8260,954,1729,15196,409,16339,94743,40468,8110,32151,17434,9135,8842,37293,46919,20582,13252,12133,154154,366346,23231,31911,6037,10096,8392,956,1771,15573,412,16561,97017,40873,8225,32489,17628,9272,8899,37916,47754,21324,13458,12354,155092,367625,23997,32477,6090,10178,8521,962,1782,15857,416,16783,99924,41303,8334,32856,17999,9352,9175,38252,48290,21969,13731,12618,155764,368669,24188,33006,6137,10416,8622,967,1854,16141,417,17262,101873,41288,8406,33242,18446,9453,9313,38694,49042,22474,14044,12975,156628,369801,24787,33439,6229,10623,8710,971,1899,16786,430,17763,104071,41559,8492,33885,18672,9513,9510,38907,50334,22957,14372,13260,157815,371559,25616,33915,6270,10788,8953,974,1935,17476,436,18465,107043,41762,8538,34399,19019,9826,9688,38907,51631,23541,14790,13654,158844,373108,26735,34566,6338,11131,9282,975,1972,18050,441,19255,110100,42022,8717,35064,19336,9847,9887,39682,52662,24200,15229,13905,159608,374471,27761,35034,6418,11394,9551,977,1989,18515,469,19936,113114,42201,8801,35429,19621,9878,9937,40021,53456,24860,15501,14101,160445,375575,28686,35513,6506,11861,9829,981,2010,18684,476,20123,115643,42740,8857,35684,19789,10103,10150,40452,54035,25218,15752,14345,160918,376520,29368,35984,6573,12148,10026,983,2028,18825,497,21250,118081,42979,8886,36129,20017,10143,10287,40857,54831,25518,16020,14611,161545,377881,30052,36350,6692,12415,10237,988,2056,19223,516,22245,120407,43091,9016,36609,20376,10281,10485,41244,55617,25881,16322,14866,162068,378924,31013,36792,6805,12651,10558,990,2077,19896,542,22818,122917,43239,9120,37005,20943,10332,10781,41673,56490,26284,16560,15117,162530,379977,32276,37282,6907,13005,10858,1026,2102,20359,565,24369,126510,43460,9199,37499,21332,10493,11051,42100,57407,26991,16769,15379,163336,381019,33417,37758,7004,13453,11344,1027,2119,20723,579,25517,129147,43818,9269,37928,21527,10517,11359,42597,58099,27512,17034,15543,163893,382102,34809,38111,7060,13916,11866,1046,2136,20997,588,26924,131997,43968,9332,38328,21794,10549,11393,42927,58593,27897,17270,15634,164164,382879,35663,38476,7151,14286,12084,1063,2144,21246,607,27761,134287,44092,9389,38553,22111,10724,11701,43163,59024,28235,17768,15752,164497,383591,36581,38837,7206,14800,12378,1075,2161,21463,620,28396,137245,44179,9474,38985,22271,10786,11891,43725,59543,28534,18109,15888,164796,384281,37393,39162,7364,15228,12639,1084,2179,21738,642,29981,140139,44347,9537,39297,22733,10931,12029,44143,60114,28900,18483,16025,165346,384945,38305,39575,7480,15759,12982,1095,2193,24091,666,31525,143709,44461,9589,39714,23103,10984,12128,44585,60823,29347,18483,16315,165816,385669,39735,40004,7626,16441,13366,1110,2217,24411,688,33167,147285,44689,9654,40114,23455,11152,12352,45108,61262,29826,19091,16513,166164,386490,41467,40424,7848,17170,13681,1119,2249,24733,722,34773,150434,44994,9709,40535,23792,11195,12605,46396,61935,30203,19348,16634,166605,387402,42911,40848,8073,17955,14061,1125,2274,25026,734,35953,152953,45088,9767,40901,23959,11247,12652,46732,62328,30502,19516,16735,166881,388096,44199,41148,8231,18796,14313,1127,2290,25307,738,37005,155662,45235,9799,41422,24110,11516,12863,47284,62653,30724,19799,16860,167103,388719,45257,41576,8417,19381,14757,1130,2322,25530,751,39298,159131,45349,9818,41780,24263,11569,12899,47818,63004,30913,20152,17031,167426,389349,46105,42010,8645,19995,15077,1130,2341,25829,776,41159,163381,45429,9847,42036,24616,11801,13190,48746,63565,31328,20641,17226,167703,389910,47142,42422,8903,20556,15464,1130,2376,26167,795,43731,167135,45440,9903,42480,24959,11886,13391,49506,63839,31707,21022,17415,168107,390536,48426,43122,9354,21548,16015,1135,2418,26611,821,46914,170843,45557,9952,42801,25424,12168,13629,48627,64150,32063,21022,17591,168496,391330,50014,43731,9706,22631,16585,1144,2468,26913,845,50198,174854,45715,9984,43135,25552,12218,13800,49497,64565,32499,21022,17707,168834,392037,51640,44262,10037,23786,17173,1147,2500,27314,859,52666,178807,45755,10020,43496,26020,12258,13919,49890,64903,32952,21022,17810,169142,392702,52854,44808,10515,24693,17567,1159,2543,27598,869,54767,184620,45782,10058,43709,26217,12576,14073,50352,65202,33259,22287,17957,169415,393257,53840,45537,10733,25701,18035,1163,2571,27849,905,58397,191039,45899,10094,43967,26470,12659,14323,51708,65602,33501,22898,18091,169734,393855,54826,46127,11028,26613,18454,1164,2593,28187,926,60207,195889,45913,10128,44260,26897,13110,14522,52590,65934,33798,23424,18220,169892,394430,56263,46759,11509,27897,18915,1184,2629,28652,971,63297,201413,45994,10159,44779,27384,13207,14793,53528,66397,34158,24516,18346,172050,395168,57540,47651,11947,29022,19544,1191,2693,29204,1001,66676,207027,46059,10185,45269,27828,13729,15033,54882,66704,34651,25066,18524,172438,395972,59257,48638,12343,30335,20218,1198,2729,29718,1027,70152,211453,46206,10216,45707,28203,13767,15337,54882,67032,35068,25531,18775,172727,396669,60709,49455,12642,31939,20735,1200,2781,30235,1060,73961,216955,46303,10248,46071,28520,14016,15480,56349,67360,35584,25899,18900,173036,397293,62178,50309,12944,33320,21155,1202,2831,30716,1085,74602,223995,46362,10292,46370,28874,14568,15657,57189,67837,35896,26568,19064,173126,397684,63692,51046,13172,34644,21818,1208,2869,31103,1132,79399,232153,46514,10327,46740,29152,14629,15916,58203,68152,36338,27248,19194,173521,398142,65064,51789,13757,36399,22364,1208,2904,31723,1174,84152,239764,46572,10365,47116,29618,15142,16114,60286,68502,36753,27900,19325,173782,398770,66815,52865,14112,37919,22864,1210,2979,32307,1224,87495,248198,46646,10390,47553,30259,15226,16370,61669,69015,37247,28770,19476,174212,399642,68512,54166,14539,39701,23466,1227,3053,32876,1284,91894,256298,46717,10435,48099,30631,16015,16655,63397,69422,37661,29684,19660,174598,400561,70451,55257,15065,41532,24070,1236,3126,33565,1339,94616,265176,46717,10447,48628,31167,16165,16709,63397,69724,37661,30674,19826,174889,401286,71735,56183,15645,43386,24717,1238,3205,34243,1371,98126,271587,46717,10482,49203,31612,16289,16712,65334,69957,38173,30900,19937,175258,401822,73096,57151,15928,44847,25005,1249,3335,34750,1401,101542,277869,46976,10515,49560,31764,17082,17464,66435,70497,38606,31257,20052,175467,402338,74933,57956,16362,46380,25653,1251,3442,35318,1423,105159,287766,47033,10569,49859,32153,17157,17820,68371,70986,39170,32214,20205,175734,402928,76188,58904,17220,47352,26203,1254,3505,35834,1472,108710,296304,47108,10642,50309,32716,17807,18204,70259,71455,39627,32888,20437,175986,403619,77661,60181,17893,48909,26921,1256,3707,36526,1521,112783,303516,47209,10679,50829,33316,18031,18576,72102,72037,40201,33591,20658,176217,404207,79564,61331,18496,50691,27632,1272,3826,37358,1579,116947,311505,47287,10743,51567,34232,18799,19076,74744,72503,40805,34622,20834,176575,404997,81737,62856,19092,52419,28452,1277,3983,38414,1656,119991,320030,47287,10801,52358,34695,18983,19530,76911,73060,41609,35419,21035,176906,405724,83996,64214,19779,54699,29071,1283,4146,39095,1772,122479,327676,47287,10847,52892,35410,19295,19762,78230,73705,42319,36287,21214,177245,406403,85831,65592,20235,56648,29552,1296,4244,39901,1843,123917,336206,47510,10906,53327,35631,20265,20127,79935,74124,42810,36680,21444,177469,406962,87653,66853,20745,58168,30282,1301,4313,40603,1897,128126,346593,47530,10946,54001,35942,20347,20702,82150,74836,43208,37542,21717,177862,407875,89767,67995,21738,60389,30774,1305,4407,41516,1958,131411,355497,47636,11026,54698,36536,21157,21148,84241,75576,43782,38567,21979,178252,408709,91573,69311,22813,62245,31228,1318,4557,42409,2034,134730,364761,47750,11076,55413,37414,21273,21617,86521,76237,44387,39797,22178,178475,409476,93657,70601,23441,64083,31908,1325,4657,43361,2083,138575,374922,47893,11115,56160,37903,22199,22162,88700,76941,45053,40829,22361,178525,410254,95633,72280,24140,66060,32572,1334,4783,44243,2157,141333,383194,47893,11194,57045,38314,22238,22750,88700,77773,45510,41846,22545,178788,411006,98067,73822,25056,67612,33430,1338,4922,45118,2275,143644,391460,47893,11261,57965,38813,22459,23600,91816,78698,46244,42638,22637,178757,411515,99841,74932,25265,69986,34117,1350,5042,45953,2412,145320,400195,48055,11339,58607,39343,23544,23978,95002,79251,47147,43889,22847,178937,412034,101176,76168,25433,71445,34526,1360,5142,46754,2523,148730,410366,48096,11427,59344,39721,23606,24638,96693,80111,47497,45524,23190,179230,412889,103047,77215,26326,73337,35089,1366,5199,47893,2617,150659,422528,48223,11529,60126,40208,24376,25169,99466,80738,48001,47071,23486,179565,413595,105138,78742,27301,75042,35677,1366,5461,48777,2682,153029,433175,48232,11571,61079,40796,24518,25828,101762,81396,48761,48053,23818,179807,414405,107050,80186,27969,76606,36178,1377,5550,49751,2746,156392,443096,48776,11649,62081,41434,25403,26628,103846,82326,49528,49663,24174,180265,415163,109206,81746,29116,78607,37063,1385,5695,50895,2866,160055,453327,48776,11717,63030,41886,25464,27395,103846,83617,50331,51097,24412,180778,415911,111282,83184,30081,80008,37623,1396,5821,51735,3100,162041,459338,48776,11780,63881,42357,25649,27682,107686,84306,51193,52304,24618,181283,416443,112802,84073,31285,81199,37973,1400,5960,52685,3204,163918,467103,48983,11858,64417,42696,26439,28250,110029,85436,51843,52957,24899,181732,417056,114612,85177,32529,82417,38439,1402,6054,53323,3348,165994,474951,49077,11945,65258,42928,26494,28876,111150,86091,52321,54299,25140,182215,417591,116300,86497,33757,84109,38877,1405,6173,54114,3440,168361,486039,49540,11999,65918,43623,27177,29479,112887,86846,52987,55804,25448,182641,418302,118027,87893,34605,85846,39339,1406,6326,55119,3557,170905,494269,49670,12057,66883,44285,27244,30132,114595,87740,53732,57579,25766,182845,419081,120391,89626,35710,87572,39714,1407,6422,56111,3675,174108,502273,49810,12126,67800,44753,28121,30981,116394,88907,54503,58747,26211,183535,419723,122370,91159,36456,89016,40258,1414,6642,57020,3825,177019,509507,49810,12205,68773,45293,28147,31612,116394,89925,55228,59881,26391,183904,420477,124015,92087,37706,90599,40754,1421,6735,58064,3982,178473,515937,49810,12274,69531,45723,28341,31966,119861,90835,55987,60553,26702,184225,421008,125281,93031,38201,91788,41175,1426,6854,58990,4062,179506,522235,50062,12313,70111,45905,29200,32500,120960,91705,56600,61125,26956,184489,421550,126748,93963,38586,92951,41571,1427,6973,59471,4123,180537,527258,50110,12398,70944,46231,29259,33209,124575,92416,57202,62199,27178,184845,422296,128236,95106,39452,94190,42018,1431,7051,60263,4181,182230,532776,50225,12443,71685,46836,30047,33823,126061,93000,57820,63444,27489,185180,422935,129454,96305,40555,95472,42478,1436,7159,61247,4221,183744,541013,50245,12518,72741,47559,30153,34435,127364,93598,58681,64400,27821,185554,423629,131478,97471,41395,96797,43032,1445,7277,62139,4286,185104,548142,50320,12589,73986,47920,30966,35147,128864,94395,59226,65436,28104,185914,424349,133033,98675,42234,98219,43530,1448,7433,63256,4371,186226,556158,50320,12653,75025,48311,30992,35986,128864,95157,60142,66646,28245,186282,425055,134915,99969,43070,99460,43821,1454,7563,64231,4471,187086,563244,50320,12753,76071,48919,31145,36316,131517,96065,60939,67173,28432,186626,425568,136250,100848,43561,100435,44130,1459,7694,64835,4537,187634,574267,50567,12807,76734,49164,32094,36739,132079,96821,61557,67649,28696,186884,426046,137006,101731,43962,101159,44487,1462,7754,65427,4587,188780,586078,50684,12896,77625,49521,32181,37437,133243,97403,61880,68293,29030,187328,426713,138074,102826,44725,102130,44836,1472,7875,66146,4653,189522,595097,50706,12959,78337,49973,32977,38546,134427,97959,62349,69374,29244,187777,427419,139413,104248,45392,102974,45181,1478,8008,66705,4748,190850,603212,50782,13024,79404,50678,33087,39306,135562,98728,63039,69986,29660,188433,428155,141006,105426,46101,103909,45537,1484,8151,67781,4867,191810,613243,50897,13118,80507,51272,34246,40012,136860,99430,63769,70930,29988,189003,428879,142544,106557,46893,104841,46048,1501,8274,68761,4952,192670,621981,50897,13159,81561,52065,34294,40677,136860,100237,64459,71755,30241,189281,429617,143956,107674,47798,105882,46413,1509,8457,69560,5058,193554,628508,50897,13220,82304,52447,34495,40883,138041,100772,65198,72136,30372,189294,430226,145111,108287,48342,106497,46652,1515,8564,70246,5108,194027,634991,51267,13273,82909,52829,35544,41610,138608,101276,65762,72412,30563,189606,430636,145942,109062,48711,106953,46936,1527,8632,70796,5175,194931,640499,51255,13325,83799,53201,35632,42270,139248,101780,66107,73207,30825,189937,431298,147141,109923,49326,107672,47285,1530,8731,71517,5245,195568,646742,51314,13354,84308,53541,36333,42958,140044,102215,66664,74555,31040,190256,431924,148491,110881,49923,108411,47647,1533,8801,72204,5330,196305,653401,51432,13409,85257,54533,36445,43700,140962,102783,67354,75449,31348,190356,432523,150422,112003,50669,109320,48103,1537,8982,73067,5401,196925,659991,51519,13469,86312,55331,37411,44432,141861,103461,68179,76323,31626,190646,433230,152344,113046,51746,110378,48616,1541,9066,73895,5492,197909,665325,51519,13534,87325,55996,37544,45225,141861,104040,68913,77268,31780,191175,433881,153966,114165,52599,111295,48950,1553,9185,74740,5556,198117,669944,51519,13590,87942,56441,37726,45401,143084,104618,69630,77894,31889,191323,434462,155390,114802,53165,111988,49125,1557,9272,75205,5626,198421,676236,52011,13639,89602,56941,39008,46057,143707,105168,70344,78405,32047,191548,434866,156927,115651,53522,112551,49451,1566,9312,75755,5621,199293,682320,52040,13684,90460,57606,39089,46798,144257,105554,70753,79206,32379,191850,435495,158185,116495,54172,113488,49870,1572,9395,76453,5671,199495,687612,52220,13722,91403,58864,40564,47542,145661,105996,71285,80110,32727,192086,436063,159708,117584,54838,114093,50298,1577,9540,77220,5752,200172,692964,52350,13794,92566,61484,40702,48322,146338,106558,72439,80695,33101,192393,436852,161715,118828,55550,114598,50668,1586,9633,78136,5874,200694,698391,52495,13851,93387,62828,41808,48937,146944,107146,73289,81294,33436,192751,437487,163154,120124,56260,115951,51071,1589,9824,78984,5985,201317,702500,52495,13925,94512,63836,41909,49914,146944,107790,74306,82029,33753,193100,438122,165533,121340,57353,117249,51486,1605,9967,79767,6036,201695,706589,52495,13959,95394,64599,42011,50170,148568,108286,75238,82676,34046,193391,438831,166510,122262,58020,118324,51854,1616,10110,80311,6075,201866,712543,52879,13992,96277,65252,43407,50884,148894,108742,75913,82950,34287,193740,439480,167989,123157,58733,118992,52166,1624,10250,80733,6109,202375,716630,53006,14049,96988,65846,43491,51762,149583,109353,76404,83584,34574,194070,440237,169966,124610,59399,119846,52505,1635,10507,81688,6181,202898,722037,53108,14077,97853,66463,44529,52704,150734,109808,77137,84365,34995,194378,440947,171140,125767,60118,120503,52950,1637,10642,82261,6287,203964,727403,53209,14135,98971,67693,44755,54067,151547,110504,78175,85116,35469,194756,441835,172791,127112,61027,121696,53412,1637,10845,83119,6416,204686,732693,53365,14186,100011,68757,46049,55500,152369,111332,79018,85939,35661,195205,442698,174848,128444,62040,123325,53940,1642,11037,84519,6514,205518,737074,53365,14238,101094,69690,46051,56016,152369,112104,79932,86478,35805,195530,443497,176124,129785,63187,124289,54364,1647,11289,85517,6603,205772,740233,53365,14279,101937,70210,46151,56172,153764,112557,80639,86888,35891,195841,444226,177141,130558,63607,124952,54660,1648,11412,86406,6637,205971,742689,53365,14315,102527,70537,47409,56545,154073,113378,81277,87130,35975,196173,444751,178212,131336,64220,125607,55052,1651,11575,86981,6670,206048,746114,53782,14362,102917,71018,47878,56877,154329,113734,81660,87379,36477,196450,445308,179150,131992,65053,125908,55424,1654,11661,87730,6735,206548,749197,53871,14387,103641,71594,48389,57518,155890,114070,81920,87805,36917,196779,445881,180061,132965,65929,126213,55730,1656,11808,88643,6860,207002,753019,54093,14412,104429,72548,48443,58452,156354,114574,82301,88322,37373,197203,446637,181335,134086,66700,126592,56182,1661,12017,90232,6968,207525,757126,54326,14493,105703,73399,49393,59349,157109,115217,82768,89175,37841,197677,447498,182934,135326,67642,129046,56789,1668,12174,91672,7074,208128,760582,54326,14552,106777,74204,49398,60187,157109,115876,83640,89620,38108,198126,448347,184305,136568,68659,129978,57276,1677,12521,93102,7136,208514,763390,54326,14592,108020,74675,49408,60607,158390,116600,84363,89874,38188,198423,449072,185325,137405,69354,131864,57892,1684,12699,94723,7213,208726,767063,54895,14622,108755,75069,50871,61182,158882,117147,85001,90018,38642,198757,449658,186447,138484,70223,132680,58451,1696,12820,95564,7256,209215,769918,55031,14687,109445,75722,51006,61986,159253,117745,85403,90523,38970,199193,450425,187486,139485,71314,133470,59017,1702,12976,97002,7308,209911,773319,55166,14743,110025,76680,51829,62723,159865,118387,85865,91234,39419,199583,451078,188800,140518,72284,134122,59770,1702,13196,98501,7413,211663,776945,55386,14790,110863,77865,52039,63412,160343,119017,86774,91935,39921,200152,451971,190307,141585,73318,135446,60662,1705,13430,100619,7528,213663,781437,55527,14852,111900,78839,53403,64155,161322,119559,87859,92432,40387,200639,452764,191672,142596,74567,136318,61786,1706,13683,103211,7613,213551,785077,55527,14902,112982,79785,53420,65068,161322,120107,88773,93087,40797,201100,453747,192751,143547,75804,137240,62893,1710,13874,105609,7704,214018,788078,55527,14955,113728,80410,53433,65413,162258,120656,90069,93364,41083,201553,454612,193978,144309,76807,137708,63774,1715,14054,107343,7775,214251,792220,56024,14978,114251,81006,54956,65905,162501,121068,90994,93556,41388,201945,455187,195093,145165,77908,138124,64404,1719,14171,108656,7821,214846,795080,56160,15021,114864,81674,55237,66624,163253,121409,91474,94021,41828,202371,455938,196258,145850,79072,140789,65058,1721,14384,110393,7875,215284,798351,56315,15050,115578,82956,56355,67590,163869,121793,92152,94573,42278,202779,456604,197431,146753,80161,141686,65948,1722,14504,112276,8015,215852,801674,56472,15106,116481,83993,56461,68230,164446,122293,93064,95310,42731,203343,457557,199236,147744,81244,142707,67167,1724,14706,114743,8133,216367,805736,56587,15163,117656,85031,57852,69150,165152,122850,94241,96032,43162,203891,458466,204658,148894,82520,143902,68537,1731,14953,117355,8244,216826,809215,56587,15215,118819,85908,57852,70038,165152,123328,95711,96677,43596,204641,459472,206241,150009,83510,145273,69556,1739,15158,120249,8359,217237,811699,56587,15250,119721,86624,57978,70385,166075,123895,96786,96859,44063,205339,460340,207407,150809,84333,145887,70616,1742,15348,122498,8477,217513,814797,57147,15264,120581,87256,59793,71003,166315,124371,97690,97049,44578,205898,461176,208497,151802,85194,146455,71442,1745,15512,124320,8602,218185,817940,57329,15300,121327,88234,59951,71921,166848,124805,98499,97638,45044,206354,462364,209384,152907,86219,147634,72136,1749,15692,126744,8707,218511,821126,57550,15326,122295,89248,60957,72830,167458,125217,99187,98190,45564,207062,463369,211004,153987,87199,147942,73053,1752,15848,129172,8838,219214,824307,57742,15358,123459,90483,61103,73619,168009,125997,100253,98886,46185,207676,464752,213218,155314,88369,148323,74099,1755,16024,132176,8964,219778,828365,58297,15423,124959,91483,62424,74566,168826,126711,101419,99558,46977,208416,466353,215035,156809,89559,149185,75175,1768,16307,134996,9111,220403,831495,58297,15473,126414,92302,62446,75576,168826,127194,102840,100167,47403,209363,468081,217049,157966,90748,150891,76231,1778,16468,138018,9300,220757,834636,58297,15519,127501,92744,62479,76086,169719,127785,103879,100488,47807,209989,469307,217641,158907,91317,151582,77618,1785,16628,139941,9511,221091,837722,59120,15547,128285,93261,63817,76787,169937,128277,104852,100703,48259,210500,470244,220045,159964,91982,152159,78733,1817,16742,141780,9656,221937,840324,59241,15652,129281,93909,64077,77741,170469,128691,105793,101678,48757,211129,471638,221438,161299,93346,152970,79449,1821,16936,143886,9784,222558,843734,59364,15697,130569,95205,65131,78669,172625,129158,106704,102241,49396,211638,472994,223349,162723,94352,153705,80522,1827,17139,146376,9919,223407,847385,59748,15765,132030,96749,65296,79550,173149,129919,107975,102819,50059,212936,474829,225738,164262,95564,154755,81975,1838,17325,149613,10099,224101,851229,60038,15843,133864,98023,67086,80633,173406,130652,109365,103681,50168,213801,476422,227756,166102,97088,155676,83307,1846,17707,152831,10350,224985,854303,60038,15918,135789,99099,67193,81630,173406,131169,110881,104638,51887,214665,477870,229959,167458,98621,156621,84697,1857,17913,155752,10608,225575,857077,60038,15984,137359,99941,67231,82358,174587,131853,112321,104932,52382,215416,479013,231564,168749,99387,157406,85844,1868,18128,158426,10805,226072,859960,61377,16022,138933,100451,69158,83074,174647,132357,113492,105228,52839,215885,480045,233059,170179,100184,158055,86879,1876,18281,160655,10960,226749,863614,61697,16068,140505,101531,69392,83967,175329,132839,114627,105941,53543,216873,481436,234842,171626,101493,158883,87825,1886,18555,164137,11103,227660,867094,61861,16132,141670,102905,70665,85278,176209,133413,115996,106817,54467,217812,482671,236812,173665,102615,159809,89018,1889,18818,167441,11268,228748,870380,62028,16166,143617,104232,70815,86410,176952,134042,117159,108139,55428,218783,484135,239338,175843,103836,161106,90488,1903,19082,171480,11496,229508,874102,62830,16255,145915,105746,72509,87764,177726,134822,119449,109255,56724,219593,485838,242032,177991,105308,162253,91966,1915,19580,175652,11710,230412,876258,62830,16334,148400,106698,72616,88823,177726,135463,121143,110006,57334,220527,487626,244020,180225,106503,163214,93297,1926,19801,175652,11934,231149,878395,62830,16370,150005,107334,72722,89538,178869,136149,122865,110239,58068,221802,489016,246116,181787,107299,163990,94394,1937,20081,175652,12138,231933,882666,64021,16395,151588,108114,74616,90443,179070,136643,124492,110592,58817,222994,490015,247551,183624,108073,164609,95572,1946,20293,183177,12349,232939,887094,64455,16445,153088,109210,74883,91731,179769,137229,125584,111322,59409,223982,491216,249158,185639,109548,165493,96643,1956,20519,187898,12559,233948,890154,64871,16498,154822,110444,76299,93110,181132,137720,126644,112123,60308,225012,493245,251010,188005,110855,166357,98037,1971,20734,192225,12790,234914,896427,65373,16537,157678,112242,76546,94582,181904,138473,128205,113081,61285,226174,494874,253418,190430,112483,167485,99563,1987,21057,195853,13067,235910,902328,66052,16609,160145,113596,78122,96043,182603,139185,129916,113876,62677,227219,496510,255534,192948,113856,168549,101574,2016,21392,200479,13439,236898,906645,66052,16706,162886,114952,78177,97501,182603,139859,132175,115088,63264,229128,498568,258439,195806,115685,169341,103137,2043,21712,205139,13968,238200,909345,66052,16767,165038,116238,78241,98730,183575,140770,133855,115088,63849,230257,500201,260128,198115,116736,170678,105053,2073,21906,208917,14316,239193,913707,68099,16812,167010,117198,80473,99965,183802,141334,135425,115763,64692,231473,501393,262159,200231,117399,171501,106083,2083,22223,212116,14699,240158,918635,68637,16906,168996,118852,80761,101700,184724,142237,137589,116617,65552,233120,503387,264334,202740,118409,172579,107246,2113,22706,217447,15053,241259,922685,69127,16973,171566,120911,83485,103685,185822,142918,139497,117617,66682,234790,505416,266566,205347,119152,173491,108863,2120,23064,221578,15417,242510,926910,70446,17074,175190,123232,83838,105517,186216,143875,142364,118587,68150,236340,507913,269419,208937,120193,174591,110666,2141,23466,226712,15803,244099,931843,71207,17144,178372,125973,86768,107620,186649,144800,145519,119336,69699,238316,510171,272231,212782,121495,175594,112932,2155,23990,232092,16247,245962,935262,71207,17266,181837,128798,86771,109244,186649,145593,148526,120160,70761,239679,512223,274805,215697,122762,176612,114670,2179,24460,237870,16597,247484,938897,71207,17369,184589,131097,86809,110600,187720,146627,150726,120500,71666,241422,514482,276706,219000,124111,178023,116510,2196,24883,241423,16948,248293,944148,73858,17438,187665,132697,90613,111816,187995,147477,153674,120865,72905,242790,516114,278477,221909,125195,178917,117767,2219,25235,244974,17339,249841,949390,74843,17524,190555,134576,91072,113457,189148,148249,157150,121509,74120,244614,518431,280657,226138,126526,179952,119375,2237,25593,251227,17750,250853,954629,75373,17601,194261,137315,93967,115426,190164,149232,160977,122275,76145,247057,520557,283280,230209,127772,180870,121563,2267,25987,257365,18064,252843,960905,77060,17682,198684,142795,94427,117654,190845,150424,164919,123887,78061,249019,523559,286210,235170,129873,181639,124366,2303,26547,263640,18589,254961,967618,78125,17792,203332,146267,99605,119952,191715,151964,170361,124854,80693,251180,526767,289124,240178,131751,182872,127294,2326,27087,270074,19194,257384,972821,78125,17891,208243,150639,99671,122021,191715,153198,175008,125885,82395,254382,530354,291563,245727,136258,184742,130238,2347,27742,277568,19712,259299,978861,78125,18001,212895,155583,99805,123195,192981,154451,180916,126689,83969,256395,533784,293431,250268,136258,185688,132621,2392,28404,281910,20185,260646,985623,81463,18087,217028,159910,105298,125332,193372,155824,184842,127205,85551,258453,536933,295105,254974,138455,186391,134868,2415,28805,286446,20715,263445,994366,82987,18173,221894,163827,105760,127472,194702,157149,189735,128138,87743,262230,540897,298089,261482,140157,187738,137523,2462,29316,293862,21211,265195,999516,84741,18379,226935,168457,110977,130308,194702,158836,194626,129394,89977,265295,545718,300725,267356,142334,188995,139815,2535,30201,301349,21689,266644,1009216,85899,18507,233540,173401,111503,132686,198531,160311,201851,130665,92737,268787,550516,303931,274457,144691,190490,143639,2651,30897,309605,22282,270596,1019080,88645,18666,239139,178890,117282,135855,201981,162181,207395,131970,95010,272184,555917,306498,282528,147358,192101,146155,2743,31639,318023,23029,273400,1027044,88645,18814,247466,183557,117728,138854,201981,164239,216084,133340,96834,276537,561308,309703,290243,150205,194014,151141,2843,32792,323604,23688,275523,1036008,88645,18977,254172,186314,117851,140267,204513,166317,223637,134309,98161,281075,564952,312406,298096,154128,195507,153808,2889,33659,329924,24268,277179,1047390,93284,19064,259318,189597,124697,142277,205059,168041,231074,134898,101707,283294,568450,315314,305364,156857,196617,155779,3008,34460,334640,24909,281284,1058123,94986,19309,264810,193196,125668,145220,207685,170193,237005,135803,103805,287320,573544,318537,312443,158408,197900,159006,3104,35324,342155,25454,284554,1069544,97028,19465,270847,197532,131051,148069,209914,172204,242099,137396,106617,291374,578826,322258,318828,161425,199447,162091,3161,36277,350665,25946,288807,1082705,99381,19678,278142,201572,131408,151706,211966,175092,249962,138791,109325,295556,584128,325658,326615,164340,201160,166040,3310,37399,358113,26403,292880,1096427,101469,19808,284960,205918,137224,155625,216709,177239,256756,140429,111915,299182,589605,330021,335423,167261,203161,170644,3459,38480,365190,27079,296997,1109869,101469,19961,291838,209203,137295,159035,216709,180125,263008,142401,113225,303851,595581,333074,343286,170924,205018,173987,3546,39598,372219,27629,299698,1118673,101469,20151,298021,211664,137530,161222,220192,182482,270213,143180,114061,307819,600967,336983,351419,174330,206295,177176,3629,40478,376238,28128,303188,1136498,106740,20290,303575,214792,144831,163767,221160,184140,276556,143879,116434,311400,606878,339672,363304,177874,207552,179420,3714,41114,379693,28708,307943,1153032,107280,20409,309218,217786,145272,166478,224403,185812,282972,144544,117929,315675,611756,343566,371908,180610,209230,182121,3762,42083,386441,29386,311727,1167176,109152,20516,315212,221288,150515,169822,225638,188509,289362,145636,120459,319734,618023,348102,382743,184342,210905,183960,3827,43050,392443,29940,314326,1176159,109152,20736,321595,223323,150522,170081,225638,190635,289362,147382,123124,324207,624961,348148,382743,184342,210905,184382,3827,44180,398104,30612,318695,1193089,112581,20937,327234,225065,155245,174684,230602,193205,295060,148387,124664,328302,633140,355664,399808,187567,213120,190044,4005,45046,399557,31279,322774,1206296,112581,21308,331725,227181,155265,177453,230602,194603,304082,149940,125820,332104,639200,358654,406703,193824,214911,192087,4033,45845,404999,31896,325995,1219511,112581,21448,336027,228690,155377,180164,232245,196727,313028,151785,127022,335943,645932,362124,414432,195545,216129,193809,4100,46997,409054,32407,327046,1237238,117295,21552,341694,230634,160428,183255,232414,198710,318822,153270,129043,339133,652748,364968,421063,197745,217487,195744,4172,47842,411730,32911,338254,1253905,118754,21685,347097,233062,160718,187285,237740,201479,322371,154411,130796,343739,660041,368615,430093,199482,218912,198260,4239,48818,416365,33614,342925,1272079,121426,21842,353722,236159,164981,191067,241335,203672,327536,156868,133139,348042,669016,372525,437928,202341,220835,202220,4461,49905,420930,34377,348134,1293937,126177,22164,362182,238722,165613,194851,244078,205716,333685,159036,135123,352835,678869,378370,446859,204048,223063,206255,4642,51025,426534,35138,355054,1318188,127715,22480,370091,241531,171513,198506,247177,209512,339032,161516,136968,358498,690143,384165,456963,208875,226013,209258,4763,52172,432217,36083,361186,1343193,127715,22872,377790,243385,171626,202135,247177,212545,345340,163458,139103,363822,700902,388760,467432,213245,229235,212844,4894,53572,437918,36847,364276,1371985,127715,23136,384391,244689,171635,204772,251123,215348,350921,164931,140318,369852,710612,395020,475024,216486,232099,215407,5015,54997,441067,37350,366364,1399239,135844,23319,390048,245985,177389,207043,252136,217647,356211,166194,141918,373415,718991,399796,484297,218389,234652,217638,5080,56128,443415,37923,379662,1425501,138258,23589,395449,246237,177780,210232,254562,220279,359262,167926,143328,378891,728010,404520,510018,220686,236954,219971,5180,57060,448009,38510,384241,1457273,140548,23854,401219,248782,183404,212997,258914,222971,363778,170672,144755,383354,738947,412140,520112,222993,239444,222545,5285,58462,452180,39146,390047,1491132,142979,24098,407755,251027,183750,217112,261329,226173,367277,172955,146456,388474,749204,417951,531850,225453,241686,225946,5413,59695,456889,39773,398150,1528237,146761,24357,414961,253612,188610,220898,264191,228792,371027,175282,147727,392124,759765,424991,542209,229353,245226,228146,5541,60637,461367,40293,405656,1554920,146761,24643,422368,255009,188610,224155,264191,232172,375457,177947,148467,398364,770804,430325,553461,233336,248798,231821,5626,62151,465991,40934,408646,1590726,146761,24874,428275,256249,188660,226604,268613,234975,378882,179447,149695,402518,780831,436655,562727,237668,252206,233904,5753,63217,468956,41363,420459,1620916,153992,25038,433242,256902,193109,228668,269643,237215,381900,181095,150322,407316,789815,441721,570602,239767,254776,235872,5857,64394,471285,41645,427121,1655166,155462,25339,437513,258253,193555,231287,272276,239694,384223,183300,151901,411282,799551,447303,579357,241991,257320,237787,5923,65708,475340,42256,431330,1716108,157781,25602,443734,260784,197903,234207,275545,242057,386471,185643,153244,416983,808929,453628,584766,245229,260119,240715,6009,66849,478162,42639,438514,1761430,160102,25830,450074,262210,198189,237160,279321,244247,389230,187904,154425,421238,819427,458739,596178,248204,262774,243918,6149,68485,482443,43132,444038,1809673,162782,26104,456028,264729,203646,240345,282434,246816,391948,190411,155764,425134,832033,468195,605862,251760,267076,246562,6243,69751,486364,43468,450807,1847031,162782,26342,460766,266959,203650,243047,282434,248924,394694,192111,156433,429325,841946,473691,614429,255868,270537,248970,6343,71215,490679,43649,453601,1889914,162782,26601,467258,267329,203674,244784,286145,251069,397378,194333,157171,434500,851400,479875,622806,260838,273406,250964,6443,72342,492724,43801,461345,1933169,167377,26740,471124,268736,207933,247243,287261,253345,399370,195500,158119,437671,860856,484513,629354,263434,275733,252783,6534,73337,494353,44241,470351,1968541,168960,26900,474797,270294,208109,250089,290960,255666,401070,197691,159267,442274,871155,491242,637032,265620,278055,255085,6608,74737,497380,44602,475706,2013298,170705,27226,479476,272112,212871,252978,293934,258129,402578,200325,160586,447083,882895,497869,644822,269276,282230,257697,6680,75936,500443,44876,483502,2048014,172743,27436,485681,273661,212962,253437,296499,260994,404462,202651,161338,451787,896242,498005,653650,272553,285028,260589,6781,77239,503706,44876,486993,2064763,172743,27436,491125,274266,213076,253824,296499,263326,404462,204178,161960,456847,909123,498005,653650,272553,285028,260589,6781,78836,505345,45247,493277,2129749,172743,27710,494967,274793,213091,257453,296499,265606,406604,205023,162272,460846,920171,514724,664668,276508,288892,264078,6966,80177,506022,45547,494489,2167303,172743,28202,496795,275299,213173,258820,299722,267455,409120,206388,162886,463166,928376,517449,670525,279139,296179,264874,7029,80710,508580,45674,504616,2209024,181200,28342,499256,276649,219095,261009,300539,269442,410197,208089,163903,465910,938710,521990,675044,282587,298050,266590,7120,81436,510137,45856,510548,2243191,181967,28535,503242,278310,219415,264150,304485,271267,411169,210032,164892,469567,950730,526439,682570,283781,300602,269326,7202,82773,513056,46241,515366,2275565,183663,28758,507979,280067,225361,267990,311229,273881,413166,213055,166385,474285,963647,535120,690748,287030,303475,271940,7276,84225,516226,46740,523829,2307860,185708,28983,514455,281712,225455,268828,315275,276834,415361,215811,167795,479381,979040,541070,700380,290936,307507,276612,7412,85334,520438,46740,530267,2345811,185708,29252,520750,282980,230352,269470,315275,280387,415361,218386,168567,484882,996073,543976,700380,290936,307507,276612,7412,87820,522523,47549,539162,2398005,190120,29509,526065,283895,230352,275803,315275,283339,417891,220277,169330,490393,1011922,559942,714673,296055,312718,281747,7689,89327,523652,47846,556384,2433916,190120,29764,529054,284715,230352,278478,321058,285487,420603,222061,170037,494063,1024154,565260,721481,304072,321669,283473,7793,91058,526245,48110,561542,2474639,194636,29904,532671,286356,234390,282097,322181,287970,423747,223677,170778,545155,1035396,572018,727423,306771,325472,285633,7873,91886,527871,48302,571676,2511923,196968,30166,536084,288298,234700,284545,326648,289927,425320,225444,172067,551419,1048538,578309,735003,308268,328073,288951,8038,93162,531890,48636,578623,2548830,199454,30482,542235,290776,239988,289992,333524,293079,427655,228235,173625,557271,1064554,584694,742817,311573,333235,292720,8158,94678,535999,48961,588383,2589250,202758,30750,549514,293189,240540,294951,338054,296049,429638,231490,174590,564750,1082142,595308,753068,315354,338112,297317,8403,96002,540508,49366,602146,2640221,205994,31107,555613,294762,245415,299476,341431,299781,432012,233665,175655,571771,1101702,605187,762603,320586,344176,301110,8619,97898,544618,49681,611900,2687450,205994,31457,561579,296171,245521,303769,341431,303535,434481,236868,176645,579182,1119541,614715,770977,324875,350084,303723,8790,99778,548134,49935,618546,2729858,205994,31791,566670,296682,245529,306823,346829,306853,436640,239082,177001,584828,1135849,623503,777065,331362,354525,305999,8967,101212,550260,50111,627771,2770482,213358,31993,570355,297774,250421,309414,348234,309874,437620,240309,177655,590165,1150028,631345,784957,335247,357654,307502,9078,102282,551942,50243,638739,2816366,217047,32423,573505,299254,250646,312316,352939,312534,438935,241957,178690,594751,1164819,636681,792938,337457,359357,309629,9247,103203,555249,50526,643683,2858041,220576,32600,577153,301161,255200,316673,355835,315055,440422,243899,180160,602629,1179523,642003,799639,341364,365378,314817,9368,104392,558020,50861,653546,2898756,221544,32820,581534,302559,255393,320466,361148,318002,442003,245847,181091,609721,1193710,650815,807293,344506,371180,317559,9573,105219,561160,51163,662597,2937860,223422,33140,586206,303927,259196,324505,364853,320923,443630,248189,181895,616086,1213179,659707,814442,348044,375967,320175,9734,106649,563866,51347,670234,2975419,223422,33537,590093,304748,259226,327538,364853,324203,445115,250869,181895,622085,1229124,668165,821507,351665,382422,322252,9915,108124,566275,51630,673882,3006966,223422,33851,593262,305151,259226,329816,368980,326648,446448,252475,182914,627221,1242818,674771,826754,354979,388184,323837,10057,108821,568166,51785,679282,3032359,230125,34033,595760,306082,262519,331982,369951,328417,447417,253932,183228,631074,1256228,674508,831066,356816,391464,324919,10220,109809,569335,51914,686028,3071465,232219,34259,598494,307302,262727,334347,372089,330390,448336,255125,183687,635701,1268949,683971,836055,358374,394318,326221,10321,110820,571268,52081,693706,3090794,234134,34403,601380,308787,266251,337788,374582,332558,449560,256827,185656,641140,1280068,691760,842433,360360,399843,328380,10471,111677,573119,52282,703249,3116369,235796,34612,605004,310440,266562,341343,378318,334725,450830,259117,186472,646188,1293976,697660,849704,363046,404492,330469,10580,112617,575688,52572,710273,3141404,237815,34905,608498,311695,269611,344565,380255,337129,452336,261167,187496,650388,1309660,706948,853982,365992,409188,333118,10759,113615,577991,52820,717593,3164386,237815,35077,611600,312625,269611,348040,380255,339482,453876,263023,187974,657536,1323569,713300,859841,370149,413789,334889,10908,114752,580003,52982,722574,3186036,237815,35301,614120,313140,269611,349194,383862,341666,455057,264219,188241,662808,1335952,718955,864322,373090,418325,336405,11033,115307,581377,53061,728231,3212939,243632,35505,616310,313907,272220,351462,385942,343353,455851,265146,188850,666951,1347924,724154,868656,374853,421417,337269,11165,115839,582477,53143,734613,3234571,244899,35700,618037,315002,272303,354191,388562,344839,456558,266598,189151,671727,1358964,728645,872918,376424,423667,338675,11285,116978,584041,53322,740599,3253201,247339,35865,620275,316114,275468,356837,392416,346734,457385,268672,189847,676537,1369329,733543,878284,379110,427231,340684,11379,117775,585600,53524,745976,3272829,248765,36132,623094,317124,275585,359978,394909,348925,458701,270476,190585,681283,1383112,740303,883716,381430,431169,342445,11523,118562,587580,53705,750787,3292572,250023,36414,625730,317689,277623,362123,397276,350805,459815,272662,190709,687269,1396063,747322,888591,384217,435633,343962,11658,119467,589384,53851,756027,3310100,250023,36662,628069,319110,277623,365016,397276,352902,460887,274190,191569,692543,1408955,747948,892781,386590,439785,345430,11831,120340,590997,53985,758576,3324064,250023,36872,629793,319408,277633,366857,400626,354649,461875,275001,191763,696831,1420164,758158,895792,389472,443386,346624,11965,121001,592140,54091,762458,3341656,253954,37008,631502,320187,279587,368623,401591,355812,462596,275706,192112,700346,1429096,763358,899079,390868,445916,347210,12083,121425,592921,54223,766445,3354544,256522,37138,633043,321274,279734,370943,404194,356717,463200,276531,192553,703496,1437045,766378,902736,392164,447904,348409,12196,121935,594217,54447,769297,3367104,257004,37199,634470,322308,281866,372774,406235,357660,463834,277322,193128,705807,1444199,777071,906727,394283,450794,350000,12329,122470,595756,54631,773636,3381785,257941,37365,636830,323216,281951,375851,408995,359214,465244,278532,193612,709096,1451169,783575,910847,397065,453878,351273,12503,123044,597475,54880,777038,3395797,259372,37634,638314,323797,284554,378276,409861,360762,466292,279742,194089,713324,1459066,788516,914530,399727,459974,352489,12612,123641,598902,54880,780200,3407369,259372,37877,641133,324306,284554,380166,409861,362263,467285,280778,194422,717834,1470558,792618,918079,401780,462981,353700,12766,124190,600016,54880,780872,3417563,259372,38035,642865,324590,284560,381271,411812,363829,468186,281678,194707,722166,1480481,796986,920217,403954,466373,354608,12900,124708,600782,55374,783229,3431179,263739,38136,643898,325219,286026,382743,412989,364732,468750,282313,194957,724727,1489453,799879,922143,404994,468403,355122,13046,125106,601391,55500,788540,3441692,264608,38281,645034,326150,286066,384958,414354,365708,469322,282969,195327,728304,1497732,803935,925350,406064,470311,356040,13105,125522,602256,55701,790271,3450284,265496,38348,646476,327061,287914,387043,414687,366845,469973,283753,195828,732674,1504316,807554,928631,407724,473140,357339,13122,125951,603257,55850,792695,3460901,266499,38533,648183,327432,288003,388867,417415,368044,470871,284664,196172,736330,1514327,812155,931437,409401,476287,358581,13249,126420,604683,56008,794224,3470426,267337,38670,649610,328565,289210,390634,418585,369156,471919,285648,196616,740062,1523042,816212,934742,410818,480157,359641,13415,126887,605785,56008,796094,3479586,267337,38796,650842,329039,289210,391449,418585,370316,472859,286343,197449,743819,1531797,819751,937541,412276,483140,360642,13561,127282,606651,56008,797537,3485533,267337,38918,652060,329258,289225,392990,419891,371163,473635,287436,197658,745987,1540127,822542,939350,413542,487293,361353,13677,127588,607213,56008,798845,3490542,270242,39001,652836,329726,290510,393775,420394,371885,474237,287980,197761,747432,1546665,825692,941265,414272,489018,361815,13862,127889,607639,56504,799944,3499336,270822,39131,653713,330318,290556,394829,420394,372403,474689,288714,197904,751065,1553374,827985,943291,414780,490453,362406,13917,128117,608420,56559,801741,3505610,271356,39180,654636,330906,291868,395766,421018,373161,475447,289398,198215,755174,1559299,830932,945107,415858,492369,363306,13996,128405,609192,56768,803158,3513458,271903,39301,655396,331502,291962,396800,421846,374148,476360,289532,198481,758450,1568881,834923,947389,416476,495044,364457,14149,128760,610056,56979,805037,3521349,273101,39461,656433,331747,293869,398665,422287,375156,477355,289892,198949,761496,1577454,838126,949695,417345,497937,365314,14251,129055,610974,56979,807163,3527411,273101,39553,657848,332225,294010,400011,422287,375919,478225,290242,199162,764374,1585692,841315,952306,418318,501277,366091,14359,129364,611789,56979,808247,3532057,273101,39648,658730,332640,294010,400952,424176,376537,479104,290632,199362,766405,1591929,843395,953767,419354,504149,366792,14493,129616,612240,57316,809899,3537033,275334,39755,659547,333087,294873,401579,424644,377148,479659,290874,199619,769109,1598226,846084,955378,419853,505589,367130,14608,129854,612713,57371,811560,3543293,276691,39844,660229,333962,294885,402943,426048,377810,480159,291222,199837,772267,1605149,847652,958153,420212,506912,367846,14691,130139,613427,57550,812653,3549145,278184,39943,661241,334665,295991,404242,426925,378672,480913,291891,200260,775385,1611288,850960,959995,421010,509044,368658,14768,130382,614271,57735,813898,3554779,279159,40122,662332,335223,296047,405637,427689,379648,481899,292811,200663,778960,1620181,854394,962404,422156,511546,369490,14840,130813,615233,57846,815345,3561681,279946,40284,663282,335840,296798,406795,428592,380618,483046,293542,200866,782829,1628255,857203,964380,423023,513295,370140,14963,131234,616029,57846,816334,3566089,279946,40478,664149,336270,296798,407745,428592,381454,483858,294091,201105,786964,1636297,859527,966154,423802,515072,370826,15098,131580,616899,57846,817232,3569578,279946,40598,664880,336455,296798,408392,430100,382281,484662,294795,201298,789354,1644124,859527,967422,424508,516823,371291,15198,131855,617380,58229,818268,3573775,282626,40684,665422,336890,297436,408854,430504,382884,485298,294994,201556,792496,1650560,862880,968874,424888,517976,371548,15284,132048,617700,58383,819281,3578092,283128,40767,665962,337496,297460,409843,431271,383352,485723,295295,201894,795785,1656941,864656,970583,424999,518823,372035,15372,132184,618310,58574,820561,3582495,283622,40818,666731,338009,298178,410874,431771,384138,486502,295675,202182,799476,1663505,866725,972605,425746,519996,372764,15487,132416,619089,58722,821474,3587750,284500,41014,667668,338588,298218,411928,432527,384947,487442,296154,202521,802669,1670973,869364,974480,426641,521563,373319,15686,132677,619942,58870,823384,3592812,285330,41122,668520,339121,298897,412863,433045,385860,488238,296745,202871,806367,1679124,871407,976230,427558,523258,373924,15819,132964,620663,58870,825119,3597075,285330,41273,669754,339511,298900,413684,433045,386792,489184,297321,203084,810089,1687250,873169,977738,428536,524457,374494,15964,133290,621277,58870,826454,3599828,285330,41419,670500,339672,298900,414200,433785,387501,490079,297581,203304,812609,1694908,873169,978471,428997,525865,374906,16083,133445,621654,59210,827237,3604005,287396,41579,670975,340128,299503,414550,434289,388217,490551,297651,203546,814916,1700348,875966,979726,429162,526716,375165,16199,133627,621842,59299,827800,3608146,288145,41910,671570,340891,299523,415393,434926,388848,492176,298008,203806,819042,1707181,877212,981619,429432,527348,375725,16286,133856,622444,59451,828630,3611614,288657,42006,672439,341378,300261,416402,435514,389748,493081,298445,204144,822817,1713287,879027,983487,430250,528473,376384,16371,134158,623150,59689,830465,3615174,289392,42128,673349,341837,300302,417631,435935,390672,494174,299124,204417,826631,1720456,881110,984934,430944,529392,377031,16500,134496,623801,59796,831832,3617479,290577,42282,674293,342343,300698,418540,436482,391662,495276,299887,204722,830847,1728900,883075,986740,431366,530880,377550,16623,134842,624508,59796,832094,3621217,290577,42432,675127,342705,300702,419195,436482,392763,496463,300577,204886,834714,1734933,883888,988298,431991,532549,378041,16698,135149,625045,59796,832743,3623465,290577,42511,675822,342886,300702,419578,437393,393623,497460,300780,205049,838024,1741620,883888,989191,432483,533421,378437,16890,135468,625556,60174,833391,3626427,293102,42623,676235,343303,301134,420010,437565,394240,498286,300881,205440,840846,1748739,887002,990340,432793,534188,378658,16992,135678,625888,60277,833883,3628489,293955,42730,676799,343851,301170,420889,438557,394900,498994,301250,205646,844563,1755450,888797,992223,433025,534869,379139,17047,136019,626537,60451,834329,3631857,294328,42811,677705,344268,301763,421780,439002,395817,500030,301602,205896,848875,1762032,890484,993681,433516,536100,379838,17106,136334,627266,60606,834607,3635429,295484,42892,678669,344860,301786,422546,439543,396930,501526,301924,206196,853347,1767547,892813,995785,434075,537498,380398,17247,136716,627949,60683,835056,3638641,296691,43034,679529,345304,302223,423499,439737,398083,502961,302316,206470,857739,1772624,894586,997336,434491,538801,380844,17393,137092,628634,60683,835765,3640830,296691,43175,680420,345644,302223,423989,439737,399201,504341,302677,206685,862648,1779291,896395,998819,434491,540390,381311,17555,137478,629167,60683,836253,3642778,296691,43229,681188,345785,302223,424272,439737,400208,505292,302837,206792,865886,1783026,896395,999751,434491,541582,381687,17740,137826,629606,61034,836737,3645684,299667,43383,681699,346218,302602,424716,441066,400890,506444,302932,207124,869037,1787934,899303,1001195,435450,542203,381846,17839,138102,629994,61212,837244,3648181,300565,43488,682360,346985,302665,425592,441771,401612,507299,303238,207401,873840,1794735,900546,1002822,435634,542912,382229,17933,138429,630040,61411,837849,3650958,302022,43595,683330,347590,303234,426210,442221,402785,508609,303625,207634,877936,1814919,902610,1004670,436135,543925,382791,18028,138818,631508,61558,837987,3653449,303510,43669,684281,348492,303267,427004,442620,404167,510476,303942,207938,881880,1823602,904665,1006171,436504,545254,383260,18215,139251,632331,61744,838558,3656822,305210,43825,685382,349055,303710,427650,443069,405528,512175,304210,208213,887479,1831605,906770,1008913,436971,546670,383771,18498,139750,633154,61744,839334,3658932,305210,44051,686360,349554,303710,428107,443069,406894,513911,304420,208707,892145,1840338,906770,1010603,436971,548114,384231,18623,140316,633846,61744,839888,3661102,305210,44175,687304,349714,303710,428419,443069,408229,515136,304616,208867,896650,1849190,906770,1011622,436971,549199,384621,18820,140613,634317,61744,840501,3664161,308439,44248,688017,350219,304143,428835,443905,409260,516686,304695,208853,900271,1858162,912026,1013119,437853,550068,384815,19002,140991,634662,62395,841078,3666541,310056,44413,688740,350756,304179,429501,444414,410163,517959,304858,209163,905144,1863912,913515,1015577,437974,550669,385186,19109,141322,635523,62559,841811,3669048,310888,44513,689785,351402,304657,430116,444933,411529,519607,305146,209602,908812,1871595,915456,1017566,438364,551630,385700,19275,141738,636250,62785,842200,3671690,312468,44656,691001,352137,304685,431160,445469,413113,521745,305417,210155,914420,1880768,917474,1020041,438777,552681,386188,19523,142233,637117,62987,843132,3675457,313956,44807,692207,352714,305137,431785,445469,414570,524281,305701,211136,918949,1888823,917474,1021718,439149,554031,386610,19755,142653,637988,62987,843838,3678343,313956,44932,693258,353207,305137,432287,445469,415845,526345,305991,211570,923394,1896534,917474,1024011,439149,555274,387057,19905,143106,638777,62987,844302,3679968,313956,45037,694204,353362,305137,432344,445469,417514,526345,306088,211812,927195,1904141,917565,1024011,439149,555274,387401,20149,143456,639414,63486,844921,3683077,316655,45112,694918,353829,305489,432851,446737,418374,527728,306158,211958,930026,1910858,923688,1026929,440022,556469,387574,20267,143733,639765,63566,845488,3685338,317729,45234,695532,354557,305508,433269,446955,419241,530740,306341,212257,933738,1916964,924682,1028800,440142,557803,387874,20373,144010,640913,63785,846241,3687758,318767,45328,696749,354828,306077,434238,447655,420712,532736,306611,212785,937979,1923414,926071,1030864,441906,558631,388486,20442,144374,641851,64013,846917,3690309,319779,45498,698132,355454,306099,434897,448104,422009,535260,306851,213188,942311,1932145,928095,1033606,442389,559597,388970,20669,144820,642966,64259,848217,3693923,321586,45634,699472,356073,306518,435601,448838,423849,537906,307094,213574,946504,1940703,930371,1035552,442805,560762,389414,20815,145299,644160,64259,849022,3696900,321586,45762,700830,356509,306518,435930,448838,425433,540355,307332,214010,950103,1948232,930371,1037600,442805,561773,389821,20965,145754,645081,64259,849561,3700795,321586,45830,701988,357019,306518,436395,448838,426916,542131,307449,214207,953490,1954809,930470,1039455,442805,562691,390165,21202,146169,645693,64655,850246,3704295,324571,45903,703118,357197,306998,436825,449827,427901,544124,307519,214351,955966,1960567,936163,1041389,443773,563427,390350,21291,146462,646176,64809,850860,3706904,325689,46016,704072,357739,306998,437685,450279,428985,545482,307836,214682,959920,1965610,937761,1043729,443882,564128,390708,21388,146790,647301,65008,851276,3709392,327298,46209,705268,358395,307622,438463,450673,430537,547179,308111,215074,963483,1971610,940109,1045945,444288,564931,391238,21488,147203,648304,65201,851737,3711717,328000,46315,706642,358873,307634,439200,451476,431981,549908,308521,215383,967401,1978594,942441,1048109,444590,566018,391694,21664,147596,649388,65390,852584,3714542,329062,46449,707932,359260,308124,439898,451955,433545,552195,308737,215792,971782,1984884,944749,1050112,444863,567277,392157,21803,148071,650291,65390,853050,3716759,329062,46579,710409,359765,308119,440422,451955,435045,554614,309029,216297,975704,1991271,944749,1052099,444863,568258,392570,21869,148517,651136,65390,853761,3718367,329062,46662,711366,360013,308119,440669,451955,436214,556459,309186,216473,978853,1996876,944749,1053175,444863,569279,392818,22016,148887,651739,65835,854453,3720922,331401,46740,712076,360339,308518,441014,453351,436846,557743,309223,216613,981036,2002053,950370,1054807,445650,570032,393018,22112,149147,652158,65944,855155,3723405,332139,46869,712755,360782,308488,441580,453711,437770,558928,309585,217108,983875,2006712,951660,1056606,445725,570606,393337,22112,149462,653091,66142,855804,3725355,332995,46941,713907,361420,309061,442294,454377,438975,560528,309818,217596,987350,2010967,953452,1058395,445963,571369,393926,22238,149888,653853,66370,856451,3727911,333732,47040,715087,361891,309069,442918,455000,440178,562498,310137,217905,990580,2016244,955791,1060119,446246,572248,394398,22325,150288,654681,66518,857347,3730175,334766,47141,716160,362334,309544,443504,455541,441341,564662,310349,218197,993414,2021094,957785,1061907,446550,573225,394742,22416,150693,655560,66518,858076,3730549,334766,47219,717263,362732,309544,443955,455541,442537,566765,310349,218580,996197,2025257,957970,1063433,446550,574226,395214,22479,151068,656203,66518,858737,3731900,334766,47323,718090,362923,309544,444211,455541,443443,568321,310349,218732,997891,2029307,957970,1064306,446550,574985,395495,22576,151382,656668,66967,859487,3734630,336933,47378,718771,363158,310013,444547,456432,444001,569518,310987,218832,988886,2032325,962978,1065702,447278,575515,395741,22617,151671,657144,67104,860169,3736753,337340,47471,719613,363530,310014,445266,456884,444678,570596,311159,219090,991010,2035668,964612,1067262,447393,575956,396068,22675,151848,658084,67290,860772,3738507,337961,47533,720874,364033,310641,445990,457326,445681,572103,311493,219341,993121,2038668,966397,1068985,447642,576639,396586,22723,152301,658908,67458,861653,3739891,338447,47614,722258,364476,310650,446773,457896,446647,574031,311654,219559,995365,2042530,968342,1070771,447931,577550,397049,22824,152733,659812,67598,862497,3742224,339233,47697,723741,364841,311213,447473,458581,447590,575905,311900,219826,997222,2046322,970599,1072312,448305,578659,397388,22952,153128,660662,67598,863571,3743780,339233,47800,724895,365228,311213,448026,458581,448529,577617,311900,220032,998811,2050174,970673,1074019,448305,579556,397798,23032,153498,661414,67598,863927,3745139,339233,47855,725964,365519,311218,448339,458581,449180,579328,311900,220127,1000009,2053027,970673,1075004,448305,580273,398077,23126,153918,661890,67872,864579,3747389,340545,47903,726760,365750,311715,448728,459340,449701,580433,312400,220225,1000992,2055467,974852,1075999,448872,580794,398305,23158,154207,662281,67964,865280,3749576,340962,47986,727536,366126,311718,449464,460337,450201,581428,312608,220481,1001996,2057701,976059,1077284,449014,581221,398564,23191,154551,663105,68112,866022,3751248,341571,48041,728677,366566,312200,450190,460803,450880,582669,312712,220720,1004525,2060075,977466,1078734,449266,581835,399044,23247,154956,663880,68208,866623,3753796,342282,48080,729923,366946,312206,450840,461210,451458,584320,312926,220933,1005938,2062707,979336,1080121,449414,582506,399439,23296,155341,664673,68324,867443,3755950,342718,48136,731086,367292,312637,451453,461773,452226,585770,313166,221153,1006905,2065172,981197,1081518,449648,583373,399825,23393,155680,665422,68324,868382,3757249,342718,48164,732135,367563,312637,451864,461773,452882,587052,313166,221347,1007555,2068200,981358,1082815,449648,583996,400185,23445,156001,666042,68324,868830,3758303,342718,48180,733040,367715,312637,452059,461773,453316,587855,313166,221434,1007894,2070603,981358,1083609,449648,584517,400417,23486,156406,666381,68559,869472,3760386,343545,48195,733631,367909,312985,452284,462868,453592,589045,313675,221500,1008046,2072264,984647,1084322,450315,584932,400624,23541,156617,666613,68617,870155,3761977,343954,48282,734296,368190,312986,452902,463517,453992,589620,313942,221911,1008607,2073713,985664,1085733,450400,585219,400850,23606,156875,667187,68705,870624,3763580,344141,48336,735139,368567,313384,453525,463997,454463,590529,314147,222088,1009093,2075757,987144,1087182,450543,585601,401318,23651,157215,667850,68785,871168,3765346,344612,48404,736022,368823,313425,454028,464412,454937,591538,314509,222247,1009521,2077961,988497,1088343,450696,585957,401736,23724,157626,668421,68897,872022,3766941,344977,48424,736920,369055,313776,454523,464833,455449,592843,314710,222335,1009844,2080000,989865,1089357,450847,586585,402072,23792,157923,669018,68897,872496,3768252,344977,48530,738064,369230,313776,454940,464833,455827,593715,314710,222335,1010490,2081761,990114,1090276,450847,588110,402392,23847,158230,669636,68897,872978,3769052,344977,48545,738790,369368,313776,455177,464833,456196,594520,314710,222335,1010759,2083649,990114,1090894,450847,588593,402634,23883,158468,669636,69032,873446,3770344,345639,48590,739327,369489,314136,455442,465946,456408,595109,315026,222512,1011107,2085028,992520,1091623,451278,588939,402798,23912,158643,670017,69088,874065,3771421,345720,48616,739811,369690,314146,455997,466440,456619,595625,315634,222612,1011752,2086577,993211,1092616,451349,589098,403058,23945,158888,670575,69186,874605,3773011,345948,48634,740613,369987,314639,456510,467055,456956,596279,315891,222676,1012196,2087900,994187,1093534,451473,589488,403488,23988,159149,671089,69263,875195,3774570,346154,48662,741506,370195,314668,457013,467475,457275,597145,316167,222780,1012757,2089547,995303,1094742,451645,589846,403754,24026,159450,671658,69329,875766,3775904,346325,48689,742295,370363,315045,457466,467815,457718,597824,316272,222884,1013409,2091142,996385,1095746,451830,590314,404054,24065,159735,672122,69329,876411,3776679,346325,48727,742961,370517,315046,457756,467815,458239,598420,316272,222884,1013787,2092455,996511,1096617,451830,590645,404316,24084,159735,672476,69329,876732,3777406,346325,48748,743524,370625,315046,457993,467815,458483,598859,316272,222884,1014088,2093529,996511,1097300,451830,590981,404547,24106,159735,672632,69424,877182,3778839,346711,48762,743899,370721,315298,458226,468402,458711,599327,316754,223054,1014190,2094493,998658,1097867,452288,591365,404695,24127,160354,672801,69476,877682,3780128,346892,48803,744389,370875,315298,458683,469445,458871,599570,316911,223112,1014579,2095438,999342,1098594,452377,591525,404880,24136,160587,673236,69542,878338,3781388,346980,48822,745032,371036,315642,459068,469864,459069,600002,317065,223206,1014974,2096320,1000144,1099580,452496,591862,405148,24162,160777,673601,69583,879102,3786674,347137,48844,745688,371138,315649,459425,470331,459308,600501,317276,223264,1015368,2097465,1001048,1100312,452633,592243,405457,24182,161046,673951,69627,879909,3788120,347341,48898,746246,371256,315860,459728,470685,459555,600860,317407,223638,1015634,2098395,1001817,1100972,452777,592651,405729,24190,161287,674216,69627,880466,3788894,347341,48898,746674,371331,315860,460029,470685,459740,601198,317407,223667,1015889,2099261,1001825,1101557,452777,592912,405921,24200,161287,674216,69627,881089,3789496,347341,48898,747032,371384,315860,460060,470685,459989,601477,317407,223666,1016135,2100109,1001893,1101934,452777,593092,406097,24209,161287,674216,69627,881450,3789883,347341,48898,747032,371424,315860,460060,470685,460106,601477,317713,223676,1016332,2100633,1001893,1101934,453172,593262,406240,24220,161287,674630,69737,881454,3791188,347563,49000,747549,371473,315863,460454,471663,460207,601610,317755,223796,1016490,2101111,1003793,1102556,453243,593262,406352,24224,161858,674693,69773,882369,3792111,347678,49011,747810,371635,316291,460741,472304,460272,601738,317856,223824,1016763,2101514,1004203,1102890,453285,593526,406552,24232,161967,674952,69826,882691,3793194,347748,49041,749027,371761,316287,461055,472617,460406,601974,318048,223871,1017044,2102003,1004699,1103380,453400,593628,406895,24240,162111,675152,69886,883037,3794373,347891,49068,749471,371863,316626,461450,472981,460552,602227,318189,223906,1017337,2102760,1005366,1104001,453552,593727,407183,24252,162232,675363,69886,883314,3795202,347891,49068,749890,371956,316626,461712,472981,460684,602521,318189,223906,1017695,2103612,1005366,1104380,453552,593948,407489,24252,162232,675363,69886,883821,3795959,347891,49068,749890,372029,316626,461712,472981,460789,602779,318189,223912,1017904,2104103,1005427,1104648,453552,594130,407712,24252,162232,675363,69937,884195,3797141,348088,49110,750418,372064,316840,461810,473777,460873,602973,318521,224000,1018112,2104622,1006658,1104903,453890,594225,407886,24282,162540,675661,69937,884609,3798225,348154,49119,750782,372153,316865,462341,473879,460952,603098,318578,224043,1018307,2105081,1007015,1105329,453970,594345,408138,24295,162636,675863,70004,885042,3799174,348262,49127,751136,372248,317153,462648,474653,461079,603237,318685,224068,1018491,2105507,1007567,1105720,454094,594574,408499,24300,162726,675993,70004,885412,3800222,348319,49151,751596,372333,317165,462901,475126,461201,603398,318879,224092,1018833,2106056,1008036,1106064,454216,594659,408812,24314,162845,676178,70065,885834,3801205,348350,49158,751991,372442,317387,463090,475354,461315,603559,319115,224144,1019107,2106742,1008457,1106411,454394,594805,409078,24320,162939,676288,70065,886404,3801812,348350,49158,752437,372525,317387,463294,475354,461402,603707,319115,224144,1019356,2107172,1008494,1106796,454394,594805,409435,24320,162939,676288,70065,886752,3802390,348350,49158,752437,372577,317387,463377,475354,461485,603853,319115,224144,1019563,2107535,1008494,1107047,454394,594877,409629,24320,162939,676288,70132,887146,3803495,348465,49179,752871,372649,317613,463531,475908,461545,603969,319381,224216,1019794,2107912,1009630,1107225,454884,595201,409798,24331,163144,676489,70132,887569,3804529,348521,49213,753174,372752,317644,463747,476467,461609,604059,319428,224237,1020043,2108249,1009956,1107521,454929,595285,410035,24339,163221,676619,70183,888005,3805390,348560,49223,753511,372837,317938,463895,476792,461687,604145,319511,224267,1020326,2108535,1010306,1107902,455145,595310,410447,24348,163311,676655,70183,888337,3806400,348595,49232,753773,372909,317950,464100,477127,461766,604277,319704,224313,1020564,2108978,1010698,1108146,455354,595361,410816,24357,163382,676763,70285,888701,3807542,348665,49243,754043,372987,318104,464264,477453,461852,604384,319948,224336,1020830,2109393,1010890,1108528,455535,595448,411141,24360,163382,676885,70285,889342,3808088,348665,49243,754583,373049,318104,464276,477453,461914,604499,319948,224343,1021038,2109782,1010919,1108736,455535,595448,411431,24360,163382,676885,70285,889727,3808733,348665,49243,754583,373101,318104,464291,477453,461956,604602,319948,224343,1021182,2110069,1010919,1108902,455535,595448,411680,24360,163382,676885,70372,890111,3810024,348757,49248,754867,373140,318248,464584,478139,461996,604701,320107,224427,1021323,2110346,1011643,1109025,455986,595750,411840,24368,163382,677030,70372,890533,3811099,348802,49275,755172,373223,318264,464743,478464,462045,604780,320174,224443,1021554,2110612,1011980,1109374,456148,595813,412089,24371,163627,677143,70443,891023,3811979,348840,49284,755454,373314,318583,464874,478946,462104,604851,320292,224492,1021822,2110862,1012441,1109697,456413,595901,412616,24379,163689,677256,70443,891649,3812993,348993,49297,755741,373372,318591,465024,479311,462170,604972,320594,224525,1022094,2111245,1012883,1110000,456686,596032,413078,24385,163744,677398,70485,892236,3814393,349120,49305,756046,373450,318833,465205,479521,462234,605064,320837,224552,1022443,2111588,1013279,1110292,456910,596144,413387,24392,163804,677464,70485,892711,3815178,349120,49305,756046,373529,318833,465205,479521,462295,605133,320837,224570,1022680,2111933,1013282,1110546,456910,596144,413739,24392,163804,677464,70485,893147,3816045,349120,49305,756046,373583,318833,465205,479521,462361,605230,320837,224570,1022830,2112307,1013290,1110700,456910,596144,414021,24392,163804,677464,70581,893560,3817655,349261,49315,756608,373641,319151,465460,480463,462398,605311,321138,224650,1022977,2112628,1014140,1110847,457490,596616,414275,24402,163967,677608,70581,894106,3818311,349301,49347,756877,373735,319160,465686,480876,462434,605390,321408,224725,1023200,2112872,1014376,1111124,457575,596712,414636,24406,163992,677743,70669,894875,3816704,349352,49335,757279,373861,319584,465942,481467,462496,605458,321764,224753,1023395,2113147,1014682,1111324,457851,596840,415210,24410,164041,677833,70669,895347,3866606,349387,49362,757671,373960,319626,466106,482035,462571,605541,321944,224802,1023613,2113544,1014967,1111903,458150,597021,415750,24412,164097,677952,70774,895873,3868398,349476,49378,758078,374054,319991,466278,482560,462656,605642,322186,224848,1023923,2114018,1015363,1112088,458483,597261,416181,24419,164149,678067,70774,896518,3868398,349476,49378,758078,374120,319991,466278,482560,462752,605753,322186,224848,1024113,2114297,1015417,1112289,458483,597261,416181,24419,164149,678067,70774,896960,3868398,349476,49378,758078,374180,319991,466278,482560,462813,605753,322186,224854,1024225,2114609,1015417,1112289,458483,597261,416181,24419,164149,678067,70774,897010,3868398,349476,49378,758078,374207,319991,466278,482560,462851,605753,322186,224854,1024311,2114985,1015417,1112499,458483,597961,416181,24419,164149,678215,70774,897910,3874128,349651,49417,759056,374285,320070,466718,484577,462898,605896,322835,224973,1024465,2115292,1016742,1112689,459524,598093,417330,24433,164279,678260,70986,898283,3875460,349743,49423,759428,374381,321000,467047,485803,462953,606127,323214,225043,1024748,2115633,1017312,1113006,459675,598229,417724,24440,164346,678436,70986,898908,3903528,349798,49434,759985,374381,321011,467339,486589,463052,606251,323641,225108,1025079,2116270,1017954,1113383,460131,598511,418392,24445,164399,678671,71118,899829,3905886,349969,49455,760422,374381,321812,467690,487558,463197,606390,324057,225181,1025477,2117024,1018499,1113737,460682,598918,419047,24457,164465,678815,71118,900636,3906315,349969,49455,760422,374671,321812,467690,487558,463324,606390,324057,225191,1025788,2117754,1018556,1114036,460682,598918,419047,24457,164465,678815,71118,901439,3907428,349969,49455,760422,374671,321812,467690,487558,463403,606390,324057,225200,1026071,2118565,1018556,1114267,460682,598918,419047,24457,164465,678815,71291,901561,3914148,350039,49526,761263,374671,322458,468427,489951,463482,606577,324853,225371,1026286,2119207,1020283,1114491,461893,600027,420285,24489,164625,679156,71291,901906,3918797,350245,49536,761838,374948,322505,468857,490904,463600,606963,325072,225473,1026649,2119875,1020940,1114835,462070,600283,420756,24497,164685,679392,71539,903851,3921906,350386,49574,762419,375278,322725,469487,492840,463704,607162,325713,225600,1027014,2120600,1021908,1115242,463152,600607,421393,24516,164763,679601,71539,904865,3925591,350536,49615,762976,375321,322773,470012,494340,463882,607371,326270,225711,1027460,2121529,1022938,1115789,463857,601232,422046,24529,164843,679816,71826,906116,3930518,350675,49652,763522,375321,324738,470538,495945,464065,607617,326804,225861,1027954,2122158,1023968,1116322,464607,601803,422714,24550,164933,680034,71826,907268,3932295,350675,49652,763522,375726,324738,470538,495945,464248,607617,326804,225861,1028503,2123579,1024084,1116808,464607,601803,422690,24550,164933,680034,71826,908248,3933928,350675,49652,763522,375726,324738,470538,495945,464414,607617,326804,225861,1028931,2124722,1024084,1117109,464607,601803,422690,24550,164933,680034,72281,909282,3945211,351084,49793,764833,375726,325544,471546,499932,464553,607877,329130,226167,1029243,2125663,1026982,1117769,466733,603641,424242,24579,165177,680456,72281,910436,3951134,351302,49827,765490,376198,325592,472535,501494,464710,608498,329703,226307,1029901,2126775,1027790,1118513,467198,603973,424801,24590,165259,680955,72754,911479,3957625,351530,49858,766200,376673,327081,473454,506882,464954,608771,330664,226442,1030600,2127867,1029263,1119298,468401,604650,425674,24609,165398,681368,72754,912653,3966545,351825,49930,767052,376726,327157,474359,509716,465257,609109,331863,226606,1031346,2129478,1031031,1120120,469982,605590,426489,24647,165524,681774,73193,914132,3975402,352037,49973,767812,376726,328593,475351,512843,465545,609480,333180,226839,1032255,2131176,1032686,1120922,471176,606833,426489,24676,165702,682276,73193,915660,3977990,352037,49973,767812,377300,328603,475351,512843,465862,609480,333180,226839,1033116,2133044,1032686,1121609,471176,606833,426489,24676,165702,682276,73193,917168,3980074,352037,49973,767812,377300,328603,475351,512843,466168,609480,333180,226839,1033712,2135076,1032686,1122104,471176,606833,426489,24676,165702,682276,73757,918609,3996383,352626,50160,769712,377300,329941,477571,520435,466424,609903,336788,227228,1034233,2136602,1038172,1122647,474845,610477,428758,24748,166108,683235,73757,920084,4004981,353114,50160,770770,377886,330018,478795,527253,466733,610932,338079,227561,1035027,2138250,1040149,1123964,475578,611594,429372,24760,166297,684331,74283,921445,4012673,353505,50268,771986,378831,332261,480455,531952,467149,611551,339954,227848,1035975,2140050,1042714,1125420,477052,613033,430215,24804,166493,685214,74283,923204,4022880,353844,50329,773236,378916,332294,481991,536366,467654,612094,341862,228086,1037052,2142694,1046041,1126625,478858,614912,431328,24830,166748,686225,74853,925169,4034150,354335,50398,774662,378916,334119,483606,541679,468180,612794,343505,228450,1038171,2145309,1049229,1127808,480635,617148,432539,24889,167016,687382,74853,927235,4037490,354335,50398,774662,379797,334159,483719,541679,468767,612794,343505,228450,1039353,2148445,1049288,1129277,480635,617148,432539,24889,167016,687382,74853,929541,4040811,354335,50398,774662,379797,334159,483719,541679,469314,612794,343505,228450,1040281,2151035,1049288,1130134,480635,617148,432539,24889,167016,687382,75599,931387,4066259,355580,50716,777459,379797,335840,487221,552787,469762,613418,348496,228995,1041159,2153243,1057204,1131029,486232,623947,434783,25038,167681,689457,75892,933361,4073891,356164,50800,779048,381110,335924,488907,557540,470130,615083,350070,229443,1042472,2156305,1060143,1132798,487178,626038,435511,25077,167948,691068,76230,935647,4084002,356701,50858,780778,382401,338568,491425,562319,470825,616016,352891,229824,1043702,2159139,1063505,1134965,489338,628202,436562,25129,168330,692401,76607,937936,4096518,357345,50975,782677,382401,338666,493755,567787,471554,616877,356055,230236,1045168,2162581,1067787,1136934,491680,631037,437658,25219,168733,694145,76939,940762,4111393,358076,51103,784685,382401,340741,496215,573903,472444,617881,358149,230630,1046514,2166341,1072342,1138600,493983,634310,438551,25320,169162,695436,76939,943415,4115522,358076,51103,784685,383997,340741,496329,573903,473336,617881,358149,230630,1048053,2170878,1072440,1140917,493983,634310,438551,25320,169162,695436,76939,946054,4134375,358076,51103,784685,383997,340741,496451,573903,474189,617881,358149,230630,1049222,2174515,1072440,1142330,493983,634310,438551,25320,169162,695436,77786,948245,4147364,359363,51589,789626,383997,343462,501509,590446,474775,618999,365061,231372,1050083,2176196,1087149,1143599,500311,643621,440570,25571,170199,697954,78040,950827,4157038,359638,51726,791823,385556,343491,503875,596534,475405,620684,368549,231916,1051712,2177918,1091376,1145925,501353,645859,441204,25663,170656,699764,78415,952797,4168517,360552,51853,794289,387273,346181,506902,601941,476291,622309,371712,232399,1053398,2185142,1096351,1149318,503552,648508,442319,25757,171202,701288,78817,955767,4179874,361294,52005,797441,387273,346220,509516,607228,477338,623620,376124,232903,1055252,2190012,1102081,1152590,506020,651787,443562,25883,171707,702949,79151,958992,4194890,361836,52201,800096,387273,349073,513402,614776,478288,624944,381147,233403,1057096,2194646,1108774,1155322,508834,656313,444463,26040,171997,705031,79151,962410,4208226,361836,52201,800096,389223,349073,513566,614776,479304,624944,381147,233403,1059660,2199321,1108774,1157782,508834,656313,444459,26040,171997,705031,79151,965462,4219616,361836,52201,800096,389223,349073,513698,614776,480173,624944,381147,233403,1060934,2203359,1108774,1159759,508834,656313,444459,26040,171997,705031,80207,967862,4232845,363417,52777,806763,389223,351444,520349,628146,480939,626403,388986,234420,1062238,2207567,1122629,1161573,515801,667352,446882,26040,173479,707479,80656,970523,4243746,364298,52843,809458,390978,351554,523490,631837,481790,629447,392309,235075,1064059,2211095,1127239,1164808,516663,669638,447845,26397,174818,709504,81317,972925,4259451,364891,52843,812902,392970,354518,527184,638443,482802,630605,396394,235686,1065736,2215603,1132735,1168111,519023,673172,449334,26494,175638,711171,82000,976471,4277523,365425,53162,816404,392970,354681,531954,643993,483862,631951,401201,236346,1067758,2220673,1139637,1171557,521525,676431,450616,26663,176608,712967,82469,979580,4303611,365856,53342,820507,392970,357195,536091,649915,485068,633649,406249,236755,1070698,2224579,1146288,1175340,524376,681659,451732,26778,177533,714792,82469,982775,4316350,365856,53342,820507,395167,357214,536120,649915,486200,633649,406249,236755,1072856,2230754,1146395,1178792,524376,681659,451732,26778,177533,714792,82469,986082,4328308,365856,53342,820507,395167,357266,536517,649915,487190,633649,406249,236755,1074306,2235347,1146395,1180986,524376,681659,451732,27050,177533,714792,83581,988714,4341369,367410,53898,828906,395167,359987,544574,660804,488115,635315,413498,238305,1075930,2239183,1162214,1183761,530594,695489,454450,27132,180019,718074,84174,991309,4352491,368481,54031,832366,397522,360088,549300,664618,488962,639152,416789,239102,1077787,2242677,1168443,1187878,532388,699197,455591,27237,180804,720674,84794,991309,4365584,369132,54156,837326,400082,363530,554381,671237,490152,640552,420174,240028,1079900,2246408,1173815,1192478,534922,702894,457176,27355,181906,722604,85521,998164,4381691,369920,54366,842230,400082,363685,559591,676368,491396,642381,423599,240804,1081954,2251779,1183072,1197873,539074,707435,458667,27504,183354,724931,86055,1001871,4396238,370708,54556,847057,400082,366848,564438,679796,492770,644283,427640,241671,1084546,2258143,1191456,1202728,542412,714265,459953,27648,184682,727515,86055,1005764,4410353,370708,54556,847057,402725,366848,564815,679796,494138,644283,427640,241671,1086480,2263726,1191456,1207932,542412,714265,459953,27835,184682,727515,86055,1007854,4422246,370708,54556,847057,402725,366926,565401,679796,495205,644283,427640,241671,1088330,2266362,1191456,1211895,542412,714265,459953,27972,187519,727515,87203,1011101,4437703,372069,55253,858395,402725,370060,575024,679796,496147,646187,435611,243118,1089838,2272334,1209923,1214986,550239,730685,463284,28044,188660,731529,87842,1011923,4449186,373072,55431,861937,404747,370128,579693,679796,497225,650057,436722,244254,1091966,2276228,1215455,1220900,551958,735287,464502,28200,189690,734157,88633,1016663,4471918,373784,55570,866672,408390,374314,584624,692176,498599,651481,439661,245111,1094249,2280354,1222452,1228002,554496,740634,466188,28399,191156,736432,89345,1020133,4486276,374470,55718,871823,408390,374426,589756,694275,499871,653381,443511,246218,1096791,2285643,1229920,1235089,557770,746157,467876,28542,192788,739150,89927,1023935,4498298,375135,55918,876850,408390,378244,595200,696900,501259,655511,446863,247320,1098526,2291562,1238947,1241268,560850,752378,469510,28703,194507,741412,89927,1027359,4508025,375135,55918,876850,411577,378244,595779,696900,502453,655511,446863,247320,1100774,2294936,1239293,1247637,560850,752378,469510,28884,196484,741412,89927,1030430,4518576,375135,55918,876850,411577,378244,595992,696900,503258,655511,446863,247320,1102488,2301437,1239293,1253198,560850,752378,469510,28994,197984,741412,89927,1032808,4525630,375135,55918,876850,411577,378244,596598,696900,504285,655511,452644,248980,1104439,2305126,1239293,1257142,560850,769402,469510,29125,199300,745837,92054,1034790,4536771,376747,56569,889827,414784,378482,608088,702432,505080,657585,453348,249108,1104793,2308382,1264147,1262018,570923,773185,474169,29325,200308,746781,92891,1037012,4545832,377682,56694,892733,417152,383933,613121,705498,505781,663341,455282,250264,1108291,2310837,1269208,1268841,572223,776342,475709,29436,201660,749241,93729,1039492,4556885,378308,56859,897885,417152,384034,618452,710401,506688,664552,458420,251219,1110501,2317291,1275992,1276738,574685,779898,477875,29588,203404,751408,94422,1042480,4566746,378933,56966,903219,417152,388198,623804,712574,508241,666589,460312,252159,1113165,2323174,1281446,1285757,577312,784052,480064,29735,205783,754164,94422,1045835,4575900,378933,56966,903219,421168,388198,624189,712574,509617,666589,460312,252159,1115659,2329234,1281446,1294162,577312,784052,480064,29934,208045,754164,94422,1048600,4583292,378933,56966,903219,421168,388198,624189,712574,510768,666589,460312,252159,1117506,2332969,1281446,1298625,577312,784052,480064,30114,210289,754164,95878,1050878,4599348,380281,57771,913389,421168,390982,633518,716706,511871,669269,464075,253788,1119051,2338377,1305188,1304193,584692,802328,484278,30264,211706,758055,96567,1053487,4608094,381331,58146,916901,425194,391113,638168,719424,512966,673867,466145,254850,1121089,2342490,1310185,1311518,585721,806597,485554,30376,213179,760485,97656,1055919,4616854,381732,58440,921606,429078,394776,643686,721795,514156,676598,468498,255907,1123364,2347298,1317316,1319265,587687,809779,487439,30584,214984,764556,98708,1058774,4629146,382798,58649,925698,429078,394848,648617,723458,515486,679071,471092,256906,1126322,2354028,1323497,1327614,589950,814254,489324,30922,217119,768535,99590,1061604,4639199,384342,58851,929986,429078,398054,653942,725637,517011,681706,473413,257787,1128696,2360066,1332544,1336061,592074,819204,491073,31156,219439,772089,99590,1064346,4647462,384342,58851,929986,434239,398054,654377,725637,518289,681706,473413,257787,1131319,2363352,1332544,1342777,592074,819204,491073,31361,221513,772089,99590,1066803,4654530,384342,58851,929986,434239,398054,654725,725637,519325,681706,473413,257787,1133228,2371076,1332544,1347205,592074,819204,491073,31634,223117,772089,101698,1068823,4663226,385788,59563,937970,434239,400445,662963,728831,520464,684163,476100,259205,1134851,2374833,1348543,1352104,598072,830260,494466,31764,224435,779921,102551,1070757,4669895,386182,59712,940608,437872,400540,666269,730099,521438,690484,477769,260199,1137016,2380164,1353006,1358918,598556,832466,495796,31911,225772,784048,103795,1072863,4677452,386672,59849,944512,441183,402978,670790,732005,522583,692122,479326,261080,1139367,2384698,1359303,1365800,600800,834880,497521,32079,227506,787194,105110,1075876,4687178,387263,60018,948099,441183,403026,675004,733522,523988,694413,481397,261763,1141619,2389735,1365428,1373275,603161,838079,499120,32368,228983,790787,106888,1078874,4694673,387733,60205,951308,441183,405495,678902,734524,525351,697275,482902,262475,1143855,2395880,1371147,1380370,604391,841600,500792,32610,231668,793981,106888,1081790,4696228,387733,60205,951308,445668,405513,679210,734524,526919,697275,482902,262475,1146089,2399678,1371147,1385749,604391,841600,500792,32790,233426,793981,106888,1084369,4697407,387733,60205,951308,445668,405513,679411,734524,528033,697275,482902,262475,1147199,2406466,1371147,1390015,604391,841600,500792,33031,234802,793981,110887,1086328,4717357,389177,60772,957632,445668,407436,685740,737582,528993,700059,484675,263783,1148358,2409292,1384599,1393696,609737,850188,503968,33231,235965,800621,111572,1087451,4722662,389730,60898,959942,449038,407540,690107,738613,529966,706261,486195,264840,1150246,2414540,1388006,1400979,610385,852006,505100,33329,237002,804300,112568,1090839,4729805,390180,60996,962805,452057,409937,694161,739661,531091,708323,487293,265516,1152243,2419556,1392586,1407442,611885,854874,506887,33438,238498,807624,113835,1093583,4739046,390345,61153,966199,452057,410041,696861,740533,532570,711197,488394,266449,1154570,2424535,1397529,1413972,613765,857386,508593,33662,240459,810382,114867,1097225,4747079,391066,61331,969375,452057,412319,700971,741906,534101,714893,489216,267079,1156243,2430353,1402049,1420206,615217,860369,510308,33852,242104,814364,114867,1100167,4748442,391066,61331,969375,455579,412332,701264,741906,535388,714893,489216,267079,1158178,2433689,1402125,1426300,615217,860369,510308,34081,243671,814364,114867,1102422,4749498,391066,61331,969375,455579,412332,701264,741906,536480,714893,489216,267079,1159632,2437085,1402125,1429745,615217,860369,510308,34221,244698,814364,117099,1104535,4764829,392163,61791,975465,455579,414127,705806,743631,537558,718430,490777,268381,1160878,2443345,1413234,1433957,619056,867315,513608,34411,245544,820876,117953,1106789,4769383,392574,61863,977567,458908,414129,708731,744651,538206,725564,491724,269138,1162526,2447269,1415881,1439490,619738,868574,514873,34505,246408,825699,118809,1108830,4775779,392951,61978,980206,461729,416428,711453,745571,539283,729447,492558,269942,1164378,2453544,1419463,1445786,620834,869838,516848,34632,247806,828403,119662,1111359,4782944,393499,62098,982409,461729,416545,714429,746542,540681,732114,493670,270724,1166443,2459146,1423325,1452096,622335,872011,518654,34923,249331,831712,120496,1114061,4789773,394008,62266,985949,461729,418664,716455,747329,541857,735759,494271,271550,1168312,2464979,1427236,1458747,622780,874013,520291,35204,250800,835193,120496,1116419,4790968,394008,62266,985949,464797,418664,716455,747329,543116,735759,494271,271550,1170140,2468518,1427236,1461932,622780,874013,520291,35459,252067,835193,120496,1118601,4792007,394008,62266,985949,464797,418664,716455,747329,544449,735759,494271,271550,1171573,2470595,1427236,1467331,622780,874013,520291,35672,253138,835193,123266,1120361,4805395,394008,62266,990674,464797,420286,720938,748793,545258,738956,495312,272871,1172527,2478477,1436863,1470267,627669,879012,520291,35892,253895,840904,123716,1122390,4810715,395481,62702,992279,467459,420301,723149,749922,545669,746892,496132,273416,1174169,2481730,1439167,1474723,628294,879985,524663,36025,254648,844320,124942,1124709,4815429,395721,62750,994974,469875,422261,725843,750473,546783,749268,496851,274254,1175915,2486254,1442469,1480371,629512,880984,526507,36352,255778,847180,125909,1127095,4821901,396629,62852,997606,469875,422308,727912,751315,547907,752184,497379,274993,1177553,2490768,1446043,1485514,630693,882455,527760,36503,257042,850140,126893,1129494,4828318,397123,62976,999870,469875,424086,729974,751874,548975,755525,497790,275694,1178936,2497110,1449002,1490451,631872,883982,529253,36730,258413,850140,126893,1131976,4829415,397123,62976,999870,472331,424108,730153,751874,549911,755525,497790,275694,1180388,2501128,1449002,1494160,631872,883982,529253,37069,259585,850140,126893,1131976,4830310,397123,62976,999870,472331,424108,730153,751874,550782,755525,497790,275694,1181284,2504277,1449002,1496675,631872,883982,529253,37318,260444,855353,126893,1131976,4845060,398270,63305,1003698,472331,425600,733111,752951,551496,758376,498560,276817,1182051,2509666,1455962,1499485,635443,887535,532289,37519,261133,858183,129713,1137636,4849225,398979,63345,1005233,474216,425861,735100,753532,552038,764039,499838,277436,1183289,2512960,1457389,1503102,635865,888189,533632,37651,261890,860213,130527,1139627,4853378,399363,63400,1007186,476713,427863,736974,754027,552755,765885,500286,278174,1184395,2517737,1460052,1507676,636760,889096,535042,37768,262902,862645,131547,1142122,4860797,399773,63474,1009338,476713,428023,738717,754950,553824,768236,500708,278976,1185863,2522102,1462963,1511760,637908,890003,537383,38090,264002,865319,132393,1145196,4867059,400226,63588,1011223,476713,429760,740285,755631,554687,770370,501097,279799,1187569,2525802,1465638,1515838,638957,891072,539002,38320,265006,867697,132393,1148341,4868220,400226,63588,1011223,479153,429760,740355,755631,555597,770370,501097,279799,1188709,2529266,1465671,1519304,638957,891072,539002,38573,265879,867697,132393,1149824,4869133,400226,63588,1011223,479153,429760,740355,755631,556314,770370,501097,279799,1189496,2531418,1465671,1521844,638957,891072,539002,38843,266521,867697,134059,1149982,4872707,401125,63879,1014742,479153,431258,742856,756509,556826,773351,501652,280836,1190439,2536439,1471333,1524169,639720,893626,542639,38982,267398,872164,134802,1150432,4890036,401379,63919,1016155,481207,431264,744278,756969,557423,779873,503322,281689,1191912,2538935,1472579,1527976,641497,894221,544253,39072,268112,875162,135362,1156731,4895127,401716,63990,1018217,483736,433794,745798,757739,558154,781672,503666,282287,1193201,2543076,1474856,1531815,642362,894924,546323,39233,269131,877415,136171,1159526,4908206,402159,64108,1020286,483736,433841,747417,758230,559083,784357,504009,283153,1195166,2546275,1477433,1536005,643058,895738,548185,39559,270082,880005,136975,1163217,4915206,402583,64240,1022202,483736,435701,748786,758471,559994,787674,504318,283813,1196472,2552009,1479634,1539490,643978,897152,549998,39788,270984,882618,136975,1166060,4916614,402583,64240,1022202,486132,435701,748882,758471,560865,787674,504318,283813,1197702,2555136,1479668,1542911,643978,897152,549998,39923,271871,882618,136975,1168900,4917683,402583,64240,1022202,486132,435701,748882,758471,561501,787674,504318,283813,1198917,2557930,1479668,1545327,643978,897152,549998,40191,272532,882618,138503,1170990,4933895,403415,64470,1026177,486132,436923,751089,760000,561949,798108,504811,285284,1199738,2563625,1484557,1547788,645352,899481,553175,40340,273030,887361,138996,1173340,4938058,403827,64541,1027548,488885,436931,752269,760246,562431,805139,505266,286373,1200953,2566536,1485692,1551705,646132,899912,554425,40513,273659,890760,139668,1175520,4943059,404218,64602,1029520,491463,439174,753847,760691,563127,808080,505661,287345,1202251,2570550,1487237,1556208,646763,900464,556578,40727,274508,893124,140319,1179072,4951490,404649,64708,1031553,491463,439267,755251,761311,563927,811778,506042,288257,1203755,2575181,1489294,1560695,647633,901314,558845,41254,275396,896589,141182,1182885,4959010,404969,64799,1033866,491463,441278,756576,761849,564795,815132,506556,289282,1205140,2580040,1491128,1565043,648209,902329,560717,41644,276267,899804,141182,1186477,4960633,404969,64799,1033866,494407,441278,756576,761849,565586,815132,506556,289282,1206543,2583891,1491130,1567834,648209,902329,560717,41908,277133,899804,141182,1189708,4961782,404969,64799,1033866,494407,441278,756576,761849,566313,815132,506556,289282,1207469,2587606,1491130,1572197,648209,902329,560717,42313,278171,899804,142521,1192365,4978363,405910,65050,1038714,494407,443100,758824,762659,566868,819363,507116,290794,1208321,2593360,1495295,1575319,650004,904293,564689,42547,278578,905333,142893,1195483,4982702,406219,65094,1040685,497648,443223,760539,763133,567316,826528,507476,292032,1209785,2597571,1497516,1580271,650269,904689,566249,42716,278837,909381,143345,1199277,4987439,406752,65159,1043494,500474,446005,762366,763628,568160,831793,507775,292990,1211423,2602610,1499708,1585798,650689,905182,567782,42910,279694,913386,143345,1202901,4993930,407292,65159,1050377,500474,446005,762429,763628,569146,836911,507775,294247,1213246,2609293,1499873,1590792,650689,905182,567782,43521,280727,917691,144212,1207348,4996986,407750,65371,1053167,500474,448688,765091,764354,570055,841749,508469,295244,1215067,2615549,1503936,1596171,652731,906945,571628,44030,281865,921389,144212,1211333,5006025,407750,65371,1053167,503564,448688,765280,764354,571038,841749,508469,295244,1216705,2620644,1503936,1600860,652731,906945,571628,44490,282405,921389,144212,1214419,5006960,407750,65371,1053167,503564,448688,765280,764354,571857,841749,508469,295244,1218406,2624840,1503936,1604488,652731,906945,571628,44801,283075,921389,145292,1217193,5014583,409929,65623,1059162,503564,450676,768091,765296,572574,847011,509275,297214,1219768,2631992,1508222,1608415,655512,908839,576130,45024,283561,928390,145641,1220433,5019484,410473,65707,1061970,506538,450846,769771,765766,573276,857915,509717,298082,1221507,2637053,1510009,1614054,655857,909282,577368,45213,284165,933155,146080,1223892,5024415,411311,65793,1065388,509761,453815,771874,766391,574067,861359,509942,299149,1223455,2643081,1512266,1620436,656574,909905,579497,45456,285135,937369,146600,1228076,5031042,412058,65889,1069313,509761,453975,773813,766849,575147,866179,510322,300348,1225928,2651196,1514733,1627051,657630,910690,581288,45985,286249,941776,147120,1233146,5037132,412918,66028,1073046,509761,456720,774770,767330,576229,871327,510748,301436,1228167,2658788,1517098,1633480,658600,911624,583054,46449,287612,945854,147120,1238249,5038985,412918,66028,1073046,513637,456759,774878,767330,577246,871327,510748,301436,1230366,2664344,1517098,1639070,658600,911624,583054,46896,288247,945854,147120,1241878,5040034,412918,66028,1073046,513637,456759,774878,767330,578252,871327,510748,301436,1231968,2673149,1517098,1642867,658600,911624,583054,47376,288967,945854,147860,1245127,5051418,414978,66347,1080972,513637,459139,778538,768041,579084,876041,511935,303221,1233511,2678465,1522526,1647237,661289,913950,586883,47609,289524,953476,148004,1248184,5055959,415732,66433,1084111,516907,459181,780477,768714,579824,887492,512200,304432,1236151,2684084,1523894,1653380,661675,914384,588036,47805,290026,958496,148491,1252248,5060127,416573,66510,1088095,520318,462152,782638,769051,580729,891223,512632,305358,1238359,2691097,1525775,1660131,662220,914946,589842,48120,290909,963456,148491,1255597,5060129,416573,66510,1088095,520318,462152,782745,769051,580729,891223,512632,305358,1241210,2697859,1526197,1660131,662220,914946,589842,48120,290909,967662,149116,1258919,5062119,418473,66510,1088095,520318,462152,782745,769051,580729,895353,512632,305358,1243354,2706059,1526197,1669274,662220,915671,592258,48120,290909,968415,149116,1262574,5062737,418473,66510,1088095,520318,462152,782745,769051,583532,895353,512632,305358,1245344,2709306,1526197,1673496,662220,915671,592258,48120,290909,968415,149116,1264848,5063311,418473,66510,1088095,522858,462152,782745,769051,584370,895353,512632,305358,1247213,2713812,1526197,1677741,662220,915671,592258,48120,290909,968415,149836,1266809,5080522,420785,66857,1100744,522858,466200,788249,770305,585132,899863,513622,308384,1249454,2721968,1534351,1683472,666040,917833,594738,49801,294014,974996,150004,1269780,5085477,421692,66912,1104804,525458,466340,790608,770894,586376,912494,514171,309828,1252705,2728612,1536384,1690217,666927,918321,595933,50014,294794,980861,150328,1272943,5090300,422785,67047,1110812,530060,470543,793923,771837,587518,916066,514639,311212,1255893,2737932,1537345,1699161,667512,919184,598230,50510,295949,986229,150672,1276955,5099788,424412,67173,1116362,530060,470706,796679,772310,589346,921373,515208,312517,1260355,2749263,1541109,1708292,669132,920311,600211,51134,297415,992516,150989,1282191,5107543,425275,67430,1121965,530060,475373,799509,772789,591046,927055,515504,313935,1264818,2760505,1544835,1717876,670420,921722,602086,51629,298659,997712,150989,1288234,5109833,425275,67430,1121965,534623,475373,799620,772789,592912,927055,515504,313935,1269232,2768147,1544835,1725669,670420,921722,602086,52195,299827,997712,150989,1292054,5111469,425275,67430,1121965,534623,475471,799620,772789,592912,927055,515504,313935,1272728,2775977,1544835,1731003,670420,921722,602086,52889,300660,997712,151539,1295076,5128950,430756,67996,1134355,534623,478694,804568,773621,592912,933149,516486,316013,1275717,2787506,1553349,1735925,674758,924957,605544,53131,301349,997712,151539,1298091,5135147,432675,68134,1138535,538738,478787,807316,774181,592912,945569,517138,317450,1279667,2796043,1555527,1743801,675733,925629,606666,53431,302120,998047,151979,1301597,5141243,433464,68262,1143787,542433,483217,810148,774913,592912,948614,517925,318657,1283925,2805294,1558804,1752508,676890,926454,608089,53835,303173,1012360,151979,1305260,5148904,436143,68460,1149275,542433,483238,812786,775368,592912,952356,518670,319847,1289542,2816974,1562961,1761008,678343,927649,609486,54321,304355,1017528,152422,1309184,5155484,439423,68702,1154552,545804,486980,815487,775935,592912,956903,519115,320943,1295005,2828288,1566617,1768367,681346,929077,610818,55057,305418,1024195,152422,1312958,5157293,439423,68702,1154552,546287,486980,815487,775935,592912,956903,519115,320943,1299601,2836160,1566617,1776439,681346,929077,610818,55317,306552,1024195,152422,1316189,5158764,439423,68702,1154552,546287,486980,815487,775935,592912,956903,519115,320943,1303443,2843444,1566617,1781411,681346,929077,610818,55849,307432,1024195,152826,1318580,5173616,447316,68702,1165936,546287,490231,819788,777106,592912,960549,519851,322477,1306722,2858513,1575396,1787029,683719,932206,613488,56084,308204,1033629,152826,1320748,5179298,450315,69540,1169937,549642,490333,822305,777696,592912,969574,520259,323698,1311119,2867444,1577444,1796951,684340,932938,614412,56317,308985,1038692,153222,1323997,5184663,452038,69867,1174614,553407,494366,825222,778542,592912,971791,520834,324720,1316108,2879827,1581193,1807539,684579,933754,615719,56661,310245,1043817,153222,1326908,5192915,454123,70375,1180081,553407,494555,827522,779567,592912,975571,521544,325655,1323331,2897347,1585363,1819342,684579,934880,616824,57333,311524,1049488,153629,1330594,5201644,455566,71219,1185226,553407,498771,830282,780668,592912,979407,522455,326431,1330728,2917910,1589348,1829367,685906,936207,617840,57809,312692,1054307,153629,1334061,5205345,455566,71219,1185226,557029,498771,830282,780668,592912,979407,522455,326431,1338372,2928229,1589442,1839501,685906,936207,617840,58247,313890,1054307,153629,1336806,5208847,455566,71219,1185226,557029,498771,830282,780668,592912,979407,522455,326431,1345717,2956489,1589442,1847140,685906,936207,617840,58695,314791,1054307,154047,1338982,5227931,461775,74982,1196127,557029,501332,835531,783604,621453,982788,523889,327858,1352812,2976928,1599678,1855222,689236,940135,620342,58935,315571,1061673,154047,1341377,5238811,467775,76137,1199840,560351,501444,838129,785333,627671,990171,524629,328912,1361306,3003384,1602578,1867724,689800,941029,621157,59175,316391,1066771,154269,1344183,5251204,471141,77661,1204621,563955,506474,841006,787538,631743,992975,525502,330181,1373212,3031844,1607774,1880588,691282,942359,622564,59826,317540,1072497,154269,1347405,5271267,474557,79565,1204621,563955,506500,841060,790373,638612,996358,525502,331081,1391334,3065699,1607774,1896577,693199,944574,623853,60265,319035,1078621,154269,1351213,5291605,474557,79565,1204621,563955,506519,841060,790373,638612,996358,525502,331081,1410275,3098290,1607774,1910991,694210,944574,623853,60265,319035,1083571,154269,1354708,5291605,474557,79565,1204621,563955,506519,841343,790373,638612,996358,525502,331081,1429756,3098290,1607774,1910991,694210,944574,623853,60265,319035,1083571,154269,1355052,5312399,474557,79565,1204621,563955,506519,841727,790373,663647,996358,525502,331081,1443915,3184452,1607774,1931908,694210,944574,623853,60265,319035,1083571,155145,1362693,5329067,489211,88765,1225001,567997,512939,850549,802537,669023,1000495,532560,331081,1453647,3214893,1607774,1940000,697590,944574,628461,61735,322485,1089123,155145,1364669,5378451,494964,90633,1230711,570470,512964,855418,806850,675599,1010359,535258,334716,1468881,3263729,1640163,1955403,700033,944574,630277,62143,323538,1096118,156130,1368080,5408613,502484,92045,1238628,575501,520327,861068,816228,686473,1015569,538852,336426,1495354,3324088,1649264,1975723,700798,960195,633581,63076,325514,1103932,156130,1373767,5457967,510188,94286,1250565,575501,520500,862263,828695,700789,1022352,543737,338257,1530529,3395166,1666852,1995497,704964,966259,637144,64447,328162,1112659,156130,1381488,5515613,510188,94286,1250565,575501,520500,864599,828695,700789,1022352,543737,338257,1564253,3473970,1685504,2016095,708938,975320,637144,64447,328162,1120669,156130,1389708,5515613,510188,94286,1250565,575501,520500,866041,828695,700789,1022352,543737,338257,1596644,3555047,1685504,2016095,708938,975320,637144,64447,328162,1120669,156130,1390409,5560323,510188,94286,1250565,575501,520500,866894,828695,737437,1022352,543737,338257,1623096,3617589,1685504,2053721,708938,975320,637144,64447,328162,1120669,159019,1404601,5606685,533866,103487,1282001,575501,534978,885062,859856,751688,1029126,561262,344392,1644839,3678042,1732706,2072663,716851,975320,651898,67226,337326,1132362,159019,1411813,5748437,544468,105493,1290307,587386,535130,891654,869146,766182,1045310,566102,346860,1674453,3729331,1743469,2093074,720961,1011271,656553,68957,339679,1142291,159019,1419562,5807748,554812,106819,1303201,596296,550127,901534,879549,776468,1049450,572694,349523,1711738,3804480,1763388,2112824,724875,1018435,663801,69762,342607,1156051,160056,1430241,5892644,563635,108112,1318412,596296,550374,913003,893626,789204,1056376,579773,353056,1744002,3884858,1787010,2132266,731155,1035256,672714,71942,347554,1170736,164255,1445129,6003256,573711,110040,1333147,596296,566401,922708,908428,800982,1064205,586547,355928,1782463,3966952,1812597,2151829,737593,1048252,682182,73802,351688,1186069,164255,1461633,6037652,573711,110040,1333147,608000,566401,925307,908428,813929,1064205,586547,355928,1815163,4057084,1812902,2170139,737593,1048252,682182,76421,355872,1186069,164255,1477483,6083283,573711,110040,1333147,608000,566401,927231,908428,831182,1064205,586547,355928,1843677,4136861,1812902,2189228,737593,1048252,682182,76673,357980,1186069,167509,1491420,6311255,605116,116278,1370535,608000,580016,941397,937447,840865,1075168,603031,363641,1866733,4194745,1886590,2207270,764651,1094226,706329,76673,360269,1219471,167509,1505580,6447667,611867,117586,1382348,619061,580720,950389,949941,850558,1104634,608768,367878,1892142,4244155,1904215,2226881,769662,1102603,716154,76673,362777,1234510,172018,1524363,6556829,619185,118802,1397361,631301,602585,961883,967533,861593,1115338,616972,371654,1915417,4299066,1928584,2246974,775169,1114781,726374,81987,367217,1252891,172018,1542936,6716565,628789,120327,1413825,631301,603054,971837,982465,872182,1126837,625328,376695,1939089,4361115,1965349,2266236,785671,1132825,739364,83994,372674,1270126,177474,1563193,6832478,637572,121871,1429683,631301,621643,984233,996623,882170,1138386,634628,383915,1962198,4408467,1999696,2307691,796986,1153125,750492,86311,377735,1297618,177474,1588155,6874405,637572,121871,1429683,645410,621643,985252,996623,892052,1138386,634628,383915,1979057,4456337,2001087,2357990,796986,1153125,750492,88104,382958,1297618,177474,1609792,6919509,637572,121871,1429683,645410,621643,990378,996623,899922,1138386,634628,383915,1994502,4507601,2001087,2384107,796986,1153125,750492,90668,387115,1297618,177474,1621858,7140744,653416,121871,1466269,645410,621649,992243,996623,906460,1138386,634628,392027,2003580,4534373,2001087,2403645,839143,1153125,750492,90668,390788,1380805,177474,1645694,7215028,657680,125707,1478101,657146,622960,1025593,1025748,909675,1149028,657084,396990,2014702,4556685,2122402,2418792,842996,1225570,790375,92198,392737,1400573,187655,1666191,7324358,662425,126187,1494314,669705,660951,1038614,1037249,913716,1193644,665544,402489,2025616,4580060,2141873,2439205,852997,1236732,802939,93492,396343,1415127,187655,1683915,7487212,667230,126675,1510684,669705,660951,1051719,1050080,922613,1205069,673873,407804,2037690,4610691,2167626,2460869,866403,1249632,814547,93492,401796,1433460,194133,1701949,7621774,671674,127200,1528366,669705,681740,1067360,1060022,927349,1216874,681382,413056,2049573,4638987,2204205,2480566,880342,1265710,826149,96415,407131,1446213,194133,1729630,7660930,671674,127200,1528366,682363,681740,1070343,1060022,932195,1216874,681382,413056,2058497,4666630,2204205,2496243,893913,1265710,826149,97994,413631,1446213,194133,1752552,7688422,671674,127200,1528366,682363,681740,1071699,1060022,935874,1216874,681382,413056,2067692,4686169,2204205,2506175,893913,1265710,826149,99109,418887,1446213,199765,1767302,7904252,683731,128550,1563959,682363,696021,1096736,1076385,938568,1229584,694093,421423,2072536,4698835,2286259,2515949,914063,1265710,848121,99651,422265,1470418,199765,1781274,7984924,687555,128739,1573690,693914,696206,1110029,1084448,940968,1265075,699002,425610,2078258,4714703,2304741,2520112,922873,1265710,854723,100092,425013,1477557,205239,1799503,8055410,690350,129108,1578651,703366,710303,1124483,1145245,943869,1280640,705598,428949,2085385,4730351,2324946,2540864,931033,1328450,862216,100621,429016,1486162,205239,1813796,8172855,693386,129479,1590856,703366,710503,1137611,1152818,947125,1295267,712133,432564,2092109,4747515,2352472,2552972,944461,1338384,869249,102153,434221,1495474,211117,1829406,8248681,696070,129817,1607951,703366,723285,1152288,1160130,950136,1309815,717666,435358,2102227,4761590,2373587,2562412,953116,1355116,875414,103066,438889,1503538,211117,1844912,8270373,696070,129817,1607951,712288,723285,1154036,1160130,952528,1309815,717666,435358,2107606,4774123,2373587,2571021,953116,1355116,875414,103549,442206,1503538,211117,1858385,8287535,696070,129817,1607951,712288,723285,1155055,1160130,954469,1309815,717666,435358,2109783,4779854,2373587,2576245,953116,1355116,875414,104160,445061,1503538,215643,1870644,8411819,699400,130888,1627324,712288,731036,1172511,1170212,955537,1321903,727418,439326,2111856,4789532,2421306,2580405,976914,1385019,885686,104472,446771,1516634,215643,1878211,8447069,700640,130949,1632993,719703,731161,1179699,1174941,957036,1343240,731667,441456,2115305,4796000,2430619,2586903,979349,1389266,888532,104837,448922,1520874,219767,1886541,8483510,702426,131093,1639907,722589,740099,1188934,1179814,958385,1347150,737607,443144,2119298,4804328,2443062,2595504,983937,1394651,892141,105569,451910,1526321,219767,1894335,8562030,704871,131284,1646533,724912,740153,1197175,1185174,960459,1352598,744023,444695,2123207,4814634,2458111,2601241,988190,1400276,895624,106174,455201,1531529,223573,1903412,8604465,706140,131543,1650853,724912,744965,1204104,1192375,962063,1359208,751862,445793,2126230,4822350,2470404,2605245,992932,1406933,898432,106690,458112,1535483,223573,1911655,8614417,706140,131543,1650853,729700,744965,1204762,1192375,963691,1359208,751862,445793,2129191,4827018,2470404,2608055,995546,1406933,898432,106690,461846,1535483,223573,1918034,8621360,706140,131543,1650853,729700,744965,1205118,1192375,964815,1359208,751862,445793,2131015,4835502,2470404,2610125,995546,1406933,898432,106690,463357,1535483,226616,1922450,8658747,708278,132170,1655907,729700,748991,1212237,1199682,965587,1365034,768457,447455,2132154,4839530,2494578,2612719,997783,1421539,903940,107478,464630,1542757,226616,1926240,8702299,709621,132257,1659054,733153,749114,1218456,1202265,966325,1375429,770522,448709,2134058,4843719,2499100,2617104,998769,1423919,905282,107679,466125,1545293,228852,1931642,8753919,710669,132384,1659054,735422,753534,1224302,1204688,967076,1379252,772844,449393,2136387,4849690,2509931,2621375,1000480,1427869,907346,108166,468391,1548408,228852,1939021,8767710,711695,132628,1665497,736703,753534,1230196,1207405,968176,1383715,774505,450048,2139579,4857125,2518790,2625551,1003158,1431067,909283,108577,470807,1551347,230713,1941802,8791266,712884,132820,1668288,736703,753803,1234992,1210398,968907,1388561,776717,450661,2142157,4861945,2526256,2628814,1005388,1431067,911075,108969,472928,1553717,230713,1946086,8795926,712884,132820,1668288,739566,753803,1235509,1210398,969848,1388561,776717,450661,2144050,4864803,2526256,2630846,1006846,1431067,911075,108969,474712,1553717,230713,1950483,8800780,712884,132820,1668288,739566,753803,1236374,1210398,970566,1388561,776717,450661,2145211,4870144,2526256,2632336,1006846,1431067,911075,108969,476060,1553717,231740,1953168,8834778,714408,133295,1672351,739566,758882,1250641,1213437,970991,1392891,781436,451074,2146285,4872741,2541259,2633648,1009129,1442546,914203,109631,476957,1557854,231740,1954908,8847111,715692,133339,1673820,741648,758882,1254560,1214994,971435,1399324,782689,451718,2147857,4875031,2544134,2635769,1009507,1443723,914977,109793,477935,1559468,233405,1957085,8861813,717520,133459,1675250,743285,761283,1260014,1216390,994837,1400784,783751,451944,2150351,4878130,2550228,2638202,1010554,1445381,916369,110171,479214,1561249,233405,1959866,8870565,718064,133587,1676718,743773,761359,1264778,1218262,995589,1402609,784338,452189,2153093,4881848,2555905,2640201,1012168,1447557,917403,110417,480692,1563071,234541,1962920,8885752,719327,133697,1678232,743773,762769,1269321,1219464,996443,1404832,785528,452601,2155400,4886716,2560860,2642330,1013287,1449637,918402,110679,481818,1564600,234541,1965659,8888971,719327,133697,1678232,745530,762769,1270477,1219464,997309,1404832,785528,452601,2156697,4888802,2560860,2643929,1013287,1449637,918402,110679,481818,1564600,234541,1967702,8891601,719327,133697,1678232,745530,762769,1270713,1219464,998398,1404832,785528,452601,2158100,4890443,2560860,2644828,1013287,1449637,918402,110679,481818,1564600,234541,1967704,8892924,720618,133697,1680769,745530,763740,1275660,1221493,998398,1404832,785528,452901,2158821,4894236,2570553,2645679,1013287,1449637,918402,110679,484923,1567002,234541,1970442,8921012,720956,134066,1681685,746825,763772,1278796,1223067,999151,1406824,787396,453165,2160023,4895859,2572953,2647048,1015935,1455967,920472,111319,485498,1567927,236336,1971678,8929279,721496,134114,1682604,747703,765218,1281460,1224028,999492,1410753,787938,453490,2161190,4898058,2576513,2648371,1016945,1456990,921086,111584,486206,1568999,236336,1973479,8943492,721954,134214,1683570,748057,765220,1281954,1224969,1000153,1411773,788479,453522,2162940,4900723,2580257,2649692,1018328,1458075,921714,111794,487446,1569908,237255,1975252,8956818,722377,134326,1684310,748057,766512,1285192,1225637,1000825,1412677,789056,453569,2164368,4903132,2585150,2651304,1019489,1459070,922139,112023,488359,1570683,237255,1976890,8958993,722377,134326,1684310,748849,766512,1285423,1225637,1001772,1412677,789056,453569,2165484,4904574,2585150,2652634,1019489,1459070,922139,112023,488359,1570683,237255,1976890,8958993,722377,134326,1684310,748849,766512,1285538,1225637,1002153,1412677,789056,453569,2166758,4907229,2585150,2653211,1019489,1459070,922139,112023,488359,1570683,237977,1976890,8975648,723389,134564,1685676,748849,766992,1288028,1225637,1002542,1413756,789940,475528,2167515,4908495,2591336,2653940,1021595,1461155,923036,112364,490111,1572199,237977,1976890,8978975,723559,134623,1686214,754073,766997,1290555,1225637,1002897,1415832,790168,475690,2168631,4909771,2592518,2654991,1021849,1461426,923313,112364,490544,1572917,238547,1980769,8984737,723812,134678,1686660,754511,767939,1292722,1227106,1003302,1416371,790616,475888,2170061,4911447,2594720,2656162,1022769,1461805,923777,112728,491042,1573692,238547,1980769,8995103,724401,134678,1687170,755022,767944,1294942,1227713,1003773,1417205,790986,476008,2171339,4913870,2597136,2657358,1023358,1462329,924174,112906,491698,1574274,239242,1980769,9001579,724833,134678,1687733,755022,768454,1296960,1228045,1004171,1418001,791208,476194,2172771,4914637,2599829,2658276,1024471,1462846,924436,113107,492276,1574810,239242,1980769,9002938,724833,134678,1687733,755547,768454,1297193,1228045,1004553,1418001,791208,476194,2173813,4917196,2599829,2659138,1024471,1462846,924436,113107,492276,1574810,239242,1980769,9003101,724833,134678,1687733,755547,768454,1297318,1228045,1004802,1418001,791208,476194,2174464,4920181,2599829,2659498,1024471,1462846,924436,113107,492276,1574810,239705,1980769,9013699,727542,134678,1689177,755547,768763,1299116,1228580,1005025,1418884,791817,476481,2175439,4921272,2603972,2659929,1024471,1463842,924978,113407,493361,1575947,239705,1980769,9016956,728733,134678,1689533,755968,768821,1299443,1228925,1005319,1420339,791966,476572,2176633,4922305,2604965,2660728,1026472,1463920,925081,113454,493653,1576360,241191,1987318,9021781,729063,135086,1690000,756257,769350,1299733,1229337,1005596,1420910,792129,476690,2177598,4923926,2606731,2661557,1026472,1464224,925279,113651,494030,1576930,241191,1987318,9028579,729354,135086,1690382,756359,769354,1300073,1229511,1005981,1421512,792289,476807,2178977,4925680,2608470,2662425,1026650,1464590,925469,113762,494406,1577393,241845,1987318,9033744,729697,135223,1690675,756359,769730,1300413,1229653,1006327,1422069,792560,476844,2180216,4927976,2610385,2663019,1027136,1465127,925712,113948,494875,1577890,241845,1987318,9035301,729697,135223,1690675,756778,769730,1300545,1229653,1006697,1422069,792560,476844,2180793,4928980,2610385,2663518,1027663,1465127,925712,113948,494875,1577890,241845,1987318,9035301,729697,135223,1690675,756778,769730,1300607,1229653,1006901,1422069,792560,476844,2181398,4931658,2610385,2663835,1027663,1465127,925712,113948,494875,1577890,242358,1987318,9044007,730506,135223,1691277,756778,769951,1308354,1230190,1007047,1422544,792950,476952,2181828,4932742,2613497,2663835,1027663,1465127,926066,114206,495539,1578585,242358,1987318,9045596,730811,135223,1691600,757017,769892,1308560,1230419,1007305,1423015,793103,477029,2182557,4935240,2614111,2663835,1028420,1465739,926160,114289,495728,1579111,242815,1992471,9048717,731128,135223,1691929,757265,770116,1309022,1230609,1007637,1423893,793201,477109,2184240,4937364,2615637,2663835,1028420,1465739,926344,114535,495960,1579613,242815,1992471,9054556,731532,135575,1692255,757334,770117,1309941,1230793,1008012,1424317,793278,477187,2185323,4939755,2616873,2666030,1029977,1465739,926517,114709,496182,1580136,243316,1992471,9061041,731868,135681,1692784,757334,770162,1310426,1230998,1008442,1424823,793390,477197,2186846,4941880,2618734,2666030,1029977,1465739,926636,114868,496409,1580539,243316,1992471,9064239,731868,135752,1692784,757551,770162,1310496,1230998,1008800,1424823,793390,477198,2187715,4943481,2618734,2666030,1029977,1465739,926636,114868,496409,1580539,243316,1992471,9064239,731868,135752,1692784,757551,770162,1310548,1230998,1009004,1424823,793390,477198,2188228,4946816,2618734,2666030,1029977,1465739,926636,114868,496409,1580539,243672,1992471,9073409,732471,135752,1693159,757551,770276,1316644,1231246,1009179,1425242,793635,477240,2188780,4948160,2621175,2666030,1029977,1465739,926981,115232,496748,1581356,243672,1992471,9074703,732932,135884,1693377,757807,770271,1316722,1231393,1009361,1426266,793741,477227,2189639,4949516,2621973,2666030,1031145,1467115,927098,115312,496838,1581742,244247,1997037,9079164,733328,135955,1693683,757985,770530,1316778,1231556,1009607,1426546,793870,477227,2190843,4953072,2623506,2666030,1031145,1467115,927224,115531,496983,1582174,244247,1997037,9084013,733767,136062,1693938,758064,770530,1316864,1231676,1009969,1427007,793960,477183,2192294,4956766,2624977,2669698,1031896,1467115,927389,115675,497111,1582616,244800,1997037,9087644,734196,136213,1694163,758064,770619,1317366,1231846,1010360,1427490,794093,477151,2193470,4960146,2626216,2669698,1031896,1467115,927521,115849,497230,1583046,244800,1997037,9088616,734196,136322,1694163,758294,770619,1317400,1231846,1010761,1427490,794093,477183,2194379,4961905,2626216,2669698,1032520,1467115,927521,115849,497230,1583046,244800,1997037,9088616,734196,136322,1694163,758294,770638,1317446,1231846,1010986,1427490,794093,477183,2195320,4966262,2626216,2669698,1032520,1467115,927521,115849,497230,1583046,244800,1997037,9094047,735210,136322,1694598,758294,770783,1322261,1232044,1011198,1427954,794225,477803,2195963,4968589,2628499,2669698,1032520,1467115,927776,116157,497459,1583922,244800,1997037,9095335,735575,136506,1694848,758463,770780,1322323,1232128,1011475,1428924,794292,477831,2196970,4970905,2629108,2669698,1033256,1468140,927877,116246,497553,1584392,245619,2007180,9098492,736033,136598,1690823,758463,771008,1322384,1232257,1011762,1429271,794427,477794,2198339,4973964,2629965,2669698,1033256,1468140,928009,116465,497681,1584962,245619,2007180,9103954,736775,136598,1690823,758463,771008,1322449,1232422,1012183,1429780,794558,477761,2199807,4978875,2631072,2672801,1033848,1468140,928148,116639,497769,1585495,246144,2007180,9108198,737276,136886,1691470,758463,771200,1322770,1232513,1012621,1430319,794721,477724,2201324,4982764,2632182,2672801,1033848,1468140,928148,116800,497864,1585996,246144,2007180,9108202,737276,136886,1691470,759048,771200,1322805,1232513,1012621,1430319,794721,477724,2202817,4985141,2632182,2672801,1034439,1468140,928148,116800,497864,1585996,246144,2007180,9108202,737276,136886,1691470,759048,771200,1322860,1232513,1012621,1430319,794721,477724,2203836,4987149,2632182,2672801,1034439,1468140,928148,116800,497864,1585996,246144,2007180,9110544,738544,136886,1691874,759048,771214,1326159,1232762,1013660,1430786,795164,477823,2204645,4993542,2634234,2672801,1034439,1468140,928148,117160,498035,1586982,246144,2007180,9117579,738976,136886,1691874,759175,771215,1326185,1233008,1013960,1431873,795298,477847,2206255,4996128,2634760,2672801,1035301,1469706,928148,117309,498128,1587490,247078,2014020,9118671,739454,137603,1692248,759393,771216,1326271,1233225,1014487,1432242,795408,477916,2208118,4999644,2635567,2672801,1035301,1469706,928148,117529,498235,1588225,247078,2014020,9119878,740203,137603,1692248,759475,771216,1326304,1233356,1014978,1432857,795613,477977,2210227,5005809,2635567,2676629,1035301,1469706,928847,117742,498322,1588925,247078,2014020,9132016,740894,137603,1692704,759475,771854,1326505,1233479,1015622,1433465,795824,478044,2212245,5011544,2635742,2676629,1035301,1469706,928847,117991,498414,1590422,247078,2014020,9132019,740894,137603,1692704,759721,771854,1326623,1233479,1015622,1433465,795824,478044,2213874,5014807,2635742,2676629,1036133,1469706,928847,117991,498414,1590422,247078,2014020,9132019,740894,137603,1692704,759721,771924,1326658,1233479,1015622,1433465,795824,478044,2215685,5018213,2635742,2676629,1036133,1469706,928847,117991,498414,1590422,247078,2014020,9134794,742730,137603,1693087,759721,772058,1329255,1233673,1017235,1434138,795824,478183,2216804,5027587,2635871,2676629,1036133,1469706,928847,118520,498542,1591806,247078,2014020,9135719,743361,138939,1693087,760025,772058,1329383,1233871,1017734,1435472,796023,478250,2218786,5031095,2635984,2676629,1036495,1470597,928847,118683,498618,1592500,248375,2016797,9136777,744052,139160,1693567,760293,772058,1329496,1234146,1018190,1436154,796139,478332,2221058,5036645,2640677,2676629,1036495,1470597,928847,118993,498643,1593347,248375,2016797,9151205,744459,139160,1693565,760377,772058,1329565,1234650,1018965,1437016,796262,478417,2223788,5044079,2640677,2681437,1036495,1470597,929587,119339,498773,1594304,248375,2016797,9158440,745652,139772,1693565,760377,773164,1329751,1234650,1019751,1437888,796348,478480,2225363,5050965,2640677,2681437,1036495,1470597,929587,119613,498890,1595170,248375,2016797,9158440,745652,139772,1693565,760781,773164,1329879,1234650,1019751,1437888,796348,478480,2227709,5055230,2640677,2681437,1037729,1470597,929587,119613,498890,1595170,248375,2016797,9158448,745652,139772,1693565,760781,773164,1329957,1234650,1019751,1437888,796348,478479,2229976,5058582,2640677,2681437,1037729,1470597,929587,119613,498890,1595170,248375,2016797,9161719,747612,139772,1694955,760781,773164,1332709,1235193,1020615,1438816,796496,478612,2230972,5068947,2641157,2681437,1037729,1470597,929587,120352,499193,1596819,248375,2016797,9171994,748773,139772,1694955,761116,773332,1332829,1235421,1022489,1440553,796546,478716,2232789,5073609,2641201,2681437,1038301,1472093,929587,120503,499288,1597347,249901,2019174,9173336,749783,140674,1695736,761356,773333,1332898,1235683,1023125,1441539,796645,478811,2235034,5080508,2649255,2681437,1038301,1472093,929587,120847,499445,1599011,249901,2019174,9175454,750660,140845,1695736,761487,773522,1332958,1235893,1024169,1442656,796740,479060,2237831,5087631,2649422,2688327,1038801,1472093,930785,121193,499619,1600340,249901,2019174,9191757,751810,140845,1696759,761487,774680,1333203,1236111,1025184,1444119,796840,479181,2240701,5096091,2649561,2688327,1038801,1472093,930785,121534,499796,1601656,249901,2019174,9191757,751810,141355,1696759,762036,774680,1333378,1236111,1025184,1444119,796840,479181,2243235,5100177,2649561,2688327,1039415,1472093,930785,121534,499796,1601656,249901,2019174,9191757,751810,141355,1696759,762036,774680,1333472,1236111,1025184,1444119,796840,479181,2244919,5104382,2649561,2688327,1039415,1472093,930785,121534,499796,1601656,249901,2019174,9196288,753836,141355,1699213,762036,774680,1335771,1236731,1026189,1445277,796840,479393,2246234,5114160,2649749,2688327,1039415,1472093,930785,122341,500228,1604530,249901,2019174,9212572,754924,141355,1699213,762557,774680,1335910,1236996,1028290,1447835,797161,479545,2248959,5118962,2649978,2688327,1039952,1472093,930785,122341,500444,1605708,251388,2021524,9214424,755971,141943,1700774,763072,774680,1336202,1237321,1029016,1449209,797249,479685,2252045,5126231,2660970,2688327,1039952,1472093,930785,123062,500697,1607318,251388,2021524,9216851,757227,141943,1700774,763188,775088,1336403,1237639,1030408,1450845,797413,479827,2255205,5136083,2660970,2697058,1040416,1474272,932480,123455,500972,1609007,251388,2021524,9235920,758281,141943,1702292,763188,776663,1336916,1238011,1031797,1452817,797575,479989,2258440,5144886,2661333,2697058,1040416,1474272,932480,123842,501204,1610673,251388,2021524,9235936,758281,141943,1702292,763782,776663,1337049,1238011,1031797,1452817,797575,479989,2261694,5150193,2661333,2697058,1040982,1474272,932480,123842,501204,1610673,251388,2021524,9235936,758281,141943,1702292,763782,776663,1337141,1238011,1031797,1452817,797575,479989,2263991,5154714,2661333,2697058,1040982,1474272,932480,123842,501204,1610673,251388,2021524,9241769,760370,141943,1703579,763782,776664,1339285,1238557,1033039,1454548,797922,480151,2267006,5166413,2661633,2697058,1040982,1474272,932480,124523,501743,1614160,251388,2021524,9261139,762097,141943,1703579,764451,776917,1339430,1239063,1035272,1457048,798065,480422,2269649,5172487,2661765,2697058,1041397,1477345,932480,124830,501968,1615334,252847,2025435,9263998,763149,141943,1705394,765192,776919,1339678,1239469,1036603,1459625,798283,480586,2273050,5180822,2675130,2697058,1041397,1477345,932480,125347,502192,1618029,252847,2025435,9266946,764569,141943,1705394,765490,777035,1339887,1239993,1038128,1461902,798467,480805,2277389,5191562,2675152,2708071,1042136,1477345,935708,125699,502566,1620497,252847,2025435,9289686,766172,141943,1705394,765490,778898,1340350,1240538,1040041,1464235,798721,480805,2281655,5202698,2675505,2708071,1042136,1477345,935708,126099,502930,1623093,252847,2025435,9289709,766172,141943,1707085,766593,778898,1340525,1240538,1040041,1464235,798721,480805,2285641,5209140,2675505,2708071,1042637,1477345,935708,126099,502930,1623093,252847,2025435,9289709,766172,141943,1707085,766593,778898,1340691,1240538,1040041,1464235,798721,480805,2288950,5215540,2675505,2708071,1042637,1477345,935708,126099,502930,1623093,252847,2025435,9296769,770762,141943,1709350,766593,778899,1343388,1241504,1041886,1466895,799608,480805,2291089,5232634,2675646,2708071,1042637,1477345,935708,126937,503807,1627983,252847,2025435,9321533,772709,143005,1709350,767422,779101,1343760,1242101,1045986,1472011,799875,481424,2295482,5239296,2675904,2708071,1043539,1477345,935708,127189,503807,1630403,254467,2030925,9324886,775101,143005,1711268,768358,779106,1344038,1242809,1047526,1473811,800241,481725,2300407,5248641,2693394,2708071,1043539,1481646,935708,127457,504510,1633347,254467,2030925,9328408,777064,143943,1711268,768869,779241,1344784,1243693,1049736,1476423,800826,482035,2306574,5262629,2693609,2724041,1044179,1481646,939092,128058,505037,1636459,254467,2030925,9351229,779460,144675,1713834,768869,781743,1345754,1244423,1052203,1479337,801527,482305,2313062,5274472,2693618,2724041,1044179,1481646,939092,128471,505528,1639371,254467,2030925,9351253,779460,145187,1713834,770128,781743,1346188,1244423,1052203,1479337,801527,482305,2318229,5280834,2693618,2724041,1044868,1481646,939092,128471,505528,1639371,254467,2030925,9351253,779460,145187,1713834,770128,781743,1346376,1244423,1052203,1479337,801527,482305,2322204,5286182,2693618,2724041,1044868,1481646,939092,128471,505528,1639371,254467,2030925,9359245,789933,145187,1716327,770128,781743,1350621,1245776,1054812,1481917,802482,482305,2325525,5301899,2693908,2724041,1044868,1481646,939092,129252,506833,1644817,254467,2030925,9398846,791690,145846,1716327,771256,781917,1351206,1246665,1060508,1486498,802794,483133,2330144,5309983,2694090,2724041,1044868,1487728,939092,129464,507238,1647035,256415,2038129,9402566,793615,146163,1718495,772205,783641,1351450,1247925,1062500,1488625,803311,483133,2335255,5320730,2717011,2724041,1044868,1487728,939092,129854,507678,1649621,256415,2038129,9407260,795492,146520,1718495,772498,783743,1352662,1249292,1065270,1490745,803763,483783,2341250,5332600,2717483,2743577,1046359,1487728,943596,129854,508538,1652374,256415,2038129,9449358,797616,146904,1721977,772498,783743,1353944,1250429,1068287,1493163,804123,484085,2347382,5343396,2717639,2743577,1046359,1487728,943596,129854,509251,1654814,256415,2038129,9449407,797616,147210,1721977,773855,783743,1354344,1250429,1068287,1493163,804123,484085,2352650,5343396,2717639,2743577,1047216,1487728,943596,129854,509251,1654814,256415,2038129,9449407,797616,147210,1721977,773855,783743,1354606,1250429,1068287,1493163,804123,484085,2356577,5352710,2717639,2743577,1047216,1487728,943596,129854,509251,1654814,256415,2038129,9461626,801078,147210,1724829,773855,783743,1359857,1251966,1070472,1495309,805040,484085,2359532,5369376,2718022,2743577,1047216,1487728,943596,129854,511382,1659817,256415,2038129,9505145,802106,147819,1724829,775157,783744,1360158,1253093,1076406,1499338,805295,484085,2365656,5376056,2718181,2743577,1048033,1495762,943596,129854,511930,1661783,258431,2049627,9509990,803748,148270,1727818,776165,786777,1360542,1254640,1078389,1500866,805800,485377,2370508,5384203,2746229,2743577,1048033,1495762,943596,129854,512571,1664373,258431,2049627,9516167,805329,148843,1727818,776520,786784,1360896,1255869,1081014,1503028,806305,485756,2375979,5394508,2746340,2763123,1048988,1495762,949210,131460,513305,1667026,258431,2049627,9557283,806467,149271,1730761,776520,786784,1361685,1257148,1083691,1505292,806838,485756,2381173,5404333,2746340,2763123,1048988,1495762,949210,131460,513953,1669598,258431,2049627,9557347,806467,149271,1730761,776520,786784,1361954,1257148,1083691,1505292,806838,485756,2385244,5404333,2746340,2763123,1048988,1495762,949210,131460,513953,1669598,258431,2049627,9557347,806467,149271,1730761,776520,786784,1362119,1257148,1083691,1505292,806838,485756,2389758,5404333,2746340,2763123,1048988,1495762,949210,131460,513953,1669598,258431,2049627,9569871,806467,149271,1730761,776520,786784,1362344,1257148,1083691,1505292,806838,485756,2392171,5404333,2746340,2763123,1048988,1495762,949210,131460,513953,1674540,258431,2049627,9572842,809194,149638,1730761,779064,786784,1367467,1259730,1085895,1507478,808338,487104,2394595,5428274,2747267,2763123,1049849,1495762,949210,131460,515925,1675587,260440,2062669,9618290,810190,150303,1735581,780019,789939,1367690,1261832,1093708,1509258,808888,487599,2398157,5433881,2773939,2763123,1049849,1504967,949210,132676,516553,1677367,260440,2062669,9623352,810849,150495,1735581,780447,789939,1367986,1263204,1093681,1514070,809810,488110,2402892,5439906,2773939,2780653,1052091,1504967,954938,132676,517249,1680403,260440,2062669,9661160,811932,150783,1738843,780447,789962,1368497,1265225,1096170,1516034,810484,488110,2407649,5448458,2774365,2780653,1052091,1504967,954938,132676,518061,1683270,260440,2062669,9661160,811932,151005,1738843,781963,789962,1368713,1265225,1096170,1516034,810484,488110,2412005,5451859,2774365,2780653,1053558,1504967,954938,132676,518061,1683270,260440,2062669,9661160,811932,151005,1738843,781963,789962,1369137,1265225,1096170,1516034,810484,488110,2415000,5454480,2774365,2780653,1053558,1504967,954938,132676,518061,1683270,260440,2062669,9675504,813676,151005,1742261,781963,789963,1377324,1267633,1098538,1518186,811833,488110,2417401,5466857,2774905,2780653,1053558,1504967,954938,132676,519762,1688016,260440,2062669,9728951,814328,151652,1742261,783259,789963,1377610,1269501,1102992,1522243,812502,489990,2421092,5471652,2775038,2780653,1054966,1514423,954938,132676,520264,1690053,262901,2077346,9735641,814985,151978,1745120,784302,794584,1378017,1271058,1104351,1523623,813350,490486,2424606,5478718,2800480,2780653,1054966,1514423,954938,133669,520896,1691983,262901,2077346,9740705,815660,152252,1745120,784687,794584,1378365,1272817,1106107,1525434,814154,490929,2428347,5485426,2800682,2798900,1056778,1514423,962441,133669,521543,1694032,262901,2077346,9789742,816356,152553,1747486,784687,794584,1379225,1274798,1107658,1527461,814979,491350,2432023,5488041,2801017,2798900,1056778,1514423,962441,133669,522061,1695883,262901,2077346,9789742,816356,152799,1747486,785918,794584,1379225,1274798,1107658,1527461,814979,491350,2435303,5490444,2801017,2798900,1058297,1514423,962441,133669,522061,1695883,262901,2077346,9789861,816356,152799,1747486,785918,794584,1379816,1274798,1107658,1527461,814979,491350,2437531,5492398,2801017,2798900,1058297,1514423,962441,133669,522061,1695883,262901,2077346,9802778,817973,152799,1750973,785918,794584,1390472,1277101,1109546,1529010,816572,491350,2438510,5506904,2801365,2798900,1058297,1514423,962441,133669,523367,1699875,262901,2077346,9850089,818718,153244,1750973,787294,794584,1390891,1279458,1112972,1532844,817450,492292,2441637,5510697,2801471,2798900,1059877,1524771,962441,133669,523876,1701333,265075,2093680,9856336,819531,153436,1753119,788289,798475,1391257,1281002,1114116,1534200,818550,492873,2444707,5515340,2824770,2798900,1059877,1524771,962441,134415,524432,1703203,265075,2093680,9861034,820026,153661,1753119,788646,798475,1391603,1282968,1115749,1535743,819503,493553,2447904,5521537,2825160,2815069,1061792,1524771,968965,134415,525086,1705090,265075,2093680,9894394,820870,153903,1755959,788646,798507,1392996,1282968,1117664,1537630,820659,494031,2451377,5527191,2825330,2815069,1061792,1524771,968965,134415,525086,1706649,265075,2093680,9894394,820870,153903,1755959,788646,798507,1393206,1282968,1117664,1537630,820659,494031,2453982,5529583,2825330,2815069,1061792,1524771,968965,134415,525086,1706649,265075,2093680,9894394,820870,153903,1755959,788646,798507,1393242,1282968,1117664,1537630,820659,494031,2456359,5531416,2825330,2815069,1061792,1524771,968965,134415,525086,1706649,265075,2093680,9906427,822319,153903,1758650,788646,798507,1400853,1287429,1117664,1537630,820659,494031,2457797,5532863,2825330,2815069,1061792,1524771,968965,134415,525086,1710582,265075,2093680,9955717,822898,154165,1758650,791126,798507,1401687,1290291,1119052,1539161,824121,495361,2460655,5545860,2825812,2815069,1063786,1535392,968965,134415,527437,1712197,267648,2109053,9962108,823625,155026,1762056,792208,802635,1402145,1292655,1123059,1540733,825440,495896,2464208,5549995,2844067,2815069,1063786,1535392,969106,135030,528049,1714066,267648,2109053,9967883,824295,155268,1762056,792554,802635,1402658,1294720,1124657,1545322,827012,496506,2467432,5555804,2844268,2831228,1068168,1535392,975743,135030,528651,1716041,267648,2109053,10025036,825075,155268,1764876,792554,802635,1403622,1296861,1126355,1547019,828389,497100,2470738,5563095,2844446,2831228,1068168,1535392,975743,135030,529262,1717867,267648,2109053,10025036,825075,155817,1764876,793888,802635,1404004,1296861,1126355,1547019,828389,497100,2473957,5565498,2844446,2831228,1070735,1535392,975743,135030,529262,1717867,267648,2109053,10025110,825075,155817,1764876,793888,802635,1404126,1296861,1126355,1547019,828389,497100,2476559,5567573,2844446,2831228,1070735,1535392,975743,135030,529262,1717867,267648,2109053,10038765,826779,155817,1769015,793888,802635,1412024,1300125,1127989,1548529,831066,497100,2478068,5579899,2844804,2831228,1070735,1535392,975743,135030,530612,1721427,267648,2109053,10087984,827615,155817,1769015,793888,802635,1412437,1302530,1131638,1551880,832212,497100,2481697,5584234,2844931,2831228,1070735,1546406,975743,135030,531176,1722738,270747,2125567,10095355,828263,156557,1772183,796196,807562,1412712,1305552,1133072,1553161,832212,497100,2484841,5589488,2868067,2831228,1070735,1546406,975743,135668,531843,1724783,270747,2125567,10101062,828968,156802,1772183,796611,807562,1413121,1308592,1134788,1553161,835120,500056,2488751,5596869,2868188,2848453,1076350,1546406,983139,135668,532503,1726646,270747,2125567,10156643,831880,157041,1775886,796611,807650,1413470,1310829,1136584,1553161,836757,500574,2492366,5604401,2868272,2848453,1076350,1546406,983139,135668,533213,1728350,270747,2125567,10156643,831880,157041,1775886,796611,807650,1413824,1310829,1136584,1553161,836757,500574,2495907,5607336,2868341,2848453,1076350,1546406,983139,135668,533213,1728350,270747,2125567,10156643,831880,157041,1775886,796611,807650,1414033,1310829,1136584,1553161,836757,500574,2498561,5609533,2868341,2848453,1076350,1546406,983139,135668,533213,1728350,270747,2125567,10171959,833260,157041,1775886,796611,807650,1414321,1310829,1136584,1553161,836757,500574,2500420,5611362,2868341,2848453,1076350,1546406,983139,135668,533213,1728350,270747,2125567,10177563,833551,157303,1775886,799184,807696,1422286,1315361,1138176,1553161,839997,500574,2502617,5627516,2868795,2848453,1079454,1546406,983139,135668,535208,1732695,273653,2145765,10228221,834561,157303,1782265,800176,812997,1422665,1318114,1142633,1553161,841347,500574,2505692,5632283,2893327,2848453,1082449,1560139,983139,136145,535776,1734118,273653,2145765,10233568,835385,158073,1782265,800648,812997,1423039,1323550,1143838,1561487,843191,503390,2509617,5638156,2893327,2867291,1084914,1560139,990012,136145,536573,1736084,273653,2145765,10279898,836466,158281,1787059,800648,813071,1423498,1326364,1145711,1561487,845205,504109,2514115,5647470,2893419,2867291,1084914,1560139,990012,136145,537443,1738225,273653,2145765,10279898,836466,158281,1787059,800648,813071,1423786,1326364,1145711,1561487,845205,504109,2517834,5650598,2893419,2867291,1084914,1560139,990012,136145,537443,1738225,273653,2145765,10279898,837751,158281,1787059,800648,813071,1424148,1326364,1145711,1561487,845205,504109,2520736,5653107,2893419,2867291,1084914,1560139,990012,136145,537443,1738225,273653,2145765,10298129,838159,158548,1790544,802455,813216,1435020,1332012,1147629,1561487,848886,504109,2522649,5668334,2893743,2867291,1084914,1560139,990012,136145,539431,1742220,273653,2145765,10358182,839167,159055,1790544,803961,813233,1435391,1335684,1151690,1561487,850618,506223,2527086,5676121,2893921,2867291,1092763,1573585,990012,136145,540192,1744114,276647,2161045,10365785,840071,159289,1794605,805363,820418,1435781,1339245,1153471,1561487,852423,506899,2530796,5682130,2919351,2867291,1092763,1573585,990012,136695,541062,1746350,276647,2161045,10374290,840892,159494,1794605,805836,820418,1436111,1342740,1155247,1571008,854450,507506,2535067,5691891,2919351,2891756,1096910,1573585,997808,136695,542092,1748367,276647,2161045,10435541,841737,159729,1798430,805836,820418,1437743,1345313,1157029,1571008,856061,508139,2539038,5700453,2919814,2891756,1096910,1573585,997808,136695,542887,1750331,276647,2161045,10435541,841737,159729,1798430,805836,820418,1438172,1345313,1157029,1571008,856061,508139,2542830,5703638,2919814,2891756,1096910,1573585,997808,136695,542887,1750331,276647,2161045,10435541,842712,159729,1798430,805836,820418,1438497,1345313,1157029,1571008,856061,508139,2545959,5706285,2919814,2891756,1096910,1573585,997808,136695,542887,1750331,276647,2161045,10454194,843286,159729,1802751,807506,820469,1448212,1350727,1158853,1571008,859352,508139,2548015,5722320,2920038,2891756,1100631,1573585,997808,136695,544911,1754652,276647,2161045,10506662,844386,160533,1802751,809074,820469,1448620,1354398,1162367,1571008,860767,510041,2552342,5727636,2920175,2891756,1104163,1587503,997808,136695,545745,1756587,279532,2179180,10513729,845240,160723,1807442,810664,827865,1449092,1357396,1164403,1571008,862528,510735,2556303,5735607,2949264,2891756,1104163,1587503,997808,137264,546772,1759029,279532,2179180,10522372,846026,160952,1807442,811227,827865,1449592,1360862,1166461,1580508,864529,511380,2560841,5744579,2949264,2918366,1108553,1587503,1004684,137264,547785,1761388,279532,2179180,10578770,847255,161169,1813158,811227,828190,1451160,1363543,1168190,1580508,866040,511738,2565176,5752964,2949622,2918366,1108553,1587503,1004684,137264,548777,1763638,279532,2179180,10578770,847255,161169,1813158,811227,828190,1451799,1363543,1168190,1580508,866040,511738,2569202,5756123,2949622,2918366,1108553,1587503,1004684,137264,548777,1763638,279532,2179180,10578770,848549,161169,1813158,811227,828190,1451969,1363543,1168190,1580508,866040,511738,2572621,5758805,2949622,2918366,1108553,1587503,1004684,137264,548777,1763638,279532,2179180,10594052,849007,161415,1816673,813148,828322,1466848,1367787,1170049,1580508,869466,511738,2574316,5773608,2949622,2918366,1112711,1587503,1004684,137264,551009,1768459,279532,2179180,10641665,849904,161415,1816673,814855,828322,1467335,1370063,1174123,1580508,870560,514065,2577745,5778917,2950311,2918366,1116478,1605165,1004684,137264,551921,1770549,281969,2196429,10649458,851389,162098,1823296,816588,835564,1467778,1372134,1175786,1580508,872265,514698,2582493,5785423,2983194,2918366,1116478,1605165,1004684,137649,553018,1773098,281969,2196429,10656412,852438,162327,1823296,817159,835564,1468197,1375417,1177761,1590564,873857,515287,2587104,5793691,2983366,2948242,1120934,1605165,1010550,137649,554215,1775581,281969,2196429,10700053,853343,162519,1828734,817159,835667,1469747,1377666,1179674,1590564,875132,515858,2591186,5796900,2983655,2948242,1120934,1605165,1010550,137649,555107,1777713,281969,2196429,10700053,853343,162519,1828734,817159,835667,1470119,1377666,1179674,1590564,875132,515858,2595210,5799922,2983655,2948242,1120934,1605165,1010550,137649,555107,1777713,281969,2196429,10700053,854582,162519,1828734,817159,835667,1470408,1377666,1179674,1590564,875132,515858,2597675,5802579,2983655,2948242,1120934,1605165,1010550,137649,555107,1777713,281969,2196429,10713333,854934,162692,1832878,818389,835779,1485582,1381521,1181478,1590564,877784,515858,2599211,5821036,2983887,2948242,1124786,1605165,1010550,137649,557371,1782331,281969,2196429,10757986,856003,162692,1832878,818389,835779,1485954,1383580,1185454,1590564,879183,515858,2602776,5825470,2984110,2948242,1124786,1605165,1010550,137649,558300,1784219,285126,2211463,10764622,857105,163192,1837688,822356,842282,1486349,1385619,1186986,1590564,880758,518268,2606229,5828675,3016425,2948242,1128347,1605165,1010550,138145,559295,1786641,285126,2211463,10769686,857870,163307,1837688,822796,842282,1486643,1387704,1188959,1601006,882319,518936,2609923,5840606,3016613,2976027,1132714,1621121,1015707,138145,560263,1788763,285126,2211463,10807573,858702,163429,1843622,822796,842437,1488288,1389464,1190679,1601006,883465,519584,2613856,5848249,3016613,2976027,1132714,1621121,1015707,138145,561275,1790884,285126,2211463,10807573,858702,163429,1843622,822796,842437,1488702,1389464,1190679,1601006,883465,519584,2617438,5850790,3016613,2976027,1132714,1621121,1015707,138145,561275,1790884,285126,2211463,10807573,858702,163429,1843622,822796,842437,1488999,1389464,1190679,1601006,883465,519584,2620049,5852939,3016613,2976027,1132714,1621121,1015707,138145,561275,1790884,285126,2211463,10817941,860321,163429,1847824,824815,842609,1503497,1392517,1192231,1601006,886062,519584,2621249,5864089,3016613,2976027,1137274,1621121,1015707,138145,563384,1795151,285126,2211463,10853402,861453,163915,1847824,826445,842609,1503888,1394995,1196004,1601006,887134,521060,2624713,5868484,3016843,2976027,1140513,1637108,1015707,138145,564323,1796953,287355,2224964,10858351,862307,164022,1854031,828016,848554,1503888,1396536,1197753,1601006,889213,521602,2627779,5874882,3047625,2976027,1140513,1637108,1015707,138779,565397,1799147,287355,2224964,10862660,863132,164253,1854031,828444,848554,1504576,1398494,1199669,1611246,890784,521706,2631275,5882394,3047625,3002043,1144252,1637108,1020399,138779,566420,1801334,287355,2224964,10898548,863913,164373,1859196,828444,848733,1504877,1400265,1201609,1611246,892291,522491,2634282,5888845,3047625,3002043,1144252,1637108,1020399,138779,567426,1803143,287355,2224964,10898548,863913,164373,1859196,828444,848733,1505236,1400265,1201609,1611246,892291,522491,2634282,5891418,3047625,3002043,1144252,1637108,1020399,138779,567426,1803143,287355,2224964,10898548,863913,164373,1859196,828444,848733,1505397,1400265,1201609,1611246,892291,522491,2639310,5893546,3047625,3002043,1144252,1637108,1020399,138779,567426,1803143,287355,2224964,10908539,865196,164373,1862813,830079,848977,1520706,1403404,1203149,1611246,894772,522491,2640445,5900333,3047828,3002043,1147408,1637108,1020399,138779,569322,1807046,287355,2224964,10939491,865798,164589,1862813,831610,849014,1520996,1405348,1206043,1611246,896300,522491,2643340,5902192,3047969,3002043,1147408,1650748,1020399,138779,570094,1808708,289203,2237208,10944159,866537,164724,1867509,832937,854105,1521310,1407047,1207283,1611246,897715,524339,2645729,5911816,3074964,3002043,1147408,1650748,1020399,139226,571075,1810758,289203,2237208,10947473,866984,164815,1867509,833187,854160,1521581,1408809,1209060,1621194,899354,524339,2648876,5917733,3074964,3026110,1153471,1650748,1023940,139226,571993,1812581,289203,2237208,10979626,868194,165055,1873396,833187,854160,1522407,1410817,1210586,1621194,900888,525171,2651571,5923462,3074964,3026110,1153471,1650748,1023940,139226,572854,1814426,289203,2237208,10979626,868194,165055,1873396,833187,854160,1522407,1410817,1210586,1621194,900888,525171,2654215,5925952,3074964,3026110,1153471,1650748,1023940,139226,572854,1814426,289203,2237208,10979626,869106,165055,1873396,833187,854160,1523205,1410817,1210586,1621194,900888,525171,2656123,5928033,3074964,3026110,1153471,1650748,1023940,139226,572854,1814426,289203,2237208,10987530,869372,165055,1876822,834877,854326,1535280,1413628,1211903,1621194,900888,525171,2656736,5937264,3074964,3026110,1156567,1650748,1023940,139226,574724,1818776,289203,2237208,11015161,869918,165478,1876822,836322,854384,1535600,1415928,1214854,1621194,904905,526597,2659686,5941134,3074964,3026110,1159512,1661020,1023940,139226,575535,1820331,291395,2245713,11019530,871037,165573,1882527,837739,859190,1535932,1418197,1215687,1621194,904905,527056,2661873,5945342,3098923,3026110,1159512,1661020,1023940,139769,576423,1822222,291395,2245713,11022505,871962,165667,1882527,838125,859190,1536310,1420507,1217056,1630819,904905,527506,2664507,5951183,3098923,3049546,1163366,1661020,1027083,139769,577475,1824393,291395,2245713,11054444,872624,165774,1887358,838125,859190,1538002,1422451,1218315,1630819,904905,527989,2666991,5956144,3098923,3049546,1163366,1661020,1027083,139769,578535,1826088,291395,2245713,11054444,872624,165774,1887358,838125,859190,1538002,1422451,1218584,1630819,904905,527989,2669786,5958345,3098923,3049546,1163366,1661020,1027083,139769,578535,1826088,291395,2245713,11054444,873294,165774,1887358,838125,859190,1538461,1422451,1218584,1630819,904905,527989,2671559,5960376,3098923,3049546,1163366,1661020,1027083,139769,578535,1826088,291395,2245713,11060838,873420,165774,1891405,839808,859190,1551233,1426314,1219871,1630819,904905,527989,2673997,5968639,3098923,3049546,1166900,1661020,1027083,139769,580697,1829230,291395,2245713,11088191,874415,166086,1891405,841247,859190,1551266,1428978,1222419,1630819,913049,529353,2674665,5971989,3098923,3049546,1170225,1674281,1027083,139769,581638,1830627,292817,2254374,11091425,875076,166166,1895799,842647,864871,1551511,1431011,1223380,1630819,913049,529808,2676938,5975934,3120821,3049546,1170225,1674281,1027083,140308,582666,1832397,292817,2254374,11093984,875574,166275,1895799,843034,864871,1551887,1433525,1224729,1639213,913049,530373,2679272,5981489,3120821,3074826,1174015,1674281,1030031,140308,583775,1833939,292817,2254374,11117372,876956,166381,1899553,843034,864985,1552132,1435368,1225805,1639213,913049,530925,2681396,5985714,3120821,3074826,1174015,1674281,1030031,140308,584771,1835422,292817,2254374,11117372,876956,166381,1899553,843034,864985,1552379,1435368,1225805,1639213,913049,530925,2683484,5987951,3120821,3074826,1174015,1674281,1030031,140308,584771,1835422,292817,2254374,11117372,876956,166381,1899553,843034,864985,1552593,1435368,1225805,1639213,913049,530925,2685083,5989830,3120821,3074826,1174015,1674281,1030031,140308,584771,1835422,292817,2254374,11122387,878056,166381,1899553,843034,864985,1552729,1435368,1225805,1639213,913049,530925,2685719,5991162,3120821,3074826,1174015,1674281,1030031,140308,584771,1835422,292817,2254374,11124581,878267,166474,1899553,845803,864985,1563504,1438630,1226966,1639213,918874,531952,2688145,5999853,3120821,3074826,1179949,1674281,1030031,140308,587334,1838776,293914,2258040,11145708,879184,166724,1905229,846823,869203,1563678,1440257,1229864,1639213,918874,532298,2689371,6003329,3141302,3074826,1179949,1687640,1030031,140740,588317,1840066,293914,2258040,11147393,879950,166784,1905229,847235,869203,1563963,1441618,1230754,1645653,918874,532733,2691552,6007018,3141302,3096557,1182071,1687640,1032402,140740,589342,1841721,293914,2258040,11163758,880603,166893,1908325,847235,869362,1566416,1442885,1232093,1645653,918874,533046,2694047,6009470,3141302,3096557,1182071,1687640,1032402,140740,590441,1843257,293914,2258040,11163758,880603,166893,1908325,847235,869362,1566416,1442885,1232093,1645653,918874,533046,2694047,6011665,3141302,3096557,1182071,1687640,1032402,140740,590441,1843257,293914,2258040,11163758,881594,166893,1908325,847235,869362,1566793,1442885,1232093,1645653,918874,533046,2698101,6014083,3141302,3096557,1182071,1687640,1032402,140740,590441,1843257,293914,2258040,11168261,881831,166893,1910442,848811,869362,1574603,1444771,1233359,1645653,918874,533046,2698348,6023808,3141302,3096557,1184662,1687640,1032402,140740,592324,1846100,293914,2258040,11169894,884941,166893,1910442,849956,869362,1574786,1445716,1235556,1645653,922493,534044,2701029,6026783,3141302,3096557,1186780,1696746,1032402,140740,593041,1847431,295121,2264159,11171759,885767,167242,1912563,850932,873582,1574948,1446738,1236570,1645653,922493,534299,2703340,6031598,3162491,3096557,1186780,1696746,1032402,141282,593806,1848935,295121,2264159,11194286,886348,167342,1912563,851233,873582,1575083,1447814,1237800,1651999,922493,534299,2706107,6033898,3162491,3117109,1189193,1696746,1034893,141282,594355,1850559,295121,2264159,11196447,887501,167420,1914351,851233,873582,1575215,1448503,1239006,1651999,922493,534818,2708594,6041536,3162491,3117109,1189193,1696746,1034893,141282,595044,1851892,295121,2264159,11196447,887501,167420,1914351,851233,873582,1575274,1448503,1239006,1651999,922493,534818,2710705,6044796,3162491,3117109,1189193,1696746,1034893,141282,595044,1851892,295121,2264159,11196447,888388,167420,1914351,851233,873582,1575414,1448503,1239006,1651999,922493,534818,2712160,6047070,3162491,3117109,1189193,1696746,1034893,141282,595044,1851892,295121,2264159,11199912,888862,167489,1915905,852206,873582,1583569,1449815,1239990,1651999,922493,534818,2713791,6055837,3162491,3117109,1190969,1696746,1034893,141282,596267,1851892,295121,2264159,11201464,889661,167796,1915905,853064,873734,1583626,1450613,1241973,1651999,925596,535595,2715620,6059413,3162491,3117109,1192446,1703439,1034893,141282,596709,1855835,295877,2268158,11203061,890231,167857,1917862,853840,876232,1583653,1451304,1242937,1651999,925596,535877,2719359,6064374,3182775,3117109,1192446,1703439,1034893,141840,597303,1857343,295877,2268158,11228851,891232,167857,1917862,854054,876232,1583653,1451927,1244027,1658677,925596,536073,2722301,6070978,3182775,3131645,1194061,1703439,1036814,141840,597764,1858749,295877,2268158,11230511,892220,168032,1919328,854054,876232,1583653,1452495,1244747,1658677,925596,536242,2725389,6076941,3182775,3131645,1194061,1703439,1036814,141840,598237,1859984,295877,2268158,11230511,892220,168032,1919328,854054,876232,1583653,1452495,1244747,1658677,925596,536242,2728194,6079789,3182775,3131645,1194061,1703439,1036814,141840,598237,1859984,295877,2268158,11230511,893264,168032,1919328,854054,876232,1583740,1452495,1244747,1658677,925596,536242,2729699,6082194,3182775,3131645,1194061,1703439,1036814,141840,598237,1859984,295877,2268158,11233676,893529,168141,1920530,854774,876261,1592745,1453293,1246003,1658677,925596,536242,2730620,6090273,3182775,3131645,1195429,1703439,1036814,141840,599143,1859984,295877,2268158,11234999,894428,168301,1920530,855407,876261,1592745,1453976,1247703,1658677,927465,536845,2733221,6093545,3182775,3131645,1196540,1708074,1036814,141840,599436,1863224,296491,2271560,11236331,895390,168359,1921993,855931,878982,1592745,1454450,1248592,1658677,927465,537089,2735732,6097881,3198866,3131645,1196540,1708074,1036814,142443,599770,1864417,296491,2271560,11261913,896144,168439,1921993,856096,879022,1592745,1454828,1249452,1664797,927465,537243,2738382,6103582,3198866,3143746,1197762,1708074,1038696,142443,600173,1865600,296491,2271560,11263827,896893,168514,1921993,856096,879022,1592745,1455290,1250304,1664797,927465,537466,2740906,6109107,3198866,3143746,1197762,1708074,1038696,142443,600558,1866640,296491,2271560,11263827,896893,168514,1921993,856096,879022,1592745,1455290,1250304,1664797,927465,537466,2743341,6111750,3198866,3143746,1197762,1708074,1038696,142443,600558,1866640,296491,2271560,11263827,898073,168514,1921993,856096,879022,1592816,1455290,1250304,1664797,927465,537466,2745094,6113898,3198866,3143746,1197762,1708074,1038696,142443,600558,1866640,296491,2271560,11266268,898338,168514,1921993,856645,879001,1601118,1455900,1251116,1664797,927465,537466,2746261,6122102,3198866,3143746,1198836,1708074,1038696,142443,601246,1866640,296491,2271560,11267236,899205,168614,1921993,857128,879019,1601168,1456295,1252630,1664797,929079,537466,2748202,6125135,3198866,3143746,1199697,1712281,1038696,142443,601520,1870016,297176,2275235,11268276,899885,168642,1925645,857784,880639,1601313,1456658,1253315,1664797,929079,538146,2750373,6129292,3210837,3143746,1199697,1712281,1038696,142443,601887,1871364,297176,2275235,11289060,900500,168660,1925645,857944,880639,1601441,1457052,1254152,1670765,929079,538339,2752708,6134586,3210837,3153743,1199697,1712281,1040427,143049,602173,1872550,297176,2275235,11290889,901180,168678,1925645,857944,880649,1601560,1457349,1254937,1670765,929079,538494,2755010,6139022,3210837,3153743,1200650,1712281,1040427,143049,602461,1873754,297176,2275235,11290889,901180,168678,1925645,857944,880649,1601664,1457349,1254937,1670765,929079,538494,2755010,6141662,3210837,3153743,1200650,1712281,1040427,143049,602461,1873754,297176,2275235,11290889,901180,168678,1925645,857944,880649,1601761,1457349,1254937,1670765,929079,538494,2758726,6143840,3210837,3153743,1200650,1712281,1040427,143049,602461,1873754,297176,2275235,11290889,902374,168678,1925645,857944,880654,1609141,1457916,1254937,1670765,929079,538494,2759767,6145553,3210837,3153743,1200650,1712281,1040427,143049,602461,1873754,297176,2275235,11294061,902655,168719,1925645,858989,880659,1600312,1458331,1255656,1670765,930438,538917,2761439,6154746,3210837,3153743,1201654,1715434,1040427,143049,603256,1876979,297740,2277635,11294895,903688,168760,1925645,859502,883481,1600312,1458706,1257630,1670765,930438,538917,2763340,6158609,3220858,3153743,1201654,1715434,1040427,143683,603583,1878410,297740,2277635,11316398,904258,168796,1930022,859632,883481,1600312,1459031,1258336,1676151,930438,539389,2765472,6163421,3220858,3162278,1203469,1715434,1041933,143683,603859,1879656,297740,2277635,11317620,904993,169116,1930022,859632,883499,1600312,1459308,1259085,1676151,930438,539389,2767413,6166185,3220858,3162278,1203469,1715434,1041933,143683,604108,1880837,297740,2277635,11317620,904993,169116,1930022,859632,883499,1600312,1459308,1259085,1676151,930438,539389,2767413,6168370,3220858,3162278,1203469,1715434,1041933,143683,604108,1880837,297740,2277635,11317620,905747,169116,1930022,859632,883499,1600312,1459308,1259085,1676151,930438,539389,2769422,6170556,3220858,3162278,1203469,1715434,1041933,143683,604108,1880837,297740,2277635,11319190,906027,169149,1930022,860166,883499,1606537,1459308,1259868,1676151,930438,539389,2772018,6181479,3220858,3162278,1204546,1715434,1041933,143683,604788,1880837,297740,2277635,11319195,907038,169149,1930022,860166,883499,1606537,1459308,1261418,1676151,930438,539389,2773961,6184627,3220858,3162278,1205519,1718600,1041933,143683,605012,1884212,298095,2283073,11321488,907476,169149,1933102,861010,886124,1606537,1459866,1262107,1676151,930438,540345,2775804,6188598,3220858,3162278,1205519,1718600,1041933,144346,605322,1885525,298095,2283073,11337782,908015,169149,1933102,861010,886124,1606537,1459866,1262864,1680916,930438,540345,2777968,6193728,3220858,3173375,1205519,1718600,1041933,144346,605577,1886807,298095,2283073,11338846,908510,169436,1933102,861010,886137,1606537,1459866,1263553,1680916,931707,540345,2780053,6198574,3220858,3173375,1205519,1718600,1043639,144346,605830,1888018,298095,2283073,11338846,908510,169436,1933102,861010,886137,1606537,1459866,1263553,1680916,931707,540345,2780053,6200626,3220858,3173375,1205519,1718600,1043639,144346,605830,1888018,298095,2283073,11338846,908510,169436,1933102,861010,886137,1606537,1459866,1263553,1680916,931707,540345,2780491,6202365,3220858,3173375,1205519,1718600,1043639,144346,605830,1888018,298095,2283073,11343021,909382,169436,1933102,861010,886137,1611523,1459866,1264229,1680916,931707,540345,2783748,6210099,3220858,3173375,1205519,1718600,1043639,144346,606394,1888018,298095,2283073,11344103,909866,169436,1933102,861010,886137,1611523,1459866,1265630,1680916,931707,540345,2785472,6213286,3220858,3173375,1205519,1721693,1043639,144346,606615,1891670,298479,2287886,11345366,910367,169436,1937565,862925,888315,1611523,1461433,1266249,1680916,933065,540345,2787227,6217634,3237440,3173375,1205519,1721693,1043639,144895,606794,1893061,298479,2287886,11361181,910919,169436,1937565,862925,888315,1611523,1461433,1267155,1686048,933065,540345,2789256,6223314,3237440,3185038,1208316,1721693,1045758,144895,607087,1894346,298479,2287886,11362397,912055,169709,1937565,862925,888322,1611523,1461433,1268014,1686048,933065,535012,2791469,6228543,3237440,3185038,1208316,1721693,1045758,144895,607366,1895481,298479,2287886,11362397,912055,169709,1937565,862925,888322,1611523,1461433,1268014,1686048,933065,535012,2791469,6230820,3237440,3185038,1208316,1721693,1045758,144895,607366,1895481,298479,2287886,11362397,912997,169709,1937565,862925,888322,1611523,1461433,1268014,1686048,933065,535012,2791469,6232565,3237440,3185038,1208316,1721693,1045758,144895,607366,1895481,298479,2287886,11364908,913153,169709,1937565,862925,888322,1618948,1461433,1268833,1686048,933065,535139,2797842,6241217,3237440,3185038,1208316,1721693,1045758,144895,608104,1895481,298479,2287886,11365734,913565,169709,1937565,862925,888322,1618948,1461433,1270417,1686048,933065,535265,2799399,6244198,3237440,3185038,1208316,1725160,1045758,144895,608341,1898878,298845,2293015,11367123,913979,169709,1942708,864752,890680,1618948,1463379,1271118,1686048,934401,535305,2801506,6248012,3246175,3185038,1208316,1725160,1045758,145409,608652,1900042,298845,2293015,11383971,914441,170041,1942708,864752,890680,1618948,1463379,1272014,1691086,934401,535394,2803898,6253375,3246175,3197300,1211210,1725160,1048168,145409,608965,1901398,298845,2293015,11385477,914850,170041,1942708,864752,890703,1618948,1463379,1272849,1691086,934401,536296,2805871,6258681,3246175,3197300,1211210,1725160,1048168,145409,609356,1902612,298845,2293015,11385477,914850,170041,1942708,864752,890703,1618948,1463379,1272849,1691086,934401,536296,2805871,6260856,3246175,3197300,1211210,1725160,1048168,145409,609356,1902612,298845,2293015,11385477,915594,170041,1942708,864752,890703,1618948,1463379,1272849,1691086,934401,536296,2808399,6262784,3246175,3197300,1211210,1725160,1048168,145409,609356,1902612,298845,2293015,11388453,915785,170041,1942708,864752,890703,1624756,1463379,1273721,1691086,934401,536456,2810076,6272789,3246175,3197300,1211210,1725160,1048168,145409,609944,1902612,298969,2293015,11389933,916172,170041,1942708,864752,890703,1624756,1463379,1273721,1691086,934401,536548,2810076,6274325,3246175,3197300,1211210,1729333,1048168,145409,609944,1906153,298969,2300375,11392604,916657,170041,1948019,866615,893309,1624756,1465700,1275482,1691086,935770,536642,2813645,6280581,3255540,3197300,1211210,1729333,1048168,145838,610432,1907238,298969,2300375,11411448,917119,170482,1948019,866615,893319,1624756,1465700,1276832,1696286,935770,537129,2815780,6286317,3255540,3208165,1214559,1729333,1051549,145838,610675,1908302,298969,2300375,11411450,918320,170482,1948019,866615,893319,1624756,1465700,1276832,1696286,935770,538374,2815780,6288122,3255540,3208165,1214559,1729333,1051549,145838,610675,1909301,298969,2300375,11411450,918320,170482,1948019,866615,893319,1624756,1465700,1276832,1696286,935770,538374,2815780,6289735,3255540,3208165,1214559,1729333,1051549,145838,610675,1909301,298969,2300375,11411450,918761,170482,1948019,866615,893319,1624756,1465700,1276832,1696286,935770,538374,2815780,6291147,3255540,3208165,1214559,1729333,1051549,145838,610675,1909301,298969,2300375,11416039,918876,170482,1948019,866615,893319,1628396,1465700,1277576,1696286,935770,538589,2820621,6302495,3255540,3208165,1214559,1729333,1051549,145838,611358,1909301,299411,2300375,11417621,919722,170482,1948019,866615,893319,1628396,1465700,1279483,1696286,936814,538690,2822424,6305957,3255540,3208165,1214559,1732287,1051549,145838,611586,1912209,299411,2311150,11420767,920112,170482,1953497,868595,895738,1628396,1467573,1280157,1696286,936814,538690,2824396,6309897,3262335,3208165,1214559,1732287,1051549,146143,611813,1913316,299411,2311150,11446381,920500,170750,1953497,868595,895738,1628396,1467573,1280904,1701401,936814,539125,2826653,6315469,3262335,3218335,1217825,1732287,1054340,146143,612047,1914266,299411,2311150,11448703,921038,170750,1953497,868595,895788,1628396,1467573,1281632,1701401,936814,540443,2828391,6320328,3262335,3218335,1217825,1732287,1054340,146143,612262,1915298,299411,2311150,11448703,921038,170750,1953497,868595,895788,1628396,1467573,1281632,1701401,936814,540443,2828391,6322200,3262335,3218335,1217825,1732287,1054340,146143,612262,1915298,299411,2311150,11448727,921588,170750,1953497,868595,895788,1628396,1467573,1281632,1701401,936814,540443,2828391,6323637,3262335,3218335,1217825,1732287,1054340,146143,612262,1915298,299411,2311150,11453640,921739,170750,1953497,868595,896095,1635213,1467573,1282382,1701401,936814,540639,2832407,6331740,3262335,3218335,1217825,1732287,1054340,146143,612710,1915298,299841,2311150,11455445,922159,170750,1953497,868595,896095,1635213,1467573,1283809,1701401,936814,540744,2834045,6334600,3262335,3218335,1217825,1735351,1054340,146143,612916,1918415,299841,2324560,11458520,923276,170750,1959422,868595,898646,1635213,1470441,1284450,1707968,936814,540858,2835549,6338021,3268501,3227759,1217825,1735351,1054340,146442,613165,1919240,299841,2324560,11484761,923912,170750,1959422,868595,898646,1635213,1470441,1284450,1707968,936814,540858,2835549,6340383,3268501,3227759,1219820,1735351,1054340,146442,613165,1920764,299841,2324560,11489970,924141,171317,1959422,870897,898646,1635213,1470441,1284450,1707968,936814,541161,2839492,6342118,3268501,3227759,1219820,1735351,1059170,146442,613165,1921427,299841,2324560,11489970,924141,171317,1959422,870897,898646,1635213,1470441,1284450,1707968,936814,541161,2839492,6343119,3268501,3227759,1219820,1735351,1059170,146442,613165,1921427,299841,2324560,11489970,925223,171317,1959422,870897,898646,1635213,1470441,1284450,1707968,936814,541161,2839492,6344503,3268501,3227759,1219820,1735351,1059170,146442,613165,1921427,299841,2324560,11495367,925377,171317,1959422,870897,898712,1639218,1470441,1285181,1707968,938189,542770,2843317,6357517,3268501,3227759,1219820,1735351,1059170,146442,614030,1921427,300238,2324560,11497895,926106,171317,1959422,870897,898712,1639218,1470441,1287789,1707968,940023,542936,2845600,6363550,3268501,3227759,1219820,1738379,1059170,146442,614319,1924772,300238,2337547,11502638,926947,171317,1965757,873595,902082,1639218,1473092,1288582,1707968,940023,542936,2848609,6370527,3275343,3227759,1219820,1738379,1059170,146777,614646,1926443,300238,2337547,11535834,927641,171608,1965757,873597,902099,1639218,1473092,1289880,1713190,940023,543224,2851189,6380036,3275343,3243850,1225997,1738379,1059170,146777,615040,1927886,300238,2337547,11540816,928712,171608,1965757,873597,902143,1639218,1473092,1291132,1713190,940023,544705,2854044,6388095,3275343,3243850,1225997,1738379,1063566,146777,615332,1929331,300238,2337547,11540816,928712,171608,1965757,873597,902143,1639218,1473092,1291132,1713190,940023,544705,2854044,6390906,3275343,3243850,1225997,1738379,1063566,146777,615332,1929331,300238,2337547,11540816,929619,171608,1965757,873597,902143,1639218,1473092,1291132,1713190,940023,544705,2854044,6392764,3275343,3243850,1225997,1738379,1063566,146777,615332,1929331,300238,2337547,11550859,929899,171608,1965757,873597,902143,1644975,1473092,1292128,1713190,940023,545212,2859453,6404665,3275343,3243850,1225997,1738379,1063566,146777,615922,1929331,300732,2337547,11554226,930723,171608,1965757,873597,902143,1644975,1473092,1294312,1713190,943402,545328,2861858,6409790,3275343,3243850,1225997,1745166,1063566,146777,616175,1933191,300732,2353530,11559335,931371,171608,1977292,877066,906219,1644975,1477545,1295190,1713190,943402,545463,2864909,6415690,3286948,3243850,1225997,1745166,1063566,147221,616506,1934763,300732,2353530,11616356,932066,172044,1977292,877068,906219,1644975,1477545,1296224,1719549,943402,546753,2867919,6423868,3286948,3259911,1232202,1745166,1066753,147221,616804,1936308,300732,2353530,11620250,932781,172044,1977292,877068,906301,1644975,1477545,1297366,1719549,943402,548352,2870860,6431394,3286948,3259911,1232202,1745166,1066753,147221,617094,1937605,300732,2353530,11620250,932781,172044,1977292,877068,906301,1644975,1477545,1297366,1719549,943402,548352,2870860,6434003,3286948,3259911,1232202,1745166,1066753,147221,617094,1937605,300732,2353530,11620250,933631,172044,1977292,877068,906301,1644975,1477545,1297366,1719549,943402,548352,2870860,6436710,3286948,3259911,1232202,1745166,1066753,147221,617094,1937605,300732,2353530,11628037,934388,172044,1977292,877068,906301,1649940,1477545,1298488,1719549,943402,548647,2877071,6449500,3286948,3259911,1232202,1745166,1066753,147221,617812,1937605,301071,2353530,11630402,935123,172044,1977292,877068,906301,1650511,1477545,1300785,1719549,946657,548802,2879897,6454678,3286948,3259911,1232202,1751646,1066753,147221,618099,1941836,301071,2365080,11634639,936024,172044,1987017,880770,910226,1650511,1482269,1301829,1719549,946657,548912,2882627,6460218,3300138,3259911,1232202,1751646,1066753,147657,618480,1943499,301071,2365080,11685057,936976,172626,1987017,880770,910226,1650511,1482269,1303048,1725293,946657,550012,2885988,6468605,3300138,3276630,1237781,1751646,1070006,147657,618893,1944979,301071,2365080,11688449,937673,172626,1987017,880770,910442,1650511,1482269,1304103,1725293,946657,551882,2888864,6476461,3300138,3276630,1237781,1751646,1070006,147657,619323,1946391,301071,2365080,11688449,937673,172626,1987017,880770,910442,1650511,1482269,1304103,1725293,946657,551882,2888864,6479369,3300138,3276630,1237781,1751646,1070006,147657,619323,1946391,301071,2365080,11688449,938943,172626,1987017,880770,910442,1650511,1482269,1304103,1725293,946657,551882,2888864,6481785,3300138,3276630,1237781,1751646,1070006,147657,619323,1946391,301071,2365080,11695224,939281,172626,1987017,880770,910442,1657086,1482269,1305474,1725293,946657,552369,2895740,6495361,3300138,3276630,1237781,1751646,1070006,147657,620243,1946391,301449,2365080,11696011,940702,172626,1987017,880770,910442,1657664,1482269,1307751,1725293,946657,552369,2898720,6500483,3300138,3276630,1237781,1760204,1070006,147657,620606,1950397,301449,2373361,11699232,941267,172626,1996253,884262,914319,1650921,1507707,1309366,1725293,951070,552934,2901542,6506566,3316814,3276630,1237781,1760204,1070006,148031,621117,1951930,301449,2373361,11769634,942022,173626,1996253,884263,914319,1650921,1507707,1310411,1731172,951070,553378,2905434,6515108,3316814,3294521,1244121,1760204,1072888,148031,621614,1953390,301449,2373361,11772574,943284,173626,1996253,884263,914344,1650921,1507707,1311672,1731172,951070,554953,2908733,6523020,3316814,3294521,1244121,1760204,1072888,148031,621614,1954481,301449,2373361,11772574,943284,173626,1996253,884263,914344,1650921,1507707,1311672,1731172,951070,554953,2908733,6526059,3316814,3294521,1244121,1760204,1072888,148031,621614,1954481,301449,2373361,11772585,944493,173626,1996253,884263,914344,1650921,1507707,1311672,1731172,951070,554953,2908733,6528288,3316814,3294521,1244121,1760204,1072888,148031,621614,1954481,301449,2373361,11772585,944755,173626,1996253,884263,914344,1650921,1507707,1311672,1731172,951070,554953,2908733,6529668,3316814,3294521,1244121,1760204,1072888,148031,621614,1954481,301774,2373361,11779543,945045,173626,1996253,884263,914380,1660077,1507707,1311673,1731172,955145,555157,2916729,6543018,3316814,3294521,1244121,1770059,1072888,148031,623080,1956956,301774,2378334,11781729,946236,173626,2002760,886408,917091,1660077,1514113,1315246,1731172,955145,555157,2919724,6546293,3316814,3294521,1244121,1770059,1072888,148393,623541,1958296,301774,2378334,11822939,947016,173626,2002760,886411,917091,1660077,1514113,1316937,1736893,955145,555377,2923180,6552600,3316814,3307568,1250013,1770059,1075137,148393,624174,1959643,301774,2378334,11826466,948001,173626,2002760,886411,917091,1660077,1514113,1318510,1736893,955145,556647,2926834,6560495,3316814,3307568,1250013,1770059,1075137,148393,624721,1960884,301774,2378334,11826466,948001,173626,2002760,886411,917091,1660077,1514113,1318510,1736893,955145,556647,2926834,6563605,3316814,3307568,1250013,1770059,1075137,148393,624721,1960884,301774,2378334,11826523,949324,173626,2002760,886411,917091,1660077,1514113,1318510,1736893,955145,556647,2926834,6566031,3316814,3307568,1250013,1770059,1075137,148393,624721,1960884,301774,2378334,11826523,949661,173626,2002760,886411,917091,1660077,1514113,1318510,1736893,955145,556647,2926834,6567878,3316814,3307568,1250013,1770059,1075137,148393,624721,1960884,302138,2378334,11833426,950046,173626,2002760,886411,917091,1663609,1514113,1319791,1736893,960923,556865,2938808,6582419,3316814,3307568,1250013,1770059,1075137,148449,626123,1963765,302138,2384521,11835660,952152,173626,2010174,888667,919905,1663609,1521203,1323217,1736893,960923,556925,2941047,6586454,3359796,3307568,1250013,1780649,1075137,148835,626674,1964872,302138,2384521,11879543,953006,174559,2010174,888667,919905,1663609,1521203,1324550,1741611,960923,556976,2944679,6593541,3359796,3321463,1255673,1780649,1077359,148835,627265,1966125,302138,2384521,11881668,953522,174559,2011911,888667,919905,1663609,1521203,1325973,1741611,960923,558056,2948929,6601432,3359796,3321463,1255673,1780649,1077359,148835,627775,1967237,302138,2384521,11881668,953522,174559,2011911,888667,919905,1663609,1521203,1325973,1741611,960923,558056,2948929,6604330,3359796,3321463,1255673,1780649,1077359,148835,627775,1967237,302138,2384521,11881685,955076,174559,2011911,888667,919905,1663609,1521203,1325973,1741611,960923,558056,2948929,6606540,3359796,3321463,1255673,1780649,1077359,148835,627775,1967237,302138,2384521,11886820,955320,174559,2011911,888667,919925,1669817,1521203,1327433,1741611,960923,558188,2957635,6618315,3359796,3321463,1255673,1780649,1077359,148835,628595,1967237,302604,2384521,11888255,956351,174559,2011911,888667,919925,1669817,1521203,1330397,1741611,960923,558235,2958722,6622254,3359796,3321463,1255673,1791933,1077359,148835,628901,1970004,302604,2391895,11890846,957189,174559,2011911,890870,922242,1672321,1528052,1331296,1741611,960923,558296,2961208,6626601,3382420,3321463,1255673,1791933,1077359,149298,629262,1970936,302604,2391895,11925125,957654,175014,2017978,890871,922242,1672321,1528052,1332296,1745105,960923,558347,2964333,6632546,3382420,3331651,1261310,1791933,1079314,149298,629594,1971844,302604,2391895,11926718,958408,175014,2017978,890871,922242,1672321,1528052,1333369,1745105,960923,559462,2967503,6637885,3382420,3331651,1261310,1791933,1079314,149298,629923,1972707,302604,2391895,11926718,958408,175014,2017978,890871,922242,1672321,1528052,1333369,1745105,960923,559462,2967503,6639915,3382420,3331651,1261310,1791933,1079314,149298,629923,1972707,302604,2391895,11926732,959305,175014,2017978,890871,922242,1672321,1528052,1333369,1745105,960923,559462,2967503,6641533,3382420,3331651,1261310,1791933,1079314,149298,629923,1972707,302604,2391895,11926732,959807,175014,2017978,890871,922242,1672321,1528052,1333369,1745105,960923,559462,2967503,6642793,3382420,3331651,1261310,1791933,1079314,149298,629923,1972707,303253,2391895,11929917,960058,175014,2017978,890871,922254,1680601,1528052,1334198,1745105,960923,559619,2974463,6653128,3382420,3331651,1261310,1791933,1079314,149341,630808,1974776,303253,2394646,11931371,960940,175014,2020938,892558,924185,1680601,1533257,1336704,1745105,970585,559688,2976789,6656713,3398161,3331651,1261310,1799966,1079314,149687,631197,1975541,303253,2394646,11954442,961676,175569,2020938,892558,924185,1680601,1533257,1337552,1747751,970585,559730,2979239,6662129,3398161,3339612,1265785,1799966,1080380,149687,631504,1976410,303253,2394646,11955605,962247,175569,2020938,892558,924185,1680601,1533257,1338250,1747751,970585,560356,2981853,6664335,3398161,3339612,1265785,1799966,1080380,149687,631811,1977077,303253,2394646,11955605,962247,175569,2020938,892558,924185,1680601,1533257,1338250,1747751,970585,560356,2981853,6666239,3398161,3339612,1265785,1799966,1080380,149687,631811,1977077,303253,2394646,11955660,963166,175569,2020938,892558,924185,1680601,1533257,1338250,1747751,970585,560356,2981853,6667777,3398161,3339612,1265785,1799966,1080380,149687,631811,1977077,303253,2394646,11957890,963326,175569,2020938,892558,924198,1685679,1533257,1339349,1747751,970585,560467,2986924,6679070,3398161,3339612,1265785,1799966,1080380,149687,632411,1977077,303897,2394646,11958856,963981,175569,2020938,892558,924211,1685679,1533257,1341398,1747751,970585,560510,2989010,6682326,3398161,3339612,1265785,1807019,1080380,149687,632661,1979132,303897,2398200,11960085,964476,175569,2024969,894124,926539,1685679,1538276,1342357,1747751,970585,560524,2991113,6685794,3412542,3339612,1265785,1807019,1080380,150190,632957,1979919,303897,2398200,11979032,964903,176012,2024969,894124,926539,1685679,1538276,1343324,1753092,974487,560585,2993603,6690468,3412542,3347767,1270476,1807019,1081661,150190,633282,1980623,303897,2398200,11980295,965336,176012,2024969,894126,926539,1685679,1538276,1344181,1753092,974487,561195,2995907,6692351,3412542,3347767,1270476,1807019,1081661,150190,633636,1981310,303897,2398200,11980295,965336,176012,2024969,894126,926539,1685679,1538276,1344181,1753092,974487,561195,2995907,6694112,3412542,3347767,1270476,1807019,1081661,150190,633636,1981310,303897,2398200,11980312,966210,176012,2024969,894126,926539,1685679,1538276,1344181,1753092,974487,561195,2995907,6695611,3412542,3347767,1270476,1807019,1081661,150190,633636,1981310,303897,2398200,11980312,966353,176012,2024969,894126,926552,1692590,1538276,1344970,1753092,974487,561270,3002299,6704403,3412542,3347767,1270476,1807019,1081661,150190,634285,1981310,304681,2398200,11983239,966860,176012,2024969,894126,926552,1692590,1538276,1346472,1753092,977790,561270,3002299,6706997,3412542,3347767,1270476,1812958,1081661,150190,634541,1983469,304681,2401287,11984822,967429,176012,2029459,895619,928498,1692590,1548508,1347182,1753092,977790,561334,3004462,6710087,3425789,3347767,1270476,1812958,1081661,150668,634853,1984254,304681,2401287,12004618,967785,176012,2029459,895619,928498,1692590,1548508,1347772,1757399,977790,561379,3006450,6714356,3425789,3356027,1274911,1812958,1082911,150668,635132,1984961,304681,2401287,12006068,968252,176425,2029459,895638,928498,1692590,1548508,1348603,1757399,977790,562105,3008422,6718359,3425789,3356027,1274911,1812958,1082911,150668,635437,1985589,304681,2401287,12006068,968252,176425,2029459,895638,928498,1692590,1548508,1348603,1757399,977790,562105,3008422,6719994,3425789,3356027,1274911,1812958,1082911,150668,635437,1985589,304681,2401287,12006071,969057,176425,2029459,895638,928498,1692590,1548508,1348603,1757399,977790,562105,3008422,6721204,3425789,3356027,1274911,1812958,1082911,150668,635437,1985589,304681,2401287,12008242,969194,176425,2029459,895638,928513,1698146,1548508,1349443,1757399,977790,562189,3013990,6726188,3425789,3356027,1274911,1812958,1082911,150668,635982,1985589,305370,2401287,12009359,969669,176425,2029459,895638,928513,1698146,1548508,1351058,1757399,981020,562238,3015666,6728037,3425789,3356027,1274911,1818546,1082911,150668,636240,1987650,305370,2404386,12010445,970074,176425,2033879,897136,930452,1698146,1555480,1351684,1757399,981020,562294,3017709,6730531,3438259,3356027,1274911,1818546,1082911,150985,636560,1988518,305370,2404386,12030850,970422,176845,2033879,897136,930452,1698146,1555480,1352432,1761893,981020,562371,3019724,6734154,3438259,3364860,1278295,1818546,1084278,150985,636849,1989320,305370,2404386,12032321,970738,176845,2033879,897136,930452,1698146,1555480,1353137,1761893,981020,563216,3021245,6737292,3438259,3364860,1278295,1818546,1084278,150985,637100,1989983,305370,2404386,12032321,970738,176845,2033879,897136,930452,1698146,1555480,1353137,1761893,981020,563216,3021245,6738718,3438259,3364860,1278295,1818546,1084278,150985,637100,1989983,305370,2404386,12032321,971336,176845,2033879,897136,930452,1698146,1555480,1353137,1761893,981020,563216,3021245,6739840,3438259,3364860,1278295,1818546,1084278,150985,637100,1989983,305370,2404386,12034630,971466,176845,2033879,897136,930487,1704713,1555480,1353835,1761893,981020,563340,3025609,6744066,3438259,3364860,1278295,1818546,1084278,150985,637762,1989983,306151,2404386,12035813,971634,176845,2033879,897136,930487,1704713,1555480,1355368,1761893,981020,563340,3026571,6746028,3438259,3364860,1278295,1823413,1084278,150985,638249,1992076,306151,2407765,12037035,972133,176845,2038725,898761,932516,1704713,1560627,1355890,1761893,984614,563468,3028051,6748537,3449973,3364860,1278295,1823413,1084278,151477,638456,1992859,306151,2407765,12058356,972542,177215,2038725,898762,932516,1704713,1560627,1356540,1766860,984614,563546,3029646,6751472,3449973,3373859,1281551,1823413,1085826,151477,638905,1993773,306151,2407765,12059443,972771,177215,2038725,898762,932516,1704713,1560627,1357147,1766860,984614,564551,3032373,6753973,3449973,3373859,1281551,1823413,1085826,151477,639246,1994408,306151,2407765,12059443,972771,177215,2038725,898762,932516,1704713,1560627,1357147,1766860,984614,564551,3032373,6756370,3449973,3373859,1281551,1823413,1085826,151477,639246,1994408,306151,2407765,12059486,973327,177215,2038725,898762,932516,1704713,1560627,1357147,1766860,984614,564551,3032373,6757482,3449973,3373859,1281551,1823413,1085826,151477,639246,1994408,306151,2407765,12059486,973402,177215,2038725,898762,932516,1708442,1560627,1357147,1766860,984614,564551,3032373,6758339,3449973,3373859,1281551,1823413,1085826,151477,639246,1994408,306928,2407765,12062220,973527,177215,2038725,898762,932572,1708442,1560627,1357684,1766860,984614,564707,3035281,6764874,3449973,3373859,1281551,1823413,1085826,151477,639246,1996467,306928,2434631,12063650,973714,177215,2043069,900343,934499,1708442,1566105,1359391,1766860,987105,564809,3036231,6764874,3459600,3373859,1281551,1827620,1085826,151925,640150,1997347,306928,2434631,12083679,974143,177504,2043069,900343,934499,1708442,1566105,1359862,1770117,987105,564901,3037609,6767680,3459600,3382995,1284450,1827620,1087468,151925,640150,1998055,306928,2434631,12085063,974374,177504,2043069,900343,934499,1708442,1566105,1360396,1770117,987105,565932,3038713,6769755,3459600,3382995,1284450,1827620,1087468,151925,640150,1998663,306928,2434631,12085063,974374,177504,2043069,900343,934499,1708442,1566105,1360396,1770117,987105,565932,3038713,6770793,3459600,3382995,1284450,1827620,1087468,151925,640150,1998663,306928,2434631,12085125,974736,177504,2043069,900343,934499,1708442,1566105,1360396,1770117,987105,565932,3038713,6771746,3459600,3382995,1284450,1827620,1087468,151925,640150,1998663,306928,2434631,12087218,974922,177504,2043069,900343,934499,1713220,1566105,1360972,1770117,987105,566055,3041481,6774709,3459600,3382995,1284450,1827620,1087468,151925,640150,1998663,307377,2434631,12088153,975241,177504,2043069,900343,934526,1713220,1566105,1362053,1770117,987105,566128,3042227,6776934,3459600,3382995,1284450,1833731,1087468,151925,640150,2000875,307377,2440294,12089197,975405,177504,2047622,902075,936416,1713220,1570671,1362473,1770117,989282,566206,3043089,6777357,3467226,3382995,1284450,1833731,1087468,152272,641856,2001703,307377,2440294,12108673,975537,177714,2047622,902075,936416,1713220,1570671,1362962,1775264,989282,566305,3044070,6779740,3467226,3392320,1287378,1833731,1089173,152272,641856,2002455,307377,2440294,12110014,975727,177714,2047622,902075,936416,1713220,1570671,1363338,1775264,989282,567487,3044969,6781487,3467226,3392320,1287378,1833731,1089173,152272,641856,2003165,307377,2440294,12110014,975727,177714,2047622,902075,936416,1713220,1570671,1363338,1775264,989282,567487,3044969,6782482,3467226,3392320,1287378,1833731,1089173,152272,641856,2003165,307377,2440294,12110014,976074,177714,2047622,902075,936416,1713220,1570671,1363338,1775264,989282,567487,3044969,6783247,3467226,3392320,1287378,1833731,1089173,152272,641856,2003165,307377,2440294,12111875,976156,177714,2047622,902075,936456,1718471,1570671,1363863,1775264,989282,567608,3046838,6785652,3467226,3392320,1287378,1833731,1089173,152272,641856,2003165,307958,2440294,12112791,976310,177714,2047622,902075,936456,1718471,1570671,1364777,1775264,989282,567608,3047556,6786691,3467226,3392320,1287378,1836568,1089173,152272,641856,2005207,307958,2444144,12114454,976494,177714,2051104,903991,938176,1718471,1573810,1365143,1775264,990756,567735,3048211,6788050,3472644,3392320,1287378,1836568,1089173,152618,643270,2005883,307958,2444144,12131977,976657,177945,2051104,903991,938176,1718471,1573810,1365574,1778866,990756,567735,3048984,6789563,3472644,3400652,1290929,1836568,1090669,152618,643270,2006589,307958,2444144,12133065,976750,177945,2051104,903991,938176,1718471,1573810,1365982,1778866,990756,568983,3049952,6790972,3472644,3400652,1290929,1836568,1090669,152618,643270,2007241,307958,2444144,12133065,976750,177945,2051104,903991,938176,1718471,1573810,1365982,1778866,990756,568983,3049952,6791884,3472644,3400652,1290929,1836568,1090669,152618,643270,2007241,307958,2444144,12133065,977109,177945,2051104,903991,938176,1718471,1573810,1365982,1778866,990756,568983,3049952,6792530,3472644,3400652,1290929,1836568,1090669,152618,643270,2007241,307958,2444144,12134760,977142,177945,2051104,903991,938200,1721300,1573810,1366352,1778866,990756,569133,3051396,6794582,3472644,3400652,1290929,1836568,1090669,152618,643270,2007241,308399,2444144,12135588,977313,177945,2051104,903991,938200,1721300,1573810,1367206,1778866,990756,569187,3052283,6795449,3472644,3400652,1290929,1838468,1090669,152618,643270,2009072,308399,2448406,12136243,977433,177945,2051104,905744,939525,1721300,1576509,1367574,1778866,991967,569270,3053287,6796539,3477321,3400652,1290929,1838468,1090669,152618,644682,2009736,308399,2448406,12152129,977572,178106,2054532,905744,939525,1721300,1576509,1367873,1781651,991967,569324,3053701,6797987,3477321,3408238,1293792,1838468,1091984,152951,644682,2010412,308399,2448406,12153079,977720,178106,2054532,905744,939525,1721300,1576509,1368228,1781651,991967,569324,3054372,6799260,3477321,3408238,1293792,1838468,1091984,152951,644682,2011056,308399,2448406,12153079,977720,178106,2054532,905744,939525,1721300,1576509,1368228,1781651,991967,569324,3054372,6800040,3477321,3408238,1293792,1838468,1091984,152951,644682,2011056,308399,2448406,12153083,977939,178106,2054532,905744,939525,1721300,1576509,1368228,1781651,991967,569324,3054372,6800591,3477321,3408238,1293792,1838468,1091984,152951,644682,2011056,308399,2448406,12154293,977982,178106,2054532,905744,939525,1723443,1576509,1368546,1781651,991967,570637,3055648,6801319,3477321,3408238,1293792,1838468,1091984,152951,644682,2011056,308893,2448406,12154941,978197,178106,2054532,905744,939546,1723443,1576509,1369209,1781651,991967,570699,3056230,6802990,3477321,3408238,1293792,1840458,1091984,152951,644682,2012865,308893,2451062,12155467,978330,178106,2054532,907421,940815,1723443,1580709,1369518,1781651,993035,570776,3056798,6803974,3481732,3408238,1293792,1840458,1091984,152951,645710,2013485,308893,2451062,12169158,978456,178226,2054533,907421,940815,1723443,1580709,1369930,1784263,993035,570835,3057442,6805271,3481732,3415254,1295832,1840458,1093049,153198,645710,2014524],\"y\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,1,0,1,0,0,0,0,2,2,0,0,0,0,0,0,0,0,0,6,0,0,0,0,1,0,2,0,0,0,0,2,6,0,0,0,0,0,0,0,0,0,11,0,0,1,0,1,1,3,0,0,0,0,3,10,0,0,0,1,0,0,0,0,0,14,0,0,2,0,1,1,5,0,0,0,0,3,18,0,0,0,1,0,0,0,0,0,0,17,1,0,2,0,1,1,7,1,0,0,0,5,32,0,0,0,1,0,0,0,0,0,0,19,4,0,2,0,1,2,10,1,0,1,0,9,39,0,0,1,1,0,2,0,2,0,1,24,4,0,5,0,1,2,10,2,0,1,0,11,68,0,1,1,3,0,2,0,3,0,1,28,5,1,6,0,2,3,16,3,1,1,0,16,95,0,3,1,3,0,2,0,4,0,2,35,8,1,9,0,2,3,20,3,1,1,0,20,142,0,3,2,3,1,2,0,4,0,2,39,10,2,12,0,2,3,34,3,1,1,0,27,183,0,6,2,5,1,2,0,5,0,6,52,12,2,17,1,3,3,46,4,1,1,0,44,264,0,8,3,8,1,7,0,5,0,6,68,19,2,19,1,3,5,65,4,1,5,0,62,381,1,11,5,8,1,8,0,7,0,8,83,21,3,23,1,3,5,83,4,2,6,0,82,502,2,15,7,9,1,9,0,10,1,15,104,27,3,32,3,4,8,119,5,4,8,2,108,645,3,22,8,13,2,10,0,16,1,15,122,33,4,38,3,6,9,137,10,5,13,2,140,935,4,25,15,15,2,12,0,17,2,18,132,34,5,40,4,7,9,153,11,9,14,2,161,1180,6,30,16,16,2,12,1,17,2,20,147,36,9,44,6,9,11,186,15,10,16,3,199,1512,6,40,17,18,4,12,1,20,2,24,184,69,9,61,7,10,18,240,18,12,20,4,267,1929,10,55,23,22,5,13,1,25,2,29,212,85,11,80,9,11,20,275,33,17,22,5,355,2415,11,65,30,26,7,16,2,33,2,35,247,112,12,94,11,14,34,310,36,18,26,6,539,2963,17,81,34,31,7,17,2,37,2,41,282,132,15,118,11,19,34,370,42,22,29,6,647,3716,23,91,38,34,7,17,2,50,3,53,323,165,21,136,11,21,40,412,54,24,35,8,847,4535,30,102,42,40,8,20,2,60,4,64,351,189,22,151,22,23,44,477,68,29,43,8,917,5335,37,119,46,44,8,22,3,73,4,67,386,206,24,171,25,25,52,512,92,30,51,10,1005,6149,42,142,51,48,13,23,4,83,4,77,447,277,24,208,26,30,66,582,104,34,59,12,1232,7185,50,167,67,51,13,23,4,94,5,80,506,335,27,246,27,38,73,652,124,39,67,14,1504,8138,61,193,79,63,13,23,4,107,5,89,548,380,32,295,27,42,84,702,139,50,76,15,1700,9166,74,213,80,67,13,23,5,116,5,97,594,448,38,353,31,50,90,755,172,57,82,18,1932,10162,78,231,88,72,17,24,5,131,6,112,632,494,47,389,34,55,94,806,207,64,93,18,2183,11159,86,247,93,80,18,24,6,141,6,117,676,554,50,405,41,56,98,840,236,70,96,18,2350,12116,86,253,96,82,18,26,8,145,6,122,725,602,52,414,44,63,106,884,262,70,98,19,2443,12998,91,274,98,87,18,27,9,155,7,131,778,671,67,458,44,69,115,1013,302,79,111,21,2805,14001,116,324,109,97,19,28,10,172,7,142,885,868,72,511,53,76,124,1103,413,87,122,22,3156,14937,128,361,123,107,20,29,12,184,7,152,971,971,81,554,60,80,131,1156,459,94,129,24,3518,15669,140,389,131,109,21,34,13,197,7,174,1050,1036,86,599,64,84,140,1213,494,111,140,24,3840,16473,159,418,136,116,23,34,16,205,7,181,1146,1086,91,633,74,86,145,1267,534,121,152,28,4070,17141,175,451,139,119,25,36,18,212,7,188,1176,1127,96,652,75,94,149,1296,548,134,159,28,4202,17793,183,471,140,120,27,36,20,222,7,191,1223,1331,105,666,79,101,155,1328,582,143,169,33,4377,18412,187,509,143,124,28,37,26,231,7,213,1316,1423,112,731,83,107,172,1405,652,160,183,38,4753,19040,217,557,164,135,32,39,26,243,7,236,1425,1544,127,764,90,111,185,1532,698,179,193,42,5063,19647,242,610,169,140,34,39,29,247,7,257,1548,1639,139,811,96,112,194,1599,748,200,201,46,5368,20212,253,656,179,150,35,42,31,257,7,268,1619,1764,153,851,107,117,203,1660,798,221,209,50,5617,20759,270,690,188,157,39,43,32,262,7,275,1692,1862,165,897,112,119,208,1703,875,244,221,52,5863,21326,304,711,194,166,41,45,33,266,7,277,1716,1925,178,928,118,120,211,1729,910,272,227,54,5938,21804,309,728,195,174,41,45,34,274,7,277,1800,2012,185,932,127,126,216,1740,945,286,229,54,6044,22267,331,753,197,177,41,46,37,281,7,297,1884,2089,190,992,136,127,231,1801,1016,301,239,56,6442,22777,353,799,207,192,45,46,38,300,7,308,1961,2168,205,1065,148,132,235,1845,1078,319,250,67,6770,23287,366,937,214,232,45,46,40,308,7,320,2057,2257,224,1114,162,133,240,1905,1139,343,261,70,7228,23616,385,975,222,244,46,48,44,316,7,330,2147,2339,231,1175,170,136,248,1970,1192,371,281,72,7538,23841,405,1002,230,256,46,49,47,327,7,353,2213,2436,240,1229,175,140,252,1993,1251,395,291,75,7742,24035,428,1021,238,267,49,50,50,334,7,362,2235,2436,251,1246,184,142,256,2012,1281,419,303,77,7871,24576,436,1038,238,275,50,52,50,339,7,362,2297,2556,258,1264,188,154,267,2064,1317,428,310,78,7910,24788,454,1056,238,283,50,52,50,340,7,395,2386,2633,264,1326,207,160,278,2115,1390,455,342,81,8244,25028,477,1135,247,296,56,52,50,353,8,426,2478,2718,277,1377,219,163,286,2167,1443,485,374,85,8549,25956,497,1225,253,305,59,52,51,362,8,450,2561,2797,285,1414,231,164,302,2208,1503,508,396,91,8801,26206,521,1271,260,316,61,53,51,374,8,517,2650,2874,304,1447,243,167,304,2227,1560,534,409,92,8952,26358,537,1306,266,320,61,53,52,384,8,532,2732,2932,311,1490,252,172,312,2267,1614,558,421,95,9116,26584,554,1331,270,330,66,53,53,398,8,536,2769,2967,323,1508,265,172,312,2286,1644,578,430,97,9255,26798,561,1341,272,331,67,53,54,400,8,542,2820,3008,328,1540,271,174,325,2308,1683,591,435,99,9310,27003,571,1357,274,346,68,53,57,409,8,562,2902,3041,336,1578,289,178,333,2347,1756,614,457,102,9508,27282,597,1436,278,355,73,53,58,418,8,594,3014,3125,350,1619,306,179,334,2381,1809,638,465,106,9702,27448,615,1483,278,362,76,53,59,421,8,624,3039,3219,358,1646,318,181,341,2417,1866,672,480,117,9946,27617,632,1534,284,371,76,53,62,434,8,651,3192,3285,368,1691,336,187,343,2448,1911,692,493,122,10138,27755,660,1581,285,380,77,53,64,445,8,679,3254,3339,375,1741,346,189,346,2479,1957,709,510,129,10249,27953,671,1610,288,380,78,53,65,453,8,680,3290,3408,383,1751,351,189,346,2491,1992,731,521,129,10356,28168,679,1625,288,385,80,54,67,453,8,686,3322,3449,392,1765,355,190,354,2563,2023,740,528,132,10435,28302,684,1657,288,391,80,54,68,459,8,704,3422,3472,400,1824,367,193,369,2581,2081,757,554,136,10586,28437,711,1720,294,399,88,54,68,467,8,747,3514,3529,407,1864,400,197,381,2608,2123,786,570,141,10747,28540,721,1781,299,407,90,54,69,481,8,763,3624,3582,412,1913,414,199,393,2629,2159,818,580,148,10843,28663,734,1836,304,416,92,54,71,487,8,775,3690,3637,418,1941,441,200,398,2669,2207,851,596,149,10985,28802,754,1872,307,419,93,54,72,496,8,799,3768,3675,427,1964,446,200,399,2683,2243,861,616,150,11081,28900,763,1956,311,425,97,54,72,507,8,800,3790,3693,432,1976,456,200,399,2690,2277,878,625,153,11133,29046,771,1969,311,435,97,54,72,510,8,806,3808,3742,440,1984,460,201,403,2690,2302,890,635,155,11144,29138,780,1987,313,440,98,54,73,514,8,807,3859,3769,440,2004,480,204,407,2701,2333,908,652,160,11191,29241,789,2002,318,446,101,54,74,517,8,831,3961,3803,445,2030,496,207,420,2722,2392,942,670,168,11339,29339,827,2044,322,466,105,54,74,539,8,857,4042,3826,453,2068,510,209,424,2740,2428,977,693,170,11401,29438,859,2098,326,470,106,55,74,550,8,885,4144,3868,460,2110,525,209,434,2766,2466,1006,710,177,11531,29535,888,2131,329,483,107,55,74,569,8,903,4214,3912,462,2125,531,209,441,2785,2509,1036,723,177,11634,29612,903,2149,334,487,112,55,75,588,8,906,4242,3944,466,2134,537,211,441,2791,2532,1050,734,178,11698,29699,911,2155,334,494,113,55,75,594,8,918,4287,3964,468,2142,558,217,445,2801,2552,1060,739,183,11721,29766,923,2206,334,500,113,55,76,597,8,943,4360,3972,470,2197,564,227,451,2835,2597,1082,767,187,11770,29847,950,2258,339,501,113,55,78,610,8,983,4422,3989,473,2207,574,227,458,2870,2641,1097,782,189,11880,29918,971,2299,341,518,117,55,78,618,8,1000,4484,4007,475,2231,590,230,469,2883,2668,1126,794,193,11970,30011,993,2339,344,525,117,55,79,627,8,1016,4550,4038,479,2258,597,233,476,2912,2702,1159,803,193,12049,30066,1001,2355,345,538,120,55,84,634,8,1046,4626,4055,483,2292,602,234,480,2925,2740,1181,811,196,12106,30123,1020,2370,347,545,121,55,84,646,8,1048,4653,4071,489,2303,606,234,481,2936,2749,1197,817,196,12176,30183,1024,2377,348,546,121,55,84,648,8,1052,4679,4084,491,2316,623,237,487,2944,2776,1208,837,196,12214,30239,1041,2404,348,557,124,55,84,650,9,1074,4775,4097,495,2339,629,238,494,2957,2811,1228,847,199,12303,30309,1069,2421,353,568,127,55,84,662,9,1100,4869,4120,499,2355,638,241,498,2968,2844,1267,868,209,12377,30376,1096,2457,355,575,128,55,85,679,9,1130,4941,4146,502,2380,641,242,513,2987,2875,1280,868,217,12443,30431,1114,2490,357,588,131,55,86,691,10,1157,4986,4159,506,2396,650,243,525,2996,2900,1305,881,221,12489,30511,1128,2508,359,593,139,55,88,698,10,1190,5059,4186,511,2413,651,244,527,3004,2926,1314,889,221,12589,30565,1135,2554,359,599,139,55,88,700,10,1194,5089,4201,515,2422,652,244,527,3014,2939,1329,891,221,12625,30605,1139,2557,359,600,139,55,88,702,10,1204,5120,4204,515,2433,661,246,524,3018,2947,1335,895,226,12676,30645,1156,2573,359,602,143,55,88,703,10,1228,5202,4210,520,2447,670,246,530,3042,2982,1344,915,236,12727,30683,1185,2597,363,607,145,55,88,710,10,1252,5283,4219,523,2475,677,248,536,3062,2996,1357,938,239,12769,30722,1198,2611,364,617,149,55,88,719,10,1287,5359,4226,527,2491,680,252,540,3069,3016,1376,943,244,12800,30767,1209,2633,366,621,152,56,88,725,10,1322,5425,4238,530,2516,681,254,542,3084,3030,1393,943,249,12835,30816,1223,2667,367,639,155,56,88,736,10,1347,5495,4251,531,2536,685,257,542,3104,3052,1404,943,249,12857,30839,1239,2697,368,644,155,56,88,751,10,1350,5517,4260,533,2540,686,258,544,3105,3066,1412,943,252,12870,30884,1245,2700,369,653,158,56,89,751,10,1354,5561,4263,535,2553,687,260,549,3117,3074,1416,978,255,12895,30934,1250,2704,369,659,158,56,90,751,10,1398,5637,4277,537,2569,690,261,559,3134,3092,1425,989,262,12949,30970,1276,2735,371,673,163,56,92,758,10,1467,5728,4287,541,2578,694,262,561,3152,3108,1432,1011,263,12995,31001,1295,2755,372,683,163,56,92,769,10,1495,5810,4298,543,2586,702,263,569,3164,3129,1441,1016,266,14872,31029,1305,2772,375,693,164,56,92,775,12,1537,5872,4307,546,2595,704,266,575,3190,3142,1446,1022,270,14914,31075,1319,2788,377,694,166,56,92,775,12,1581,5902,4311,548,2616,704,269,575,3190,3157,1452,1035,271,14948,31105,1334,2804,384,711,167,56,93,786,12,1594,5937,4316,550,2619,706,272,577,3199,3168,1460,1039,271,14975,31137,1338,2807,385,716,167,56,93,786,12,1598,5979,4320,551,2624,712,276,584,3199,3175,1470,1059,273,14992,31143,1341,2818,385,720,168,56,93,786,12,1645,6083,4322,551,2640,717,276,588,3221,3190,1476,1073,279,15035,31776,1362,2863,387,739,172,56,93,793,12,1726,6168,4324,553,2650,717,280,597,3238,3205,1482,1082,282,15078,31791,1389,2876,389,766,173,56,93,794,12,1766,6263,4326,554,2662,719,282,605,3255,3212,1495,1092,284,15107,31814,1402,2903,395,784,176,56,93,801,13,1802,6315,4335,555,2682,721,283,608,3278,3223,1503,1103,285,15164,31836,1413,2903,398,793,181,56,93,804,14,1821,6329,4335,557,2687,721,284,608,3278,3236,1503,1107,285,15189,31860,1414,2907,398,813,181,56,94,804,14,1829,6369,4335,559,2693,721,287,608,3288,3243,1508,1111,285,15211,31895,1414,2911,398,820,184,56,95,804,14,1832,6452,4338,561,2698,725,288,621,3296,3246,1511,1114,286,15229,31911,1424,2927,399,827,190,56,95,805,15,1933,6563,4338,561,2717,732,290,630,3319,3266,1514,1158,287,15281,31934,1446,2970,404,846,194,56,95,817,15,1973,6708,4343,564,2732,739,291,634,3339,3275,1523,1188,291,15423,31945,1470,2991,407,884,201,56,95,818,15,2047,6825,4348,568,2739,742,294,640,3355,3288,1528,1204,294,15448,31979,1487,3006,410,905,205,56,95,821,15,2093,6936,4348,568,2748,748,294,647,3380,3303,1533,1215,294,15479,32004,1503,3032,416,929,207,56,95,825,15,2158,7012,4348,568,2756,748,294,647,3403,3310,1537,1230,296,15525,32019,1520,3036,421,951,212,56,96,829,15,2239,7042,4348,568,2760,752,300,649,3416,3319,1540,1249,296,15525,32029,1532,3058,422,961,215,56,96,828,15,2250,7086,4371,568,2762,755,301,656,3423,3325,1542,1250,298,15560,32075,1547,3064,424,972,216,56,97,828,15,2341,7227,4372,568,2775,759,303,665,3445,3334,1548,1272,299,15582,32092,1582,3069,428,993,226,56,97,834,15,2442,7368,4380,571,2785,777,308,668,3461,3341,1558,1290,302,15634,32115,1598,3075,432,998,233,56,98,835,15,2506,7490,4389,574,2795,781,309,675,3485,3347,1566,1308,307,15665,32133,1617,3103,438,1070,234,56,99,839,15,2597,7607,4396,577,2803,785,310,687,3509,3359,1573,1332,308,15684,32147,1638,3112,445,1096,238,56,100,842,16,2733,7697,4396,578,2820,790,312,688,3509,3368,1578,1346,308,15699,32167,1653,3132,451,1135,243,56,100,852,16,2768,7710,4396,578,2822,793,313,691,3543,3377,1581,1355,308,15706,32187,1661,3174,451,1155,243,56,100,853,16,2795,7764,4406,579,2825,798,318,694,3572,3382,1585,1358,313,15715,32203,1676,3189,452,1164,249,56,100,855,16,2918,7883,4406,580,2846,808,319,695,3608,3402,1588,1389,313,15737,32218,1702,3219,461,1221,255,56,101,868,17,2976,8038,4406,580,2863,814,324,700,3670,3405,1592,1423,314,15707,32228,1729,3235,474,1285,262,56,102,874,17,3067,8190,4410,581,2880,820,326,706,3686,3409,1601,1436,318,15730,32270,1754,3256,477,1334,271,56,103,887,17,3156,8325,4413,581,2884,826,330,715,3715,3422,1606,1463,322,15765,32278,1769,3297,484,1385,277,56,103,887,18,3288,8428,4413,581,2895,826,333,717,3715,3433,1611,1480,322,15776,32295,1801,3297,496,1465,278,56,103,900,18,3313,8451,4413,581,2903,829,335,718,3763,3440,1614,1495,322,15787,32305,1807,3307,496,1491,278,56,103,901,19,3320,8544,4418,582,2906,836,338,726,3786,3447,1616,1501,322,15804,32322,1815,3344,495,1506,285,56,106,905,20,3424,8716,4423,583,2924,839,344,735,3812,3458,1620,1543,326,15825,32333,1847,3382,509,1565,290,56,111,916,20,3470,8884,4425,584,2932,854,349,746,3883,3478,1629,1563,331,15798,32342,1889,3422,523,1615,297,56,112,920,21,3628,9009,4431,584,2946,865,357,748,3925,3488,1634,1611,333,15809,32362,1929,3442,536,1667,303,57,115,928,21,3695,9222,4432,585,2965,872,358,753,3949,3493,1640,1663,338,15819,32372,1947,3489,541,1712,308,57,116,943,22,3753,9365,4432,585,2971,874,358,758,3949,3506,1646,1693,338,15830,32390,1989,3515,549,1751,312,57,116,955,22,3769,9399,4432,586,2975,878,361,759,4007,3515,1654,1703,338,15836,32401,1996,3529,550,1777,313,57,117,956,23,3785,9500,4437,586,2980,884,366,762,4024,3523,1656,1711,334,15846,32413,2013,3539,551,1793,317,57,117,960,23,3850,9696,4437,587,2996,888,367,769,4051,3530,1660,1753,339,15857,32422,2038,3570,566,1847,324,57,124,970,23,3933,9866,4437,587,3007,900,371,771,4096,3536,1670,1804,342,15842,32431,2079,3596,583,1894,330,57,124,979,23,4005,10014,4437,587,3013,912,376,780,4146,3551,1677,1825,347,15849,32329,2122,3618,593,1943,332,58,124,988,23,4085,10197,4441,589,3023,915,380,785,4207,3565,1681,1848,352,15860,32336,2160,3652,600,1962,337,58,127,1001,24,4140,10299,4441,590,3036,926,380,790,4207,3577,1689,1874,353,15869,32345,2184,3668,603,2007,336,58,131,1007,24,4152,10365,4441,591,3041,931,380,790,4263,3585,1698,1896,353,15874,32354,2195,3669,603,2031,337,58,139,1009,24,4157,10460,4444,591,3044,935,387,794,4287,3591,1701,1912,354,15878,32361,2198,3673,605,2049,346,58,141,1009,24,4205,10654,4444,593,3069,946,388,803,4313,3604,1707,1944,357,15890,32372,2238,3708,618,2098,350,58,147,1017,25,4348,10808,4450,593,3086,953,397,809,4361,3612,1724,1989,359,15885,32384,2277,3734,627,2144,355,58,153,1022,25,4385,10995,4450,594,3105,964,403,817,4402,3620,1731,2011,362,15893,32399,2313,3755,638,2186,358,58,153,1029,25,4426,11146,4453,594,3113,972,404,822,4430,3631,1739,2043,363,15903,32407,2344,3784,644,2204,362,58,157,1035,26,4497,11229,4453,597,3128,975,406,829,4430,3636,1745,2080,363,15910,32414,2370,3824,657,2260,364,58,160,1047,26,4509,11245,4453,597,3133,975,406,832,4507,3639,1752,2084,363,15912,32424,2372,3826,661,2269,364,58,160,1048,26,4509,11334,4456,597,3135,987,410,839,4526,3641,1758,2095,363,15916,32435,2384,3832,665,2288,366,58,160,1050,27,4535,11523,4456,599,3165,1002,415,858,4554,3650,1767,2128,370,15925,32446,2425,3871,682,2343,372,58,164,1063,27,4643,11686,4457,600,3180,1011,420,866,4609,3661,1784,2163,373,15926,32451,2464,3907,699,2360,379,58,166,1071,27,4688,11801,4458,601,3191,1016,423,881,4637,3669,1791,2190,377,15932,32451,2496,3929,709,2401,384,58,166,1077,28,4698,11984,4460,602,3208,1030,430,887,4687,3674,1799,2214,381,15941,32456,2522,3955,715,2459,385,58,170,1079,29,4760,12137,4460,604,3218,1033,431,899,4687,3685,1807,2237,382,15943,32464,2546,3975,725,2493,387,58,176,1092,30,4775,12152,4460,604,3220,1037,431,901,4746,3691,1813,2240,384,15946,32482,2560,3978,726,2504,387,58,178,1092,30,4775,12250,4460,604,3225,1047,432,909,4764,3694,1817,2248,384,15946,32489,2567,3986,730,2511,391,58,179,1093,33,4796,12409,4463,604,3241,1059,433,918,4797,3707,1825,2315,386,15953,32495,2607,3996,744,2529,398,58,187,1106,34,4899,12547,4463,605,3259,1077,445,927,4851,3717,1842,2373,390,15914,32499,2634,4044,763,2573,404,58,190,1112,34,4932,12696,4465,605,3266,1091,446,937,4874,3722,1855,2399,394,15921,32507,2654,4076,778,2628,404,58,199,1121,34,4980,12836,4465,605,3277,1108,448,945,4904,3736,1859,2413,399,15930,32515,2676,4105,786,2655,408,58,202,1123,34,5010,12906,4465,605,3285,1110,449,951,4904,3746,1863,2427,400,15933,32522,2708,4126,797,2698,408,58,212,1129,34,5033,12939,4465,606,3291,1113,450,955,4931,3752,1865,2441,400,15937,32534,2721,4128,799,2709,408,58,213,1132,34,5031,13020,4465,607,3296,1120,451,965,4950,3755,1866,2473,402,15945,32541,2733,4138,800,2720,409,58,214,1132,36,5048,13149,4466,607,3312,1125,454,983,4984,3761,1872,2493,405,15950,32551,2769,4165,809,2757,410,58,222,1141,36,5070,13330,4467,608,3325,1134,458,1008,5004,3766,1882,2526,408,15964,32559,2806,4176,821,2794,414,58,230,1151,37,5133,13497,4468,609,3332,1137,475,1021,5021,3778,1889,2536,410,15971,32567,2829,4226,835,2807,416,58,237,1155,37,5174,13644,4468,611,3350,1158,481,1028,5035,3789,1899,2558,411,15978,32573,2868,4248,846,2846,420,58,243,1164,39,5207,13708,4468,611,3362,1165,482,1033,5035,3796,1903,2569,415,15985,32579,2913,4256,850,2877,421,58,243,1177,39,5221,13730,4468,611,3364,1167,483,1035,5093,3799,1909,2584,415,15989,32585,2920,4259,853,2887,423,58,246,1177,39,5219,13763,4468,611,3368,1170,485,1036,5105,3804,1912,2585,415,15991,32600,2920,4276,853,2907,424,58,247,1177,39,5221,13843,4474,611,3380,1185,486,1039,5118,3807,1914,2585,418,15996,32612,2942,4298,854,2912,426,58,250,1179,39,5253,13990,4474,615,3397,1204,497,1058,5140,3816,1921,2623,434,16009,32611,2990,4324,863,2942,428,58,254,1193,39,5275,14094,4478,616,3410,1208,499,1073,5161,3824,1936,2656,440,16014,32618,3016,4354,876,2975,431,58,257,1202,40,5290,14265,4480,616,3420,1216,520,1087,5202,3828,1949,2670,449,16023,32619,3050,4403,888,3028,433,58,263,1206,41,5316,14333,4480,616,3437,1218,533,1099,5202,3836,1958,2685,449,16027,32625,3073,4411,899,3040,434,58,265,1218,41,5322,14386,4480,616,3438,1220,536,1102,5235,3838,1971,2697,449,16031,32629,3080,4415,905,3064,434,58,266,1219,41,5322,14458,4485,616,3439,1233,546,1105,5252,3839,1974,2706,450,16034,32639,3094,4419,905,3077,436,58,275,1219,41,5346,14606,4485,616,3460,1234,555,1112,5278,3849,1979,2734,451,16043,32655,3135,4506,912,3098,436,58,280,1230,41,5376,14716,4487,617,3472,1248,586,1118,5294,3855,1985,2756,455,16054,32662,3176,4555,924,3132,437,58,290,1238,41,5411,14807,4488,619,3478,1257,586,1127,5311,3861,1994,2780,457,16057,32669,3208,4580,930,3158,437,58,294,1240,42,5455,14912,4492,619,3495,1264,596,1132,5340,3869,2002,2792,457,16061,32682,3232,4608,939,3177,437,58,297,1247,42,5471,15023,4492,619,3503,1265,596,1137,5340,3876,2015,2809,457,16064,32679,3260,4612,943,3188,440,58,308,1249,42,5480,15018,4492,620,3506,1265,597,1139,5366,3879,2017,2810,457,16067,32686,3270,4615,946,3199,440,58,310,1250,42,5482,15069,4495,621,3512,1284,604,1141,5375,3883,2021,2810,464,16069,32691,3283,4623,948,3212,441,58,312,1253,42,5501,15209,4496,621,3520,1293,618,1148,5386,3895,2031,2846,473,16076,32690,3320,4635,962,3243,443,58,317,1259,42,5526,15313,4497,621,3530,1298,629,1161,5407,3902,2037,2870,477,16082,32691,3345,4687,970,3262,444,58,319,1269,43,5560,15389,4499,621,3548,1303,633,1166,5423,3909,2040,2874,478,16091,32696,3380,4715,981,3279,444,58,325,1275,48,5588,15533,4501,623,3566,1312,634,1179,5444,3917,2046,2894,483,16097,32708,3427,4734,993,3297,448,58,330,1285,48,5623,15588,4501,624,3577,1314,634,1185,5444,3925,2056,2911,484,16103,32713,3458,4740,1004,3323,448,58,332,1291,52,5623,15608,4501,624,3580,1316,636,1189,5465,3935,2060,2919,485,16106,32722,3460,4741,1006,3326,453,58,334,1291,52,5624,15641,4503,624,3591,1324,641,1195,5480,3938,2067,2921,487,16107,32737,3469,4746,1007,3337,453,58,337,1293,52,5632,15791,4505,626,3612,1341,650,1205,5490,3946,2072,2957,493,16117,32743,3511,4783,1018,3359,457,58,345,1312,52,5654,15898,4508,627,3632,1358,678,1208,5511,3949,2089,2969,493,16122,32757,3565,4804,1031,3378,460,58,350,1338,53,5674,15989,4511,628,3645,1366,678,1225,5519,3949,2102,2979,497,16127,32768,3601,4817,1035,3400,460,58,354,1358,53,5693,16074,4513,629,3656,1377,699,1232,5545,3950,2112,2999,498,16131,32789,3628,4905,1044,3409,474,58,355,1364,54,5705,16122,4513,629,3669,1381,698,1239,5545,3957,2126,3011,503,16135,32794,3647,4925,1051,3442,476,58,357,1383,54,5706,16150,4513,631,3674,1387,698,1242,5577,3958,2133,3013,504,16136,32813,3653,4925,1052,3453,478,58,358,1388,54,5707,16179,4517,631,3681,1399,706,1248,5586,3961,2136,3013,509,16138,32827,3656,4931,1055,3456,483,58,361,1393,54,5713,16251,4521,631,3711,1414,706,1255,5592,3967,2140,3027,511,16147,32836,3691,4947,1066,3471,489,58,364,1410,55,5733,16358,4522,632,3727,1419,725,1261,5604,3973,2154,3051,516,16152,32850,3716,4970,1075,3502,499,58,369,1427,56,5743,16425,4527,634,3742,1433,741,1272,5609,3979,2160,3074,518,16161,32859,3744,4983,1085,3514,504,58,370,1436,56,5746,16502,4530,634,3761,1454,765,1283,5635,3990,2174,3080,522,16164,32867,3768,4994,1091,3530,508,58,376,1453,56,5759,16568,4530,636,3782,1460,768,1293,5635,3995,2184,3096,525,16171,32875,3786,4997,1095,3551,512,58,381,1470,56,5759,16581,4530,637,3789,1462,769,1295,5655,3999,2194,3101,525,16174,32879,3791,4999,1098,3552,518,58,382,1477,56,5759,16594,4532,637,3795,1481,774,1300,5669,4003,2197,3101,529,16175,32896,3799,5005,1104,3559,524,58,385,1488,56,5767,16650,4533,637,3822,1491,786,1318,5679,4012,2204,3115,533,16182,32905,3849,5017,1119,3576,524,58,387,1521,60,5772,16752,4537,638,3836,1505,838,1325,5695,4022,2233,3140,536,16191,32916,3882,5033,1132,3593,529,58,391,1549,61,5789,16839,4540,638,3864,1516,838,1341,5707,4028,2252,3152,546,16197,32935,3899,5038,1143,3607,531,58,393,1568,62,5806,16901,4542,641,3887,1524,859,1349,5727,4032,2265,3160,556,16202,32944,3938,5054,1154,3615,539,58,396,1588,63,5824,16940,4542,641,3918,1528,859,1363,5727,4036,2270,3171,557,16204,32959,3955,5067,1168,3637,541,58,399,1588,63,5827,16979,4542,641,3937,1532,859,1372,5750,4037,2287,3171,557,16211,32972,3961,5067,1171,3650,544,58,399,1588,63,5830,16987,4554,641,3960,1548,872,1381,5766,4041,2292,3171,568,16214,32990,3969,5075,1173,3661,547,58,399,1624,63,5837,17067,4559,642,4008,1576,902,1403,5772,4050,2299,3202,575,16227,32998,4018,5083,1191,3696,552,58,408,1660,64,5854,17189,4567,642,4023,1594,952,1424,5790,4058,2334,3223,586,16245,33005,4063,5149,1210,3708,558,58,413,1707,64,5859,17266,4569,642,4065,1617,952,1439,5799,4070,2354,3231,589,16263,33022,4110,5161,1221,3755,563,58,418,1730,64,5865,17316,4577,642,4092,1629,975,1462,5820,4078,2367,3238,598,16273,33038,4140,5184,1234,3777,567,58,422,1776,64,5870,17345,4577,642,4118,1634,975,1469,5820,4091,2381,3255,607,16281,33049,4170,5206,1245,3793,568,58,422,1804,64,5874,17358,4577,642,4130,1635,975,1472,5837,4096,2402,3255,608,16285,33059,4183,5206,1249,3802,572,58,423,1814,64,5875,17398,4589,642,4143,1657,976,1480,5854,4099,2406,3263,612,16292,33073,4200,5217,1251,3823,575,58,424,1825,66,5891,17478,4595,644,4194,1680,979,1493,5872,4108,2421,3283,626,16306,33092,4236,5239,1273,3842,579,58,432,1896,67,5906,17541,4604,644,4227,1691,1007,1509,5890,4115,2440,3302,634,16324,33107,4275,5256,1286,3876,588,58,436,1953,72,5920,17567,4609,645,4260,1705,1008,1524,5908,4127,2472,3310,646,16332,33128,4307,5275,1306,3889,598,58,443,2008,76,5934,17627,4616,646,4286,1714,1029,1543,5919,4137,2491,3328,648,16339,33143,4354,5291,1326,3896,601,58,451,2034,77,5979,17661,4616,646,4332,1716,1029,1551,5919,4147,2511,3334,654,16350,33152,4400,5301,1337,3935,604,58,457,2092,78,5981,17671,4616,646,4364,1733,1029,1554,5926,4152,2529,3348,661,16354,33174,4405,5303,1345,3936,614,58,457,2110,79,5982,17700,4627,647,4390,1755,1046,1565,5934,4155,2538,3348,662,16357,33187,4413,5340,1354,3946,614,58,458,2117,79,6022,17751,4635,647,4439,1780,1051,1578,5951,4162,2553,3384,665,16371,33198,4481,5373,1375,3968,620,58,469,2179,79,6059,17818,4645,647,4464,1801,1087,1593,5975,4172,2584,3397,676,16391,33222,4535,5428,1392,3985,625,58,472,2237,79,6087,17866,4656,650,4511,1814,1087,1611,5995,4182,2609,3405,681,16403,33247,4572,5461,1413,3992,632,58,480,2273,79,6111,17939,4671,652,4547,1828,1172,1621,6016,4194,2645,3419,710,16416,33267,4608,5494,1429,4005,649,58,487,2340,79,6147,17964,4671,654,4592,1842,1166,1640,6016,4201,2679,3433,715,16425,33287,4629,5506,1438,4015,658,59,502,2385,79,6164,17975,4671,654,4629,1845,1166,1641,6036,4212,2710,3443,715,16429,33314,4630,5517,1438,4036,659,59,502,2396,79,6164,18035,4698,655,4664,1872,1181,1655,6048,4221,2729,3443,719,16440,33343,4638,5524,1444,4041,661,59,530,2421,87,6198,18073,4707,657,4731,1898,1181,1674,6058,4233,2752,3480,745,16461,33373,4685,5547,1451,4062,672,59,546,2497,90,6228,18109,4716,657,4762,1927,1215,1689,6058,4249,2810,3497,745,16476,33398,4723,5623,1470,4076,678,59,553,2562,90,6240,18141,4726,657,4813,1947,1215,1702,6097,4261,2849,3514,772,16495,33424,4730,5658,1481,4084,689,59,555,2626,91,6257,18218,4737,657,4863,1972,1256,1729,6121,4273,2895,3519,794,16522,33452,4749,5700,1493,4101,703,59,565,2694,92,6300,18254,4737,658,4888,1985,1256,1739,6121,4293,2930,3540,795,16548,33477,4783,5714,1516,4110,712,59,574,2748,92,6302,18265,4737,660,4910,1989,1256,1742,6132,4302,2961,3543,796,16566,33508,4830,5722,1528,4112,718,59,582,2759,92,6302,18304,4759,660,4936,2023,1266,1750,6139,4309,2973,3545,810,16580,33540,4843,5742,1538,4143,725,59,585,2775,94,6320,18360,4771,660,5025,2064,1266,1787,6156,4335,2999,3581,832,16618,33576,4881,5772,1544,4156,734,59,598,2876,94,6365,18467,4784,665,5084,2102,1326,1816,6184,4351,3066,3601,842,16655,33607,4927,5827,1570,4182,742,60,612,2939,95,6384,18555,4805,667,5143,2127,1326,1843,6199,4372,3138,3619,866,16689,33648,4968,5890,1588,4201,758,61,623,3021,95,6427,18649,4828,669,5206,2159,1410,1862,6233,4398,3206,3642,925,16712,33696,5012,5955,1603,4231,776,62,639,3106,95,6459,18709,4828,670,5246,2191,1411,1886,6233,4415,3257,3657,933,16746,33737,5035,5984,1624,4274,789,63,658,3155,97,6464,18726,4828,670,5305,2202,1410,1887,6260,4434,3297,3676,937,16761,33767,5062,5996,1634,4283,793,63,662,3162,97,6465,18768,4871,672,5332,2222,1462,1906,6284,4448,3321,3676,962,16772,33804,5076,6020,1649,4288,799,63,667,3175,110,6515,18875,4881,673,5435,2271,1456,1938,6323,4481,3359,3729,985,16819,33847,5114,6118,1664,4313,810,64,682,3295,110,6529,18982,4926,677,5498,2312,1503,1975,6350,4518,3434,3745,1008,16886,33890,5177,6274,1680,4317,834,64,695,3363,113,6568,19025,4926,677,5561,2349,1503,1983,6350,4547,3434,3763,1011,16925,33959,5177,6274,1680,4317,834,64,712,3431,113,6588,19100,4961,677,5594,2360,1529,2009,6391,4569,3535,3769,1017,16942,34004,5240,6346,1704,4346,849,67,712,3444,115,6624,19132,4961,678,5663,2375,1529,2028,6391,4602,3580,3779,1021,16965,34049,5249,6378,1717,4346,863,67,718,3474,115,6635,19151,4961,680,5685,2399,1529,2039,6407,4625,3637,3806,1025,16978,34101,5279,6399,1736,4353,868,67,729,3496,115,6640,19209,5020,680,5723,2426,1560,2065,6420,4641,3652,3807,1047,16993,34150,5296,6429,1743,4381,871,69,735,3504,116,6692,19327,5040,685,5864,2449,1560,2097,6455,4673,3674,3836,1092,17083,34222,5322,6548,1758,4404,890,72,758,3628,116,6755,19440,5091,690,5973,2518,1679,2124,6501,4715,3751,3851,1139,17145,34286,5406,6671,1812,4444,906,74,778,3715,124,6834,19586,5111,692,6033,2603,1679,2185,6524,4764,3843,3879,1180,17209,34346,5454,6753,1836,4466,918,75,789,3781,135,6885,19791,5146,693,6122,2665,1786,2216,6548,4790,3904,3916,1205,17255,34409,5505,6882,1860,4496,926,77,799,3847,136,6940,19876,5146,695,6207,2682,1786,2241,6548,4820,3979,3949,1208,17306,34488,5547,6947,1874,4517,939,79,829,3938,136,6950,19937,5146,697,6242,2717,1786,2250,6584,4846,4043,3961,1219,17321,34552,5578,6960,1896,4566,939,79,838,3956,139,6950,20052,5224,701,6284,2723,1856,2276,6607,4865,4064,3961,1251,17336,34637,5598,7023,1911,4579,949,81,841,3979,139,6985,20238,5242,701,6410,2915,1856,2328,6652,4916,4086,4017,1295,17426,34723,5642,7103,1922,4585,972,85,870,4059,143,7081,20466,5285,704,6506,3017,1941,2359,6684,4962,4168,4041,1311,17542,34799,5704,7187,1945,4612,995,86,901,4149,148,7173,20636,5327,708,6603,3116,1941,2387,6724,5012,4257,4083,1358,17608,34884,5752,7298,1980,4627,1016,89,921,4216,151,7250,20854,5363,709,6673,3193,2072,2416,6767,5064,4351,4124,1377,17662,34983,5791,7426,2007,4673,1027,93,938,4272,169,7340,20958,5363,713,6758,3208,2072,2446,6767,5100,4418,4180,1395,17732,35074,5831,7477,2042,4685,1039,95,966,4329,169,7357,21043,5363,715,6805,3209,2072,2453,6818,5117,4503,4199,1399,17751,35198,5855,7492,2064,4739,1055,95,968,4344,169,7358,21196,5444,716,6840,3269,2109,2472,6845,5142,4521,4204,1442,17775,35288,5899,7551,2072,4751,1065,96,978,4359,172,7428,21483,5466,720,6968,3337,2109,2499,6895,5206,4542,4252,1464,17872,35425,5926,7654,2086,4756,1078,100,1012,4412,174,7558,21881,5506,720,7101,3354,2253,2529,6933,5270,4634,4294,1472,18003,35522,6030,7777,2128,4800,1102,105,1039,4499,176,7711,22155,5552,725,7180,3451,2253,2575,6964,5319,4717,4320,1482,18080,35647,6120,7894,2144,4843,1126,105,1071,4566,176,7819,22496,5581,728,7265,3451,2341,2618,6994,5358,4782,4354,1500,18124,35775,6172,7967,2161,4872,1140,107,1091,4635,177,7956,22651,5581,730,7338,3533,2341,2637,6994,5412,4839,4390,1505,18173,35897,6222,8031,2189,4895,1148,108,1122,4724,176,7971,22736,5581,737,7404,3589,2341,2665,7042,5448,4909,4409,1515,18194,36017,6259,8047,2212,4935,1155,111,1128,4745,176,7972,22980,5676,742,7438,3589,2448,2701,7107,5471,4931,4411,1540,18223,36147,6285,8122,2218,4962,1163,111,1129,4754,186,8133,23254,5703,744,7581,3653,2448,2739,7158,5519,4955,4490,1553,18326,36300,6342,8252,2240,4976,1175,112,1171,4882,189,8184,23633,5736,751,7645,3668,2507,2774,7226,5568,5030,4533,1597,18466,36454,6418,8361,2283,5028,1196,117,1194,4956,191,8301,23944,5791,756,7730,3739,2507,2780,7272,5627,5109,4556,1601,18544,36604,6420,8456,2328,5043,1205,120,1228,5022,191,8409,23964,5791,756,7770,3744,2507,2782,7272,5659,5109,4562,1594,18595,36739,6420,8456,2328,5043,1205,120,1247,5028,192,8424,24221,5791,762,7801,3744,2507,2821,7272,5680,5166,4565,1595,18613,36870,6574,8476,2357,5124,1212,121,1253,5032,192,8427,24283,5791,768,7843,3745,2507,2845,7291,5712,5206,4606,1595,18630,37000,6592,8509,2370,5155,1214,127,1254,5042,192,8469,24529,5904,771,7886,3745,2548,2871,7336,5740,5219,4634,1625,18651,37118,6601,8571,2383,5173,1223,129,1263,5065,193,8647,24954,5924,775,8051,3812,2548,2903,7397,5803,5255,4719,1641,18777,37256,6630,8722,2405,5198,1238,130,1284,5157,195,8726,25391,5964,780,8160,3822,2741,2943,7448,5848,5321,4747,1651,18952,37412,6780,8855,2453,5249,1259,134,1318,5195,198,8879,25965,5995,786,8263,3891,2741,2956,7488,5895,5382,4787,1690,19042,37557,6811,8962,2489,5296,1270,136,1338,5245,198,9015,26236,5995,788,8371,3898,2879,2956,7488,5942,5382,4816,1707,19160,37733,6819,8962,2489,5296,1273,136,1361,5257,207,9061,26542,6099,792,8410,3946,2879,2999,7488,5967,5436,4840,1708,19187,37854,6933,9017,2527,5385,1294,139,1373,5259,207,9061,26635,6099,794,8475,3946,2879,3013,7537,5994,5489,4871,1708,19208,38001,6963,9076,2547,5469,1301,140,1376,5264,209,9064,26995,6168,797,8514,3992,2897,3067,7585,6027,5502,4884,1727,19244,38167,7000,9143,2552,5484,1307,144,1396,5273,209,9354,27486,6192,801,8663,3999,2897,3093,7635,6082,5520,4975,1747,19382,38315,7080,9247,2571,5498,1314,149,1442,5370,211,9467,28040,6230,806,8743,4060,3027,3135,7681,6132,5596,5013,1756,19523,38486,7149,9368,2633,5582,1333,152,1481,5442,214,9764,28554,6287,808,8823,4065,3027,3161,7728,6173,5640,5061,1881,19646,38683,7262,9462,2672,5661,1362,155,1518,5485,214,9970,29228,6324,809,8892,4124,3148,3194,7833,6216,5688,5101,1808,19756,38846,7383,9544,2703,5695,1383,156,1554,5530,215,10083,29699,6324,813,8966,4127,3148,3214,7833,6246,5731,5146,1812,19854,39041,7468,9599,2738,5758,1392,156,1570,5568,215,10141,30000,6324,817,8985,4138,3148,3224,7873,6272,5775,5167,1815,19886,39208,7609,9627,2761,5811,1393,156,1582,5571,215,10147,30381,6416,821,9016,4139,3255,3247,7918,6301,5779,5186,1835,19932,39404,7635,9702,2775,5826,1400,156,1594,5576,216,10537,31105,6449,825,9104,4222,3255,3284,7971,6367,5792,5284,1859,20039,39588,7687,9802,2804,5860,1422,158,1634,5635,217,10689,31653,6536,831,9163,4232,3355,3324,8022,6404,5842,5315,1870,20166,39760,7796,9881,2848,5911,1449,158,1671,5679,219,10876,32246,6553,842,9202,4251,3355,3373,8080,6449,5885,5356,1885,20253,39997,7888,9990,2882,5934,1461,162,1702,5729,220,11060,32947,6594,842,9246,4257,3514,3395,8080,6494,5918,5411,1904,20320,40203,7996,10057,2925,6037,1475,163,1733,5771,220,11248,33393,6594,847,9287,4321,3502,3420,8080,6541,5955,5481,1904,20414,40376,8060,10135,2952,6108,1486,163,1761,5906,220,11266,33593,6594,850,9310,4323,3502,3428,8203,6567,5995,5521,1905,20439,40570,8125,10200,2987,6237,1493,163,1776,5907,220,11265,33742,6670,857,9340,4324,3525,3462,8253,6596,6007,5524,1908,20458,40753,8131,10281,2994,6248,1500,163,1784,5930,221,11266,34390,6682,861,9466,4332,3526,3489,8324,6650,6013,5574,1914,20512,40933,8196,10336,3037,6259,1507,163,1815,5974,244,11564,35001,6726,863,9529,4394,3584,3540,8383,6689,6047,5638,1936,20667,41148,8267,10409,3085,6328,1518,165,1836,6036,245,11813,35704,6774,864,9593,4445,3575,3584,8442,6735,6079,5668,1949,20760,41348,8397,10518,3140,6373,1548,168,1849,6091,245,12014,36326,6819,867,9642,4478,3598,3626,8483,6792,6100,5713,1960,20875,41530,8511,10599,3187,6404,1571,169,1856,6140,250,12170,36818,6819,870,9693,4486,3598,3657,8483,6837,6131,5752,1966,20934,41694,8623,10680,3231,6479,1582,170,1872,6187,250,12238,37118,6819,872,9716,4487,3598,3687,8565,6865,6163,5772,1966,20951,41889,8739,10711,3279,6547,1595,170,1895,6193,250,12239,37499,6911,879,9728,4488,3622,3730,8590,6900,6166,5777,1984,20972,42090,8777,10768,3293,6552,1599,171,1899,6203,251,12489,38222,6934,888,9807,4492,3625,3769,8621,6963,6174,5852,1997,21105,42273,8839,10856,3323,6578,1614,171,1928,6268,252,12668,38927,6976,895,9845,4500,3718,3805,8688,6996,6192,5917,2010,21234,42434,8959,10931,3388,6673,1620,172,1953,6306,253,12861,39527,7020,902,9879,4532,3718,3863,8743,7037,6208,5945,2013,21301,42639,9099,11006,3423,6903,1620,172,1983,6339,253,13047,40192,7046,907,9925,4577,3779,3910,8801,7076,6236,5983,2020,21383,42825,9213,11073,3471,6942,1656,172,2006,6393,253,13111,40694,7046,909,9967,4651,3779,3967,8801,7107,6255,6018,2025,21455,42996,9215,11124,3504,7014,1664,173,2015,6433,253,13120,40928,7046,913,9974,4901,3779,3977,8859,7127,6268,6045,2025,21484,43178,9381,11178,3547,7042,1665,174,2024,6437,253,13124,41284,7119,916,9989,4906,3809,3995,8912,7154,6270,6056,2031,21513,43354,9397,11233,3564,7283,1669,175,2028,6439,269,13415,41858,7133,921,10054,4919,3809,4028,8953,7188,6278,6132,2036,21584,43524,9477,11339,3602,7318,1687,176,2031,6485,269,13593,42434,7157,926,10091,4975,3895,4067,9006,7220,6302,6158,2042,21693,43687,9625,11431,3654,7394,1699,179,2058,6500,269,13792,43062,7185,932,11637,5033,3895,4117,9044,7251,6319,6182,2067,21793,43842,9767,11510,3681,7487,1711,181,2080,6549,269,13965,43631,7214,940,11686,5067,4101,4149,9076,7287,6341,6222,2076,21886,44012,9880,11571,3710,7553,1729,181,2100,6579,269,14039,43987,7214,947,11752,5108,4101,4202,9076,7329,6357,6266,2081,21964,44210,9962,11652,3761,7611,1733,182,2119,6615,269,14051,44152,7214,952,11817,5108,4101,4224,9119,7349,6367,6269,2081,21989,44387,10017,11659,3813,7651,1736,183,2129,6617,269,14055,44440,7282,956,11875,5110,4197,4276,9142,7372,6370,6270,2092,22011,44512,10030,11695,3817,7690,1739,183,2131,6619,269,14317,44973,7298,961,11942,5145,4197,4304,9162,7413,6376,6342,2100,22103,44683,10088,11793,3870,7693,1748,186,2150,6669,269,14507,45436,7326,965,12001,5174,4303,4339,9212,7446,6387,6367,2109,22191,44851,10226,11856,3900,7742,1766,187,2175,6708,269,14690,45976,7354,973,12027,5196,4303,4375,9239,7467,6411,6390,2117,22329,44992,10336,12577,3948,7837,1776,188,2187,6725,271,14843,46435,7381,976,12117,5223,4364,4420,9276,7503,6430,6429,2124,22393,45138,10408,15136,3959,7894,1786,189,2200,6737,271,14957,46865,7381,979,12149,5236,4364,4441,9276,7536,6437,6461,2123,22440,45295,10482,16340,3994,7911,1790,189,2201,6747,271,14978,47055,7381,979,12173,5236,4364,4447,9292,7554,6444,6462,2123,22454,45431,10524,16346,4024,7998,1794,189,2210,6748,271,14978,47115,7447,980,12191,5237,4406,4464,9325,7580,6446,6464,2124,22466,45552,10545,16394,4041,8034,1796,190,2212,6753,276,14981,47446,7449,982,12231,5263,4406,4491,9325,7612,6448,6501,2128,22497,45683,10611,16453,4061,8055,1797,191,2216,6792,277,15084,47902,7476,985,12250,5306,4521,4511,9391,7630,6458,6524,2146,22589,45807,10712,16513,4089,8117,1806,191,2225,6803,277,15294,48334,7496,992,12281,5321,4526,4539,9406,7661,6472,6531,2151,22721,45957,10804,16611,4112,8155,1813,193,2236,6820,278,15439,48794,7523,993,12325,5336,4614,4562,9440,7677,6480,6534,2167,22784,46119,10863,16693,4132,8213,1834,193,2248,6856,278,15480,49111,7523,994,12336,5336,4614,4585,9440,7697,6491,6553,2169,22834,46233,10930,16749,4155,8256,1842,196,2254,6875,278,15505,49340,7523,995,12372,5336,4614,4604,9466,7715,6500,6553,2169,22858,46346,10957,16816,4181,8324,1852,197,2261,6875,279,15502,49531,7562,995,12407,5374,4643,4619,9477,7732,6501,6553,2171,22874,46454,10976,16874,4203,8332,1853,198,2263,6876,279,15651,49869,7572,998,12450,5400,4643,4636,9503,7762,6502,6577,2172,22978,46562,11007,16972,4227,8357,1865,199,2274,6914,279,15693,50953,7595,1001,12467,5415,4724,4686,9528,7789,6511,6605,2179,23035,46680,11100,17048,4264,8398,1879,201,2285,6940,279,15821,51385,7614,1005,12494,5438,4724,4722,9561,7805,6518,6613,2183,23105,46790,11162,17128,4302,8443,1890,203,2290,6998,279,15897,51794,7622,1009,12531,5463,4735,4746,9587,7838,6530,6638,2195,23192,46914,11216,17185,4320,8477,1907,204,2291,7004,279,15967,51979,7622,1010,12556,5470,4735,4776,9587,7856,6543,6669,2199,23238,47025,11240,17239,4379,8498,1929,204,2297,7019,279,15980,52213,7622,1017,12573,5470,4735,4786,9608,7869,6551,6681,2199,23252,47143,11241,17299,4428,8546,1935,204,2300,7019,289,15979,52487,7651,1019,12595,5472,4743,4802,9628,7879,6554,6681,2205,23273,47247,11286,17348,4478,8562,1940,205,2300,7019,290,16065,52774,7658,1019,12623,5498,4743,4822,9647,7905,6558,6724,2210,23321,47345,11320,16750,4534,8576,1949,206,2301,7055,291,16089,53066,7678,1023,12633,5501,4816,4853,9668,7919,6575,6743,2213,23383,47464,11389,16750,4534,8620,1955,207,2309,7074,291,16185,53457,7693,1024,12663,5536,4816,4886,9686,7922,6589,6764,2213,23491,47565,11434,16750,4534,8660,1965,207,2309,7087,292,16272,53838,7704,1027,12697,5549,4812,4912,9716,7930,6602,6783,2222,23521,47672,11475,17502,4534,8699,1970,207,2318,7099,292,16323,54124,7704,1030,12726,5553,4812,4952,9716,7941,6614,6805,2223,23557,47767,11520,17502,4534,8719,1975,208,2323,7107,292,16328,54217,7704,1030,12737,5559,4812,4962,9748,7955,6618,6808,2223,23574,47857,11522,17502,4534,8754,1976,208,2325,7111,291,16328,54377,7725,1035,12744,5560,4816,4970,9758,7963,6624,6808,2224,23590,47921,11556,17502,4534,8760,1977,208,2325,7111,291,16326,54620,7739,1036,12762,5575,4816,5001,9769,7988,6764,6834,2221,23635,48000,11577,17662,4701,8763,1990,211,2326,7138,291,16404,54877,7752,1037,12775,5602,4851,5026,9812,8002,6773,6845,2231,23691,48092,11628,17662,4701,8781,1992,211,2330,7151,291,16464,55132,7761,1038,12802,5622,4851,5052,9828,8014,6792,6864,2234,23737,48208,11649,17662,4701,8822,2015,211,2338,7162,292,16519,55336,7765,1038,12824,5632,4824,5080,9861,8030,6805,6883,2236,23854,48277,11688,17871,4701,8833,2017,212,2511,7167,292,16546,56373,7765,1040,12846,5634,4824,5113,9861,8038,6809,6896,2236,23888,48370,11716,17871,4701,8870,2021,214,2519,7180,292,16553,56523,7765,1041,12856,5642,4824,5123,9884,8048,6814,6901,2236,23903,48475,11719,17871,4701,8875,2027,214,2530,7178,292,16553,56630,7788,1042,12864,5643,4835,5147,9903,8055,6815,6903,2236,23925,48537,11739,17871,4701,8878,2027,214,2531,7179,292,16574,56743,7799,1042,12876,5658,4835,5166,9925,8080,6817,6929,2238,23966,48624,11753,17992,4788,8881,2032,215,2546,7184,293,16586,56976,7807,1044,12893,5668,4837,5197,9955,8099,6824,6936,2238,24004,48686,11783,17992,4788,8933,2037,217,2565,7203,296,16645,57213,7822,1046,12907,5673,4837,5524,9974,8113,6830,6938,2241,24076,48773,11812,17992,4788,8938,2041,217,2570,7211,296,16695,57417,7832,1047,12922,5673,4842,5744,9988,8132,6839,6945,2243,24103,48848,11833,18340,4788,8966,2058,217,2600,7225,296,16733,57495,7832,1049,12926,5675,4842,5777,9988,8158,6845,6955,2243,24134,48916,11848,18340,4788,8977,2060,219,2600,7241,296,16745,57586,7832,1050,12946,5676,4842,5793,9988,8170,6850,6956,2243,24174,48942,11849,18340,4788,9007,2062,219,2606,7241,296,16745,57770,7841,1050,12947,5676,4850,5847,10030,8184,6850,6956,2244,24181,48959,11865,18340,4788,9027,2062,219,2612,7241,298,16798,57936,7845,1051,12959,5683,4850,5864,10037,8195,6857,6977,2244,24242,48977,11878,18382,4788,9030,2077,220,2613,7241,298,16842,58187,7852,1053,12975,5689,4881,5911,10056,8214,6866,6981,2273,24293,49231,11975,18382,4850,9055,2082,222,2619,7264,299,16874,58413,7862,1053,12982,5708,4881,6004,10073,8217,6892,6987,2280,24330,49305,12025,18382,4850,9083,2089,223,2624,7268,299,16898,58630,7865,1055,13002,5716,4891,6041,10087,8232,6899,6998,2280,24358,49363,12049,18526,4850,9092,2091,224,2628,7272,299,16913,58801,7865,1056,13011,5718,4891,6053,10087,8246,6903,7000,2281,24382,49446,12049,18526,4850,9104,2101,224,2631,7275,299,16919,58927,7865,1056,13023,5725,4891,6062,10087,8251,6908,7001,2281,24389,49537,12051,18526,4850,9122,2114,225,2634,7275,299,16918,59015,7883,1059,13028,5729,4902,6104,10122,8260,6913,7001,2280,24404,49648,12110,18526,4850,9122,2114,225,2638,7278,299,16941,59116,7885,1061,13038,5729,4902,6126,10132,8273,6914,7013,2281,24486,49696,12116,18609,4850,9126,2118,225,2640,7293,299,16967,59260,7886,1064,13039,5743,4913,6151,10141,8286,6926,7032,2282,24528,49790,12137,18609,4953,9146,2122,227,2676,7316,299,16977,59396,7900,1066,13048,5751,4913,6172,10161,8303,6938,7048,2282,24591,49872,12160,18609,4953,9174,2125,227,2683,7327,299,16989,59601,7904,1069,13069,5754,4932,6192,10161,8319,6942,7051,2282,24615,49946,12161,18643,4953,9179,2131,228,2688,7338,299,16991,59675,7904,1070,13074,5822,4932,6210,10161,8342,6953,7055,2285,24632,50042,12161,18643,4953,9196,2132,229,2693,7342,299,16994,59726,7904,1070,13074,5822,4932,6210,10161,8350,6953,7055,2285,24637,50124,12161,18643,4953,9196,2132,229,2695,7341,299,16990,59788,7923,1072,13075,5822,4927,6267,10165,8363,6963,7055,2287,24649,50195,12200,18643,4953,9203,2133,229,2696,7342,299,16997,59874,7930,1074,13084,5835,4927,6278,10174,8378,6967,7073,2288,24700,50239,12211,18741,4953,9204,2137,229,2707,7350,299,17025,59976,7935,1076,13099,5836,4932,6295,10185,8389,6986,7077,2289,24744,50332,12235,18741,6669,9213,2139,230,2722,7357,299,17055,60115,7940,1077,13114,5843,4932,6314,10200,8410,7000,7082,2315,24783,50388,12250,18741,6669,9237,2149,230,2735,7371,299,17062,60272,7944,1079,13131,5849,4938,6328,10216,8424,7010,7086,2326,24826,50465,12273,18827,6669,9248,2157,231,2737,7376,299,17092,60361,7944,1081,13138,5857,4938,6344,10216,8444,7022,7095,2327,24859,50527,12274,18827,6669,9273,2159,231,2742,7380,299,17086,60446,7944,1081,13148,5857,4938,6350,10216,8455,7035,7096,2328,24870,50610,12276,18827,6669,9276,2159,231,2745,7381,300,17086,60484,7957,1084,13151,5857,4930,6355,10241,8470,7037,7096,2332,24896,50693,12320,18827,6669,9276,2159,233,2745,7384,300,17105,60535,7974,1085,13167,5858,4930,6358,10255,8484,7040,7119,2335,24945,50745,12335,18917,6669,9289,2161,233,2747,7394,300,17109,60710,7984,1088,13187,5858,4944,6380,10264,8493,7056,7122,2327,24987,50839,12353,18917,6697,9304,2161,237,2756,7402,318,17123,60797,7990,1090,13194,5871,4944,6405,10273,8512,7067,7127,2327,25034,50912,12385,18917,6697,9307,2162,240,2772,7406,318,17153,60911,7995,1093,13211,5878,4953,6415,10282,8528,7073,7139,2330,25094,50965,12414,18991,6697,9309,2164,242,2777,7412,318,17151,60977,7995,1095,13216,5882,4953,6427,10282,8545,7083,7153,2334,25134,51034,12416,18991,6697,9321,2164,242,2780,7422,318,17153,61022,7995,1096,13224,5882,5001,6435,10282,8562,7098,7153,2334,25143,51077,12416,18991,6697,9336,2164,242,2785,7420,318,17153,61034,8014,1096,13226,5887,5005,6442,10293,8574,7104,7153,2343,25161,51122,12443,18991,6697,9352,2166,242,2785,7421,318,17193,61111,8020,1097,13234,5894,4998,6454,10306,8592,7109,7161,2347,25206,51183,12460,19033,6697,9355,2174,242,2789,7427,318,17199,61199,8027,1097,13248,5899,5002,6469,10316,8605,7122,7163,2349,25252,51228,12500,19033,6716,9365,2177,243,2800,7430,318,17221,61290,8039,1098,13252,5904,5002,6494,10324,8625,7132,7173,2349,25282,51299,12534,19033,6716,9388,2178,243,2808,7438,318,17238,61390,8047,1099,13256,5907,5009,6517,10336,8633,7142,7175,2355,25328,51361,12552,19122,6716,9404,2179,243,2813,7452,318,17260,61428,8047,1099,13271,5927,5009,6544,10336,8648,7150,7175,2356,25367,51419,12553,19122,6716,9414,2180,244,2817,7474,318,17268,61463,8047,1099,13274,5927,5009,6557,10336,8661,7157,7175,2356,25380,51471,12553,19122,6716,9430,2182,244,2821,7473,330,17268,61485,8066,1099,13280,5927,5010,6575,10342,8670,7157,7178,2361,25399,51511,12587,19122,6716,9433,2183,244,2821,7473,330,17276,61504,8067,1100,13293,5930,5010,6595,10352,8688,7169,7188,2362,25460,51587,12611,19188,6716,9435,2186,245,2662,7494,330,17282,61571,8080,1104,13312,5931,5021,6602,10367,8709,7191,7193,2362,25495,51608,12642,19188,6788,9472,2190,246,2673,7534,330,17305,61650,8084,1105,13324,5931,5021,6612,10376,8718,7221,7195,2365,25529,51677,12658,19188,6788,9495,2197,246,2674,7542,330,17324,61756,8097,1105,13332,5950,5025,6620,10382,8744,7237,7199,2366,25554,51728,12676,19284,6788,9497,2202,246,2679,7550,330,17338,61853,8097,1106,13338,5952,5025,6631,10382,8764,7247,7199,2366,25588,51791,12677,19284,6788,9506,2203,247,2679,7569,330,17344,61924,8097,1106,13349,5959,5025,6634,10382,8776,7253,7199,2366,25600,51830,12677,19284,6788,9520,2204,247,2686,7567,331,17344,61961,8112,1106,13350,5959,5029,6642,10393,8797,7256,7207,2371,25616,51889,12715,19284,6788,9524,2204,248,2686,7567,331,17355,62016,8117,1106,13363,5960,5029,6651,10405,8803,7267,7221,2372,25658,51949,12723,19344,6788,9524,2217,248,2695,7582,331,17360,62065,8124,1109,13373,5962,5041,6658,10418,8813,7284,7223,2372,25692,52005,12744,19344,6832,9536,2219,248,2707,7596,332,17367,62169,8131,1110,13379,5980,5041,6664,10425,8822,7297,7226,2379,25740,52038,12761,19344,6832,9558,2219,249,2713,7614,332,17391,62211,8137,1110,13397,5983,5058,6672,10433,8833,7309,7228,2380,25769,52077,12804,19428,6832,9566,2223,249,2719,7625,332,17407,62270,8137,1110,13405,5984,5058,6686,10433,8843,7317,7228,2378,25791,52118,12803,19428,6832,9586,2223,249,2726,7652,332,17409,62310,8137,1110,13418,5985,5058,6689,10433,8851,7324,7228,2377,25801,52155,12803,19428,6832,9592,2224,249,2726,7652,332,17409,62332,8154,1110,13419,5985,5059,6699,10438,8861,7324,7234,2374,25809,52192,12814,19428,6832,9596,2225,249,2729,7652,334,17428,62363,8156,1113,13434,5989,5059,6717,10451,8870,7333,7240,2373,25840,52234,12826,19441,6832,9596,2236,251,2734,7666,336,17430,62468,8161,1115,13445,5994,5071,6728,10463,8879,7348,7244,2385,25873,52291,12854,19441,6878,9603,2249,252,2748,7687,336,17438,62573,8168,1115,13450,5998,5071,6735,10469,8896,7367,7247,2387,25905,52332,12876,19441,6878,9619,2255,252,2751,7706,336,17447,62626,8173,1116,13466,5999,5079,6744,10478,8908,7376,7254,2378,25931,52366,12885,19528,6878,9627,2256,252,2756,7707,336,17459,62647,8173,1118,13471,6001,5079,6821,10478,8925,7379,7254,2378,25952,52377,12885,19528,6878,9638,2258,252,2757,7712,336,17466,62681,8173,1120,13480,6006,5079,6829,10478,8929,7389,7254,2378,25961,52417,12885,19528,6878,9653,2258,252,2761,7712,347,17466,62701,8194,1122,13486,6006,5080,6832,10489,8932,7389,7257,2364,25974,52449,12915,19528,6878,9654,2259,252,2762,7712,351,17480,62723,8198,1122,13507,6013,5079,6839,10500,8945,7403,7268,2364,25998,52480,12934,19628,6878,9656,2271,254,2763,7726,352,17497,62760,8204,1124,13518,6018,5089,6846,10509,8957,7418,7269,2367,26018,52505,12962,19628,6918,9667,2275,255,2767,7732,352,17509,62811,8208,1125,13525,6025,5089,6858,10517,8959,7426,7278,2368,26041,52531,12974,19628,6918,9669,2279,255,2769,7734,352,17531,62857,8212,1125,13547,6035,5092,6861,10522,8973,7447,7279,2377,26059,52555,12982,19709,6918,9672,2289,255,2772,7745,352,17547,62903,8212,1125,13553,6035,5092,6866,10522,8990,7456,7279,2377,26072,52572,12984,19709,6918,9674,2290,255,2772,7748,352,17555,62928,8212,1127,13553,6035,5092,6875,10522,9007,7463,7279,2377,26079,52591,12984,19709,6918,9684,2290,255,2772,7748,352,17555,62947,8219,1130,13554,6035,5094,6879,10535,9022,7463,7285,2378,26088,52621,13010,19709,6918,9690,2292,255,2775,7749,352,17569,62979,8221,1130,13566,6039,5094,6888,10548,9029,7474,7298,2377,26112,52638,13027,19753,6918,9705,2292,255,2782,7760,352,17576,63014,8227,1131,13571,6044,5099,6907,10562,9037,7486,7302,2377,26137,52664,13054,19753,7291,9708,2292,255,2788,7765,352,17594,63163,8230,1132,13583,6048,5099,6908,10570,9581,7496,7304,2378,26173,52685,13075,19753,7291,9711,2294,255,2792,7814,352,17609,63215,8238,1132,13596,6053,5114,6918,10576,9592,7501,7310,2494,26185,52710,13100,19861,7291,9726,2297,255,2792,7830,352,17628,63236,8238,1132,13615,6055,5114,6938,10576,9599,7511,7310,2495,26201,52724,13101,19861,7291,9728,2301,255,2792,7830,352,17628,63247,8238,1132,13620,6055,5114,6938,10576,9607,7519,7310,2495,26207,52740,13101,19861,7291,9732,2301,255,2792,7830,352,17628,63249,8238,1132,13620,6055,5114,6938,10576,9614,7519,7316,2495,26212,52758,13101,19861,7291,9736,2302,255,2792,7856,352,17628,63260,8244,1134,13628,6057,5115,7109,10592,9616,7520,7318,2497,26219,52784,13118,19861,7291,9736,2302,255,2797,7875,352,17648,63284,8247,1135,13637,6061,5115,7119,10595,9622,7520,7322,2500,26239,52793,13127,19923,7316,9739,2305,255,2800,7894,352,17653,63340,8245,1136,13657,6065,5115,7127,10605,9626,7530,7324,2504,26253,52811,13147,19923,7316,9739,2308,255,2807,7923,352,17673,62965,8246,1136,13661,6067,5121,7136,10615,9630,7538,7325,2512,26265,52840,13168,19980,7316,9744,2311,256,2813,7954,352,17698,63000,8246,1136,13685,6068,5121,7140,10615,9639,7554,7325,2512,26273,52852,13168,19980,7316,9752,2311,256,2813,7954,352,17700,63120,8246,1136,13685,6072,5121,7140,10615,9645,7558,7325,2512,26279,52885,13168,19980,7316,9754,2311,256,2813,7954,352,17700,63132,8253,1136,13687,6073,5136,7146,10619,9649,7560,7333,2513,26285,52895,13216,19980,7316,9754,2313,256,2821,7965,352,17713,63155,8255,1137,13696,6078,5136,7151,10622,9653,7562,7343,2515,26295,52906,13229,20021,7316,9754,2316,256,2822,7981,352,17715,63167,8257,1137,13708,6084,5139,7165,10631,9658,7570,7347,2516,26309,52914,13252,20021,7325,9761,2318,256,2846,7995,352,17742,63206,8260,1137,13710,6095,5139,7182,10638,9667,7577,7348,2516,26322,52927,13268,20021,7325,9761,2319,256,2848,8007,356,17740,63251,8261,1137,13714,6097,5140,7196,10648,9677,7589,7353,2517,26324,52942,13287,20091,7325,9776,2319,256,2849,8013,356,17761,63143,8261,1137,13745,6099,5140,7203,10648,9683,7596,7353,2517,26327,52958,13287,20091,7325,9776,2323,256,2849,8013,356,17768,63145,8261,1137,13745,6102,5140,7205,10648,9686,7605,7353,2517,26330,52968,13287,20091,7325,9780,2323,256,2849,8013,356,17768,63150,8263,1138,13746,6102,5158,7210,10655,9688,7610,7354,2517,26334,52977,13311,20091,7325,9790,2323,256,2853,8015,356,17779,63205,8263,1138,13752,6103,5158,7218,10660,9689,7611,7361,2517,26345,52993,13316,20122,7325,9790,2323,256,2856,8023,356,17791,63224,8265,1139,13763,6109,5161,7222,10670,9695,7616,7368,2517,26352,52995,13333,20122,7354,9786,2324,256,2861,8041,356,17809,63254,8266,1140,13764,6109,5161,7224,10677,9698,7620,7369,2517,26364,53009,13339,20122,7354,9790,2324,256,2863,8046,356,17822,63290,8270,1141,13766,6109,5163,7225,10688,9703,7624,7371,2518,26368,53017,13359,20166,7354,9792,2326,256,2863,8047,356,17838,63309,8270,1141,13795,6112,5163,7225,10688,9707,7629,7371,2519,26372,53024,13359,20166,7354,9792,2328,256,2863,8047,356,17843,63337,8270,1141,13795,6114,5163,7227,10688,9707,7638,7371,2519,26374,53026,13359,20166,7354,9792,2330,256,2863,8047,356,17843,63353,8269,1141,13799,6115,5165,7236,10693,9707,7642,7378,2519,26377,53034,13386,20166,7354,9801,2330,256,2863,8064,356,17858,63370,8271,1141,13811,6117,5165,7240,10699,9715,7643,7390,2519,26392,53048,13401,20213,7354,9804,2333,256,2870,8067,357,17868,63425,8271,1141,13816,6120,5175,7242,10709,9722,7648,7390,2519,26403,53056,13413,20213,7384,9804,2336,256,2872,8077,357,17875,63490,8274,1141,13819,6124,5175,7247,10717,9729,7654,7391,2519,26417,53052,13426,20213,7384,9805,2337,256,2876,8092,357,17903,63543,8275,1141,13822,6125,5182,7252,10723,9730,7665,7395,2519,26428,53060,13432,20281,7384,9819,2351,256,2876,8099,357,17914,63555,8275,1141,13822,6131,5182,7252,10723,9734,7671,7395,2519,26434,53066,13432,20281,7384,9819,2355,256,2876,8099,357,17913,63586,8275,1141,13822,6133,5182,7252,10723,9737,7675,7395,2519,26437,53081,13432,20281,7384,9819,2363,256,2876,8099,357,17913,63597,8276,1141,13836,6133,5183,7259,10728,9739,7680,7401,2519,26438,53089,13439,20281,7384,9814,2365,256,2878,8109,357,17930,63610,8276,1141,13844,6134,5182,7264,10732,9740,7680,7412,2520,26444,53093,13443,20309,7384,9817,2368,256,2879,8126,360,17936,63662,8278,1141,13850,6138,5188,7267,10738,9741,7687,7412,2520,26452,53095,13450,20309,7388,9819,2371,256,2891,8128,360,17939,63709,8279,1141,13855,6140,5189,7269,10748,9744,7692,7415,2520,26463,53107,13447,20309,7388,9826,2375,257,2897,8134,360,17961,63649,8279,1141,13863,6142,5192,7280,10757,9746,7698,7419,2520,26468,53109,13447,20344,7388,9830,2378,258,2899,8135,360,17975,63648,8279,1141,13863,6146,5192,7280,10757,9749,7703,7419,2520,26473,53109,13447,20344,7388,9830,2378,258,2899,8135,360,17979,63648,8279,1141,13863,6146,5192,7280,10757,9749,7703,7419,2520,26473,53118,13447,20344,7388,9830,2378,258,2899,8135,360,17979,63648,8279,1141,13863,6146,5192,7280,10757,9751,7703,7419,2520,26477,53122,13447,20344,7388,9841,2378,258,2899,8144,360,18000,63710,8279,1141,13884,6148,5190,7292,10763,9754,7708,7425,2521,26477,53127,13468,20344,7388,9841,2385,258,2901,8144,360,18004,63748,8278,1141,13892,6149,5196,7296,10765,9755,7708,7436,2521,26490,53134,13473,20366,7406,9843,2387,258,2901,8154,360,18003,63805,8279,1143,13909,6149,5196,7299,10771,9758,7710,7437,2523,26493,53138,13488,20366,7406,9844,2389,258,2904,8158,362,18009,63870,8279,1143,13914,6149,5208,7301,10781,9761,7715,7439,2524,26496,53142,13496,20380,7406,9846,2393,258,2908,8182,362,18029,63874,8279,1143,13914,6149,5208,7301,10781,9762,7715,7439,2524,26501,53149,13496,20380,7406,9846,2393,258,2908,8182,362,18033,63877,8279,1143,13914,6149,5208,7301,10781,9762,7715,7439,2524,26505,53151,13496,20380,7406,9846,2393,258,2908,8182,364,18035,63954,8279,1144,13923,6149,5219,7310,10789,9761,7717,7441,2524,26509,53153,13512,20380,7406,9856,2399,258,2910,8185,364,18055,63972,8279,1144,13933,6149,5219,7313,10798,9765,7720,7451,2527,26517,53159,13515,20411,7406,9856,2402,258,2909,8189,364,18076,64002,8279,1145,13938,6158,5220,7318,10808,9769,7723,7456,2535,26520,53170,13522,20411,7417,9860,2407,258,2916,8196,364,18083,64041,8282,1145,13939,6158,5220,7323,10821,9773,7725,7460,2535,26529,53175,13529,20411,7417,9865,2410,258,2917,8198,364,18100,64083,8282,1146,13940,6158,5232,7328,10828,9778,7728,7465,2536,26531,53176,13533,20437,7417,9862,2413,258,2919,8209,364,18114,64085,8282,1146,13940,6158,5232,7328,10828,9780,7728,7465,2535,26536,53181,13533,20437,7417,9862,2413,258,2919,8209,364,18117,64086,8282,1146,13940,6158,5232,7328,10828,9781,7728,7465,2535,26539,53191,13533,20437,7417,9862,2413,258,2919,8209,364,18117,64127,8282,1146,13952,6158,5234,7344,10841,9782,7731,7468,2541,26545,53195,13551,20437,7417,9857,2416,259,2919,8212,364,18117,64132,8282,1146,13958,6158,5234,7347,10861,9788,7732,7477,2542,26557,53200,13557,20449,7417,9860,2420,259,2919,8223,365,18127,64146,8282,1146,13964,6170,5235,7349,10874,9792,7737,7485,2546,26562,53207,13566,20449,7454,9870,2424,259,2920,8229,365,18137,64174,8286,1146,13963,6170,5236,7351,10889,9798,7741,7494,2546,26564,53214,13578,20449,7454,9876,2425,259,2934,8234,367,18144,64219,8286,1146,13965,6170,5275,7355,10900,9801,7743,7502,2546,26568,53216,13586,20467,7454,9878,2425,259,2936,8240,367,18170,64220,8286,1146,13965,6170,5275,7355,10900,9806,7743,7502,2546,26573,53219,13586,20467,7454,9878,2425,259,2936,8240,367,18171,64225,8286,1146,13965,6170,5275,7355,10900,9807,7743,7502,2546,26575,53228,13586,20467,7454,9878,2425,259,2936,8240,367,18171,64265,8288,1146,13965,6170,5282,7362,10914,9808,7746,7508,2546,26579,53235,13590,20467,7454,9882,2434,259,2936,8253,367,18183,64296,8288,1146,13980,6170,5282,7366,10934,9810,7749,7523,2547,26586,53236,13600,20490,7454,9883,2441,259,2936,8261,369,18185,64325,8288,1146,13993,6183,5282,7368,10948,9813,7753,7529,2547,26589,53248,13616,20490,7485,9894,2447,259,2939,8282,369,18200,64372,8293,1146,13999,6183,5284,7370,10968,9818,7756,7533,2549,26590,53250,13634,20490,7485,9904,2450,259,2944,8287,372,18224,64415,8293,1149,14005,6183,5294,7377,10999,9818,7761,7543,2550,26595,53257,13651,20492,7485,9904,2451,260,2946,8290,372,18246,64417,8293,1149,14005,6183,5294,7378,10999,9825,7761,7543,2550,26602,53266,13651,20492,7485,9904,2451,260,2946,8290,372,18251,64417,8293,1149,14005,6183,5294,7378,10999,9828,7761,7543,2550,26607,53274,13651,20492,7485,9904,2451,260,2946,8290,372,18252,64538,8293,1149,14012,6183,5301,7393,11026,9829,7767,7556,2550,26606,53281,13681,20492,7485,9915,2466,260,2949,8295,374,18282,64533,8292,1149,14025,6183,5299,7406,11085,9835,7771,7590,2552,26614,53294,13695,20530,7485,9917,2471,260,2954,8299,376,18289,64626,8292,1149,14039,6193,5318,7421,11129,9840,7776,7597,2550,26625,53301,13716,20530,7531,9930,2479,260,2956,8302,381,18300,64680,8296,1149,14045,6193,5322,7426,11162,9842,7781,7613,2551,26629,53315,13740,20530,7531,9939,2486,260,2961,8305,381,18342,64719,8296,1149,14054,6193,5335,7432,11210,9846,7787,7621,2553,26636,53318,13752,20556,7531,9950,2494,260,2965,8300,381,18376,64732,8296,1149,14054,6193,5335,7432,11210,9849,7787,7621,2553,26645,53331,13752,20556,7531,9950,2494,260,2965,8300,381,18388,64777,8296,1149,14054,6193,5335,7432,11210,9857,7787,7621,2553,26650,53346,13752,20556,7531,9950,2494,260,2965,8300,382,18388,64787,8296,1149,14064,6193,5355,7449,11260,9861,7791,7649,2557,26650,53352,13775,20556,7531,9981,2503,262,2972,8306,383,18400,64838,8297,1149,14091,6193,5356,7454,11353,9869,7798,7685,2557,26659,53360,13784,20580,7531,9992,2511,263,2972,8311,383,18406,64481,8297,1149,14110,6210,5389,7467,11408,9870,7808,7710,2558,26665,53400,13806,20580,7594,10007,2518,263,2974,8314,386,18412,64533,8307,1150,14116,6210,5393,7472,11462,9873,7816,7730,2561,26672,53429,13822,20580,7594,10019,2521,264,2975,8317,386,18435,64596,8307,1150,14128,6210,5417,7485,11519,9878,7822,7761,2564,26681,53439,13842,20614,7594,10039,2525,264,2976,8322,386,18462,64630,8307,1150,14128,6210,5417,7486,11519,9887,7822,7761,2564,26692,53454,13842,20614,7594,10039,2525,264,2976,8322,386,18464,64661,8307,1150,14128,6210,5417,7486,11519,9891,7822,7761,2564,26695,53476,13842,20614,7594,10039,2525,264,2976,8322,386,18464,64684,8307,1150,14144,6210,5425,7504,11584,9896,7827,7813,2564,26696,53486,13890,20614,7594,10108,2537,264,2978,8324,391,18467,64727,8304,1151,14173,6210,5427,7511,11706,9899,7830,7880,2566,26715,53519,13912,20648,7594,10115,2537,264,2990,8336,395,18504,64816,8307,1151,14198,6226,5427,7523,11793,9907,7835,7916,2565,26721,53532,13969,20648,7676,10140,2549,267,2997,8353,395,18508,64908,8330,1155,14214,6226,5429,7532,11851,9916,7843,7937,2568,26731,53548,14021,20648,7676,10182,2563,268,3001,8356,397,18561,65020,8337,1155,14228,6226,5520,7572,11918,9922,7853,7991,2569,26739,53564,14072,20689,7676,10213,2572,270,3008,8368,397,18597,65082,8337,1155,14228,6226,5520,7572,11918,9938,7853,7991,2569,26750,53601,14072,20689,7676,10213,2572,270,3008,8368,397,18600,65127,8337,1155,14228,6226,5520,7572,11918,9943,7853,7991,2569,26752,53620,14072,20689,7676,10213,2572,270,3008,8368,397,18600,65160,8335,1155,14263,6226,5522,7606,11977,9948,7860,8047,2571,26755,53646,14133,20689,7676,10314,2584,270,3016,8373,410,18638,65228,8335,1155,14320,6226,5525,7633,12116,9956,7868,8158,2575,26775,53662,14168,20729,7676,10324,2593,270,3017,8406,421,18638,65368,8335,1155,14340,6268,5561,7698,12226,9967,7875,8180,2579,26796,53691,14224,20729,7812,10357,2605,271,3036,8416,421,18661,65483,8355,1158,14352,6268,5562,7721,12298,9963,7886,8214,2581,26807,53722,14288,20729,7812,10413,2615,273,3049,8429,421,18724,65605,8358,1159,14373,6268,5575,7739,12359,9971,7892,8279,2584,26826,53745,14334,20799,7812,10452,2623,275,3054,8438,421,18779,65676,8358,1159,14373,6268,5575,7743,12359,9983,7892,8279,2584,26844,53769,14334,20799,7812,10452,2623,275,3054,8438,421,18787,65746,8358,1159,14373,6268,5575,7743,12359,9995,7892,8279,2584,26849,53792,14334,20799,7812,10452,2623,275,3064,8438,421,18787,65793,8358,1159,14419,6268,5583,7796,12359,10004,7898,8361,2587,26864,53823,14428,20799,7812,10562,2628,275,3074,8445,427,18786,65863,8358,1160,14491,6268,5589,7826,12359,10014,7904,8409,2590,26882,53847,14485,20866,7812,10598,2634,276,3084,8462,431,18853,65987,8358,1161,14520,6307,5610,7842,12582,10024,7910,8490,2594,26902,53875,14546,20866,8001,10684,2640,277,3106,8496,431,18879,66153,8394,1161,14545,6307,5613,7884,12656,10040,7932,8507,2599,26919,53925,14642,20866,8001,10743,2652,279,3117,8509,431,18959,66297,8394,1162,14570,6307,5657,7907,12707,10051,7937,8540,2599,26929,53949,14726,20947,8001,10781,2658,280,3117,8521,431,18997,66388,8394,1162,14570,6307,5657,7910,12707,10061,7937,8540,2599,26942,53965,14726,20947,8001,10781,2658,281,3124,8521,431,18998,66481,8394,1162,14570,6307,5659,7910,12707,10073,7937,8540,2599,26948,54007,14726,20947,8001,10781,2658,282,3124,8521,431,18999,66496,8394,1162,14570,6307,5659,7910,12707,10087,7937,8664,2599,26952,54037,14726,20947,8001,10945,2658,282,3148,8536,433,19053,66569,8395,1163,14623,6307,5662,7963,12779,10094,7949,8685,2602,26978,54069,14848,21020,8001,10972,2685,282,3151,8539,439,19079,66722,8415,1163,14709,6337,5717,8001,12915,10115,7958,8787,2602,27007,54088,14925,21020,8208,10996,2693,282,3169,8557,439,19141,66898,8416,1164,14759,6337,5719,8040,12992,10124,7967,8870,2605,27024,54156,15019,21020,8208,11050,2703,283,3189,8589,441,19147,67062,8424,1165,14783,6337,5783,8072,13056,10139,7985,8905,2608,27039,54174,15092,21154,8208,11149,2724,284,3207,8613,441,19183,67149,8424,1165,14783,6337,5783,8076,13056,10159,7985,8905,2608,27054,54211,15092,21154,8208,11149,2724,287,3207,8613,441,19187,67199,8424,1165,14783,6337,5783,8076,13056,10176,7985,8905,2608,27058,54230,15092,21154,8208,11149,2724,287,3207,8613,442,19187,67312,8424,1165,14848,6337,5791,8132,13121,10189,7996,8976,2608,27079,54271,15263,21154,8208,11306,2740,288,3238,8632,449,19304,67422,8446,1167,14940,6337,5794,8167,13241,10205,8008,9061,2613,27101,54317,15322,21265,8209,11349,2753,291,3261,8646,451,19333,67647,8447,1167,15011,6401,5818,8224,13318,10217,8049,9100,2621,27122,54350,15422,21265,8440,11483,2764,292,3296,8666,451,19360,67825,8447,1167,15046,6401,5826,8278,13366,10238,8063,9165,2624,27148,54395,15541,21265,8440,11532,2779,294,3313,8682,452,19379,67948,8463,1167,15083,6401,5883,8331,13418,10250,8076,9214,2626,27165,54424,15636,21471,8440,11614,2787,296,3370,8703,452,19487,68034,8463,1167,15083,6401,5883,8337,13418,10263,8076,9214,2626,27182,54441,15636,21471,8440,11614,2787,298,3370,8703,452,19513,68106,8463,1167,15083,6401,5883,8337,13418,10263,8076,9214,2626,27190,54479,15636,21471,8440,11614,2787,298,3370,8703,457,19513,68158,8462,1167,15157,6401,5936,8408,13473,10263,8086,9270,2629,27202,54502,15793,21471,8440,11721,2804,298,3424,8713,463,19584,68244,8477,1171,15239,6401,5939,8450,13558,10309,8104,9331,2634,27240,54559,15829,21596,8439,11828,2829,301,3441,8731,464,19658,68402,8484,1171,15315,6483,5945,8498,13657,10332,8118,9353,2643,27264,54602,15964,21596,8715,11913,2841,301,3467,8754,471,19727,68532,8483,1172,15343,6482,5947,8545,13702,10348,8142,9395,2648,27288,54641,16036,21596,8715,11957,2860,301,3492,8775,515,19737,68710,8501,1172,15377,6482,6005,8574,13741,10362,8169,9425,2649,27307,54702,16126,21820,8715,12080,2869,304,3523,8794,515,19806,68740,8501,1172,15377,6482,6005,8587,13741,10369,8169,9425,2649,27323,54718,16126,21820,8715,12080,2869,306,3523,8794,515,19812,68756,8501,1172,15377,6482,6005,8588,13741,10384,8169,9425,2649,27328,54769,16126,21820,8715,12080,2869,310,3523,8794,535,19812,68917,8593,1174,15474,6482,6050,8667,13796,10395,8191,9480,2653,27346,54785,16253,21820,8715,12213,2892,310,3568,8813,545,19920,68985,8626,1174,15561,6482,6056,8734,13850,10413,8212,9538,2813,27380,54822,16305,21945,8715,12259,2905,313,3578,8849,549,19959,69133,8629,1174,15625,6563,6079,8808,13900,10426,8243,9588,2827,27400,54886,16461,21945,8949,12372,2920,317,3642,8868,559,19984,69278,8629,1174,15658,6563,6079,8858,13949,10442,8256,9600,2832,27427,54933,16541,21945,8949,12472,2932,317,3670,8888,560,20039,69387,8650,1176,15686,6563,6097,8896,13988,10460,8273,9646,2840,27443,54976,16625,22273,8949,12570,2943,318,3722,8901,560,20134,69405,8650,1176,15686,6563,6097,8902,13988,10474,8273,9646,2840,27465,54993,16625,22273,8949,12570,2943,321,3722,8901,560,20137,69420,8650,1176,15686,6563,6097,8905,13988,10478,8273,9646,2840,27472,55016,16625,22273,8949,12570,2943,321,3722,8901,561,20137,69574,8650,1178,15773,6563,6098,8991,14027,10491,8294,9688,2840,27488,55057,16736,22273,8949,12702,2951,323,3769,8934,564,20211,69652,8666,1179,15844,6563,6098,9011,14068,10512,8316,9749,2840,27525,55090,16829,22490,8949,12729,2962,323,3774,8960,567,20250,69819,8667,1180,15921,6654,6134,9067,14102,10533,8356,9768,2841,27542,55131,16962,22490,9213,12784,2974,327,3839,8970,572,20282,69985,8667,1181,15953,6654,6140,9131,14139,10550,8388,9778,2842,27551,55150,17040,22490,9213,12856,2983,328,3866,8989,574,20319,70132,8667,1182,15982,6654,6146,9162,14173,10563,8408,9811,2845,27570,55203,17121,22819,9213,12929,2994,332,3935,9006,574,20350,70156,8667,1182,15982,6654,6146,9162,14173,10583,8408,9811,2855,27590,55229,17121,22819,9213,12929,2994,335,3935,9006,574,20382,70160,8667,1182,15982,6654,6146,9162,14173,10593,8408,9811,2855,27597,55253,17121,22819,9213,12929,2994,335,3935,9006,578,20382,70295,8667,1182,16062,6654,6173,9252,14204,10600,8433,9833,2855,27603,55304,17223,22819,9213,13034,2994,335,3976,9054,594,20453,70343,8667,1182,16109,6654,6173,9284,14238,10627,8454,9874,2856,27624,55347,17250,23021,9213,13056,3025,339,3995,9101,594,20447,70459,8705,1183,16140,6748,6183,9318,14268,10644,8478,9900,2870,27653,55402,17349,23021,9402,13093,3042,340,3998,9124,596,20456,70607,8707,1183,16225,6748,6183,9347,14296,10664,8503,9907,2885,27673,55447,17428,23021,9402,13114,3050,342,4048,9141,599,20494,70766,8718,1183,16245,6748,6199,9376,14321,10682,8531,9917,2897,27692,55465,17472,23327,9402,13232,3067,343,4108,9141,599,20509,70778,8718,1183,16245,6748,6199,9377,14321,10703,8531,9917,2898,27720,55484,17472,23327,9402,13232,3067,345,4108,9141,599,20509,70784,8718,1183,16245,6748,6199,9377,14321,10708,8531,9917,2898,27725,55514,17472,23327,9402,13232,3067,345,4108,9162,599,20509,70981,8718,1184,16309,6748,6203,9478,14350,10722,8560,9939,2898,27737,55557,17553,23327,9402,13319,3090,346,4134,9164,665,20679,71046,8721,1185,16370,6748,6198,9528,14388,10735,8581,9957,3020,27768,55588,17593,23616,9409,13321,3095,347,4145,9181,673,20727,71192,8721,1185,16423,6848,6213,9590,14424,10757,8613,9968,2924,27783,55625,17657,23616,10540,13368,3106,349,4219,9207,674,20776,71369,8721,1186,16449,6848,6214,9637,14446,10771,8639,9977,2928,27805,55664,17713,23616,10540,13412,3118,351,4238,9226,680,20826,71504,8739,1186,16470,6848,6238,9663,14462,10785,8661,9990,2938,27828,55702,17783,23955,10540,13472,3128,351,4263,9259,680,20856,71519,8739,1186,16470,6848,6238,9666,14462,10796,8661,9990,2938,27848,55732,17783,23955,10540,13472,3128,351,4263,9259,680,20867,71528,8739,1186,16470,6848,6238,9666,14462,10806,8661,9990,2938,27851,55756,17783,23955,10540,13472,3128,351,4263,9259,685,20866,71639,8739,1186,16524,6848,6268,9741,14480,10811,8683,10024,2938,27863,55806,17885,23955,10540,13559,3149,351,4292,9299,696,20967,71800,8752,1187,16567,6848,6268,9767,14496,10827,8705,10057,2941,27896,55840,17906,24164,10540,13565,3159,356,4316,9344,698,21048,71935,8752,1187,16632,6965,6370,9790,14506,10840,8736,10059,2942,27929,55879,17953,24164,10710,13604,3181,358,4346,9370,703,21037,72026,8751,1188,16666,6965,6371,9830,14525,10854,8777,10064,2954,27949,55902,18001,24164,10710,13670,3190,360,4409,9390,707,21100,72140,8764,1190,16683,6965,6438,9852,14547,10865,8793,10075,2954,27961,55942,18068,24527,10710,13716,3208,364,4426,9416,707,21153,72144,8764,1190,16683,6965,6438,9853,14547,10882,8793,10075,2975,27972,55969,18068,24527,10710,13716,3208,364,4426,9416,707,21154,72140,8764,1190,16683,6965,6438,9854,14547,10895,8793,10075,2975,27972,55995,18068,24527,10710,13716,3208,364,4426,9416,710,21155,72289,8766,1191,16737,6965,6447,9893,14555,10908,8818,10098,2975,27980,56044,18122,24527,10710,13753,3237,368,4450,9430,716,21149,72365,8776,1193,16783,6965,6449,9913,14565,10913,8842,10129,2984,28004,56067,18148,24763,10710,13766,3248,369,4475,9467,719,21273,72471,8776,1193,16841,7069,6477,9932,14585,10925,8885,10134,2987,28011,56114,18208,24763,10879,13803,3262,374,4490,9495,722,21290,72560,8776,1193,16859,7069,6477,9962,14597,10939,8917,10134,2988,28011,56144,18228,24763,10879,13832,3276,380,4511,9523,723,21348,72650,8790,1193,16898,7069,6524,10017,14615,10956,8952,10148,3001,28062,56191,18264,25067,10879,13841,3286,383,4518,9542,723,21408,72671,8790,1193,16898,7069,6524,10017,14615,10965,8952,10148,3001,28080,56225,18264,25067,10879,13841,3286,384,4518,9542,723,21409,72698,8790,1193,16898,7069,6524,10017,14615,10974,8952,10148,3001,28085,56245,18264,25067,10879,13841,3286,384,4518,9542,774,21409,72811,8790,1193,16916,7069,6561,10095,14622,10988,8986,10153,3001,28092,56280,18329,25067,10879,13896,3300,384,4548,9576,802,21486,72922,8806,1193,16976,7069,6565,10137,14649,10999,9006,10178,3040,28119,56323,18356,25282,10879,13898,3313,387,4568,9602,811,21525,73075,8809,1193,16995,7166,6639,10207,14662,11014,9049,10182,3042,28134,56360,18391,25282,10879,13923,3325,388,4592,9641,811,21549,73132,8809,1193,17013,7166,6639,10218,14662,11020,9092,10182,3042,28146,56400,18391,25282,10879,13923,3325,391,4610,9657,811,21600,73201,8809,1194,17088,7166,6644,10322,14685,11030,9120,10187,3044,28152,56439,18431,25643,10879,13983,3347,393,4610,9679,811,21651,73279,8809,1194,17088,7166,6644,10332,14685,11050,9120,10187,3048,28169,56454,18431,25643,10879,13983,3347,393,4610,9679,811,21653,73286,8809,1194,17088,7166,6644,10333,14685,11061,9120,10187,3048,28172,56475,18431,25643,10879,13983,3347,393,4610,9679,813,21653,73411,8826,1194,17105,7166,6642,10375,14699,11068,9120,10203,3048,28177,56508,18456,25643,10879,14033,3373,394,4636,9707,820,21736,73487,8826,1195,17147,7166,6645,10408,14708,11075,9171,10215,3070,28200,56551,18482,25813,10879,14042,3386,395,4676,9742,822,21752,73614,8834,1195,17191,7268,6664,10442,14724,11086,9217,10217,3085,28220,56584,18534,25813,10879,14064,3398,398,4698,9777,822,21808,73781,8834,1196,17220,7268,6666,10486,14735,11096,9249,10222,3092,28230,56619,18583,25813,10879,14078,3411,401,4717,9800,838,21886,73901,8850,1196,17247,7268,6668,10671,14749,11102,9279,10229,3098,28243,56663,18617,26063,10879,14096,3428,401,4726,9816,838,21939,73927,8850,1196,17247,7268,6668,10674,14749,11111,9279,10229,3108,28250,56681,18617,26063,10879,14096,3428,404,4726,9816,838,21940,73938,8850,1196,17247,7268,6668,10676,14749,11121,9279,10229,3108,28254,56714,18617,26063,10879,14096,3428,404,4726,9816,838,21942,74042,8853,1196,17316,7268,6669,10769,14754,11129,9316,10240,3108,28265,56741,18650,26063,10879,14128,3442,405,4757,9831,840,22062,74157,8853,1196,17369,7268,6670,10837,14768,11145,9353,10253,3112,28295,56775,18662,26190,10879,14135,3457,406,4770,9873,846,22098,74308,8865,1196,17386,7354,6707,10880,14777,11148,9406,10262,3132,28307,56816,18696,26190,10879,14153,3470,406,4817,9922,846,22173,74314,8865,1196,17386,7354,6707,10894,14777,11148,9406,10262,3132,28323,56840,18699,26190,10879,14153,3470,406,4817,9940,853,22177,74355,8865,1196,17386,7354,6704,10894,14777,11148,9462,10262,3132,28326,56861,18699,26483,10879,14186,3487,406,4817,9944,853,22224,74374,8865,1196,17386,7354,6704,10900,14777,11178,9462,10262,3132,28335,56917,18699,26483,10879,14186,3487,406,4817,9944,853,22229,74385,8865,1196,17386,7354,6704,10900,14777,11186,9462,10262,3146,28339,56944,18699,26483,10879,14186,3487,406,4817,9944,854,22230,74553,8864,1196,17438,7354,6716,11010,14794,11190,9506,10264,3146,28348,56993,18734,26483,10879,14209,3508,410,4837,9955,856,22307,74670,8905,1196,17557,7354,6717,11038,14801,11206,9506,10285,3155,28390,57049,18760,26587,10879,14210,3528,410,4868,10006,857,22350,74781,8909,1196,17621,7445,6736,11090,14808,11220,9606,10287,3158,28409,57107,18786,26587,10879,14233,3545,413,4895,10048,859,22383,74884,8909,1197,17652,7445,6736,11133,14814,11229,9678,10290,3168,28420,57158,18817,26587,10879,14269,3545,414,4945,10095,859,22397,74987,8925,1197,17712,7445,6759,11196,14826,11240,9740,10296,3180,28434,57211,18835,26851,11269,14272,3564,416,4962,10134,859,22561,75006,8925,1197,17712,7445,6759,11210,14826,11255,9740,10296,3180,28452,57241,18835,26851,11269,14272,3564,416,4962,10134,859,22589,75008,8925,1197,17712,7445,6759,11210,14826,11255,9740,10296,3180,28457,57273,18835,26851,11269,14272,3564,417,4962,10134,859,22589,75102,8925,1197,17736,7445,6772,11381,14837,11255,9778,10299,3180,28465,57332,18870,26851,11269,14314,3595,417,4990,10134,859,22761,75169,8945,1197,17829,7445,6775,11434,14844,11255,9823,10306,3202,28494,57396,18890,27011,11269,14318,3606,419,5021,10138,862,22779,75279,8946,1197,17909,7550,6799,11489,14861,11255,9898,10312,3231,28518,57449,18933,27011,11384,14334,3622,425,5036,10260,862,22854,75374,8946,1197,17954,7550,6799,11540,14867,11255,9938,10317,3241,28526,57507,18965,27011,11384,14347,3632,426,5055,10330,862,22947,75445,8972,1199,18014,7550,6858,11606,14877,11255,9996,10326,3260,28543,57572,18986,27371,11384,14375,3640,429,5085,10386,862,23021,75468,8972,1199,18014,7550,6858,11606,14877,11255,9996,10326,3263,28568,57622,18986,27371,11384,14375,3640,429,5085,10386,862,23040,75477,8972,1199,18014,7550,6858,11606,14877,11255,9996,10326,3263,28576,57671,18986,27371,11384,14375,3640,432,5085,10386,863,23040,75571,8972,1199,18084,7550,6902,11713,14884,11255,10042,10331,3263,28589,57724,19020,27371,11384,14405,3661,432,5107,10425,863,23243,75637,9000,1203,18176,7550,6902,11724,14897,11255,10088,10340,3271,28613,57788,19043,27594,11384,14419,3673,436,5114,10483,865,23324,75718,9002,1203,18272,7680,6924,11743,14912,11255,10142,10347,3276,28643,57867,19080,27594,11435,14431,3688,440,5142,10544,865,23344,75792,9002,1204,18332,7680,6924,11766,14918,11255,10181,10351,3282,28659,57911,19109,27594,11435,14445,3697,448,5142,10611,922,23487,75898,9002,1206,18385,7680,6937,11805,14924,11255,10235,10354,3282,28675,57989,19131,28028,11435,14461,3704,451,5164,10667,922,23516,75917,9002,1206,18385,7680,6937,11805,14924,11255,10235,10354,3293,28708,58037,19131,28028,11435,14461,3704,452,5164,10667,922,23519,75927,9002,1206,18385,7680,6937,11805,14924,11255,10235,10354,3298,28714,58097,19131,28028,11435,14461,3704,452,5164,10667,922,23519,76014,9042,1207,18489,7680,6944,11883,14934,11255,10280,10364,3298,28730,58147,19177,28028,11435,14498,3717,455,5191,10763,922,23742,76078,9076,1207,18608,7680,6944,11925,14937,11255,10321,10387,3302,28762,58221,19193,28277,11435,14512,3738,455,5211,10852,952,23816,76151,9078,1207,18696,7799,6978,11961,14945,11255,10378,10393,3307,28790,58292,19243,28277,11503,14528,3749,458,5242,10894,952,23841,76249,9077,1207,18696,7799,6979,11964,14953,11255,10440,10393,3317,28822,58373,19243,28277,11503,14550,3754,460,5251,10958,952,23913,76317,9077,1207,18696,7799,6979,11964,14953,11255,10440,10393,3317,28848,58422,19243,28720,11503,14550,3754,460,5251,11017,952,23983,76319,9077,1207,18696,7799,6979,11964,14953,11255,10440,10393,3317,28854,58422,19243,28720,11503,14550,3754,460,5251,11017,952,23982,76332,9077,1207,18696,7799,6979,11964,14953,11255,10440,10393,3317,28861,58465,19243,28720,11503,14550,3754,460,5251,11017,952,23982,76368,9103,1209,18760,7799,6990,12105,14970,11255,10493,10398,3327,28869,58604,19243,28720,11503,14550,3770,461,5260,11029,952,24144,76453,9156,1209,18930,7799,6992,12131,14978,11672,10533,10420,3331,28917,58650,19318,28780,11503,14550,3774,465,5288,11083,954,24171,76548,9161,1210,18989,7858,7028,12149,14984,11703,10602,10439,3336,28967,58820,19349,28780,11552,14610,3781,468,5305,11119,954,24212,76644,9160,1211,19037,7858,7030,12149,14986,11758,10656,10450,3336,29000,58917,19409,28780,11552,14617,3787,471,5336,11151,954,24229,76709,9160,1211,19037,7858,7030,12149,14986,11758,10656,10450,3336,29037,58993,19436,29447,11552,14636,3787,471,5336,11173,954,24354,76709,9160,1211,19037,7858,7030,12149,14986,11758,10656,10450,3336,29053,59072,19436,29447,11552,14636,3787,471,5336,11173,954,24355,76712,9160,1211,19037,7858,7030,12149,14986,11870,10656,10450,3336,29056,59152,19436,29447,11552,14636,3787,471,5336,11173,955,24355,76745,9210,1218,19084,7858,7072,12267,15001,11896,10704,10455,3338,29073,59240,19467,29447,11552,14636,3804,480,5356,11185,955,24509,76821,9274,1220,19256,7858,7072,12287,15018,11944,10740,10492,3344,29151,59339,19504,29674,11552,14674,3811,480,5361,11246,955,24570,76967,9281,1222,19296,8019,7090,12317,15027,11993,10811,10503,3373,29209,59485,19552,29674,11647,14715,3855,482,5372,11319,955,24586,77042,9281,1225,19448,8019,7093,12351,15038,12048,10873,10511,3416,29315,59631,19596,29674,11647,14745,3868,482,5392,11376,956,24616,77231,9377,1227,19614,8019,7124,12390,15054,12107,10906,10527,3456,29374,59827,19629,30072,11647,14746,3887,482,5421,11402,956,24704,77248,9377,1227,19614,8019,7124,12390,15054,12158,10906,10527,3468,29444,59913,19629,30072,11647,14746,3887,483,5421,11402,956,24773,77260,9377,1227,19614,8019,7124,12390,15054,12211,10906,10527,3468,29456,60083,19629,30072,11647,14746,3887,483,5421,11402,956,24773,77412,9377,1233,19796,8019,7144,12453,15073,12258,10950,10543,3468,29494,60162,19695,30072,11647,14793,3907,483,5445,11475,956,24986,77447,9435,1237,19908,8019,7144,12462,15102,12328,10978,10563,3486,29634,60428,19716,30435,11647,14803,3922,483,5452,11527,961,24992,77595,9442,1240,20035,8201,7172,12483,15116,12415,11027,10589,3495,29737,60638,19774,30435,11741,14848,3936,490,5481,11559,961,25002,77839,9442,1245,20123,8201,7174,12508,15127,12480,11079,10606,3527,29853,60876,19861,30435,11741,14880,3943,490,5503,11593,963,25068,77940,9556,1255,20226,8201,7194,12536,15137,12551,11111,10625,3540,29959,61099,19914,30922,11741,14914,3951,493,5516,11649,963,25171,77966,9556,1255,20226,8201,7194,12536,15137,12608,11111,10625,3540,30079,61193,19914,30922,11741,14914,3951,497,5516,11649,963,25211,78017,9556,1255,20226,8201,7194,12536,15137,12666,11111,10625,3540,30089,61259,19914,30922,11741,14914,3951,497,5516,11649,963,25212,78142,9554,1255,20308,8201,7194,12536,15137,12718,11111,10625,3540,30120,61522,19914,30922,11741,14914,3951,497,5535,11712,963,25395,78224,9564,1260,20385,8201,7200,12626,15195,12786,11140,10642,3543,30170,61859,20011,31245,11741,15015,3979,499,5561,11758,1027,25416,78325,9670,1263,20500,8317,7326,12668,15246,12866,11177,10690,3548,30315,62117,20049,31245,11873,15029,3997,507,5576,11825,1027,25429,78529,9683,1264,20637,8317,7326,12692,15283,12936,11255,10707,3562,30476,62319,20119,31245,11873,15053,4019,507,5590,11867,1027,25502,78700,9769,1267,20751,8317,7352,12719,15324,13003,11291,10721,3569,30618,62543,20204,31987,11873,15108,4030,514,5609,11946,1027,25557,78775,9769,1267,20751,8317,7352,12719,15324,13069,11291,10721,3569,30746,62632,20204,31987,11873,15108,4030,514,5609,11946,1027,25623,78839,9769,1267,20751,8317,7352,12719,15324,13123,11291,10721,3569,30759,62853,20204,31987,11873,15108,4030,514,5609,11946,1046,25624,79001,9774,1275,20796,8317,7371,12781,15374,13158,11333,10734,3569,30799,62960,20299,31987,11873,15108,4063,521,5645,12010,1046,25624,79118,9773,1278,20928,8317,7372,12803,15476,13233,11370,10755,3604,30950,63264,20345,32489,11873,15108,4073,523,5650,12113,1053,25899,79353,9901,1280,21056,8501,7423,12834,15523,13280,11422,10774,3632,31093,63505,20455,32489,12044,15155,4091,527,5674,12155,1053,25932,79643,9908,1282,21165,8501,7426,12872,15570,13334,11489,10806,3657,31208,63697,20532,32489,12044,15181,4097,529,5697,12216,1057,26001,79934,9985,1284,21301,8501,7550,12905,15631,13387,11532,10831,3666,31320,63910,20605,33071,12044,15266,4107,532,5743,12291,1057,26183,80004,9985,1284,21301,8501,7550,12905,15631,13432,11532,10831,3666,31391,64113,20605,33071,12044,15266,4107,533,5743,12291,1057,26206,80038,9985,1284,21301,8501,7550,12905,15631,13465,11532,10831,3666,31412,64176,20605,33071,12044,15266,4107,533,5743,12291,1057,26205,80267,10010,1289,21356,8501,7565,12974,15674,13484,11561,10935,3666,31442,64247,20767,33071,12044,15480,4118,536,5763,12374,1057,26345,80434,10076,1290,21487,8501,7567,13008,15744,13532,11607,11044,3705,31557,64461,20827,33537,12044,15508,4138,542,5778,12453,1064,26369,80727,10083,1290,21598,8657,7604,13034,15781,13572,11666,11170,3705,31663,64646,20917,33537,12193,15609,4150,545,5814,12509,1064,26430,80922,10083,1291,21666,8657,7608,13058,15841,13611,11711,11202,3731,31769,64812,21037,33537,12193,15744,4160,548,5829,12548,1064,26530,81180,10159,1293,21712,8657,7743,13089,15905,13655,11749,11250,3755,31868,64965,21107,34217,12193,15791,4173,553,5846,12600,1064,26628,81267,10159,1293,21712,8657,7743,13090,15905,13691,11749,11250,3755,31948,65013,21107,34217,12193,15791,4173,553,5846,12600,1064,26639,81334,10159,1293,21712,8657,7743,13091,15905,13724,11749,11250,3755,31966,65148,21107,34217,12193,15791,4173,553,5846,12600,1064,26639,81524,10159,1304,21812,8657,7752,13176,15953,13745,11784,11285,3755,31987,65217,21259,34217,12193,15929,4191,553,5877,12669,1064,26822,81806,10158,1304,21911,8657,7755,13213,16016,13787,11832,11378,3802,32094,65402,21335,34592,12193,15986,4223,558,5900,12740,1082,26856,82108,10214,1305,21911,8829,7843,13263,16066,13827,11872,11455,3802,32187,65553,21494,34592,12425,16018,4237,562,5939,12786,1082,27021,82321,10219,1305,22028,8829,7844,13310,16138,13864,11921,11508,3809,32260,65665,21590,34592,12425,16136,4250,565,5966,12843,1082,27073,82578,10260,1309,22136,8829,7843,13349,16176,13874,11957,11558,3815,32319,65785,21675,35005,12425,16136,4261,566,5992,12877,1082,27164,82660,10260,1309,22136,8829,7843,13355,16176,13905,11957,11558,3815,32374,65785,21675,35005,12425,16136,4261,566,5992,12877,1082,27180,82727,10260,1309,22136,8829,7843,13355,16176,13917,11957,11558,3815,32377,65912,21675,35005,12425,16136,4261,566,5992,12877,1081,27181,83028,10260,1309,22186,8829,7881,13458,16217,13925,11990,11652,3815,32399,65943,21791,35005,12425,16241,4300,574,6023,12930,1081,27186,83226,10320,1309,22251,8829,7884,13486,16258,13939,12022,11697,3830,32483,66078,21845,35372,12425,16243,4326,575,6067,12969,1108,27189,83466,10318,1311,22377,8948,7919,13530,16304,13965,12063,11772,3870,32544,66152,21978,35372,12767,16407,4336,575,6104,12991,1108,27398,83686,10324,1313,22426,8948,7909,13566,16353,13981,12100,11790,3871,32609,66224,22071,35372,12767,16520,4344,579,6146,13045,1108,27513,83936,10357,1314,22529,8948,7928,13606,16400,13988,12131,11836,3883,32647,66303,22158,35493,12767,16533,4359,583,6162,13068,1108,27618,84020,10357,1314,22529,8948,7928,13609,16400,14003,12131,11836,3883,32697,66322,22158,35493,12767,16533,4359,583,6162,13068,1108,27622,84089,10357,1314,22529,8948,7928,13609,16400,14011,12131,11836,3883,32701,66349,22158,35493,12767,16533,4359,583,6162,13068,1108,27622,84109,10374,1314,22575,8948,7936,13676,16465,14011,12131,11836,3883,32711,66418,22247,35493,12767,16533,4359,583,6183,13086,1108,27751,84437,10374,1315,22629,8948,7941,13706,16518,14049,12163,11858,3901,32743,66485,22306,36267,12767,16600,4372,587,6219,13108,1128,27790,84580,10438,1317,22693,9085,7955,13740,16557,14062,12189,11954,3944,32803,66544,22400,36267,12990,16614,4392,593,6250,13156,1128,27876,84832,10443,1317,22736,9085,7955,13755,16582,14076,12246,11984,3954,32829,66602,22459,36267,12990,16643,4397,593,6288,13224,1128,27931,85078,10465,1317,22800,9085,7961,13824,16606,14091,12261,12008,3956,32857,66658,22510,36580,12990,16790,4408,595,6308,13256,1128,27946,85142,10465,1317,22800,9085,7961,13832,16606,14105,12261,12008,3956,32888,66681,22510,36580,12990,16790,4408,595,6308,13256,1128,27946,85142,10465,1317,22800,9085,7961,13832,16606,14119,12261,12008,3956,32896,66726,22510,36580,12990,16790,4408,595,6308,13256,1128,27946,85564,10470,1318,22843,9085,7968,13903,16606,14122,12289,12039,3956,32916,66741,22580,36580,12990,16865,4411,598,6317,13297,1128,27946,85682,10471,1319,22880,9085,7969,13934,16606,14135,12311,12100,3986,32951,66791,22618,36822,12990,16912,4417,598,6339,13351,1155,27947,85975,10512,1321,22928,9171,7997,13978,16677,14146,12332,12115,3986,32966,66829,22681,36822,13278,16928,4436,602,6381,13398,1155,27947,86135,10515,1321,22963,9171,8000,14009,16711,14160,12362,12124,4002,32982,66863,22735,36822,13278,16959,4442,604,6427,13450,1155,27947,86345,10543,1321,23002,9171,8007,14069,16754,14171,12373,12151,4013,32999,66895,22773,37018,13278,16961,4453,607,6440,13489,1155,27947,86394,10543,1321,23002,9171,8007,14075,16754,14176,12373,12151,4013,33012,66907,22773,37018,13278,16961,4453,607,6440,13489,1155,27947,86429,10543,1321,23002,9171,8007,14075,16754,14183,12373,12151,4013,33015,66940,22773,37018,13278,16961,4453,607,6440,13489,1155,27947,86731,10542,1321,23017,9171,8013,14136,16785,14188,12391,12171,4013,33027,66955,22812,37018,13278,17186,4461,607,6452,13515,1155,27947,86818,10591,1321,23038,9171,8015,14158,16813,14206,12411,12206,4017,33050,66990,22827,37212,13278,17221,4485,608,6470,13562,1165,28097,87032,10609,1324,23115,9262,8027,14172,16832,14218,12428,12228,4022,33054,66995,22874,37212,13278,17251,4494,608,6488,13620,1165,28097,87197,10615,1324,23126,9262,8027,14182,16862,14229,12455,12247,4025,33067,67003,22902,37212,13514,17331,4518,608,6544,13664,1165,28097,87322,10648,1326,23164,9262,8035,14192,16887,14237,12464,12255,4026,33087,67027,22932,37410,13514,17372,4539,608,6550,13713,1165,28097,87386,10648,1326,23164,9262,8035,14199,16887,14249,12464,12255,4026,33087,67027,22932,37410,13514,17372,4539,608,6550,13713,1165,28097,87386,10648,1326,23164,9262,8035,14199,16887,14261,12464,12255,4026,33106,67067,22932,37410,13514,17372,4539,608,6550,13713,1165,28097,87665,10655,1326,23178,9262,8060,14402,16913,14263,12480,12275,4026,33114,67073,22971,37410,13514,17372,4545,608,6559,13768,1165,28097,87713,10675,1326,23193,9262,8057,14407,16950,14271,12489,12288,4034,33126,67105,22976,37410,13730,17380,4550,608,6598,13820,1166,28547,87869,10677,1326,23229,9349,8118,14412,16960,14280,12512,12308,4044,33136,67145,23015,37410,13730,17380,4553,609,6622,13868,1166,28547,88015,10677,1327,23250,9349,8118,14424,16981,14282,12522,12319,4046,33149,67172,23040,37608,13730,17380,4556,611,6635,13901,1166,28547,88131,10717,1327,23290,9349,8176,14432,16996,14286,12531,12330,4047,33155,67191,23068,37608,13730,17380,4561,611,6646,13960,1166,28547,88156,10717,1327,23290,9349,8176,14441,16996,14293,12531,12330,4047,33168,67194,23068,37608,13730,17380,4561,611,6646,13960,1166,28547,88162,10717,1327,23290,9349,8176,14441,16996,14298,12531,12330,4047,33170,67198,23068,37608,13730,17380,4561,611,6646,13960,1166,28547,88322,10723,1327,23300,9349,8180,14662,17016,14304,12538,12336,4047,33179,67203,23088,37608,13730,17380,4572,611,6651,13994,1166,28547,88367,10742,1329,23309,9349,8179,14666,17034,14303,12550,12368,4050,33186,67218,23101,37608,13730,17493,4610,613,6660,14032,1186,28883,88461,10740,1329,23334,9402,8222,14676,17045,14311,12562,12369,4051,33192,67238,23140,37608,13730,17493,4645,614,6680,14102,1186,28883,88571,10744,1329,23340,9402,8222,14682,17065,14316,12582,12369,4053,33198,67242,23169,37793,13889,17493,4681,615,6687,14145,1186,28883,88689,10759,1331,23356,9402,8248,14683,17076,14318,12589,12378,4053,33203,67254,23184,37793,13889,17493,4702,615,6739,14201,1186,28883,88708,10759,1331,23356,9402,8248,14690,17076,14324,12589,12378,4053,33203,67264,23184,37793,13889,17493,4702,615,6739,14201,1186,28883,88709,10759,1331,23356,9402,8248,14690,17076,14326,12589,12378,4053,33212,67276,23184,37793,13889,17493,4702,615,6739,14201,1186,28883,88814,10759,1331,23360,9402,8249,14898,17086,14327,12602,12383,4053,33219,67285,23200,37793,13889,17493,4706,615,6743,14284,1186,28883,88838,10779,1331,23373,9402,8248,14898,17104,14331,12610,12396,4123,33225,67299,23204,37793,13889,17591,4711,617,6794,14291,1192,29268,88942,10779,1331,23373,9445,8321,14906,17117,14343,12621,12396,4144,33230,67306,23213,37793,13889,17591,4714,617,6823,14296,1192,29268,89018,10776,1331,23373,9445,8321,14907,17127,14345,12638,12397,4161,33232,67313,23217,38042,14010,17591,4714,617,6831,14302,1192,29268,89076,10779,1333,23429,9445,8413,14917,17138,14347,12640,12399,4162,33238,67330,23225,38042,14010,17591,4714,617,6835,14317,1192,29268,89076,10779,1333,23429,9445,8413,14917,17138,14347,12640,12399,4162,33246,67334,23225,38042,14010,17591,4714,617,6835,14317,1192,29268,89078,10779,1333,23429,9445,8413,14917,17138,14347,12640,12399,4162,33246,67341,23225,38042,14010,17591,4714,617,6835,14317,1192,29268,89120,10779,1333,23433,9445,8421,15039,17146,14361,12645,12402,4162,33259,67354,23246,38042,14010,17591,4714,619,6839,14316,1192,29268,89240,10793,1333,23433,9445,8421,15039,17154,14363,12649,12407,4164,33264,67357,23249,38042,14010,17650,4714,620,6716,14334,1192,29681,89273,10795,1331,23460,9454,8421,15045,17162,14365,12669,12410,4164,33280,67369,23267,38042,14010,17650,4714,620,6741,14335,1192,29681,89324,10795,1331,23460,9454,8421,15051,17175,14368,12674,12410,4164,33289,67378,23267,38166,14087,17650,4730,620,6749,14340,1192,29681,89426,10801,1331,23479,9454,8500,15054,17177,14371,12680,12413,4175,33294,67387,23268,38166,14087,17650,4730,620,6753,14344,1192,29681,89429,10801,1331,23484,9454,8500,15054,17177,14371,12680,12413,4175,33299,67394,23268,38166,14087,17650,4730,620,6753,14344,1192,29681,89438,10801,1331,23484,9454,8500,15054,17177,14371,12680,12413,4175,33299,67401,23268,38166,14087,17650,4730,620,6753,14344,1192,29681,89484,10802,1331,23486,9454,8501,15211,17182,14377,12687,12413,4175,33308,67413,23268,38166,14087,17650,4730,623,6755,14349,1192,29681,89514,10808,1333,23493,9454,8501,15212,17185,14385,12689,12414,4190,33313,67427,23268,38166,14087,17698,4730,623,6774,14372,1196,29823,89554,10809,1333,23502,9475,8501,15212,17191,14391,12694,12420,4190,33315,67442,23344,38166,14087,17698,4730,623,6777,14380,1196,29823,89629,10809,1333,23509,9475,8501,15212,17194,14395,12708,12421,4191,33324,67447,23344,38266,14166,17698,4736,623,6791,14383,1196,29823,89744,10813,1333,23509,9475,8524,15213,17194,14398,12714,12422,4191,33324,67459,23344,38266,14166,17698,4736,623,6794,14390,1196,29823,89744,10813,1333,23509,9475,8524,15213,17194,14398,12714,12422,4191,33338,67459,23344,38266,14166,17698,4736,623,6794,14390,1196,29823,89752,10813,1333,23509,9475,8524,15213,17194,14398,12714,12422,4191,33337,67459,23344,38266,14166,17698,4736,623,6794,14390,1196,29823,89785,10813,1333,23509,9475,8524,15305,17197,14401,12718,12424,4191,33343,67470,23344,38266,14166,17698,4736,623,6796,14391,1196,29823,89877,10813,1333,23523,9475,8524,15318,17207,14407,12722,12429,4194,33349,67507,23344,38266,14173,17734,4736,626,6804,14395,1209,29852,89915,10825,1333,23523,9510,8524,15318,17213,14412,12739,12432,4195,33356,67525,23373,38266,14173,17734,4736,626,6807,14399,1209,29852,89947,10826,1333,23535,9510,8524,15322,17220,14418,12742,12432,4195,33363,67547,23373,38360,14219,17734,4740,626,6822,14402,1209,29852,90090,10834,1333,23535,9510,8597,15322,17223,14422,12752,12436,4197,33371,67557,23373,38360,14219,17734,4740,629,6823,14403,1209,29852,90090,10834,1335,23535,9510,8597,15322,17223,14422,12752,12436,4197,33379,67561,23373,38360,14219,17734,4740,629,6823,14403,1209,29852,90093,10834,1335,23535,9510,8597,15322,17223,14422,12752,12436,4197,33381,67572,23373,38360,14219,17734,4740,629,6823,14403,1209,29852,90123,10834,1335,23549,9510,8597,15415,17229,14425,12753,12436,4197,33395,67587,23373,38360,14219,17734,4740,629,6824,14405,1209,29852,90221,10838,1335,23552,9510,8597,15415,17235,14434,12754,12436,4197,33408,67605,23373,38360,14219,17734,4740,629,6845,14411,1212,29951,90237,10838,1340,23552,9529,8597,15415,17240,14441,12769,12439,4197,33419,67625,23415,38360,14219,17734,4740,630,6851,14411,1212,29951,90277,10840,1340,23570,9529,8597,15415,17244,14449,12773,12443,4197,33423,67648,23415,38428,14271,17767,4747,634,6855,14411,1212,29951,90419,10850,1340,23570,9529,8635,15418,17248,14456,12778,12444,4197,33431,67664,23415,38428,14271,17767,4747,637,6856,14413,1212,29951,90419,10850,1340,23587,9529,8635,15418,17248,14456,12778,12444,4197,33433,67684,23415,38428,14271,17767,4747,637,6856,14413,1212,29951,90422,10850,1340,23587,9529,8635,15418,17248,14456,12778,12444,4197,33434,67694,23415,38428,14271,17767,4747,637,6856,14413,1212,29951,90440,10851,1340,23587,9529,8635,15571,17262,14462,12781,12446,4197,33448,67711,23415,38428,14271,17767,4747,639,6857,14415,1212,29951,90541,10855,1340,23591,9529,8635,15571,17268,14477,12782,12450,4201,33455,67727,23415,38428,14271,17847,4747,639,6870,14424,1213,30189,90571,10858,1340,23591,9533,8635,15571,17270,14480,12795,12450,4215,33467,67745,24587,38428,14271,17847,4747,639,6872,14442,1213,30189,90581,10858,1340,23591,9533,8635,15571,17273,14482,12801,12451,4216,33474,67770,24587,38495,14346,17847,4760,642,6879,14449,1213,30189,90704,10874,1340,23591,9533,8691,15572,17276,14486,12805,12454,4216,33482,67786,24587,38495,14346,17847,4760,642,6880,14464,1213,30189,90704,10874,1340,23614,9533,8691,15572,17276,14486,12805,12454,4216,33488,67797,24587,38495,14346,17847,4760,642,6880,14464,1213,30189,90706,10874,1340,23614,9533,8691,15572,17276,14486,12805,12454,4216,33489,67816,24587,38495,14346,17847,4760,642,6880,14464,1213,30189,90712,10875,1340,23614,9533,8691,15736,17285,14495,12809,12454,4216,33495,67837,24587,38495,14346,17847,4760,644,6882,14475,1213,30189,90822,10883,1340,23619,9533,8691,15736,17286,14505,12814,12456,4216,33503,67865,24587,38495,14346,17847,4760,648,6882,14485,1228,30230,90804,10883,1340,23619,9555,8691,15736,17290,14510,12826,12456,4229,33517,67892,24598,38495,14346,17869,4760,648,6886,14491,1228,30230,90818,10883,1340,23630,9555,8691,15736,17291,14519,12837,12457,4231,33529,67913,24598,38550,14380,17869,4761,648,6893,14500,1228,30230,90959,10914,1340,23630,9555,8720,15736,17295,14520,12849,12457,4234,33537,67938,24598,38550,14380,17869,4761,648,6893,14502,1228,30230,90961,10914,1341,23636,9555,8720,15736,17295,14520,12849,12457,4234,33544,67953,24598,38550,14380,17869,4761,648,6893,14502,1228,30230,90961,10914,1341,23636,9555,8720,15736,17295,14520,12849,12457,4234,33545,67971,24598,38550,14380,17869,4761,648,6893,14502,1228,30230,90986,10914,1341,23636,9555,8720,15830,17297,14524,12853,12460,4234,33553,68004,24598,38550,14380,17869,4761,652,6895,14505,1228,30230,91058,10922,1342,23640,9555,8720,15830,17301,14542,12859,12461,4240,33571,68033,24598,38550,14380,17869,4761,654,6903,14508,1246,30259,91067,10922,1342,23640,9572,8802,15830,17307,14545,12875,12461,4240,33586,68055,24637,38550,14380,17869,4761,654,6905,14514,1246,30259,91079,10922,1342,23662,9572,8802,15855,17309,14547,12884,12462,4240,33595,68084,24637,38590,14419,17869,4765,654,6912,14518,1246,30259,91203,10926,1342,23662,9572,8802,15855,17313,14551,12887,12465,4240,33603,68112,24637,38590,14419,17869,4765,654,6915,14531,1246,30259,91203,10926,1342,23681,9572,8802,15855,17313,14551,12887,12465,4240,33610,68112,24637,38590,14419,17869,4765,654,6915,14531,1246,30259,91209,10926,1342,23681,9572,8802,15855,17313,14551,12887,12465,4240,33610,68140,24637,38590,14419,17869,4765,654,6915,14531,1246,30259,91231,10926,1342,23681,9572,8802,15909,17315,14555,12896,12465,4240,33619,68165,24637,38590,14419,17869,4765,654,6918,14526,1246,30259,91316,10937,1342,23682,9572,8802,15909,17318,14569,12901,12465,4240,33640,68206,24637,38590,14419,17905,4765,654,6932,14527,1246,30299,91340,10936,1342,23682,9588,8939,15909,17319,14581,12920,12466,4275,33651,68237,24654,38590,14419,17905,4765,654,6933,14573,1246,30299,91353,10941,1342,23692,9588,8939,15909,17321,14592,12929,12466,4284,33665,68254,24654,38628,14420,17905,4777,661,6942,14584,1246,30299,91462,10941,1342,23692,9588,8959,15909,17325,14594,12938,12466,4284,33679,68292,24654,38628,14420,17905,4777,661,6945,14594,1246,30299,91463,10941,1342,23692,9588,8959,15909,17325,14594,12938,12466,4284,33694,68292,24654,38628,14420,17905,4777,661,6945,14594,1246,30299,91464,10941,1342,23692,9588,8959,15909,17325,14594,12938,12466,4284,33694,68292,24654,38628,14420,17905,4777,661,6945,14594,1246,30299,91469,10941,1342,23692,9588,8959,15909,17325,14594,12938,12466,4284,33700,68292,24654,38628,14420,17905,4777,661,6945,14600,1246,30299,91489,10941,1342,23700,9588,8959,15945,17326,14597,12943,12467,4288,33702,68327,24654,38628,14420,17905,4777,661,6948,14600,1246,30332,91552,10973,1343,23700,9603,8959,15945,17332,14611,12948,12470,4290,33727,68383,24663,38628,14420,17907,4777,670,6962,14620,1246,30332,91590,10972,1346,23712,9603,8959,15945,17337,14620,12959,12470,4294,33742,68413,24663,38657,14437,17907,4781,670,6971,14637,1246,30332,91660,10973,1346,23712,9603,8963,15945,17341,14629,12974,12470,4294,33755,68440,24663,38657,14437,17907,4781,670,6974,14639,1246,30332,91659,10973,1346,23740,9603,8963,15945,17341,14629,12974,12470,4294,33760,68460,24663,38657,14437,17907,4781,670,6974,14639,1246,30332,91659,10973,1346,23740,9603,8963,15945,17341,14629,12974,12470,4294,33764,68470,24663,38657,14437,17907,4781,670,6974,14639,1246,30332,91681,10971,1346,23740,9603,8963,16004,17345,14634,12984,12471,4294,33775,68489,24663,38657,14437,17907,4781,670,6977,14656,1246,30332,91740,10998,1347,23746,9603,8963,16004,17350,14651,12992,12477,4306,33793,68526,24663,38657,14437,17970,4781,670,6993,14660,1246,30372,91763,11000,1348,23746,9615,8963,16004,17351,14654,13008,12479,4315,33811,68556,25104,38657,14437,17970,4781,673,6997,14671,1246,30372,91771,10999,1348,23770,9615,8963,16004,17355,14660,13017,12479,4326,33821,68581,25104,38657,14458,17970,4793,673,6998,14680,1246,30372,91862,11000,1348,23770,9615,8967,16004,17356,14671,13029,12480,4323,33832,68589,25104,38657,14458,17970,4793,673,6999,14684,1246,30372,91862,11000,1348,23778,9615,8967,16004,17356,14671,13029,12480,4323,33851,68597,25104,38657,14458,17970,4793,673,6999,14684,1246,30372,91862,11000,1348,23778,9615,8967,16004,17356,14671,13029,12480,4323,33852,68597,25104,38657,14458,17970,4793,673,6999,14684,1246,30372,91881,11000,1348,23778,9615,8967,16063,17361,14678,13034,12481,4323,33860,68624,25104,38657,14458,17970,4793,673,7001,14690,1246,30372,91956,11015,1348,23798,9615,8967,16063,17362,14694,13039,12489,4329,33880,68680,25104,38657,14458,17995,4793,673,7013,14699,1246,30400,91969,11015,1348,23798,9615,8967,16063,17369,14702,13047,12489,4329,33897,68712,25150,38657,14458,17995,4793,679,7016,14711,1246,30400,92004,11015,1348,23804,9615,8967,16063,17373,14711,13056,12489,4330,33913,68743,25150,38657,14472,17995,4806,679,7017,14720,1246,30400,92086,11015,1349,23804,9615,8969,16064,17373,14719,13060,12492,4330,33921,68759,25150,38657,14472,17995,4806,679,7017,14735,1246,30400,92086,11015,1349,23804,9615,8969,16064,17373,14719,13060,12492,4330,33927,68759,25150,38657,14472,17995,4806,679,7017,14735,1246,30400,92086,11015,1349,23804,9615,8969,16064,17373,14719,13060,12492,4330,33929,68759,25150,38657,14472,17995,4806,679,7017,14735,1246,30400,92097,11015,1349,23804,9615,8969,16114,17375,14719,13060,12492,4330,33940,68759,25150,38657,14472,17995,4806,679,7017,14739,1246,30400,92155,11032,1349,23829,9615,8969,16114,17380,14729,13065,12495,4330,33950,68781,25150,38657,14472,18007,4806,679,7018,14740,1246,30452,92173,11033,1349,23829,9680,8970,16114,17383,14752,13072,12502,4330,33966,68829,25161,38657,14472,18007,4806,682,7018,14746,1246,30452,92186,11034,1349,23841,9680,8970,16114,17388,14756,13096,12505,4332,33980,68869,25161,38778,14470,18007,4816,682,7054,14756,1246,30452,92271,11034,1349,23841,9680,8977,16114,17392,14760,13101,12507,4334,33994,68886,25161,38778,14470,18007,4816,682,7056,14767,1246,30452,92271,11034,1349,23855,9680,8977,16114,17392,14760,13101,12507,4334,34002,68886,25161,38778,14470,18007,4816,682,7056,14767,1246,30452,92272,11034,1349,23855,9680,8977,16114,17392,14760,13101,12507,4334,34004,68886,25161,38778,14470,18007,4816,682,7056,14767,1246,30452,92289,11034,1349,23855,9680,8977,16144,17399,14765,13105,12512,4334,34007,68899,25161,38778,14470,18007,4816,682,7056,14772,1246,30452,92371,11045,1349,23856,9680,8977,16144,17404,14778,13113,12516,4334,34023,68943,25161,38778,14470,18033,4816,682,7057,14778,1246,30515,92403,11045,1349,23856,9688,8977,16144,17409,14784,13127,12516,4334,34036,68967,25219,38778,14470,18033,4816,683,7059,14792,1246,30515,92418,11045,1349,23877,9688,8977,16144,17412,14789,13127,12525,4334,34049,68988,25219,38852,14472,18033,4834,683,7064,14797,1246,30515,92541,11045,1351,23877,9688,8980,16144,17418,14794,13127,12526,4342,34057,69011,25219,38852,14472,18033,4834,683,7064,14807,1246,30515,92541,11045,1351,23877,9688,8980,16144,17418,14794,13127,12526,4342,34064,69011,25219,38852,14472,18033,4834,683,7064,14807,1246,30515,92541,11045,1351,23877,9688,8980,16144,17418,14794,13127,12526,4342,34065,69011,25219,38852,14472,18033,4834,683,7064,14807,1246,30515,92560,11045,1351,23877,9688,8980,16144,17418,14794,13127,12526,4342,34065,69020,25219,38852,14472,18033,4834,683,7064,14807,1246,30515,92580,11045,1351,23882,9688,8980,16182,17421,14805,13127,12527,4342,34066,69037,25219,38852,14472,18033,4834,683,7069,14819,1246,30572,92673,11053,1351,23882,9703,8974,16182,17424,14826,13127,12543,4342,34083,69051,25267,38852,14472,18043,4834,687,7069,14826,1246,30572,92690,11055,1351,23899,9703,8974,16182,17426,14828,13161,12543,4344,34091,69106,25267,38920,14473,18043,4847,687,7069,14836,1246,30572,92793,11055,1352,23899,9703,8983,16182,17431,14835,13161,12545,4345,34099,69118,25267,38920,14473,18043,4847,687,7069,14836,1246,30572,92793,11055,1352,23899,9703,8983,16182,17431,14835,13161,12545,4345,34107,69118,25267,38920,14473,18043,4847,687,7069,14836,1246,30572,92793,11054,1352,23899,9703,8983,16182,17431,14835,13161,12545,4345,34109,69118,25267,38920,14473,18043,4847,687,7069,14836,1246,30572,92829,11054,1355,23948,9703,8983,16244,17437,14838,13161,12546,4345,34112,69141,25267,38920,14473,18043,4847,687,7091,14840,1246,30572,92900,11080,1355,23962,9703,8983,16244,17450,14852,13161,12560,4347,34126,69182,25267,38920,14473,18055,4846,687,7091,14842,1270,30632,92927,11085,1355,23962,9718,8983,16244,17462,14862,13161,12560,4356,34133,69201,25405,38920,14473,18055,4847,688,7099,14849,1270,30632,92947,11085,1355,23982,9718,8983,16244,17472,14867,13205,12563,4357,34145,69223,25405,38959,14525,18055,4869,688,7099,14850,1270,30632,93043,11084,1355,23982,9718,8984,16244,17474,14877,13205,12568,4363,34152,69245,25405,38959,14525,18055,4869,688,7102,14855,1270,30632,93043,11084,1355,23982,9718,8984,16244,17474,14877,13205,12568,4363,34159,69245,25405,38959,14525,18055,4869,688,7102,14855,1270,30632,93043,11084,1355,23982,9718,8984,16244,17474,14877,13205,12568,4363,34159,69245,25405,38959,14525,18055,4869,688,7102,14855,1270,30632,93072,11084,1355,24000,9719,8984,16293,17482,14882,13205,12600,4363,34163,69268,25405,38959,14525,18055,4869,688,7102,14859,1270,30632,93152,11092,1356,24003,9719,8984,16293,17491,14895,13205,12576,4363,34174,69322,25405,38959,14525,18132,4869,688,7106,14862,1270,30698,93180,11092,1363,24014,9759,8978,16293,17493,14897,13205,12589,4363,34189,69352,25445,38959,14525,18132,4869,689,7115,14867,1270,30698,93216,11093,1363,24030,9759,8978,16293,17504,14904,13242,12589,4363,34196,69369,25445,38981,14555,18132,4884,689,7121,14876,1270,30698,93325,11093,1363,24030,9759,8986,16293,17516,14912,13242,12603,4363,34206,69408,25445,38981,14555,18132,4884,689,7121,14880,1270,30698,93325,11093,1363,24030,9759,8986,16293,17516,14912,13242,12603,4363,34217,69408,25445,38981,14555,18132,4884,689,7121,14880,1270,30698,93325,11093,1363,24030,9759,8986,16293,17516,14912,13242,12603,4363,34218,69408,25445,38981,14555,18132,4884,689,7121,14880,1270,30698,93362,11093,1363,24061,9759,8986,16352,17522,14919,13242,12604,4363,34222,69435,25445,38981,14555,18132,4884,689,7123,14893,1270,30698,93438,11100,1363,24063,9759,8986,16352,17545,14942,13242,12609,4366,34240,69495,25445,38981,14555,18192,4884,689,7129,14900,1270,30768,93482,11102,1363,24063,9782,8986,16352,17553,14962,13242,12629,4366,34253,69522,25493,38981,14555,18192,4884,693,7129,14912,1270,30768,93508,11102,1364,24086,9782,8986,16352,17562,14973,13293,12630,4366,34256,69564,25493,39035,14576,18192,4900,693,7149,14921,1270,30768,93613,11102,1364,24086,9782,8992,16352,17571,14973,13293,12648,4366,34266,69576,25493,39035,14576,18192,4900,693,7156,14922,1270,30768,93613,11102,1364,24086,9782,8992,16352,17571,14973,13293,12648,4366,34266,69576,25493,39035,14576,18192,4900,693,7156,14922,1270,30768,93613,11102,1364,24086,9782,8992,16352,17571,14973,13293,12648,4366,34267,69576,25493,39035,14576,18192,4900,693,7156,14922,1270,30768,93651,11102,1364,24106,9782,8992,16397,17587,14984,13293,12653,4366,34270,69628,25493,39035,14576,18192,4900,693,7161,14936,1270,30768,93734,11130,1364,24106,9782,8992,16397,17606,14995,13293,12665,4366,34290,69689,25493,39035,14576,18192,4900,693,7163,14942,1270,30842,93782,11130,1364,24113,9817,8991,16397,17616,15006,13293,12675,4370,34307,69697,25697,39035,14576,18192,4900,693,7169,14942,1270,30842,93813,11130,1369,24154,9817,8991,16397,17621,15006,13320,12678,4370,34320,69763,25697,39133,14593,18208,4928,693,7173,14944,1270,30842,93919,11138,1369,24154,9817,8993,16397,17633,15011,13320,12684,4370,34326,69794,25697,39133,14593,18208,4928,693,7184,14946,1270,30842,93919,11138,1369,24154,9817,8993,16397,17633,15011,13320,12684,4370,34335,69794,25697,39133,14593,18208,4928,693,7184,14946,1270,30842,93919,11138,1369,24154,9817,8993,16397,17633,15011,13320,12684,4370,34337,69794,25697,39133,14593,18208,4928,693,7184,14946,1270,30842,93950,11139,1369,24184,9817,8993,16464,17641,15015,13320,12695,4370,34343,69815,25697,39133,14593,18208,4928,693,7188,14950,1270,30842,94034,11160,1369,24189,9817,8993,16464,17671,15030,13320,12701,4373,34346,69877,25697,39133,14593,18215,4928,693,7192,14960,1290,30901,94057,11164,1369,24189,9850,8992,16464,17677,15041,13320,12714,4374,34375,69911,25734,39133,14593,18215,4928,699,7201,14965,1290,30901,94098,11164,1369,24222,9850,8992,16464,17690,15053,13362,12715,4374,34385,69941,25734,39220,14623,18215,4940,699,7203,14971,1290,30901,94234,11165,1374,24222,9850,8993,16464,17699,15059,13362,12720,4394,34396,69976,25734,39220,14623,18215,4940,699,7203,14980,1290,30901,94234,11165,1374,24222,9850,8993,16464,17699,15059,13362,12720,4394,34396,69976,25734,39220,14623,18215,4940,699,7203,14980,1290,30901,94234,11165,1374,24222,9850,8993,16464,17699,15059,13362,12720,4394,34405,69976,25734,39220,14623,18215,4940,699,7203,14980,1290,30901,94262,11165,1374,24262,9850,8993,16540,17708,15063,13362,12729,4394,34404,70001,25734,39220,14623,18215,4940,699,7206,14980,1290,30901,94365,11179,1374,24271,9850,8993,16540,17722,15084,13362,12733,4394,34414,70026,25734,39220,14623,18227,4940,699,7206,14991,1290,30982,94424,11180,1374,24271,9882,8959,16540,17743,15093,13362,12750,4432,34425,70079,25770,39220,14623,18227,4940,702,7223,14996,1290,30982,94448,11180,1374,24312,9882,8961,16540,17765,15101,13393,12751,4432,34440,70102,25770,39310,14643,18227,4953,702,7230,15005,1290,30982,94547,11180,1377,24312,9882,8967,16540,17777,15107,13393,12758,4445,34447,70130,25770,39310,14643,18227,4953,702,7234,15008,1290,30982,94547,11180,1377,24312,9882,8967,16540,17777,15107,13393,12758,4445,34457,70130,25770,39310,14643,18227,4953,702,7234,15008,1290,30982,94547,11180,1377,24312,9882,8967,16540,17777,15107,13393,12758,4445,34462,70130,25770,39310,14643,18227,4953,702,7234,15008,1290,30982,94571,11180,1377,24339,9882,8965,16603,17795,15114,13393,12758,4445,34467,70162,25770,39310,14643,18227,4953,702,7251,15013,1290,30982,94685,11194,1377,24343,9882,8965,16603,17816,15126,13393,12766,4449,34480,70216,25770,39310,14643,18245,4953,702,7253,15018,1297,31047,94725,11195,1377,24343,9907,8966,16603,17823,15134,13393,12766,4454,34497,70248,25853,39310,14643,18245,4953,707,7257,15027,1297,31047,94750,11195,1381,24378,9907,8966,16603,17833,15164,13429,12766,4454,34512,70273,25853,39406,14670,18245,4968,707,7261,15034,1297,31047,94913,11197,1381,24378,9907,8976,16603,17843,15151,13429,12766,4455,34520,70290,25853,39406,14670,18245,4968,707,7268,15042,1297,31047,94913,11197,1381,24378,9907,8976,16603,17843,15151,13429,12766,4455,34529,70290,25853,39406,14670,18245,4968,707,7268,15042,1297,31047,94913,11197,1381,24378,9907,8976,16603,17843,15151,13429,12766,4455,34529,70290,25853,39406,14670,18245,4968,707,7268,15042,1297,31047,94947,11197,1381,24411,9907,8976,16679,17854,15159,13429,12766,4455,34532,70330,25853,39406,14670,18245,4968,707,7274,15059,1297,31047,94973,11259,1381,24418,9907,8976,16679,17866,15175,13429,12794,4455,34545,70374,25853,39406,14670,18263,4968,707,7277,15063,1297,31114,95001,11269,1381,24418,9940,9019,16679,17871,15188,13429,12794,4455,34562,70403,26345,39406,14670,18263,4968,707,7286,15072,1297,31114,95017,11269,1382,24454,9940,9019,16679,17877,15194,13471,12794,4455,34567,70441,26345,39490,14744,18263,4981,707,7291,15084,1297,31114,95097,11269,1382,24454,9940,9020,16679,17885,15199,13471,12794,4455,34577,70458,26345,39490,14744,18263,4981,707,7294,15091,1297,31114,95097,11269,1382,24454,9940,9020,16679,17885,15199,13471,12794,4455,34583,70458,26345,39490,14744,18263,4981,707,7294,15091,1297,31114,95097,11269,1382,24454,9940,9020,16679,17885,15199,13471,12794,4455,34583,70458,26345,39490,14744,18263,4981,707,7294,15091,1297,31114,95119,11269,1382,24454,9940,9020,16679,17885,15199,13471,12794,4455,34584,70458,26345,39490,14744,18263,4981,707,7294,15091,1297,31114,95147,11269,1382,24483,9940,9020,16757,17895,15206,13471,12821,4455,34587,70499,26345,39490,14744,18263,4981,707,7301,15097,1297,31162,95183,11294,1382,24483,9968,9043,16757,17899,15227,13471,12821,4461,34601,70551,26375,39490,14744,18299,4981,715,7301,15105,1297,31162,95295,11294,1382,24506,9968,9043,16757,17919,15234,13509,12821,4472,34608,70581,26375,39576,14765,18299,4989,715,7301,15117,1297,31162,95407,11299,1382,24506,9968,9051,16757,17923,15247,13509,12821,4488,34622,70588,26375,39576,14765,18299,4989,715,7322,15120,1297,31162,95407,11299,1382,24506,9968,9051,16757,17923,15247,13509,12821,4488,34622,70588,26375,39576,14765,18299,4989,715,7322,15120,1297,31162,95415,11299,1382,24506,9968,9051,16757,17923,15247,13509,12821,4488,34631,70588,26375,39576,14765,18299,4989,715,7322,15120,1297,31162,95459,11299,1382,24549,9968,9051,16822,17931,15257,13509,12821,4488,34632,70643,26375,39576,14765,18299,4989,715,7334,15138,1297,31162,95472,11316,1382,24557,9968,9051,16822,17939,15274,13509,12853,4490,34643,70697,26375,39576,14765,18316,4989,715,7344,15157,1321,31244,95521,11317,1382,24557,9994,9072,16822,17955,15285,13509,12853,4490,34651,70733,26424,39576,14765,18316,4989,715,7351,15160,1321,31244,95624,11329,1382,24581,9994,9072,16822,17969,15294,13558,12853,4490,34659,70740,26424,39675,14784,18316,5001,715,7357,15185,1321,31244,95643,11330,1382,24581,9994,9097,16822,17978,15301,13558,12853,4490,34668,70780,26424,39675,14784,18316,5001,715,7364,15190,1321,31244,95643,11330,1382,24581,9994,9097,16822,17978,15301,13558,12853,4490,34673,70780,26424,39675,14784,18316,5001,715,7364,15190,1321,31244,95643,11331,1382,24581,9994,9097,16822,17978,15301,13558,12853,4490,34677,70780,26424,39675,14784,18316,5001,715,7364,15190,1321,31244,95680,11331,1382,24605,9994,9097,16902,17982,15311,13558,12853,4490,34684,70802,26424,39675,14784,18316,5001,715,7367,15190,1321,31244,95695,11343,1382,24614,9994,9095,16902,17988,15329,13558,12879,4490,34694,70850,26424,39675,14784,18331,5001,715,7370,15213,1321,31326,95726,11343,1383,24614,10051,9095,16902,17993,15340,13558,12879,4490,34696,70875,26468,39675,14784,18331,5001,719,7379,15215,1321,31326,95776,11343,1383,24641,10051,9095,16902,17996,15347,13613,12879,4490,34700,70894,26468,39767,14786,18331,5011,719,7382,15217,1321,31326,95790,11343,1383,24670,10051,9100,16902,18009,15351,13613,12879,4507,34706,70920,26468,39767,14786,18331,5011,719,7382,15220,1321,31326,95790,11343,1383,24670,10051,9100,16902,18009,15351,13613,12879,4507,34715,70920,26468,39767,14786,18331,5011,719,7382,15220,1321,31326,95790,11343,1383,24670,10051,9100,16902,18009,15351,13613,12879,4507,34715,70920,26468,39767,14786,18331,5011,719,7382,15220,1321,31326,95825,11343,1383,24674,10051,9100,16969,18023,15360,13613,12879,4507,34719,70936,26468,39767,14786,18331,5011,719,7396,15220,1321,31326,95835,11361,1383,24674,10051,9100,16969,18031,15376,13613,12912,4514,34725,70981,26468,39767,14786,18365,5011,719,7402,15239,1321,31370,95864,11365,1383,24708,10077,9555,16969,18046,15386,13613,12912,4523,34733,71008,26535,39767,14786,18365,5011,719,7406,15256,1321,31370,96009,11365,1392,24708,10077,9555,16969,18058,15390,13651,12912,4536,34738,71073,26535,39856,14805,18365,5021,719,7406,15260,1321,31370,96020,11365,1392,24708,10077,9555,16969,18066,15399,13651,12912,4542,34744,71097,26535,39856,14805,18365,5021,719,7416,15263,1321,31370,96020,11365,1392,24708,10077,9555,16969,18066,15399,13651,12912,4542,34750,71097,26535,39856,14805,18365,5021,719,7416,15263,1321,31370,96020,11365,1392,24708,10077,9555,16969,18066,15399,13651,12912,4542,34750,71097,26535,39856,14805,18365,5021,719,7416,15263,1321,31370,96045,11365,1392,24708,10077,9555,17030,18072,15402,13651,12912,4542,34754,71124,26535,39856,14805,18365,5021,719,7426,15263,1321,31370,96119,11385,1392,24708,10077,9555,17030,18079,15412,13651,12928,4542,34759,71167,26535,39856,14805,18390,5021,719,7436,15272,1350,31406,96145,11385,1392,24708,10097,9579,17030,18088,15418,13651,12928,4548,34766,71186,26862,39856,14805,18390,5021,719,7436,15282,1350,31406,96240,11385,1392,24748,10097,9579,17030,18097,15419,13695,12928,4548,34773,71224,26862,39950,14884,18390,5028,728,7445,15298,1350,31406,96242,11385,1392,24748,10097,9590,17030,18102,15423,13695,12928,4551,34779,71257,26862,39950,14884,18390,5028,728,7450,15303,1350,31406,96242,11385,1392,24748,10097,9590,17030,18102,15423,13695,12928,4551,34779,71257,26862,39950,14884,18390,5028,728,7450,15303,1350,31406,96242,11385,1392,24748,10097,9590,17030,18102,15423,13695,12928,4551,34791,71257,26862,39950,14884,18390,5028,728,7450,15303,1350,31406,96244,11385,1392,24748,10097,9590,17111,18112,15423,13695,12928,4551,34791,71257,26862,39950,14884,18390,5028,728,7450,15303,1350,31406,96280,11385,1392,24748,10097,9590,17111,18121,15427,13695,12945,4551,34795,71298,26862,39950,14884,18468,5028,728,7450,15321,1350,31455,96308,11402,1392,24748,10126,9598,17111,18127,15455,13695,12945,4551,34809,71373,26895,39950,14884,18468,5028,732,7455,15324,1350,31455,96442,11402,1392,24748,10126,9600,17111,18130,15464,13738,12945,4552,34813,71422,26895,40037,14924,18468,5034,732,7457,15344,1350,31455,96460,11403,1392,24816,10126,9609,17111,18136,15469,13738,12945,4552,34823,71435,26895,40037,14924,18468,5034,732,7470,15352,1350,31455,96460,11403,1392,24816,10126,9609,17111,18136,15469,13738,12945,4552,34823,71435,26895,40037,14924,18468,5034,732,7470,15352,1350,31455,96460,11410,1392,24816,10126,9609,17111,18136,15469,13738,12945,4552,34827,71435,26895,40037,14924,18468,5034,732,7470,15352,1350,31455,96481,11410,1392,24816,10125,9609,17191,18136,15478,13738,12945,4552,34832,71481,26895,40037,14924,18468,5034,732,7476,15352,1350,31455,96481,11420,1392,24816,10125,9609,17191,18136,15494,13738,12945,4552,34840,71541,26895,40037,14924,18527,5034,732,7479,15374,1350,31514,96519,11423,1392,24816,10153,9615,17191,18138,15497,13738,12945,4559,34851,71589,26895,40037,14924,18527,5034,734,7479,15379,1350,31514,96697,11423,1392,24816,10153,9615,17191,18138,15499,13786,12945,4559,34858,71623,26895,40111,14943,18527,5034,734,7487,15384,1350,31514,96712,11424,1392,24864,10153,9624,17191,18138,15506,13786,12965,4559,34864,71840,26895,40111,14943,18527,5047,734,7487,15398,1350,31514,96712,11424,1392,24864,10153,9624,17191,18138,15506,13786,12965,4559,34864,71840,26895,40111,14943,18527,5047,734,7487,15398,1350,31514,96712,11424,1392,24864,10153,9624,17191,18138,15506,13786,12965,4559,34864,71840,26895,40111,14943,18527,5047,734,7487,15398,1350,31514,96738,11424,1392,24864,10153,9624,17261,18138,15513,13786,12965,4559,34869,71874,26895,40111,14943,18527,5047,734,7493,15398,1350,31514,96747,11448,1392,24864,10153,9624,17261,18138,15530,13786,12965,4559,34871,71937,26895,40111,14943,18578,5047,734,7502,15414,1369,31548,96780,11448,1392,24864,10177,9628,17261,18168,15531,13786,12968,4559,34885,72393,26963,40111,14943,18578,5047,740,7502,15417,1369,31548,96928,11462,1392,24864,10177,9628,17261,18168,15539,13825,12968,4559,34898,72424,26963,40178,14961,18578,5056,740,7513,15434,1369,31548,96928,11463,1397,24901,10177,9632,17261,18168,15550,13825,12968,4550,34905,72414,26963,40178,14961,18578,5056,740,7514,15460,1369,31548,96928,11463,1397,24901,10177,9632,17261,18168,15550,13825,12968,4550,34905,72414,26963,40178,14961,18578,5056,740,7514,15460,1369,31548,96928,11463,1397,24901,10177,9632,17261,18168,15550,13825,12968,4550,34905,72414,26963,40178,14961,18578,5056,740,7514,15460,1369,31548,96960,11463,1397,24901,10177,9632,17322,18168,15558,13825,12968,4550,34916,72399,26963,40178,14961,18578,5056,740,7522,15460,1369,31548,96966,11478,1397,24901,10177,9632,17322,18168,15567,13825,12968,4550,34925,72437,26963,40178,14961,18633,5056,740,7530,15478,1369,31573,96976,11478,1397,24901,10207,9632,17322,18193,15578,13825,12992,4550,34925,72468,27244,40178,14961,18633,5056,754,7534,15481,1369,31573,97064,11478,1397,24950,10207,9632,17322,18193,15585,13873,12992,4562,34935,72505,27244,40249,14992,18633,5065,754,7534,15482,1369,31573,97025,11478,1397,24950,10207,9645,17322,18193,15592,13873,12992,4562,34942,72537,27244,40249,14992,18633,5065,754,7534,15492,1369,31573,97025,11478,1397,24950,10207,9645,17322,18193,15592,13873,12992,4562,34942,72537,27244,40249,14992,18633,5065,754,7534,15492,1369,31573,97025,11478,1397,24950,10207,9645,17322,18193,15592,13873,12992,4562,34942,72537,27244,40249,14992,18633,5065,754,7534,15492,1369,31573,97042,11478,1397,24950,10207,9645,17363,18193,15593,13873,12992,4562,34949,72572,27244,40249,14992,18633,5065,754,7536,15492,1369,31573,97050,11477,1397,24950,10207,9645,17363,18193,15593,13873,12992,4562,34949,72619,27244,40249,14992,18660,5065,754,7536,15509,1369,31613,97077,11527,1397,24950,10229,9645,17363,18217,15603,13873,13005,4563,34967,72667,27274,40249,14992,18660,5065,763,7538,15511,1369,31613,97142,11528,1402,25013,10229,9645,17363,18217,15613,13931,13005,4606,34981,72674,27274,40257,15012,18660,5076,763,7538,15517,1374,31614,99505,11537,1487,25013,10231,9767,17467,18239,15731,13931,13036,4759,34981,76406,28488,40470,15775,19235,5076,763,7671,15583,1374,31614,99505,11537,1487,25013,10231,9767,17467,18239,15731,13931,13036,4759,34981,76406,28488,40470,15775,19235,5076,763,7671,15583,1374,31614,99505,11537,1487,25013,10231,9767,17467,18239,15731,13931,13036,4759,34981,76406,28488,40470,15775,19235,5076,763,7671,15583,1374,31614,99532,11537,1487,25013,10231,9767,17507,18239,15736,13931,13036,4759,34988,76407,28488,40470,15775,19235,5076,763,7686,15583,1390,31614,99539,11549,1487,25013,10231,9767,17507,18239,15751,13931,13047,4761,35015,76445,28488,40470,15775,19250,5076,763,7686,15598,1390,31648,99555,11559,1487,25013,10255,9767,17507,18255,15757,13931,13047,4763,35029,76488,28519,40470,15775,19250,5076,763,7686,15620,1390,31648,99630,11559,1487,25013,10255,9767,17507,18255,15760,13982,13047,4775,35042,76506,28519,40533,15778,19250,5089,763,7694,15625,1390,31648,99637,11559,1403,25079,10255,9793,17507,18234,15765,13982,13047,4774,35056,76525,28519,40533,15778,19250,5089,763,7703,15627,1390,31648,99637,11559,1403,25079,10255,9793,17507,18234,15765,13982,13047,4774,35056,76525,28519,40533,15778,19250,5089,763,7703,15627,1390,31648,99637,11559,1403,25079,10255,9793,17507,18234,15765,13982,13047,4774,35056,76525,28519,40533,15778,19250,5089,763,7703,15627,1390,31648,99657,11559,1403,25079,10255,9793,17555,18234,15771,13982,13047,4774,35064,76539,28519,40533,15778,19250,5089,763,7708,15627,1390,31648,99664,11572,1403,25079,10255,9793,17555,18234,15781,13982,13047,4774,35079,76564,28519,40533,15778,19271,5089,763,7711,15640,1390,31710,99684,11572,1403,25079,10255,9794,17555,18261,15786,14039,13047,4774,35093,76618,28546,40588,15778,19271,5089,770,7714,15656,1390,31710,99800,11572,1403,25079,10255,9794,17555,18261,15786,14039,13047,4774,35093,76618,28546,40588,15798,19271,5089,770,7714,15651,1390,31710,99821,11572,1403,25138,10276,9794,17555,18261,15786,14039,13047,4774,35097,76618,28546,40588,15798,19271,5110,770,7714,15651,1390,31710,99821,11572,1403,25138,10276,9794,17555,18261,15786,14039,13047,4774,35097,76618,28546,40588,15798,19271,5110,770,7714,15651,1390,31710,99821,11572,1403,25138,10276,9794,17555,18261,15786,14039,13047,4774,35097,76618,28546,40588,15798,19271,5110,770,7714,15651,1390,31710,99836,11572,1403,25138,10278,9799,17591,18261,15796,14039,13047,4800,35102,76665,28546,40588,15798,19271,5110,770,7714,15651,1390,31710,99846,11587,1403,25138,10278,9799,17591,18261,15809,14039,13065,4800,35126,76709,28546,40588,15798,19274,5110,770,7723,15658,1390,31751,99856,11587,1403,25138,10296,9801,17591,18274,15820,14039,13065,4800,35145,76738,28559,40588,15798,19274,5110,770,7727,15668,1390,31751,99913,11587,1407,25164,10296,9801,17591,18274,15825,14094,13065,4800,35161,76759,28559,40659,15986,19274,5110,770,7733,15679,1390,31751,99932,11587,1407,25164,10296,9819,17591,18274,15831,14094,13065,4809,35178,76783,28559,40659,15986,19274,5127,770,7740,15684,1390,31751,99932,11587,1407,25164,10296,9819,17591,18274,15831,14094,13065,4809,35178,76783,28559,40659,15986,19274,5127,770,7740,15684,1390,31751,99932,11587,1407,25164,10296,9819,17591,18274,15831,14094,13065,4809,35178,76783,28559,40659,15986,19274,5127,770,7740,15684,1390,31751,99967,11587,1407,25164,10296,9819,17617,18274,15840,14094,13065,4809,35189,76805,28559,40659,15986,19274,5127,770,7740,15684,1390,31751,99977,11602,1407,25164,10296,9819,17617,18274,15852,14094,13079,4809,35205,76842,28559,40659,15986,19306,5127,770,7744,15714,1390,31822,100005,11603,1407,25164,10318,9819,17617,18296,15865,14094,13079,4809,35222,76871,28661,40659,15986,19306,5127,781,7749,15729,1390,31824,100179,11603,1407,25230,10318,9821,17624,18296,15892,14155,13082,4823,35232,77173,28735,40810,16014,19328,5138,781,7765,15747,1390,31824,100197,11603,1407,25230,10318,9834,17624,18296,15900,14155,13082,4830,35254,77194,28735,40810,16014,19328,5138,781,7766,15749,1390,31824,100197,11603,1407,25230,10318,9834,17624,18296,15900,14155,13082,4830,35254,77194,28735,40810,16014,19328,5138,781,7766,15749,1390,31824,100197,11603,1407,25230,10318,9834,17624,18296,15900,14155,13082,4830,35254,77194,28735,40810,16014,19328,5138,781,7766,15749,1390,31824,100232,11603,1407,25230,10318,9834,17667,18296,15907,14155,13082,4830,35265,77227,28735,40810,16014,19328,5138,781,7774,15749,1390,31824,100252,11656,1407,25230,10318,9834,17667,18296,15922,14155,13093,4831,35288,77272,28735,40810,16014,19346,5138,781,7776,15760,1390,31929,100278,11659,1407,25230,10345,9834,17667,18324,15929,14155,13093,4832,35310,77303,28760,40810,16014,19346,5138,781,7776,15764,1390,31929,100350,11659,1407,25303,10345,9834,17667,18324,15936,14220,13093,4834,35331,77331,28760,40874,16033,19346,5161,781,7783,15780,1390,31929,100370,11665,1407,25303,10345,9843,17667,18324,15943,14220,13093,4835,35343,77336,28760,40874,16033,19346,5161,781,7786,15785,1390,31929,100370,11665,1407,25303,10345,9843,17667,18324,15943,14220,13093,4835,35343,77336,28760,40874,16033,19346,5161,781,7786,15785,1390,31929,100370,11665,1407,25303,10345,9843,17667,18324,15943,14220,13093,4835,35343,77336,28760,40874,16033,19346,5161,781,7786,15785,1390,31929,100431,11665,1407,25303,10345,9843,17708,18324,15944,14220,13093,4835,35361,77378,28760,40874,16033,19346,5161,781,7786,15785,1408,31929,100445,11733,1407,25303,10345,9844,17708,18324,15960,14220,13093,4835,35379,77440,28760,40874,16033,19368,5161,781,7786,15803,1408,32038,100485,11733,1407,25303,10391,9844,17708,18345,15969,14220,13113,4840,35387,77478,28789,40874,16033,19368,5161,791,7786,15810,1408,32038,100606,11733,1411,25303,10391,9844,17708,18345,15979,14273,13113,4840,35429,77514,28789,40949,16041,19368,5177,791,7786,15819,1408,32038,100628,11733,1411,25303,10391,9850,17708,18345,15985,14273,13113,4841,35446,77546,28789,40949,16041,19368,5177,791,7786,15826,1408,32038,100628,11733,1411,25303,10389,9850,17708,18345,15985,14273,13113,4841,35446,77546,28789,40949,16041,19368,5177,791,7786,15826,1408,32038,100628,11733,1411,25303,10389,9850,17708,18345,15985,14273,13113,4841,35446,77546,28789,40949,16041,19368,5177,791,7786,15826,1408,32038,100628,11733,1411,25303,10389,9850,17708,18345,15985,14273,13113,4841,35446,77546,28789,40949,16041,19368,5177,791,7786,15826,1408,32038,100668,11733,1411,25303,10389,9850,17751,18345,15985,14273,13124,4842,35457,77577,28789,40949,16041,19385,5177,791,7786,15827,1408,32182,100702,11766,1411,25364,10425,9850,17751,18370,16007,14273,13124,4842,35469,77619,28789,40949,16041,19385,5177,791,7786,15848,1408,32182,100837,11770,1411,25364,10424,9852,17751,18370,16020,14320,13124,4843,35486,77677,28789,41018,16054,19385,5187,791,7786,15858,1408,32182,100865,11781,1411,25364,10424,9859,17751,18370,16034,14320,13124,4843,35533,77722,28789,41018,16054,19385,5187,791,7795,15860,1408,32182,100865,11781,1411,25364,10424,9859,17751,18370,16034,14320,13124,4843,35533,77722,28789,41018,16054,19385,5187,791,7795,15860,1408,32182,100865,11781,1411,25364,10424,9859,17751,18370,16034,14320,13124,4843,35533,77722,28789,41018,16054,19385,5187,791,7795,15860,1408,32182,100865,11781,1411,25364,10424,9859,17751,18370,16034,14320,13124,4843,35533,77722,28789,41018,16054,19385,5187,791,7795,15860,1408,32182,100924,11781,1411,25364,10424,9859,17778,18370,16041,14320,13139,4843,35556,77777,28789,41018,16054,19385,5187,791,7795,15865,1408,32311,101177,11803,1411,25372,10465,9881,17789,18394,16088,14320,13145,4867,35580,78127,28917,41120,16092,19426,5187,791,7818,15899,1408,32311,101297,11803,1411,25372,10465,9883,17789,18394,16101,14357,13145,4867,35601,78166,28917,41189,16093,19426,5206,791,7829,15920,1408,32311,101322,11803,1411,25470,10465,9913,17789,18394,16114,14357,13145,4884,35614,78198,28917,41189,16093,19426,5206,791,7843,15931,1408,32311,101322,11803,1411,25470,10465,9913,17789,18394,16114,14357,13145,4884,35614,78198,28917,41189,16093,19426,5206,791,7843,15931,1408,32311,101322,11803,1411,25470,10465,9913,17789,18394,16114,14357,13145,4884,35614,78198,28917,41189,16093,19426,5206,791,7843,15931,1408,32311,101382,11803,1411,25470,10465,9913,17824,18394,16122,14357,13145,4885,35632,78224,28917,41189,16093,19426,5206,791,7852,15931,1408,32311,101403,11858,1411,25470,10465,9914,17824,18394,16144,14357,13145,4886,35649,78285,28917,41189,16093,19538,5206,791,7869,15960,1408,32503,101457,11863,1411,25470,10511,9914,17824,18436,16156,14357,13145,4886,35665,78345,29058,41189,16093,19538,5206,881,7881,15996,1408,32503,101625,11863,1415,25589,10511,9914,17824,18436,16165,14421,13145,4886,35680,78380,29058,41262,16114,19538,5222,881,7881,16008,1408,32503,101660,11863,1415,25589,10511,9978,17824,18436,16172,14421,13145,4896,35698,78413,29058,41262,16114,19538,5222,881,7896,16023,1408,32503,101660,11863,1415,25589,10510,9978,17824,18436,16172,14421,13145,4896,35698,78413,29058,41262,16114,19538,5222,881,7896,16023,1408,32503,101660,11864,1415,25589,10510,9978,17824,18436,16172,14421,13145,4896,35698,78413,29058,41262,16114,19538,5222,881,7896,16023,1408,32503,101660,11864,1415,25589,10510,9978,17824,18436,16172,14421,13145,4896,35698,78413,29058,41262,16114,19538,5222,881,7896,16023,1408,32503,101724,11864,1415,25589,10510,9978,17883,18436,16185,14421,13145,4896,35714,78448,29058,41262,16114,19538,5222,881,7901,16042,1408,32631,101765,11895,1415,25660,10540,9978,17883,18479,16215,14421,13178,4896,35729,78492,29094,41262,16114,19609,5222,884,7904,16049,1408,32631,101957,11899,1421,25796,10540,9978,17883,18479,16229,14476,13178,4896,35743,78495,29094,41354,16146,19609,5234,884,7904,16059,1408,32631,101982,11903,1421,25796,10540,10042,17883,18479,16237,14476,13178,4895,35755,78497,29094,41354,16146,19609,5234,884,7916,16066,1408,32631,101982,11903,1421,25796,10540,10042,17883,18479,16237,14476,13178,4895,35755,78497,29094,41354,16146,19609,5234,884,7916,16066,1408,32631,101983,11905,1421,25796,10540,10042,17883,18479,16237,14476,13178,4895,35755,78497,29094,41354,16146,19609,5234,884,7916,16066,1408,32631,102025,11905,1421,25796,10540,10042,17926,18479,16247,14476,13178,4895,35771,78627,29094,41354,16146,19609,5234,884,7922,16066,1426,32631,102053,11942,1421,25796,10540,10042,17926,18479,16273,14476,13178,4895,35782,78679,29094,41354,16146,19628,5234,884,7922,16105,1426,32775,102102,11942,1421,25796,10568,10042,17926,18525,16280,14476,13178,4902,35794,78700,29141,41354,16146,19628,5234,889,7922,16128,1426,32775,102259,11941,1422,25796,10568,10042,17926,18525,16285,14554,13191,4902,35804,78721,29141,41443,16177,19628,5253,889,7934,16149,1426,32775,102283,11941,1422,25861,10568,10080,17926,18525,16288,14554,13191,4908,35807,78723,29141,41443,16177,19628,5253,889,7934,16154,1426,32775,102283,11941,1422,25861,10568,10080,17926,18525,16288,14554,13191,4908,35807,78723,29141,41443,16177,19628,5253,889,7934,16154,1426,32775,102283,11941,1422,25861,10568,10080,17926,18525,16288,14554,13191,4908,35807,78723,29141,41443,16177,19628,5253,889,7934,16154,1426,32775,102286,11941,1422,25861,10568,10080,17974,18525,16296,14554,13191,4910,35815,78808,29141,41443,16177,19628,5253,889,7945,16154,1426,32775,102337,11964,1422,25861,10568,10082,17974,18525,16308,14554,13249,4910,35815,78850,29141,41443,16177,19628,5253,889,7957,16172,1426,32882,102368,11964,1422,25861,10599,10082,17974,18572,16317,14554,13249,4912,35841,78874,29182,41443,16177,19628,5253,894,7960,16180,1426,32882,102522,11971,1422,25861,10599,10082,17974,18572,16326,14602,13249,4913,35841,78902,29182,41536,16205,19628,5259,894,7973,16190,1426,32882,102539,11973,1422,25902,10599,10101,17974,18572,16334,14602,13249,4926,35856,78920,29182,41536,16205,19628,5259,894,7974,16194,1426,32882,102539,11973,1422,25902,10599,10101,17974,18572,16334,14602,13249,4926,35856,78920,29182,41536,16205,19628,5259,894,7974,16194,1426,32882,102539,11973,1422,25902,10599,10101,17974,18572,16334,14602,13249,4926,35856,78920,29182,41536,16205,19628,5259,894,7974,16194,1426,32882,102570,11973,1422,25902,10599,10101,18020,18572,16349,14602,13249,4926,35869,78950,29182,41536,16205,19628,5259,894,7981,16194,1426,32882,102593,11973,1422,25902,10599,10101,18020,18572,16362,14602,13257,4926,35876,78981,29182,41536,16205,19820,5259,894,7982,16216,1426,32936,102623,12037,1422,25902,10627,10101,18020,18624,16374,14602,13257,4927,35885,79017,29279,41536,16205,19820,5259,901,7988,16229,1426,32936,102744,12036,1425,25959,10627,10101,18020,18624,16384,14682,13257,4927,35897,79063,29279,41601,16258,19820,5270,901,8001,16232,1426,32936,102767,12036,1425,25959,10627,10119,18020,18624,16391,14682,13257,4948,35904,79081,29279,41601,16258,19820,5270,901,8005,16248,1426,32936,102767,12036,1425,25959,10627,10119,18020,18624,16391,14682,13257,4948,35904,79081,29279,41601,16258,19820,5270,901,8005,16248,1426,32936,102767,12036,1425,25959,10627,10119,18020,18624,16391,14682,13257,4948,35904,79081,29279,41601,16258,19820,5270,901,8005,16248,1426,32936,102813,12036,1425,25959,10627,10121,18079,18624,16394,14682,13257,4948,35915,79112,29279,41601,16258,19820,5270,901,8010,16248,1426,32936,102842,12036,1425,25959,10627,10121,18079,18624,16408,14682,13257,4948,35925,79141,29279,41601,16258,19863,5270,901,8012,16293,1426,33003,102875,12061,1425,25959,10655,10121,18079,18666,16420,14682,13296,4951,35935,79170,29326,41601,16258,19863,5270,910,8012,16293,1426,33003,102996,12070,1426,26003,10655,10121,18079,18666,16431,14742,13296,4952,35949,79186,29326,41676,16292,19863,5273,910,8023,16296,1426,33003,103015,12078,1426,26003,10655,10153,18079,18666,16438,14742,13296,4966,35956,79203,29326,41676,16292,19863,5273,910,8024,16310,1426,33003,103015,12078,1426,26003,10655,10153,18079,18666,16438,14742,13296,4966,35956,79204,29326,41676,16292,19863,5273,910,8024,16310,1426,33003,103015,12086,1426,26003,10655,10153,18079,18666,16438,14742,13296,4966,35956,79204,29326,41676,16292,19863,5273,910,8024,16310,1426,33003,103015,12086,1426,26003,10655,10153,18132,18666,16438,14742,13296,4966,35956,79204,29326,41676,16292,19863,5273,910,8024,16310,1438,33003,103075,12086,1426,26003,10655,10153,18132,18666,16444,14742,13296,4968,35969,79226,29326,41676,16292,19863,5273,910,8024,16326,1438,33042,103091,12144,1426,26003,10673,10153,18132,18706,16460,14742,13320,4968,35977,79231,29365,41676,16292,19938,5273,917,8027,16331,1438,33042,103193,12145,1427,26045,10673,10153,18132,18706,16467,14766,13320,4970,35977,79264,29365,41746,16336,19938,5276,917,8027,16343,1438,33042,103211,12145,1427,26045,10673,10153,18132,18706,16473,14766,13320,4994,35988,79266,29365,41746,16336,19938,5276,917,8027,16346,1438,33042,103211,12145,1427,26045,10673,10153,18132,18706,16473,14766,13320,4994,35988,79266,29365,41746,16336,19938,5276,917,8027,16346,1438,33042,103211,12145,1427,26045,10673,10153,18132,18706,16473,14766,13320,4994,35988,79266,29365,41746,16336,19938,5276,917,8027,16346,1438,33042,103244,12145,1427,26045,10673,10153,18171,18706,16476,14766,13351,4994,35994,79162,29365,41746,16336,19938,5276,917,8027,16346,1438,33043,103554,12145,1427,26045,10673,10168,18190,18706,16526,14766,13351,5019,35994,79625,29519,41826,16376,20022,5276,917,8048,16377,1438,33077,103582,12179,1427,26045,10702,10169,18190,18738,16537,14766,13379,5019,35994,79643,29550,41826,16376,20022,5276,925,8062,16382,1438,33077,103692,12187,1430,26091,10702,10169,18190,18738,16549,14820,13379,5019,36025,79671,29550,41875,16417,20022,5287,925,8062,16385,1438,33077,103706,12196,1430,26091,10702,10192,18190,18738,16556,14820,13379,5042,36029,79675,29550,41875,16417,20022,5287,925,8062,16395,1438,33077,103706,12196,1430,26091,10702,10192,18190,18738,16556,14820,13379,5042,36029,79675,29550,41875,16417,20022,5287,925,8062,16395,1438,33077,103706,12196,1430,26091,10702,10192,18190,18738,16556,14820,13379,5042,36029,79675,29550,41875,16417,20022,5287,925,8062,16395,1438,33077,103743,12196,1430,26091,10702,10192,18224,18738,16561,14820,13379,5042,36029,79680,29550,41875,16417,20022,5287,925,8062,16395,1438,33077,103753,12196,1430,26091,10702,10192,18224,18738,16576,14820,13379,5045,36042,79689,29550,41875,16417,20081,5287,925,8062,16416,1438,33103,103764,12196,1430,26091,10727,10192,18224,18766,16583,14820,13395,5046,36049,79701,29576,41875,16417,20081,5287,929,8091,16425,1438,33104,103987,12220,1432,26115,10727,10196,18241,18766,16613,14870,13405,5050,36054,79986,29677,41974,16485,20128,5298,929,8104,16437,1438,33104,103999,12220,1432,26115,10727,10208,18241,18766,16617,14870,13405,5065,36058,79962,29677,41974,16485,20128,5298,929,8104,16440,1438,33104,103999,12220,1432,26115,10727,10208,18241,18766,16617,14870,13405,5065,36058,79962,29677,41974,16485,20128,5298,929,8104,16440,1438,33104,103999,12219,1432,26115,10727,10208,18241,18766,16617,14870,13405,5065,36058,79962,29677,41974,16485,20128,5298,929,8104,16440,1438,33104,104027,12219,1432,26115,10727,10208,18286,18766,16625,14870,13405,5066,36061,79964,29677,41974,16485,20128,5298,929,8104,16440,1438,33104,104038,12230,1432,26115,10727,10208,18286,18766,16636,14870,13405,5066,36061,79975,29677,41974,16485,20176,5298,929,8104,16441,1438,33158,104047,12230,1432,26115,10743,10208,18286,18801,16635,14870,13405,5066,36061,79988,29712,41974,16485,20176,5298,929,8126,16445,1438,33158,104114,12258,1432,26115,10743,10208,18286,18801,16640,14918,13417,5066,36076,79975,29712,42017,16513,20176,5309,932,8126,16454,1438,33158,104130,12258,1432,26115,10743,10208,18286,18801,16646,14918,13417,5066,36079,79982,29712,42017,16513,20176,5309,932,8126,16457,1438,33158,104130,12258,1432,26115,10743,10208,18286,18801,16646,14918,13417,5066,36079,79982,29712,42017,16513,20176,5309,932,8126,16457,1438,33158,104130,12258,1432,26115,10743,10208,18286,18801,16646,14918,13417,5066,36079,79982,29712,42017,16513,20176,5309,932,8126,16457,1438,33158,104165,12258,1432,26115,10743,10230,18348,18801,16651,14918,13417,5067,36079,79984,29712,42017,16513,20176,5309,932,8126,16457,1438,33158,104185,12257,1432,26115,10743,10230,18348,18801,16659,14918,13417,5067,36079,79987,29712,42017,16513,20192,5309,932,8126,16474,1438,33190,104196,12257,1432,26115,10770,10230,18348,18835,16667,14918,13417,5068,36092,80138,29746,42017,16513,20192,5309,932,8132,16483,1438,33190,104277,12270,1432,26179,10770,10232,18348,18835,16672,14964,13431,5068,36097,80109,29746,42061,16549,20192,5316,939,8132,16485],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('99273514-511d-4066-bbdf-1fb912a05146');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "import plotly.graph_objects as go\n",
        "\n",
        "go.Figure(go.Scatter(x=sugar_covid_df[\"cases\"], y=sugar_covid_df[\"deaths\"]))\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sugar_covid_df.to_csv(\"sugar_covid_df.csv\")"
      ],
      "metadata": {
        "id": "6GidB9h0re3q"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hfZHTZEMXoum"
      },
      "source": [
        "#Summary"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOW1tkSKAjkFc+Sh0tzRzMo",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}