COVID_19.ipynb

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      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
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      "pygments_lexer": "ipython3",
      "version": "3.6.6"
    },
    "colab": {
      "name": "COVID-19.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qgt0jwBr36f8",
        "colab_type": "text"
      },
      "source": [
        "The dataset and analysis on this notebook is as of 23rd March 2020. <br />\n",
        "It does not contain any inferences as the data will change with time.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "id": "O_pCQoWg0FTN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np \n",
        "import pandas as pd \n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import matplotlib.gridspec as gridspec"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "id": "1C1x5fxy0FTV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "corona_chan = pd.read_csv(\"data/nCovid.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2ZH8iL-b0FTY",
        "colab_type": "code",
        "outputId": "65e1bae1-7e14-4896-fe32-231d6b34bfff",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "corona_chan.head()"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>Last Update</th>\n",
              "      <th>Confirmed</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Recovered</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Hubei</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>67786.0</td>\n",
              "      <td>3062.0</td>\n",
              "      <td>51553.0</td>\n",
              "      <td>30.9756</td>\n",
              "      <td>112.2707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Guangdong</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>1356.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1296.0</td>\n",
              "      <td>23.3417</td>\n",
              "      <td>113.4244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Henan</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-11 08:13:09</td>\n",
              "      <td>1273.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1249.0</td>\n",
              "      <td>33.8820</td>\n",
              "      <td>113.6140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Zhejiang</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-12 01:33:02</td>\n",
              "      <td>1215.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1197.0</td>\n",
              "      <td>29.1832</td>\n",
              "      <td>120.0934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Hunan</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>1018.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1005.0</td>\n",
              "      <td>27.6104</td>\n",
              "      <td>111.7088</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Province/State Country/Region  ... Latitude  Longitude\n",
              "0          Hubei          China  ...  30.9756   112.2707\n",
              "1      Guangdong          China  ...  23.3417   113.4244\n",
              "2          Henan          China  ...  33.8820   113.6140\n",
              "3       Zhejiang          China  ...  29.1832   120.0934\n",
              "4          Hunan          China  ...  27.6104   111.7088\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kdjo-K8w0FTd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "corona_chan['Date'] = pd.to_datetime(corona_chan['Last Update'])\n",
        "corona_chan['Last Update'] = pd.to_datetime(corona_chan['Last Update'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dph8lFda0FTg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "corona_chan['Day'] = corona_chan['Date'].dt.day\n",
        "corona_chan['Month'] = corona_chan['Date'].dt.month\n",
        "corona_chan['Week'] = corona_chan['Date'].dt.week\n",
        "corona_chan['WeekDay'] = corona_chan['Date'].dt.weekday"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "_kg_hide-input": true,
        "id": "VzAklUIb0FTk",
        "colab_type": "code",
        "outputId": "2cc4a19c-32ed-429e-d303-9f95597ddf2c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 932
        }
      },
      "source": [
        "displayed_cols = ['Confirmed','Deaths','Recovered']\n",
        "def multi_plot():\n",
        "    fig = plt.figure(constrained_layout=True, figsize=(15,8))\n",
        "    grid = gridspec.GridSpec(ncols=4, nrows=2, figure=fig)\n",
        "\n",
        "    ax1 = fig.add_subplot(grid[0, :2])\n",
        "    ax1.set_title('Daily Reports')\n",
        "    corona_chan.groupby(['Date']).sum()[displayed_cols].plot(ax=ax1)\n",
        "\n",
        "    ax2 = fig.add_subplot(grid[1, :2])\n",
        "    ax2.set_title('Monthly Reports')\n",
        "    corona_chan.groupby(['Month']).sum()[displayed_cols].plot(kind='bar',ax=ax2)\n",
        "    ax2.set_xticklabels(range(1,3))\n",
        "\n",
        "    ax3= fig.add_subplot(grid[0, 2:])\n",
        "    ax3.set_title('Weekly Reports')\n",
        "    weekdays = corona_chan.groupby('Week').nth(-1)['Date']\n",
        "    corona_chan[corona_chan['Date'].isin(weekdays)].groupby('Date')[displayed_cols].sum().plot(kind='bar',ax=ax3)\n",
        "    ax3.set_xticklabels(range(1,len(weekdays)+1))\n",
        "\n",
        "    ax4 = fig.add_subplot(grid[1, 2:])\n",
        "    ax4.set_title('WeekDays Reports')\n",
        "    corona_chan.groupby(['WeekDay']).sum()[displayed_cols].plot(ax=ax4)\n",
        "    plt.show()\n",
        "multi_plot()"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:20: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. \n",
            "  fig.subplots_adjust(bottom=0.2)\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:307: MatplotlibDeprecationWarning: \n",
            "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
            "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:307: MatplotlibDeprecationWarning: \n",
            "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
            "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:313: MatplotlibDeprecationWarning: \n",
            "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
            "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:313: MatplotlibDeprecationWarning: \n",
            "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
            "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:307: MatplotlibDeprecationWarning: \n",
            "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
            "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:307: MatplotlibDeprecationWarning: \n",
            "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
            "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:313: MatplotlibDeprecationWarning: \n",
            "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
            "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/tools.py:313: MatplotlibDeprecationWarning: \n",
            "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
            "  if not layout[ax.rowNum + 1, ax.colNum]:\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3xwtb5dz9/ry3zwDZEd/HA1PdvQV4y8zmAweEZfPd/U0AM5sKHG9mc4BDgS+EdaYAFxEF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\nkiRJkjSATAYlSZIkaQD9A4ckxlg9yThyAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1ss6Pw3S0FTr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "recent_date = corona_chan['Date'].max()\n",
        "last_updated = corona_chan[corona_chan['Date'].dt.date == recent_date]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zipW_vssydGh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "6e2b807b-2610-4a93-99af-c4e342ff17d5"
      },
      "source": [
        "recent_date"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2020-03-22 23:43:03')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "21xKw_Y0Af2e",
        "colab_type": "code",
        "outputId": "ef61d480-32e5-4aa9-ec6a-591a9e97a0bd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "last_updated.head()"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>Last Update</th>\n",
              "      <th>Confirmed</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Recovered</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Date</th>\n",
              "      <th>Day</th>\n",
              "      <th>Month</th>\n",
              "      <th>Week</th>\n",
              "      <th>WeekDay</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6426</th>\n",
              "      <td>Hubei</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-22 09:43:06</td>\n",
              "      <td>67800.0</td>\n",
              "      <td>3144.0</td>\n",
              "      <td>59433.0</td>\n",
              "      <td>30.9756</td>\n",
              "      <td>112.2707</td>\n",
              "      <td>2020-03-22 09:43:06</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6427</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Italy</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>59138.0</td>\n",
              "      <td>5476.0</td>\n",
              "      <td>7024.0</td>\n",
              "      <td>41.8719</td>\n",
              "      <td>12.5674</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6428</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Spain</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>28768.0</td>\n",
              "      <td>1772.0</td>\n",
              "      <td>2575.0</td>\n",
              "      <td>40.4637</td>\n",
              "      <td>-3.7492</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6429</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Germany</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>24873.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>51.1657</td>\n",
              "      <td>10.4515</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6430</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iran</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>21638.0</td>\n",
              "      <td>1685.0</td>\n",
              "      <td>7931.0</td>\n",
              "      <td>32.4279</td>\n",
              "      <td>53.6880</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Province/State Country/Region         Last Update  ...  Month  Week  WeekDay\n",
              "6426          Hubei          China 2020-03-22 09:43:06  ...      3    12        6\n",
              "6427            NaN          Italy 2020-03-22 18:13:20  ...      3    12        6\n",
              "6428            NaN          Spain 2020-03-22 23:13:18  ...      3    12        6\n",
              "6429            NaN        Germany 2020-03-22 23:43:02  ...      3    12        6\n",
              "6430            NaN           Iran 2020-03-22 14:13:06  ...      3    12        6\n",
              "\n",
              "[5 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "euGd5DQe0FTu",
        "colab_type": "code",
        "outputId": "a60143e0-9011-4508-84b8-951ff1f2d562",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# No of days\n",
        "corona_chan['Date'].max() - corona_chan['Date'].min()"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timedelta('60 days 06:43:03')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_kg_hide-input": true,
        "id": "rdE1Oczg0FTx",
        "colab_type": "code",
        "outputId": "fe5299de-0abe-4c05-aa6e-2351e3794793",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "pd.DataFrame(corona_chan['Country/Region'].value_counts()).style.set_table_styles(\n",
        "[{'selector': 'tr:nth-of-type(-n+5)',\n",
        "  'props': [('background', '#FFA500')]}, \n",
        " {'selector': 'th',\n",
        "  'props': [('background', '#606060'), \n",
        "            ('color', 'white'),\n",
        "            ('font-family', 'verdana')]}\n",
        "]\n",
        ")"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<style  type=\"text/css\" >\n",
              "    #T_59e45280_6ddb_11ea_b6ea_0242ac1c0002 tr:nth-of-type(-n+5) {\n",
              "          background: #FFA500;\n",
              "    }    #T_59e45280_6ddb_11ea_b6ea_0242ac1c0002 th {\n",
              "          background: #606060;\n",
              "          color: white;\n",
              "          font-family: verdana;\n",
              "    }</style><table id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Country/Region</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >US</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1617</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >Mainland China</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row1_col0\" class=\"data row1 col0\" >1517</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >China</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row2_col0\" class=\"data row2 col0\" >396</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >Australia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row3_col0\" class=\"data row3 col0\" >323</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >Canada</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row4_col0\" class=\"data row4 col0\" >254</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >France</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row5_col0\" class=\"data row5 col0\" >127</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >Thailand</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row6_col0\" class=\"data row6 col0\" >61</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >Japan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row7_col0\" class=\"data row7 col0\" >61</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >Singapore</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row8_col0\" class=\"data row8 col0\" >60</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >Malaysia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row9_col0\" class=\"data row9 col0\" >59</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Vietnam</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row10_col0\" class=\"data row10 col0\" >59</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >Nepal</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row11_col0\" class=\"data row11 col0\" >58</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >Cambodia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row12_col0\" class=\"data row12 col0\" >56</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >Sri Lanka</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row13_col0\" class=\"data row13 col0\" >56</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >United Kingdom</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row14_col0\" class=\"data row14 col0\" >55</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >Germany</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row15_col0\" class=\"data row15 col0\" >55</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >Philippines</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row16_col0\" class=\"data row16 col0\" >54</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >Finland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row17_col0\" class=\"data row17 col0\" >54</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >United Arab Emirates</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row18_col0\" class=\"data row18 col0\" >54</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >India</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row19_col0\" class=\"data row19 col0\" >53</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >Sweden</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row20_col0\" class=\"data row20 col0\" >52</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row21\" class=\"row_heading level0 row21\" >Italy</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row21_col0\" class=\"data row21 col0\" >52</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row22\" class=\"row_heading level0 row22\" >Spain</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row22_col0\" class=\"data row22 col0\" >51</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row23\" class=\"row_heading level0 row23\" >Russia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row23_col0\" class=\"data row23 col0\" >51</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row24\" class=\"row_heading level0 row24\" >Taiwan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row24_col0\" class=\"data row24 col0\" >48</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row25\" class=\"row_heading level0 row25\" >Macau</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row25_col0\" class=\"data row25 col0\" >48</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row26\" class=\"row_heading level0 row26\" >South Korea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row26_col0\" class=\"data row26 col0\" >48</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row27\" class=\"row_heading level0 row27\" >Hong Kong</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row27_col0\" class=\"data row27 col0\" >48</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row28\" class=\"row_heading level0 row28\" >Belgium</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row28_col0\" class=\"data row28 col0\" >48</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row29\" class=\"row_heading level0 row29\" >Denmark</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row29_col0\" class=\"data row29 col0\" >41</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row30\" class=\"row_heading level0 row30\" >UK</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row30_col0\" class=\"data row30 col0\" >40</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row31\" class=\"row_heading level0 row31\" >Netherlands</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row31_col0\" class=\"data row31 col0\" >40</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row32\" class=\"row_heading level0 row32\" >Egypt</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row32_col0\" class=\"data row32 col0\" >38</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row33\" class=\"row_heading level0 row33\" >Others</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row33_col0\" class=\"data row33 col0\" >33</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row34\" class=\"row_heading level0 row34\" >Iran</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row34_col0\" class=\"data row34 col0\" >32</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row35\" class=\"row_heading level0 row35\" >Israel</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row35_col0\" class=\"data row35 col0\" >31</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row36\" class=\"row_heading level0 row36\" >Lebanon</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row36_col0\" class=\"data row36 col0\" >31</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row37\" class=\"row_heading level0 row37\" >Iraq</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row37_col0\" class=\"data row37 col0\" >29</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row38\" class=\"row_heading level0 row38\" >Afghanistan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row38_col0\" class=\"data row38 col0\" >28</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row39\" class=\"row_heading level0 row39\" >Oman</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row39_col0\" class=\"data row39 col0\" >28</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row40\" class=\"row_heading level0 row40\" >Kuwait</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row40_col0\" class=\"data row40 col0\" >28</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row41\" class=\"row_heading level0 row41\" >Bahrain</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row41_col0\" class=\"data row41 col0\" >28</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row42\" class=\"row_heading level0 row42\" >Croatia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row42_col0\" class=\"data row42 col0\" >27</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row43\" class=\"row_heading level0 row43\" >Austria</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row43_col0\" class=\"data row43 col0\" >27</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row44\" class=\"row_heading level0 row44\" >Brazil</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row44_col0\" class=\"data row44 col0\" >27</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row45\" class=\"row_heading level0 row45\" >Switzerland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row45_col0\" class=\"data row45 col0\" >27</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row46\" class=\"row_heading level0 row46\" >Algeria</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row46_col0\" class=\"data row46 col0\" >27</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row47\" class=\"row_heading level0 row47\" >Norway</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row47_col0\" class=\"data row47 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row48\" class=\"row_heading level0 row48\" >Georgia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row48_col0\" class=\"data row48 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row49\" class=\"row_heading level0 row49\" >Romania</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row49_col0\" class=\"data row49 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row50\" class=\"row_heading level0 row50\" >North Macedonia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row50_col0\" class=\"data row50 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row51\" class=\"row_heading level0 row51\" >Pakistan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row51_col0\" class=\"data row51 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row52\" class=\"row_heading level0 row52\" >Greece</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row52_col0\" class=\"data row52 col0\" >26</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row53\" class=\"row_heading level0 row53\" >Estonia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row53_col0\" class=\"data row53 col0\" >25</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row54\" class=\"row_heading level0 row54\" >San Marino</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row54_col0\" class=\"data row54 col0\" >25</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row55\" class=\"row_heading level0 row55\" >Mexico</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row55_col0\" class=\"data row55 col0\" >25</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row56\" class=\"row_heading level0 row56\" >New Zealand</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row56_col0\" class=\"data row56 col0\" >24</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row57\" class=\"row_heading level0 row57\" >Iceland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row57_col0\" class=\"data row57 col0\" >24</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row58\" class=\"row_heading level0 row58\" >Belarus</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row58_col0\" class=\"data row58 col0\" >24</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row59\" class=\"row_heading level0 row59\" >Lithuania</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row59_col0\" class=\"data row59 col0\" >24</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row60\" class=\"row_heading level0 row60\" >Nigeria</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row60_col0\" class=\"data row60 col0\" >24</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row61\" class=\"row_heading level0 row61\" >Monaco</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row61_col0\" class=\"data row61 col0\" >23</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row62\" class=\"row_heading level0 row62\" >Qatar</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row62_col0\" class=\"data row62 col0\" >23</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row63\" class=\"row_heading level0 row63\" >Ireland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row63_col0\" class=\"data row63 col0\" >23</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row64\" class=\"row_heading level0 row64\" >Luxembourg</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row64_col0\" class=\"data row64 col0\" >23</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row65\" class=\"row_heading level0 row65\" >Ecuador</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row65_col0\" class=\"data row65 col0\" >22</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row66\" class=\"row_heading level0 row66\" >Dominican Republic</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row66_col0\" class=\"data row66 col0\" >22</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row67\" class=\"row_heading level0 row67\" >Azerbaijan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row67_col0\" class=\"data row67 col0\" >22</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row68\" class=\"row_heading level0 row68\" >Armenia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row68_col0\" class=\"data row68 col0\" >22</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row69\" class=\"row_heading level0 row69\" >Morocco</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row69_col0\" class=\"data row69 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row70\" class=\"row_heading level0 row70\" >Saudi Arabia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row70_col0\" class=\"data row70 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row71\" class=\"row_heading level0 row71\" >Portugal</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row71_col0\" class=\"data row71 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row72\" class=\"row_heading level0 row72\" >Indonesia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row72_col0\" class=\"data row72 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row73\" class=\"row_heading level0 row73\" >Latvia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row73_col0\" class=\"data row73 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row74\" class=\"row_heading level0 row74\" >Senegal</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row74_col0\" class=\"data row74 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row75\" class=\"row_heading level0 row75\" >Andorra</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row75_col0\" class=\"data row75 col0\" >21</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row76\" class=\"row_heading level0 row76\" >Argentina</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row76_col0\" class=\"data row76 col0\" >20</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row77\" class=\"row_heading level0 row77\" >Jordan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row77_col0\" class=\"data row77 col0\" >20</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row78\" class=\"row_heading level0 row78\" >Ukraine</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row78_col0\" class=\"data row78 col0\" >20</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row79\" class=\"row_heading level0 row79\" >Chile</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row79_col0\" class=\"data row79 col0\" >20</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row80\" class=\"row_heading level0 row80\" >Poland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row80_col0\" class=\"data row80 col0\" >19</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row81\" class=\"row_heading level0 row81\" >Hungary</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row81_col0\" class=\"data row81 col0\" >19</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row82\" class=\"row_heading level0 row82\" >Tunisia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row82_col0\" class=\"data row82 col0\" >19</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row83\" class=\"row_heading level0 row83\" >Liechtenstein</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row83_col0\" class=\"data row83 col0\" >19</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row84\" class=\"row_heading level0 row84\" >South Africa</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row84_col0\" class=\"data row84 col0\" >18</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row85\" class=\"row_heading level0 row85\" >Colombia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row85_col0\" class=\"data row85 col0\" >18</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row86\" class=\"row_heading level0 row86\" >Slovenia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row86_col0\" class=\"data row86 col0\" >18</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row87\" class=\"row_heading level0 row87\" >Bosnia and Herzegovina</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row87_col0\" class=\"data row87 col0\" >18</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row88\" class=\"row_heading level0 row88\" >Slovakia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row88_col0\" class=\"data row88 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row89\" class=\"row_heading level0 row89\" >Bhutan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row89_col0\" class=\"data row89 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row90\" class=\"row_heading level0 row90\" >Serbia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row90_col0\" class=\"data row90 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row91\" class=\"row_heading level0 row91\" >Peru</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row91_col0\" class=\"data row91 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row92\" class=\"row_heading level0 row92\" >Togo</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row92_col0\" class=\"data row92 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row93\" class=\"row_heading level0 row93\" >Cameroon</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row93_col0\" class=\"data row93 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row94\" class=\"row_heading level0 row94\" >Costa Rica</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row94_col0\" class=\"data row94 col0\" >17</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row95\" class=\"row_heading level0 row95\" >Martinique</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row95_col0\" class=\"data row95 col0\" >16</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row96\" class=\"row_heading level0 row96\" >Malta</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row96_col0\" class=\"data row96 col0\" >16</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row97\" class=\"row_heading level0 row97\" >Bulgaria</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row97_col0\" class=\"data row97 col0\" >15</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row98\" class=\"row_heading level0 row98\" >Paraguay</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row98_col0\" class=\"data row98 col0\" >15</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row99\" class=\"row_heading level0 row99\" >Maldives</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row99_col0\" class=\"data row99 col0\" >15</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row100\" class=\"row_heading level0 row100\" >Bangladesh</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row100_col0\" class=\"data row100 col0\" >15</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row101\" class=\"row_heading level0 row101\" >French Guiana</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row101_col0\" class=\"data row101 col0\" >15</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row102\" class=\"row_heading level0 row102\" >Albania</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row102_col0\" class=\"data row102 col0\" >14</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row103\" class=\"row_heading level0 row103\" >Cyprus</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row103_col0\" class=\"data row103 col0\" >14</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row104\" class=\"row_heading level0 row104\" >Moldova</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row104_col0\" class=\"data row104 col0\" >14</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row105\" class=\"row_heading level0 row105\" >Brunei</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row105_col0\" class=\"data row105 col0\" >14</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row106\" class=\"row_heading level0 row106\" >Holy See</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row106_col0\" class=\"data row106 col0\" >13</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row107\" class=\"row_heading level0 row107\" >Mongolia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row107_col0\" class=\"data row107 col0\" >13</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row108\" class=\"row_heading level0 row108\" >Burkina Faso</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row108_col0\" class=\"data row108 col0\" >13</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row109\" class=\"row_heading level0 row109\" >Panama</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row109_col0\" class=\"data row109 col0\" >13</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row110\" class=\"row_heading level0 row110\" >Cruise Ship</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row110_col0\" class=\"data row110 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row111\" class=\"row_heading level0 row111\" >Taiwan*</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row111_col0\" class=\"data row111 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row112\" class=\"row_heading level0 row112\" >Czechia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row112_col0\" class=\"data row112 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row113\" class=\"row_heading level0 row113\" >Reunion</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row113_col0\" class=\"data row113 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row114\" class=\"row_heading level0 row114\" >Bolivia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row114_col0\" class=\"data row114 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row115\" class=\"row_heading level0 row115\" >Congo (Kinshasa)</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row115_col0\" class=\"data row115 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row116\" class=\"row_heading level0 row116\" >Turkey</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row116_col0\" class=\"data row116 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row117\" class=\"row_heading level0 row117\" >Jamaica</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row117_col0\" class=\"data row117 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row118\" class=\"row_heading level0 row118\" >Honduras</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row118_col0\" class=\"data row118 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row119\" class=\"row_heading level0 row119\" >Korea, South</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row119_col0\" class=\"data row119 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row120\" class=\"row_heading level0 row120\" >Cote d'Ivoire</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row120_col0\" class=\"data row120 col0\" >12</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row121\" class=\"row_heading level0 row121\" >Guyana</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row121_col0\" class=\"data row121 col0\" >11</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row122\" class=\"row_heading level0 row122\" >Cuba</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row122_col0\" class=\"data row122 col0\" >11</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row123\" class=\"row_heading level0 row123\" >Kenya</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row123_col0\" class=\"data row123 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row124\" class=\"row_heading level0 row124\" >Antigua and Barbuda</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row124_col0\" class=\"data row124 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row125\" class=\"row_heading level0 row125\" >Czech Republic</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row125_col0\" class=\"data row125 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row126\" class=\"row_heading level0 row126\" >Guinea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row126_col0\" class=\"data row126 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row127\" class=\"row_heading level0 row127\" >Kazakhstan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row127_col0\" class=\"data row127 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row128\" class=\"row_heading level0 row128\" >Ethiopia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row128_col0\" class=\"data row128 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row129\" class=\"row_heading level0 row129\" >Sudan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row129_col0\" class=\"data row129 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row130\" class=\"row_heading level0 row130\" >Guadeloupe</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row130_col0\" class=\"data row130 col0\" >10</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row131\" class=\"row_heading level0 row131\" >Guernsey</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row131_col0\" class=\"data row131 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row132\" class=\"row_heading level0 row132\" >Mauritania</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row132_col0\" class=\"data row132 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row133\" class=\"row_heading level0 row133\" >Suriname</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row133_col0\" class=\"data row133 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row134\" class=\"row_heading level0 row134\" >Rwanda</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row134_col0\" class=\"data row134 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row135\" class=\"row_heading level0 row135\" >Jersey</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row135_col0\" class=\"data row135 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row136\" class=\"row_heading level0 row136\" >Saint Vincent and the Grenadines</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row136_col0\" class=\"data row136 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row137\" class=\"row_heading level0 row137\" >Eswatini</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row137_col0\" class=\"data row137 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row138\" class=\"row_heading level0 row138\" >Namibia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row138_col0\" class=\"data row138 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row139\" class=\"row_heading level0 row139\" >Ghana</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row139_col0\" class=\"data row139 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row140\" class=\"row_heading level0 row140\" >Venezuela</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row140_col0\" class=\"data row140 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row141\" class=\"row_heading level0 row141\" >Seychelles</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row141_col0\" class=\"data row141 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row142\" class=\"row_heading level0 row142\" >Saint Lucia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row142_col0\" class=\"data row142 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row143\" class=\"row_heading level0 row143\" >Uruguay</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row143_col0\" class=\"data row143 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row144\" class=\"row_heading level0 row144\" >Gabon</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row144_col0\" class=\"data row144 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row145\" class=\"row_heading level0 row145\" >Guatemala</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row145_col0\" class=\"data row145 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row146\" class=\"row_heading level0 row146\" >Trinidad and Tobago</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row146_col0\" class=\"data row146 col0\" >9</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row147\" class=\"row_heading level0 row147\" >Congo (Brazzaville)</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row147_col0\" class=\"data row147 col0\" >8</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row148\" class=\"row_heading level0 row148\" >Kosovo</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row148_col0\" class=\"data row148 col0\" >8</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row149\" class=\"row_heading level0 row149\" >Central African Republic</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row149_col0\" class=\"data row149 col0\" >8</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row150\" class=\"row_heading level0 row150\" >Equatorial Guinea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row150_col0\" class=\"data row150 col0\" >8</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row151\" class=\"row_heading level0 row151\" >Uzbekistan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row151_col0\" class=\"data row151 col0\" >8</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row152\" class=\"row_heading level0 row152\" >Somalia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row152_col0\" class=\"data row152 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row153\" class=\"row_heading level0 row153\" >Gibraltar</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row153_col0\" class=\"data row153 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row154\" class=\"row_heading level0 row154\" >The Bahamas</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row154_col0\" class=\"data row154 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row155\" class=\"row_heading level0 row155\" >Greenland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row155_col0\" class=\"data row155 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row156\" class=\"row_heading level0 row156\" >Republic of the Congo</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row156_col0\" class=\"data row156 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row157\" class=\"row_heading level0 row157\" >Tanzania</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row157_col0\" class=\"data row157 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row158\" class=\"row_heading level0 row158\" >Saint Barthelemy</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row158_col0\" class=\"data row158 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row159\" class=\"row_heading level0 row159\" >Mayotte</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row159_col0\" class=\"data row159 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row160\" class=\"row_heading level0 row160\" >Guam</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row160_col0\" class=\"data row160 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row161\" class=\"row_heading level0 row161\" >occupied Palestinian territory</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row161_col0\" class=\"data row161 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row162\" class=\"row_heading level0 row162\" >Faroe Islands</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row162_col0\" class=\"data row162 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row163\" class=\"row_heading level0 row163\" >Liberia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row163_col0\" class=\"data row163 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row164\" class=\"row_heading level0 row164\" >Aruba</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row164_col0\" class=\"data row164 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row165\" class=\"row_heading level0 row165\" >Puerto Rico</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row165_col0\" class=\"data row165 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row166\" class=\"row_heading level0 row166\" >Benin</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row166_col0\" class=\"data row166 col0\" >7</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row167\" class=\"row_heading level0 row167\" >The Gambia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row167_col0\" class=\"data row167 col0\" >6</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row168\" class=\"row_heading level0 row168\" >Barbados</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row168_col0\" class=\"data row168 col0\" >6</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row169\" class=\"row_heading level0 row169\" >Montenegro</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row169_col0\" class=\"data row169 col0\" >6</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row170\" class=\"row_heading level0 row170\" >Zambia</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row170_col0\" class=\"data row170 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row171\" class=\"row_heading level0 row171\" >Mauritius</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row171_col0\" class=\"data row171 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row172\" class=\"row_heading level0 row172\" >Djibouti</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row172_col0\" class=\"data row172 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row173\" class=\"row_heading level0 row173\" >Palestine</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row173_col0\" class=\"data row173 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row174\" class=\"row_heading level0 row174\" >Kyrgyzstan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row174_col0\" class=\"data row174 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row175\" class=\"row_heading level0 row175\" >Gambia, The</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row175_col0\" class=\"data row175 col0\" >5</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row176\" class=\"row_heading level0 row176\" >Bahamas, The</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row176_col0\" class=\"data row176 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row177\" class=\"row_heading level0 row177\" >El Salvador</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row177_col0\" class=\"data row177 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row178\" class=\"row_heading level0 row178\" >Fiji</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row178_col0\" class=\"data row178 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row179\" class=\"row_heading level0 row179\" >Nicaragua</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row179_col0\" class=\"data row179 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row180\" class=\"row_heading level0 row180\" >Vatican City</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row180_col0\" class=\"data row180 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row181\" class=\"row_heading level0 row181\" >Chad</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row181_col0\" class=\"data row181 col0\" >4</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row182\" class=\"row_heading level0 row182\" >Madagascar</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row182_col0\" class=\"data row182 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row183\" class=\"row_heading level0 row183\" >Haiti</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row183_col0\" class=\"data row183 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row184\" class=\"row_heading level0 row184\" >Cayman Islands</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row184_col0\" class=\"data row184 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row185\" class=\"row_heading level0 row185\" >Niger</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row185_col0\" class=\"data row185 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row186\" class=\"row_heading level0 row186\" >Cabo Verde</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row186_col0\" class=\"data row186 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row187\" class=\"row_heading level0 row187\" >Angola</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row187_col0\" class=\"data row187 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row188\" class=\"row_heading level0 row188\" >Papua New Guinea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row188_col0\" class=\"data row188 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row189\" class=\"row_heading level0 row189\" >Zimbabwe</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row189_col0\" class=\"data row189 col0\" >3</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row190\" class=\"row_heading level0 row190\" >Eritrea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row190_col0\" class=\"data row190 col0\" >2</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row191\" class=\"row_heading level0 row191\" >Uganda</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row191_col0\" class=\"data row191 col0\" >2</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row192\" class=\"row_heading level0 row192\" >Cape Verde</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row192_col0\" class=\"data row192 col0\" >2</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row193\" class=\"row_heading level0 row193\" >East Timor</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row193_col0\" class=\"data row193 col0\" >2</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row194\" class=\"row_heading level0 row194\" >Curacao</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row194_col0\" class=\"data row194 col0\" >2</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row195\" class=\"row_heading level0 row195\" >Saint Martin</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row195_col0\" class=\"data row195 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row196\" class=\"row_heading level0 row196\" >North Ireland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row196_col0\" class=\"data row196 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row197\" class=\"row_heading level0 row197\" >Macao SAR</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row197_col0\" class=\"data row197 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row198\" class=\"row_heading level0 row198\" >Taipei and environs</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row198_col0\" class=\"data row198 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row199\" class=\"row_heading level0 row199\" >Republic of Moldova</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row199_col0\" class=\"data row199 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row200\" class=\"row_heading level0 row200\" >Syria</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row200_col0\" class=\"data row200 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row201\" class=\"row_heading level0 row201\" >Timor-Leste</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row201_col0\" class=\"data row201 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row202\" class=\"row_heading level0 row202\" >Viet Nam</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row202_col0\" class=\"data row202 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row203\" class=\"row_heading level0 row203\" >Russian Federation</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row203_col0\" class=\"data row203 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row204\" class=\"row_heading level0 row204\" >St. Martin</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row204_col0\" class=\"data row204 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row205\" class=\"row_heading level0 row205\" >Dominica</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row205_col0\" class=\"data row205 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row206\" class=\"row_heading level0 row206\" >Channel Islands</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row206_col0\" class=\"data row206 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row207\" class=\"row_heading level0 row207\" >Iran (Islamic Republic of)</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row207_col0\" class=\"data row207 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row208\" class=\"row_heading level0 row208\" >Ivory Coast</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row208_col0\" class=\"data row208 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row209\" class=\"row_heading level0 row209\" >Republic of Korea</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row209_col0\" class=\"data row209 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row210\" class=\"row_heading level0 row210\" > Azerbaijan</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row210_col0\" class=\"data row210 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row211\" class=\"row_heading level0 row211\" >Grenada</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row211_col0\" class=\"data row211 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row212\" class=\"row_heading level0 row212\" >Hong Kong SAR</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row212_col0\" class=\"data row212 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row213\" class=\"row_heading level0 row213\" >Republic of Ireland</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row213_col0\" class=\"data row213 col0\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002level0_row214\" class=\"row_heading level0 row214\" >Mozambique</th>\n",
              "                        <td id=\"T_59e45280_6ddb_11ea_b6ea_0242ac1c0002row214_col0\" class=\"data row214 col0\" >1</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f1225be92b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 74
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IfWjngUZ0FT3",
        "colab_type": "code",
        "outputId": "f5189e40-906b-4447-9e5f-c1fea7aeb61a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "corona_chan['Country/Region'].replace({'Mainland China':'China'},inplace=True)\n",
        "last_updated['Country/Region'].replace({'Mainland China':'China'},inplace=True)"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/pandas/core/generic.py:6786: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self._update_inplace(new_data)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FxcS-H6v0FT6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "zeroConfirmed = corona_chan[corona_chan['Confirmed'] == 0]\n",
        "corona_chan = corona_chan[corona_chan['Confirmed'] != 0]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DFrXtRe00FT9",
        "colab_type": "code",
        "outputId": "b200e05f-8e8f-4f22-8f16-7beab176f952",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "corona_chan.head()"
      ],
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>Last Update</th>\n",
              "      <th>Confirmed</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Recovered</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Date</th>\n",
              "      <th>Day</th>\n",
              "      <th>Month</th>\n",
              "      <th>Week</th>\n",
              "      <th>WeekDay</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Hubei</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>67786.0</td>\n",
              "      <td>3062.0</td>\n",
              "      <td>51553.0</td>\n",
              "      <td>30.9756</td>\n",
              "      <td>112.2707</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Guangdong</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>1356.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1296.0</td>\n",
              "      <td>23.3417</td>\n",
              "      <td>113.4244</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Henan</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-11 08:13:09</td>\n",
              "      <td>1273.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1249.0</td>\n",
              "      <td>33.8820</td>\n",
              "      <td>113.6140</td>\n",
              "      <td>2020-03-11 08:13:09</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Zhejiang</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-12 01:33:02</td>\n",
              "      <td>1215.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1197.0</td>\n",
              "      <td>29.1832</td>\n",
              "      <td>120.0934</td>\n",
              "      <td>2020-03-12 01:33:02</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Hunan</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>1018.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1005.0</td>\n",
              "      <td>27.6104</td>\n",
              "      <td>111.7088</td>\n",
              "      <td>2020-03-13 11:09:03</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Province/State Country/Region         Last Update  ...  Month  Week  WeekDay\n",
              "0          Hubei          China 2020-03-13 11:09:03  ...      3    11        4\n",
              "1      Guangdong          China 2020-03-13 11:09:03  ...      3    11        4\n",
              "2          Henan          China 2020-03-11 08:13:09  ...      3    11        2\n",
              "3       Zhejiang          China 2020-03-12 01:33:02  ...      3    11        3\n",
              "4          Hunan          China 2020-03-13 11:09:03  ...      3    11        4\n",
              "\n",
              "[5 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KBoCStsH0FUA",
        "colab_type": "code",
        "outputId": "b57693e4-ab9c-4e74-fa2b-6b3eb21df423",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "corona_chan[corona_chan['Date'] != corona_chan['Last Update']]['Country/Region'].value_counts()"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Series([], Name: Country/Region, dtype: int64)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XnHy-6mu0FUF",
        "colab_type": "code",
        "outputId": "e65031f0-41b3-4dc9-efb9-87f0356e53ca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "corona_chan['Last Update'].max()"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2020-03-22 23:43:03')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tUA5acC20FUJ",
        "colab_type": "code",
        "outputId": "cfbb1d14-b22c-412e-fd0a-c0bff8a25492",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        }
      },
      "source": [
        "# missing values\n",
        "corona_chan.isnull().sum()"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Province/State    3383\n",
              "Country/Region       0\n",
              "Last Update          0\n",
              "Confirmed           19\n",
              "Deaths             441\n",
              "Recovered          388\n",
              "Latitude          2798\n",
              "Longitude         2798\n",
              "Date                 0\n",
              "Day                  0\n",
              "Month                0\n",
              "Week                 0\n",
              "WeekDay              0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 80
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wdF7gN0O0FUM",
        "colab_type": "code",
        "outputId": "9ebd6fad-0aff-4ac3-bbae-e1ec114449eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "confirmedCase = int(last_updated['Confirmed'].sum())\n",
        "deathCase = int(last_updated['Deaths'].sum())\n",
        "recoveredCase = int(last_updated['Recovered'].sum())\n",
        "print(\"Confirmed cases globally \" + str(confirmedCase))\n",
        "print(\"Recovered case globally \" + str(recoveredCase))\n",
        "print(\"Death case globally \" + str(deathCase))"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Confirmed cases globally 329053\n",
            "Recovered case globally 92669\n",
            "Death case globally 14554\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "guwDEdw00FUP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Seperate China from others\n",
        "others = corona_chan[corona_chan['Country/Region']!='China']\n",
        "last_updated_others = last_updated[last_updated['Country/Region']!='China']\n",
        "china = corona_chan[corona_chan['Country/Region']=='China']\n",
        "last_updated_china = last_updated[last_updated['Country/Region']=='China']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fb1Mzxqc4-HO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "0252d31d-ab46-4bad-96f5-9074ad5eaece"
      },
      "source": [
        "last_updated_others.head()"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>Last Update</th>\n",
              "      <th>Confirmed</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Recovered</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Date</th>\n",
              "      <th>Day</th>\n",
              "      <th>Month</th>\n",
              "      <th>Week</th>\n",
              "      <th>WeekDay</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6427</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Italy</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>59138.0</td>\n",
              "      <td>5476.0</td>\n",
              "      <td>7024.0</td>\n",
              "      <td>41.8719</td>\n",
              "      <td>12.5674</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6428</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Spain</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>28768.0</td>\n",
              "      <td>1772.0</td>\n",
              "      <td>2575.0</td>\n",
              "      <td>40.4637</td>\n",
              "      <td>-3.7492</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6429</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Germany</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>24873.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>51.1657</td>\n",
              "      <td>10.4515</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6430</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iran</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>21638.0</td>\n",
              "      <td>1685.0</td>\n",
              "      <td>7931.0</td>\n",
              "      <td>32.4279</td>\n",
              "      <td>53.6880</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6431</th>\n",
              "      <td>France</td>\n",
              "      <td>France</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>16018.0</td>\n",
              "      <td>674.0</td>\n",
              "      <td>2200.0</td>\n",
              "      <td>46.2276</td>\n",
              "      <td>2.2137</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Province/State Country/Region         Last Update  ...  Month  Week  WeekDay\n",
              "6427            NaN          Italy 2020-03-22 18:13:20  ...      3    12        6\n",
              "6428            NaN          Spain 2020-03-22 23:13:18  ...      3    12        6\n",
              "6429            NaN        Germany 2020-03-22 23:43:02  ...      3    12        6\n",
              "6430            NaN           Iran 2020-03-22 14:13:06  ...      3    12        6\n",
              "6431         France         France 2020-03-22 23:43:02  ...      3    12        6\n",
              "\n",
              "[5 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NFcn3b0T0FUU",
        "colab_type": "code",
        "outputId": "657411ff-32f8-40c4-fdc1-cdde544945ad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "plt.title('Number of Province/State were affected in Each Country other than China')\n",
        "plt.xticks(rotation=90)\n",
        "prv_lst = last_updated_others.groupby(['Country/Region'])['Province/State'].nunique().sort_values(ascending=False)\n",
        "prv_lst.plot(kind='bar')\n",
        "plt.tight_layout()"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JkiT1ngEMSZIkSZLUewYwJEmSJElS79kGxizYRoYkSZIkSSvGEtXAiIjHRcRF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\nU+8vM5DJBCk0c9Ew1y9LxlTOQOamMepQzFiDFN6XzOR77o4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238nmNxcp2xxIYTwJKUgn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ywyQJwCfc+nVjZLEv39OxSyhIQcihYONyAP6RTkjYZmnAYm2lZaxI9rhCjJ1VZG430QuMYajoxu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\nzMzMzMzMzGziOYBhZmZmZmZmZhPv/wNyhPx5lK4bDwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B5b-WDtc8bbB",
        "colab_type": "text"
      },
      "source": [
        "To be noted: Majority of the countries do not have their Province/State updated"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dO4TuxvB0FUY",
        "colab_type": "code",
        "outputId": "eecfbb46-d0e6-4c8f-e54f-4004ab617fb1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        }
      },
      "source": [
        "prv_lst.tail()"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country/Region\n",
              "Panama         0\n",
              "Paraguay       0\n",
              "Peru           0\n",
              "Philippines    0\n",
              "Afghanistan    0\n",
              "Name: Province/State, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JQDDq9DI0FUd",
        "colab_type": "code",
        "outputId": "bc3689e3-6be5-40eb-ee10-f707cc80a887",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        }
      },
      "source": [
        "top5 = last_updated_others.groupby(['Country/Region']).sum().nlargest(5,['Confirmed'])[displayed_cols]\n",
        "top5\n",
        "print(\"Top 5 Countries were affected most\")\n",
        "print(top5)"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 Countries were affected most\n",
            "                Confirmed  Deaths  Recovered\n",
            "Country/Region                              \n",
            "Italy             59138.0  5476.0     7024.0\n",
            "US                33193.0   417.0      178.0\n",
            "Spain             28768.0  1772.0     2575.0\n",
            "Germany           24873.0    94.0      266.0\n",
            "Iran              21638.0  1685.0     7931.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V6s-Zmq-0FUh",
        "colab_type": "code",
        "outputId": "3d68db75-214d-4a3e-ab6e-f5f8cc4b7c30",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 440
        }
      },
      "source": [
        "plt.figure(figsize=(12,6))\n",
        "plt.xticks(rotation=90)\n",
        "plt.title(\"Top most 5 countries were affected by Coronavirus apart from China\")\n",
        "sns.barplot(x=top5.index,y='Confirmed',data=top5)\n",
        "plt.show()"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4aZ7L1N+SSWp7ZT5ZVYum6ytpem0P4f2r6sXTdtYakeQI4KKqetOoa5HUnS5HkqRetGEp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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DVj_LXe70FUj",
        "colab_type": "code",
        "outputId": "f73b5a10-bdc1-4d47-ca53-7de5510936de",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "plt.title('Countries which has Confirmed cases')\n",
        "plt.xticks(rotation=90)\n",
        "sns.barplot(x='Country/Region',y='Confirmed',data=last_updated)\n",
        "plt.tight_layout()"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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E3F7fV6/pERHHRMS0iLghIjZrjGefOvztEbFPI/35dfzTatkY5vxIkiRJkqTxsSiuwHhl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\nhjMe/gwhIP9ZOX4dktVXuQyUS6FxtNJT0evhaUTiaWbP9wp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KIQHqMBkz+zfyPK5gipNL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vvFwI8n7NO7kd5xS2yvjOTnM9Ci7qPom1wezaMH9+o/o9BmPvfMh8ID+udsipBauyPHTf/41chT\nm76LbyOD+T5IXh8Yv6vzZzFwr8nr/JTe45N478ch7oMFEHngnWhxM2n9i5FR62SEMNoKoTRbddZD\nc+HJyFB+PXKe3IMQWbV6t2T/n4L00enx2x+hCKGb56/Nzs+/8eVLv+x+5iN0SeR8S9/GUXH8lHjX\n6xDzS6W/yyKnCGjeuBehS+bNzrmfTtY8juagNA/dhwyTLxh4np8GXl85diFCKV8b93kgyiAy+Iwn\nePcvQIS830O65Xm951/Us/6Xx/NuKIzw9ujTbYgXIh3ftnd+mlN/VRgnYzrHE+zLNODN2fa3CueM\nrVkQMtd4AuvGQhu5DNu0d2yNeDe3x+8qlEJ2orafTiEk/2vFJ4A6V8qPUFzVHWZ2ko9Caf4TpZqy\nz9qs2KkUMzS4rMMHIIvyKkipmBuRSW7o8jC3UiOWUtEl6+F9aAL+InCkj5P2VCG8E5QxWLE3EDJm\ndod3cZ+tcg8dO/O6jLIzP6ky6ZgyESNNZ9SrdzKC3j3sXVrEOcJz0n9mKUZ2IfSurkYe+9ehSWEv\nJihmdqG7b2TjmTKSZz4PaxiDYnqF+Tpr/7PAIR5e3PDWf8Dd9yeytiA0zQk+Hp9bgngeioxjZ5vi\n0n9Ax2Y+UfGOTR+CTb9XLjCzg5Gi0Ickp5jq8xmPqT4YKSTfiyp7mMJkPsZkZVV3f2G2PcvMHnb3\nd0T7R6FvYDnvUktOUoZCZlrlNBMa4iGUznNJRnlk+uVQ2mmvl0YIqWIaSBuFbhfhltGHDzMeaz+U\nOepyq2dGqWUZOZMBHiUvxC33S0OutkIY92EcOrxvtDMjtt9eup4LIfAGZOh6PM49BikaH6PBXWMK\nTdkBvaczyLiLCnJi6hARTlDxtj8c/SplyJoKq2jJ9Wj7eciwMp3RUNqzEFrk53HeqxFScSYyPjxG\nBS5OO0XuICeHCyWT77reKySRFvwwSD4flR/z8cxqVYh7pe0SlHiqeV3Cz4xzP+kRe+3KipbaeCny\n0i/P6Nw0xP4P5TSO/zSFD/TRko54WM7N9h2GvMwXAeeb2Zohcw+kkXLZ2gia3aLuJVH3tybUTM4V\nlnMOOaPZI04z8VokRMELkFd+VWtk9XAhhFso4RGeLIQ+dB8OhUrfwFhmL9oZstK7/Rjj38457r6X\njSJwuwcyHE79QheXy47oW/4okhmfs8nSWpZ4zHaKPhf1XbRA+xjlDHYX2zAEHqTPHkSnS11Ax31T\nzYIVHb/DxOGwsrvPjDkpkTEfiBCly5rZ95BBP+nJiyN95e8ICXWvN8hPkTHojdaFWs+DjAn3mAaP\nu/tC8f9Y6Hjc90VeCY3O5LkBHzOzR5DxI19XlDL97d56xmZ26NCYCv1tNnruX0djPSERq3rW/wvl\nAyg0Og+9zDmp+hkVX4vGYjNEy0QAvTvtlOkjxUU6/GECVeNBjt8r/Qw/6wAPububWWtsNcuADLvP\nhVRaOM69L+5vovJ/Boz/XFkMDbwxRu5GnVxbmYjJ9wmWaso+lLmhyIqdldc0jm2FLNZXArj7XWa2\neBg2dqCRGjGEV+257IAm0P8C3mXKiHG+BwzWA4ZoE8Jhe6XKz2BleNtzJmzXXPHOm5vYmZNC/VRL\nc0yZ2beQwnIDo3HvJyOP6SuR9xa0KDjTG5lEzGwbjxATU1jMpbVzC2XH6FuJPOoy72IcAS50wej+\nahFLb710Ytm9JgPS6/IFvItM6fXI2zG0OC6RkporpOmjJmj3DsBcphCAU9z9iKEbrizC/oGU2g/Q\nkcvmKXfnNZE3pZjqvdGzW56OT6e1YJykXGlm66WFhcmolo+fx8zszidovICnoAy4YP+HIKK8x8zs\nn7TJpZppr8Mw9zPqaSBzUte76WJ8/0z3fX8PyajNkPdmpzg+VN6HFjSJeO8CtLgFGQt+DKxkSg2Z\nZxlp8iiF8rgj8sx+ykS8+yykpO5AW64eUOusu58eCuUZZpZDhzf2Djq8dlZlKnMUHaHwonRM5rls\nK3HX3BZK+Y3IMLhvX7mexFjD6DtMEPctAczsO+7+tmjrvLQP8YD0v82xbBVIcfwGWvznsdrfdvcp\nAmB3P9PMPu/uu8Y4s4IsSXwgrfm2yckB/D7kkJtCJvakQdwb39A8aOFbKjmnxBMlZS6R9hry4u6L\n7iOVGmn29xA6qkRg1yxeMGab2R/pMk+UyhcYlcV/Q3N52r8pw+ST3ybCv2L7N+hbO5oyofZshOJY\n3yPzTKN8Fs1Tb0BOn2OJOZOyYWVSJf48G+XJWhn4oXW8NhfGX7POkJPKkURmr7jutfH9vm7gmrV3\nu0T8rY3JoTJXjP03Al9x939bR1jaTGuJQljGeMyyUtR3TSEPNWPcHxBXylsoQOBTG14gYc3K25CM\nfz+a65elI8dMoRG5I3AuOkfgmaZwgvXQuN8zLYa9C6l+AdLTZ5nZHO6+TOwvhRB/37MQ4lKJxepP\niaQCvVLiccHdT55Qnj9iCg36rZm9HyHb/kb7GS8T+1pj6rlJV0rFzF7jMkJviXTBpGctQvdN/G+X\nm+lCaqe6Vvk/386JyY9DIVqfzs77EZJJrZTppVIlDo1/d0GpspMB7X60BlsArY2Kxcw27Mu/0r5K\nOQk58XM+wBMZ5Saqlv8zYPznSouRu1a88v9/qnyAcWU6EWdWWbGnOtS2Dv8rhF1S1hZAQnhTRmPO\np1iKbQIrundZC56PJtK9kJc0eeWqjM8TPI8DG8dmMk4AVYqHnirWxSD32ZkfQ+mcnmoZGlPr+ain\nPS/z+ijx0AMmBAZQ9T5Pz85/1MazC7TKKYgIDxtHEy2Wn+hlNuIh4rA5LEv9aoplnifa6y+OH2R0\ncdwkJXVxf1xsYm5/JYr9GzRgIJTAnWiSsai3EpqIv+Xum/QrmIhz7/MOvfE4cIyZrYaU3LRoqy0Y\nJylrxf0kL8pyuvSUN/ifdGS3E8d0Mm50yYnsisXMPuzuh8TmKzwy87j7g2a2H3WjzKKNZpMs6KeB\n/H/aO+8wWapqfb/fOSDIOSAiCCpJkCCSgxKVoF4xXUEQEEQBFRUERH8oXhXQq6BcVIKCGEmiIkFE\nQDIcsoecVZKoBAnKERAF1u+PtWu6uqe6qrp7ZqrnzHqfZ57prrg7Ve299lrfl7kBYfXqQV9mrge0\ndxoEXyrPYCglfQe/SYEzirVcRlbC39u8Q0k3lfCM7+Lfh83xGcR/4uKA65CsFbtcV6fjZXYr0wXz\nma9d8EHSlXgq579y68ucozIx2ovTa3ojrftVpg3x93RtfggP/D6Lp4euAXwtXUtKtZ06zj8dT5v9\nVpdNXlew/UinxyrcKoDnzOzogvM+KOmztFvVPpyO/wJwf8m1pDB4ldYVBc/NWtozH8MzB16Fd+zP\no13grYjZFHRgNdpZrSdRZmt3ZirK+Dlc1aLZfzOzvABibVQczDYryYaUW5e3vQw8GHm5md2bllWJ\nT5Zl0HQGCj6Bl+m8IOko2p3QRmFmv0mD8/PwbMetcr/9osBK3f7g5/CBxy24Fsa8eNCnyIYzC+Rk\nFDl7PWfVzg3dPtvse7OmmR2eX5HuraVZUXgg5T48s+gyuebIkwCWsxVVy9ZyF/x3uqbcFagQ8wmf\nbv3d/O+nMxj3HzPbUO1C3r+xpJtXds7EVnhZwI74ILpIA6RoIjDTsbjQXAtqxOkrWya3n94EvxYv\njM9w50XPZ+ceP4cHL+oMKKG7qcBCeN/hrbll2YRZW/vyO+WWFWXI7GSe8VL4HtO69n40vY9FHCKp\nUwPtZXJHk50s6cWQsmTlWRCjHALHgafwzJuLaV3z85Oinb9xS6/1N2lyolCYHM+sPqKP9hQKh6br\nV8ZPUrsexbWWsmtnoT1x4khS379i2QhpfPc64CVqz7RciB7cYiKAMUaYl00sQ4fIU8Vua5R0BOoO\nKkaQp/b91ZL9nZld160zTUk0NXe8rtFh4BeSvgcsLBeS2hWP6C9Ed2vEyii6pFPxTu/d+EzvB2jP\nBOgpHTZPxWdUlN5WZa+bpbl3zn6eQcuOsG+sWgD2KkmrmNntBeueUm7GRa4Mn79BF80+b9rxHexl\nkFuWTVRHjbirnViuvReqJTy2C60b0kj6e0dnLJs9LkvxHCFF8c9Lf3V4t7WneB8rn9H5rKTPy90I\nDiAnfoinJ3fNLEhPiwaMn6vZJvBUxK5YDx7oHfuNBF3kszSPmXVPiU9sj89+QUHKpFzkrCi19zdd\nvjMfBq6TdDxeH19mA9k1TdrM/pfW4PtB+czoX0mB0S7HKkutx7y0rtNlYUVJ/8BrSKsstt9gZmtL\nuiEd7wl5+vHWlFjOWkW5mdrTe4tSh7s5R706Hf9keTp6lqXxWfx9h1a6/xdopft/npYQWF+k17QD\nHlDOv5b90/E775f/pkvQMX1HM4vI7Lv4a0mfwANe+YDp+/Hf7Bn4e3ZFWjYd17d4jC7XkrLgFe3B\nc+GDj+1zbXyU1ox8Xeo6q9W6/o00zn8zZRk/R3XbN8cB8jKrC2m9v6ua2ZcLfiNAW9+jKJhddZ2Z\nWbBsGdzm8EAz+xkVlsuUZ9DkAwW749//LFPkQknvBU7rvB6qfSYcPOh7N7CnJMwduKoCK6NQsp80\nt/j8fuqDLYZ/t75rZt1sO/MUOXs9qGrnhqLPNv/5fRAPxuX5UMGyNtKgLD8wu18uupi95m62lm+i\nmsL+LuV98PlTu7qlwG+AuzadjJcWtUeg/Bq2jKQXWXfR+aKJQKXXumi6tmbHXYjWAPht+O/48Ky/\n33HuopLWunQtHe+2g1wkdkZZm60kQ6bkPa7zPr7VzPaTC4Tfh98vH8LvQVdL+lTH72Gg8u4eOCP9\n5dmz7PuWXusLkl5iORerDg5X75bpWBd3OhULpC6DlwIdaGY/U3F53Y74JNtiancHWojqse9K+Nhj\nYdozLefgekO1mHIuJOOFuqhBd0Yjx7kNx+HRx9+b2XZyS9JDzeyY3DZnmdk7VayObZarjZIrvK+F\ni7tkargjitvymYgRJWozOz8tn4HPeO2AR1mPJ1kj5o6dRdF3w6N7F+LiPkvi6fI74bMw9wEHWkpz\nUonic433p+tnJC9V2RhPX7oInwU7xMxWKjne7yynUt2xri8Hl7RvWX34yIAj3bjPxC/WnQrW6+ED\nnczGcAncrmp22jdT7M5/nl1fT402X29ma3c+Ts/rqBEfi7uAFNmJZcfZEh98AZxvrTr1vLf9SPq7\nmW3DOCJXUP4WLauvbfDg2vrpt3M3njqedSY+gIuSFXW2kfRHM3tNevwKWgPGa83soRrtWci8hrBw\nEG4V6tclx12f7q4DO5vZuSX75hXU25Sv00B9QYpTexfHB5f/pnhw9ldaAdFOzZX8b+RSUpp0rh23\npmDGO/FO4FL4jMFCeDCkcGZN7S4eozDPWPsN3rHNUvY3Te1/NV7XfkKX3ZF0DR6I/V0KZCyGl5tk\n7e56XVWxW4tZDXeZdOx8jfE0PP3+UnK2ix2cw2gHhaxjaFZhRVuzTd/Cg+adKa/XSzrYkpJ/l30L\n3Srw62AWzOnErOV6NMPaNW7qtHcP4CRr1+nZwcy+m553ZjOchgfOv1Ew0M0a1C01PX/ezRhDZzW5\nAv8sYDdrZfzck703NY9xIi7qmS9vXNPcCaC075H9PjuOt0g/1690Lbwgfz8q2XZt/Pu+Kn7dXgzX\nWSp03FFKk0736xl4KdIz5K5BqnB0MS+7KnX16HLuK8jZT6b7zeb4pM/DdfqdKnb22hHvU3R1bujy\n2RquH/N+PDh3We5UC+IuTKVtUkkZqdptLb9jvZUOU6e/2yvy2fJMh2l1OnSY0jbH41piZ9J+Dcsc\n7D6Dl/28BZ+42BW/t62NB5D+Quta9SSuCzcqgCgvzdjBzE5Kz4tKoqnzGy65zz2M99c7NaN2lWfY\n7JPanA+oZIP1+7qdz6q1UUrfRyX3qRRU+6W5ZfXTZraAPBh7Ev573sPMnu7sn44n8gmIFdPTfEC7\nbJ9f4ffy82l/rXul9Qfjfcm7yf3+rEK7S54B9nFaE2qX4P2iwjblr50qdlf7Pd63/RhejpkxB89O\n+0NFe6YDnzWzr5VtV3qMCGCMDekG8nrgmlyHs+9B7IBtWdDc3utOPB3vadyS7d+dg4iK42TWlten\nLR5gjAAAIABJREFUL/EM3J6o0zJsUbrMxqrDGlGjo+iHm0fRrwfebGaPyz2ssxmTNXHl423S8U7H\nB8H5dNh1rCXqVvZ6un5GacB/Bx4R/Ao+U/INK0j7zh3vD2a2Qpd1I4PR8UJunbgvo206sxTQefFI\nJ3RcPJUsquTe6EfgN51fmtnyfbbleVrR+k47zawzl08TvM3MLpLbQ72Ad1hWwFObRwmH9diWLP39\nP5TPmFfeOCvOsxw+q7RBOs/VeHnFX/AAzVE22i74CWA/K84s2JZ24bfO9pZG2NUKTt7L6EHayOCs\nV+RZEpnQ2bG0C52dXHY9qQhsXY+LRG1Usv9AgzO17DbbrOjwm/Fr8N/OD61cAK3ouIvTHmB6JC3/\nLR7UeTi33fF4J/eyzoFZxzF3xNM818avjdsAXzSzUembBdfV/CzkyAy/JVvRGq8nv/9zeDr4CbR/\nj/K/pY1wS75ugYA64sdVbcqCQNl5s2vC5nK7tRvNS5F2wt+zw3PXvvyAZcQiMvc5zd85QJTPIq6N\nz6y32ZnSqsUuxFxHqcge/HY8AJPPZviMmS2T1t+DWysWXndtgJlUVaS4d7v+yXVStsc/4yzj5wfW\nZQavyzHusoLgfxpobVP0nc5tUxnM7gW1bFm7Cbd+FnjAzB5KHfPd8YH07XipyAn44OefHcedsIFQ\nJ+qYbFCyn5SLzn7Zkv1kzWPNwIN8T+Of+6fM7TtvAtYyL5MZmSQq+WyXwQO1B9OeMTgHLwcrvcbK\ns8uyzJsRXRozO0w1bC1VnCGXaVL9r40WhB8z1NJhOhQPgh+VlhdqE1nOUlbdJwI/aWZtAWS52OEe\neFbDmfggd0+So5ylgLWky2mVRL8Lz3iYZmZlZdydr6mzhOgwXPfl/eQEm81s79w+RW3+G+WZKlWZ\nxqXvo6RDcL2MZ/D+/cLAfWaW6avNg2tIbIVfa4+eiN+tPDv8OPzeI3yi5IOW7K5L9ssHPUfufdm9\nQCWW6RXH/QE+IZCfUHvezD5csk927SzqR2X278vk7rtt9sc12nStmfWfrW4TYCczFf7wQTG07Kzm\nYUDrm5rnfSlJkC37y63L7Jf2wy8cSwN/ScuOxAeubX8dx/4MXpd4D57WcxV+EbuEYtupt1W09VA8\navhZ/EueX5e3kPwOnnWRPb+x4/UegQcxrsPLOF7axGeEX5A/UrD8w8DPJ+Czv6pg2X65x4U2Tenx\nO/EB6ar4bPF1eGr9RP9unqCLlVj6y6y9Ov/m4FoSRcecF48Ovyn9HY4PHN6V/n5KsvXFSwZG/Y3V\n5wNsnHu+Ed6ZujL9hg5Lf5emba/As38uTn8X5f8m+rPJtTv/+7ujY12pbSItK8g5eOcz+/yeSc+z\nz2YHfIZta2DrMWz7OSRdkvR8G1xI8UR8oHIGPvDt5Zjvwwf4x+HBiXvxQRnA7R3bKltW9V6lbVbG\nO6h74jNOM3po11r4Nfa+9P35ZJ/v2aKp3a8HXpFb/kG803wE42hFR7vN86fT4w9Am+3kzamNa+AZ\ne3uQrPNqnqPIMu56iu1Mb6WGbS8eDFNuv+l4B/RSXGguW35P7vE+6bd/H15qtdYYvo+1rIZL9p+B\nD1Z+jQenj8bTteuc+8d4J7to3eyKfW/HM6/uSp/zLfR5n8b1rC5Kj2/CZyBfjweYs7/rSdf89D79\nFQ9gfAUfAH8Vv5+s33HsrB8hfCLli+n5UsDrO7ZdAc/Uux3vT92T3tMzu/1VvK4/lqwrtZ/EM832\nx0uB3pLavyd+HfsVcAFeknMk3sc5HLiy5mc7Hbi4z8/q1gG/79/Agyerpb+v4gP4z+ID/dPxfuoj\nuJbLkmPwG5sPv2edgrtbfRF4VQ/7f71sGd4/ex8+8N45fVd/QoUdOnBd+n9L57IabXo38If0/bwX\nn2C6Lfd9zyzD56Vl+VnW7zwYL3k5Dr9W/y8D2Dh3afMiwPT0eAYFtp94NuQ9wJyxPHdJm64jZ42M\nZ2J0/Qzw7Mo9cs+vTe//Pfn3lBLL9Ir2jLpnFy3LrctfOy/By/yzftT6tKxq+7Y/Tr/Po/AJl7Wz\nv7qvKTIwxgh5be3f8YvMJ/HI/e1m1k2IZSzO+WG8DGNJ3P5yfXxQu3lan4+WvRn/oixhZgurS2qj\ndcz4dEaH8YtRv7OxZVH0BYD5zIWz7sRFey5L+92KpwB/jNas6Y+sRjpWx/mLPqPX4VHlQqxkll4V\nae5WI+1/ECR9F482/5pWLdz/WSsNumjGe0Pa38eeZ5/HkrGYxVJ7+vt0fOD3C3OXESTNNrN1O/b5\ne/od3Euf2QryFP+PMDrlNUuFXhO/ab8kHf9xPAJ/c1Fmgdy26gEzezDt/0EKyqhK2lP6PlpFBkfJ\ncUuzKPr5/FSc0pthNkBqb8d5itKkF7UkeJlmZ67t5TWkmcm3WGs2fzE81XKN9JtcmpbWx3tJN3Tg\nLOtwZMod81W448jN5plyL8cHtx8ys1eWtKVIr2Bkhr/GaykrD3oSH4gVZcXtaWYvLT7qYHSZbVsE\nV9s/0LwmN8sK/BIelP9hur5dQblewtfw2csT8cF5vlb7GFwI+A0FGTtrU50ufigedP1eWrQ7fi/4\nFxXZDGn2evv092K8U3iyVaThlqEaKe49HKst46fG9nfggcN7GV3eeAit7+ooNXx1SWG3Eu2eLrPv\ni+DBiJ3NXSWuM7NR6vYd2QXfwUUqD0zPs1T0N+ID9+Pw2fwXct/Bo0niu2b22vRenWftGRJFM+Kv\nBn6ED4CXoGXLvANeBjIi1FvQ5pOAS6xYV2pTM9uhZN9f4dfCq/Byy0x/aG9zB5QZ+HdWtMSaT7KU\nwVD22ab1F+JB6G41/N3aNVDmTdG9KPcZzcG1RfKZuzua2Vv6OVc6dl6H6WdWoMOkCqvuLm2+Of1O\nDsAH3aukc2yJl5y9JG03nS526OqjJDq37020lxD9Hi8pW808I/syvO/8EH7vXK5uH6FbpkqNNl3M\n6N/30tYqud3WkkB4ev5LKyghTr/N3c3skDrnHQTlyrPLluXWdSsLmwn8OLvuyvWoVscDZp2W6WXt\nuR4PhNydni+Hfz/mpfraWVRel7mrZZkYO+L3yc/hgZo6Yt0XFyw2q7ay9/0jgDE2pNSZ3Wgp9P7W\nWnZg43XOW/A05qvTF2hlfJZ967T+XZar30wdg/3MrFDdXNLHrUCZvWObkTRZSXeY2Wtz62qXpxQc\n93+At+Mdm6XxKJzJnT6OwwcB/8EvpFviKWL79HiO/GeUBWS+xuDpbWNag1yXLoPAd5vZy9L6Is2B\n39P+Pt5vuRTAiUbSnylwc8iwGrX0Gp3+Ph3vaO+R1t8BvMPM7knPXw2cnf/u9tn2K/H3sTPl9dSO\n7TKRxKfwG9RJXY5Xq4yqpD1FN4Ncs+rdFAqOW1YeNL+ZzdvPcdOxB7Hg6uU8M/AU2jmSHjCzpXLr\negrCqKM0MF1XbsqWyQX9Nk6rrwBOtZIbraR98Br4P+Izet/F9SWOx8vYullvZkHhvvUKVF4edIOZ\nZY4vnQO7yvJIeZnHgfigfh5aA51+S5nyNbmX4gGBXfHZm0fwGfa83d5BFNvLfggPNOeV+ufgM5vv\nx69HR+FidnsD65rZiOBmt054+h7sTk6nBw9WPK8aulC546+FD2xXN7MqMbRa9DtwGOB8XYMQ8qDx\nqFX4LHJfGj4F5zO8rPWp3DYH4t+TTuHWy9K5iyZPnsn9BhbGs1CWxgf2p6XvYjZIbgt6WU6XSy3N\nqVty14lsWVGAfdSyjvWVulIl++bb0HUQXLJ/aYBJFTX8Jce9HZ9YKQyM1GjXTXhG7LXp+Xr472+N\nLBDVsf2okq9eSNfeUh0mSeeRgsq0W3XfhwcBlsOzkjMWBK4ws51S/34N/Dq8hnzC7A+WE13udu9S\nHyXRuX1nW66ECL9OTscHsKfi2S0/wQfWXzSz76la62p92h3DzsQnIf9CDeQi9Bnz4xMD7zezJYre\nh17v6eOBpB/hgc0sMLkjniVSODmjLmVh6fHVlsrC1EW0tmqsImkLPAh7D/4dXQYPpHY6Uo26dqb9\n56FAoFrSbXgf9ad42fSlnde/8SICGAOidjVo5DZpi+Ffgv2snhp0v+fO6pJuxBXsn1UStEnriyyN\nnsHT2q/rWH4QLqaXvwhszWiHgAWyTtVYXzTks4GvwGcvnkrLVsQvlMflbro9z5rmzrEYgJn9LT0f\ns1mqYUDVmgPzjsX7OFZIehDvFBYqQ1uuVrTiOKPs/nIDi7fhg7P8hftQfAaqEKuRrdCtA6T2OtUs\nJXcPPB3+ZusirKjymcCBOlvDStE1Y7w7H3LF9znZU1pBmTYB0JL9D8WvFSenRdvhqe6fxwOYXe1M\nuxzvdvya/LikpfEg40ad1+gu+w6kV6DygPQzwIJdBnajhBYLjn0nrgnTGeDruxZdrZrcJfDf++/M\nbFZ63zY1s+M7t+1ynPdaR6AxLV8UT5l/M/59OA+fmX5Mo217e+qE584xKpshXYu3xD/LLfCU3ZPN\nbcX7ZqzaPMD52+rorcAlJ7ftuGj45I7fLXDyQ7pPntxoHaLL8sy4r+Kz4S9Thfhu2qfrjLgGCLCr\nQ1cK/7117dSba7WU9tu69PtGXRe7fbaqmd1b8Fp6zrzp2H89PPA3M7X5Sbyc9zZcn+rrtK7ZOwC7\ndPaPxxp1EUvHry8vpUAvxFqZSJkG3XV4Ov8cfEDc972rZpsvwDUlDsaz8d6J/zby2hZtgs0V/c7H\n8JLLrpkqfbbzKWvpXIwKmnS79k8U6dq7B63JjFm4Q9CzXbbvqpsn6W7rU5+uoE15XbzCthTsNz8e\ncNsYv77Mwg0Q/iVpL7xM6yb8XrM0cKKZbVLjuEXuJhuY2Q/rtCtsVAdnP3J2aHjK6DqktB9aDgXj\nwZ/lswJnAOfLBQLvT1+2BSi2NHoIOEXSjmZ2lSThA8iV8HS1PN+gwyFA0vOq9oDvi6LosCWvdEn/\nyS17Tioc7xaSXuMBeJ3ntLTseTxd8ct4x/9ctWapLpE07rNUg6Jii8g1Kz6fkfTMXt/HceJB61Pw\nT9V2fwCYq1KvgOsLgJcMnYvrIcyPz8behL9Hq+MzDhvUaMJZkt5uZmd3LD+BVoruR/DZdeFlRTeW\nHG+6pHnMS3q2wB1zMiqv1ZI2Ny9F2bpoveUskptG0gZ4p78fC65B+bPlMjDqkgY0i5vZ/0vvcdYx\nuQpPsS61My3hX1mn1cz+JBfJqwxepO3PwC1Csxn+fYCXy9PaC2f4O3gh9/iZjnVPAJdKejStmwUj\n70Od9PB/mNk5NbarhTzT7QkAc8HFk4D15G4y1+aDF4lRAzlJO5nZicCyHd+7jFPMbMeOfZZQDdte\n1VT+N7Mn8IDqsfISzR3wAfS1eADqo9ajA0oRddo8XqjYivNeeXbVQ2mbnfGZ1Pvx0qB3QrHdn8bg\nRlUW1JOXPWSTJ9n3ZhoFLjzmziGz8L4fuCbM6fjv7qv4feULHbvtjffJ9sJnxDfDZ+PBgw6XyAVd\nswD77jVfU5v9ZOrXQJeylPQ4sw6F9n6C8N/MIxQ4Q+XOUWqzWhWoKDjeQuaif3MqNy7B3KZzNbl9\nOZYrYUnXiCPxEh7Ddah2GeR8NSm06k5t+wewg3wSbXH8Hj9T0sx0/5id+vffx4PA/wR+YmZd260+\nhXs7+G/8ev8pPGvg7fh1acGiQ6b/ZXa0M/Fx0d7AXrmfcu2gi9qzsjJXqXw/ofNa3/jMvPmE8gnA\nCZYmTCu4RsXW8bvj94bs+fr4d/m1+Ps6HXiqxsTLdLwMc1n8u/ZmuZVzHcew4/HfZ3Y9fD/ez93W\nKuyPK/gJyd0kPf893o+vFcCIDIwBUc20nwlox5vwNLFzcaGqbpZG38dTJk/Ho4OZ5+77O6Nxkq6w\nEoeAiUStNHboMfKcOqpb4h3De9Oy5fDB/7l4ynZjs1T9ohKLyJJ9+n4fx4NBIuXqIX1e0oaM1qo4\nXtJpwAGW6m4lrYp3pistWNWyz3sW76hkHcD7rY8UXVWUUVX9FlPQ7QCNg2XcWJOuV5vSpwXXgOf+\nk5kt3cd+ZwH7W0eNtqTV8NK9d6kPO1NJj+AdxIzt88+thpVmx/Fq6xWoojwIL88ozIqzalecQ/DO\n1Wn04FevenoG78OzqC5Jbd0EFw77Ze44Rdk9u5unPBeVlhjwJVy/ZFczeyY7Dp4iW5Uu3rPyv6SL\n8NTbU1NgY8xQjRT3sTxfx7k76+g3w9/XFa3aaezL+fdMXppzQmdgqY82LYALwi5tZh9NAaeVzOys\nQY6bjr0yHnQWcGHn4F/SJrgQ5vO5ZWtnv4U0eTISYK87M1rSnp7LUnLblfb7uny2eZvVniw8NUaZ\nNyqxYa2z/3igCqtuSXviZXYP026J2amdsCywkJndXHG+gR0/Oo63KH7tb7ocI/tuQMtVagvGqbR1\nEFKwtW3CFM9APLLsu6iaZWHyss/t8evpurim34pWYiue9jsb17bpdC2szHKWdLuZrdJtWQrOdeq8\nVP7uVOJuUrUvRABjYDQBaT8V598YWMHMfixPXZyZG6QXWRplkcxV8B/LBfgP7QXwOlO1ZnDfhEfx\nsx8VaZuhmcmtg7wG7y1m9mjH8sVwpfP7GOP0tolg0B//MCBpEasQpyzZt1b6fIqCL48L3WYdSDOz\nvZQrucptP2pZj+3qu7RKJWVUVQO/yYhyFlxjfNw5FM/CCE/97jn7sDNY3bEus2PO16dmA+tSO1N1\nSbnOsAGsNJtEfQp0qZ6eQaGQKl5Tnn3uC1Bg51xy3n3wWfHv46nn25rZ3XWDrCrROajad25DHXX0\n5qKXeT2JriVyKQD7ezM7OA1Kf4HrABw4YJt+js9k72yesbgAHlQY6H4p6Yf44OTG3LID8+2V9DQu\nurdt7jubT7tfldED/s6Mol7a1HNZSt1+X5fPNl/+OLCFZ65NtfsHKrZhfQ/ufFFIr8HhusizoCvF\n0uWWmG+wgrK6FOQbhZXYcGqAkmh1F3R+GZ6Rc27VMcYaeVnQA9bK2upJ2LwJVDFhambfqti/rSzM\nOjT1cr+/fFlS5T1KJQKiNV7Tibi+xdXp+Rtwx5SdJR2D32s3wy3It8EzInercdxL8M/zfPPyu/Vx\nF55CnY9OooRkcGql/YwHaRZpXbz848e4muyJkr6YvvR/0eh08qNpzcrMwYXKrqU1e7wcftPJeJqW\nMClpm0kVwMB1Hx7tXGhmf5PPVs7LAOltDfKopOVJHXZJmUXkpGGQG5DVT59fF7d9KxrQ3iz3x84L\nLVXNcqxsLWXmIkpTdMu+U1ZSRlWXYZyJKuEnck2KNqoGuVWYWVG666AsXLLuxem8l2q0HssxJftN\n2gBFFdbFcaXGfnUCWtOygWDisbRskM99X+BRM/tuGpz9WtJnqZ+O/Kw8W+APaWb1L3j69FTk75Jm\n4tmeJ8mzjEz1SuR2Tfvsj3eKzzazb49Bm5Y3s+0k7QBgZk9LY1JD+V/AupIOywUd3o3PrGfchWcM\nXSppNzO7kjQ7rmK3icvxtO1+6acspW6/r+izzZc8vdjMLpSk9Fs+UK7jUBjAkPQDM/twwfIl8YmJ\nUq2dHEua2ds6jpHv93UT9R0PjqNdLH0VvI/ZyQN0L8f7f7nH8+P2v9fh2S+FmGf49FsSfRQtQeeL\naAk6vwG/h014AAN3dHozjAR0DqaVtXUsPlgeNj5Ax4Spmd0jaSdcU6k0gGEdZWEFPC3pRcCNcmfF\nB2llepRxjqS3WnVZaRHrAFdKykpjlwbukmdLvsbMXpwCJAdJOgy3r6/DvnjG+/JyF5bF6OEzjQDG\n4HwKH0S9n4K0n3E+91Z4uvL1AGb2V0kL4hH0i2i/IWX8xipSyS3V2KmLQ8BYNHyC+XfJuhvqzo4P\nIXvgF/GVJf0FHyzt1GyTJp40M/tT4Kdqpc9/Fr9ZgNs+LUFxcGcXvOQq61xchgf5ytgX73wflm9G\nrj3jreFQxa9ozUQNlIo8AXwm9zhTF2/M1reC2V2C1R/Gb+YHUKHHMtVQn6mlNThX0m9pF1IdVG8j\nEyzEzK6Qq7b/glZqfxWdOgeb09I5mBIo6cQwuo5+GXyS5VJ10VTpCAgfjg9ergAuU67cYgD+LenF\ntAL+y1Pz+pi+C1daKivq4BE80HJiGuztTUfqPh64PkvSXcDP5Q4F2T1jG1puE7vIhe1OZACsQPfJ\nKspSrERbASo/20/mNu01kDdvmuHd2cxeSOdaBTgL6OVacaWk1SxX4pcPDkvaZwKDxavksrB+SPfJ\nzHvwAMNvaM92+aaZtfXfJS0FVAbyNFq4N9NoqWKebHArL+O6OrXlmrGJ8/XF9Nwk13bAsebiy6fK\nzQuGkbIJ07Eoa/kAHrDYE/8NLoX3m6q4Gjg9/TZHSp5rTtK+rWTdGen/05JeiU8mvKLGMTGz6+VZ\nq6PcTeoQJSRjRFXazzidM1Mpzmy8ZgBX9ZsmVHD8CXcIGA/UrvvQtooGa+UGRdL85irAeYvIRYsu\nnlMZeSr7mngnorZvdsnxXg/8aVjTGlXDIWKYya5rTbejkzSwOB0PiGYim+viQlpvYAA707mRQVJL\nax4/L6Q6y8zqdNLLjvcn3DnsZ7ll8wAblqVtBy1UoRODu3d0cxo7jO5Yv1lZ8nKVk/Hv4v/gs+Hn\n4aWHHzKzS2oc4zhc2Plx/Hd+GXC5mT2h9hLOg/Dsklfmf/sd28zE3TK2NrN5VOw2cYf16GZU0OZC\n3aca+x1RsPgf+CBm126fbTbgVo8WnikL5nu4K8f2+LX058DHrQd9ElXYsE5k37XzXN3OrWItnkJd\ngvQ+3WYdWgQd2+SFe3sqiVaFg10T/X5Jt9Ld4ngo+zll79VYvI+SPgCcYWZzcsveWfVbkeuI/Ddw\ni/U58FeB85CkL+L6LlsA38EDsz8wsy/WON7ORcvrXKcgAhiTGkmfAVbAa94OxlMvf2pJ90LS3XjU\nbRbewatlDaqWQ8A+tKc7LYQ7KYy7v29QTUrf+oi16tLeCxxsZis227LhQiW+2WoXh8qv6zrwlIv6\nvdkqxOiaQtKxeE32LZUbN4xGq4uvAxxhZit12aVx5KJ1WcfpNnPnl4HsTOdGUkrp6rn/M4FzrIa9\nWskxMyeYzszAjXFHo7sr9i/VRsFtMyuFDjuOORbK/3MFqqETU7H/NFwn4udj2Ka98d/mK4DzgT/h\nWavX9BrsTzOM2+CZY69MAYiDzOyA3DZfAt5k1QK6S6cBwHfx1P3tcavtf+Lfw75dMlSi+1Rj32Px\nzI1T0qL34kGB9+Bi0vsU7FP52dY47xF4RvEywPu6BTxK9i+1YZ3gAEZPYunp2oiZ/TO37Eha16pp\n+Htzr5l1zbLVAMK9qhB0bmKiTwMKmzfBeE+YSvo7Plm2gyWx4DrfbbnA+KaWspx6PGeh85CN1o+b\nD3+NdVzKsu94xvx4EOT6un3oCGBMUlI0dkn8RvNW/MfxWzM7P7fNfHg0exO8Y70ScLOZbVVx7MYc\nAoL6pJmPH+FK/K/ExZY+bGZ/brJdkwlJL8s9nR8vP1nEyp0D8oJlXcXoJhq13BvmwQOb91AwEzVM\nqF15/jm8o/xlM7u80Yb1iVp6LDvgJQTHU8/OFLkQ5UcYPWs6NO4xvSDpGjN7g6SrcVvHx/CAT6Ho\ndc1jVjrBDNjmQ2iVAI10QsuyqjTGyv+TGUl/MLMVuqzrKnjesV0tt4w+2rYMHiTYHh+g/RSfpa7U\nGJLXr28CrIZ/Py7HJ4WuSus7dW9OtZzmgFzUcTdGl1O1/bZV022iRnvvoLvuU9W+VwMbWXJMSVlI\ns3BBx/8UZQDIxShvLztut0BebqAu/D28Hs/gyPbr1YUpP0t8Oy3HhZ5EfScCuXjrCbjLEvh3a2cz\nu00tcWcjOW+Ya6dMKTTFhM2rkJsS7IZ/bw40s1NUT8TzJ7jG4Tl0lCvVOGeR89DXLWXKStrWzE7J\nbf81M/t8H69tYfyaXFayMkJoYExSUhTy7BT1Pr/LZs/jtU7P4xfxR/Ba00W6bI+ZPZ46XJdK+omZ\n3S9pATN7uts+QTOY2S1y3/kT8ODSGyN40aJittXMbCEbrf79bZUIjiWmq54Y3UTzzgbP3RdzW4aC\nVeuxlPErfKBwAa1Z08nMWalDcig+KDHc4WMQFi/KLErXwmUHPDZ4nTW4vtDI4fGOXzeWoKX8/356\nUP6fCynTibmuyz6dXJCyS2sHkeqQZuK/Dnw9BRx+hIs61tEs+jZwNz6hc7GZ3SdpRdXXvTkBuBMX\n/Pwyrh2RzZ6OcpuQ9EYbrGypTPepipfiJT3ZLOoMfIA9G58IayP32W5OSSCvhNldHvdE3VniIeNY\nYF8zuxhA0qbALyUdZWbfScuuxcUNTdJ+lrOKngoUZeLUCTrOxZi1tCNOluvu1LmG3Zv+XpT+euE/\nZvaYpGmSppnZxSn4lrE/rYwt8HKzngMY+PW+dp8wMjAmMfK6zKPM7Hdd1j+NWzh9E4+cPdYx47k0\n8ER6vDBe1//q3P4bAD/EI51LS1oD2N3MPjGeryuoh1wcanlciHJFXPjsyOzGF1SjduG4abimwcet\npExqWNMaVdO6bZiQi1p9HMg68ZcA37MehJzmFprM3hlvek0tLTnOwDP844layv+HAnWU/+cqVK4T\ns5Ul3aCKY9xbsNhsQD2ZlEmwJZ6BsQV+rTnZzH5Vc//X4depjfEMt/VwLYxK3ZtshlStcqp58QyO\n9SX9OrfpiNuEDeDEpAF0nyTtBnwBf3+Ev+avARfimSd/oOCzBf5GnxaeY0GXWeKdbIw0d8aDfDZn\nbtlTwMpm9kB6fiP+umYCP7aK0qRg7kbSb8zsHenxNDwo+2kzq+NE0u85L8BLyA7GM7Eewa97M9P6\ntgyQOhkhabtf014mtQrwCzP7XK12RQBj8iIXtXkNcD+t2rWRVHFJ/43fbF+PdyiuBC4zt7j6Pp7a\nfHbadkvgPWa2e+741+D1nmdaS4BqKIVzpiKS9gEOz9JEJb0E+OYw37CHjdTRy3gOry38PzPoa88x\nAAAbvklEQVS7q2K/oUtrlPRz2q3b7jezIuu2oUFuYTsvbjsHrrD9vBXY6s3tSPpf3Ong7KbbMghy\nEb8HrCVyuzNeR38/A4rcSjoZuKjLDP9bzGy74j1rH38B3GVoaTP7qNzJYSWrFkjrVP4/E/iRmf1l\nkPZMVlSgE9NgW7JB9dvxAf3PgF9l1+2ax1gIzz54E15KsijurvEINXRv1BLqvAz4BPAQLmhbFOxY\nCvi2mdVxFujW3q66TyX7bGTuvjMfnnGRCSn/zsz+mtuu8rPtJZCX+qKHW4HgpLwkbzvgWTM7qdsx\n0razzWzdFMhYy8xeKAoQDBOSTsez005Ii3bCB6MvzW1zlJntmR5fbWbrT3xLg2FDBbopXbY7ysz2\n7AgWjFAzqDkDdx6ahmePvQQPYGSl1H2JvnZcp57D+6y1s8gjgDGJUYVoUW67lfEBzT7Ay809e0eJ\nLnUuU6uGOa+gPdQ3hCCYquR/v2m28do6N5Em6TIDNSWvMankaQY+Y9qrzdnQoHEUuR2LGf6K4/88\nHXdnM1s1BTSuLMuM0QDK/8FoNKAyfcHxLsLLuk41syf6PMbNePbB5fgk0J9z6yp1b1KA7VRcQ+Mn\n+Gz6F83sewXnqnSbGA8kXWdm69QdfHQ5Rs+BPElr4unmq+GlL3/DM1FWwIXjfwQcYxU2sF1midcz\nsw37eS0TgbzM8CBybkrAu7plG0m628yWn6j2BcOH2nVThP9edu6W6STpSTNbqM+gZplo9qX0Kfo6\nVtnCEcCY5KSyjkzVfZaZ3ZRbdyruL343nuo4Cx/U/EvSb9PzzG98R1xD4b9y+/8SLz85ChcD3RtY\n18y2H99XFdRBfThoBKOR9A5Gi6v14j8/FPQbBW+SNNjd1pJ7hKTlgF8Oe7uD7mgCRG7Ha4Y/N4tb\nO2ivAZT/g9FoQGX68UQVemBq6d5sZ2ZbSFoqKwUo2PadZnaW+nCbqNHO9XFrw9fiwb3pwFNl30W5\neOfNeBDgZx2rrSqbb9BAXppRXhfPbHwG168ozYTs2L9olvgkG61zNdRIOgm4pCDLbHfcRWKHZloW\nDAOSrgT+x9p1U77WLVBXt5yjy77jIpo9VtnCEcCYxMjtwT4CnJYWbYWLAl2NiyktCdyAp6W9F0+P\nPzDNjC2CC1i9Eb95Xoar/z+eO/6iuK7Cm/HO2HnA3pPthjC3oj4cNIJ2JB2Dq5NvBvwAL5m6djKW\n4ahH67ZhQNIWwI9xxxThwmu7ZDfnqUYaAK1AezBtEDG/CUfSrcCaZvacvMzxo9lrGPYSxNQ53AK4\nwszWlrQ8Xsf/+opdg3FCPSrTj1Mb+tIDS9//t5nZfR3LdwG+YGbLaxzcJiTNxrU+TsGDAjsDK5rZ\n/iX7LIr39b5Ou4j10sDnzGxGxTmHJpCXXstjNqQDHJVbL78Izzx5Fi8vAbcXnw8v8354nJsXDDG9\nZq1K+jM+EV2IlbiQaEBb7JLjjkm2cAQwJjEprXEDa9XgzwCuwm+CtVJ4Jc2wHmpBg+EmSwNtuh2T\nBbVE1bL/M4FzzGyTyp2DMSGlHa+Unt5VlSo8t5LSzPfGA883AusDV9kAYn5NoCEVua2DXC/hC7iY\n2Hm4vsGHzOySJts1lZELXt5qZitVbjx+behLD0zS23EHk3dYsp+XtD/uVvMt4MVW4DYBDOQ2kcsk\nutlammh1hfXWwLMYMlvY+/DymyPL9muKlG1yCPA48BU8vX5R/DXsbGbnNti8QlTDelnS5nhmKDSs\nIxMMDyrWTVnHzLbqsv2DwNFQ7ApkZgeVnGtcRLPHKls4bFQnN6Ldbu/5tGx6LpNiO+BYMzsVOFWu\naIykDfEZ55lA24yCpLIZfDOzr4z1Cwl6R8UOGvGb7o1n0v+nJb0SeAxPYQ3GEeWEHs3s2VQH/V7g\nfkkDCT1OYvbGnQ2uNrPN5NpFX2u4TT1jZl+VdCEtkdt8evwnm2tZNWZ2fiprWh+/l+5tZo823Kwp\nhboo0zfXIsfMHpDaxgCVVsdmdrakZ4FzJL0H+DAujvlG4Cw8SyLjRfhM+0w8K20Qu8ynJb0IuFHS\nN3A71VKXArkI9Q6MtoXddIB2TARH4RoaLwEuArY0s6vT9fNkXGB12Ki0Xk4BiwhaBJ3siuumZJn3\ns9Kybjw4QEn0WNhiF7GGpCezwwEvTs97ytaKwc7k5sfANSkiB167+EPgw5LmMRdF2QL4aG6f7DP/\nFu5JfiaAmd2klh95UUbGDGA34GV4lDtonsNyj5/DPZ63bagtk5WzUoryoXhU24Dvl+8SjAHfw9OV\nSdedQ2hliR2Lz3ZONf5lrk+EpPnM7E5Jjc06D4KZXV2w7PdNtKUOHcFg8AEfeHB/aWvIWWiK8n+5\nxz0r048TD6RJH0sZIXsDd9TZ0dz1bRfclvRKYPP0O39Rhz7G5Slw+3jKph2ED+ABiz2BTwFL4QHi\nMu7EB0PvtJYt7KcGbEfPqKa7Qo55LAmmSvpydu1J189xauVgmNnzeGDlXLUcWy6RNOWsl4PeMBci\n3quHXQb5EewDnC5pR4qtk/vCzKYP0KYRooRkEpIXhkodr7yC8atw4c7SFF7VdBiRtCB+s94NnwU5\nzMwemYCXGfSBpH3M7NtNt2MykjoS85vZP5puy9yOJkDocbKRAtG74J2GzYEngHnN7O2NNmwKoHY7\n5XWA2bQ6fjbZynjmFoZFy6BfPTC5s5ClfebDheuyTNkZZlaYFaEG3CZShsj21LCFHafzr4Y7uOTd\nFT5oFWKg+fTzsUpNnwgU1stBD1TopnS1Q5W0yKAZrRoiW+w8EcCYhJQIQ+2Kq9Mun+oCsxTeTCNj\nRVyE6npVOIzIRT73xdWcj8N9uvuyIAsmDkl/MrOlm27HsJMvYUjPdyaVMJCEbpts39yOJrHQ40Qg\ntzx7CXCumf276fZMJepqBRTstzUugPhyfAA2tOK5w8hk1DIYBA2p24Rq2MKO03l7clfI7ZeJV/ds\n59gUCuvloEfq6KY00a4miQDGJKSLMNTn8GDDlnXSLbvMKOxlLvx5KLA1nsr9nR5S+YKGkfSAmS3V\ndDuGnVTnXkvoNhh7NImFHseLNIC7zczmpOcL4d/Fa5pt2dSi31lbSX8E3mVmtUoLgnbkzhmZlsGx\ndGgZ9BNUGoM2jZsemKSXA2cwxG4T6rCFHedz9eSuMJnREDm2BJMDSdNp6aasToFuylQjAhiTFLn9\n4Pdw3YtMGOoddbMkJG1kZlcULUsX12fx+tO4uE4iIgOjHlHC0DxVWWKNNq4BJN1ACuSk59OA2cOa\nAj23MkAA44qpGHgbK/LXXUl3mNlrc+v6yooZgzZ9umDxiB6Ymc0cg3OE2wS9uysEwVQlp5tyKDBl\ndVNCxHOS0k0YqodDHAl0dtKOxDvQpWrVQbPk6mpHrcJTKINqptcQug3GEZtkQo8TgPK1/mb2gtwj\nPRhnJB1J65q6pKQj8uvNrKtoWiodAVds/zmtWfVs39MKdww6eSH3+JmOdY3MtJnZiFB2Tg9sFzxj\n77Bu+/V4jjFzm1C7g0vRuQrr5IeEXt0VgmBKUaCbcgRwetk+czPROZqEFAhDbQE8IpdcLs2QkLQB\nsCGwmKR9c6sWAsZEGTYYX8xswabbMBdwMnCppEfxzvIsgFTCECKeQRPcI2kv3LMd4BPAPQ22Zyox\nO/e4V3u4d+UePw28NffcaA3IgnIya728rR7p+fxNNapAD2ztIdYDyxxctsatOk9Mz3cAGi9JKaMP\nd4UgmDJ06KYcFLopUUIy5UjicJsCHwOOya2aA/w609QIgrmdKGEIholUE38ELpxnwIXAPuH6NDko\nK8tsqk3BYExWPTBJs81s3aplw0SX7JF/4MHF7/WYYRwEcxWhmzKaCGBMUSQtY2b3N92OIAiCIJjs\nFGlnDLONY1DNZNUDk3QHrol2T3r+auDsvK7IsCHpcGAxPDsSYDvgSfx9X8jMPtBU24IgGD6ihGSK\nIenbZrYPcJSkUdGrIa+RDIIgmKuQtJ+ZfaNDh2GEMv2FoHmiLHPuZRLrgX0KuETSPXiwZRlg92ab\nVMmGZrZe7vmvJf3OzNaTNGWdFoIgKCYCGFOPTOH5/0q3CoIgCCaCzHZzdulWwbDyImAm3p/K6xM9\nCYQdczDhmNm5klYAVk6L7jSzZ8v2GQJmSlrazP4EIGlp/HcF8O/mmhUEwTASJSRBEARBEExZumW/\nZFRlwUiaDvzCzN471m0Lgn6QtCqwCjkBVDM7vrkWlSPp7bgu29141sircSHjS4CPmNm3m2tdEATD\nRmRgTFEkbQQciKcWzkOrpnO5JtsVBEEwFUkCsp/B7dFG7s1mtnlTbZpCZNkvG+GDvp+n59sCt1ft\nbGbPS3rlOLUtCHpC0gG4WPsquGvBlsDlwNAGMMzs7I6skbtywp0RvAiCoI3IwJiiSLoTr5O8Dng+\nW25mjzXWqCAIgimKpJvwGcjOa3Kvtp5Bn0i6GtjYzJ5Lz+cFZpnZ+jX2PRp4FXAKLbV4zCxsVIMJ\nRdItwBrADWa2hqTFgRPN7C0NN60USRsyOoA7tEGXIAiaIzIwpi7/MLNzmm5EEARBAMBzZnZ0042Y\n4rwUF998PD2fmZbVYX7gMdwGN8OACGAEE80zZvaCpOckLQQ8AizVdKPKkHQCsDxwI60ArjHEWSNB\nEDRHBDCmLhcnj/PTcJswAMzs+uaaFARBMGX5taRPAKfTfk1+vPsuwRhzCHCDpIvxsso34qWWlZjZ\nLuPYriDohdmSFga+j2d0/RO4qtkmVbIusIpFWngQBDWIEpIpSuqgdWJRbx0EQTDxSLq3YHHoEk0w\nkpYA3pCeXmNmD9Xcb0ngSFxHA2AWsLeZ/XnsWxkE9ZC0LLCQmd3ccFNKkXQKsJeZPdh0W4IgGH4i\ngBEEQRAEQQBIehUtcWsAzOyyGvudD/yUllX5TsCOw647EMw9SFq7bP0wZ9imSbU1gWtpz0B7d2ON\nCoJgaIkAxhRD0r4diwx4FLjczIpmAIMgCIJxQtLmZnaRpK2L1ocI5MQh6evAdsBtwAtpsdUZREm6\n0czWrFoWBONFLrN2frwk4ya8FGp1YLaZbdBU26qQ9Kai5WZ26US3JQiC4Sc0MKYeCxYsWxb4H0kH\nmtnPJrg9QRAEU5k3ARcB7ypYFyKQE8t7gJXM7NnKLUfzmKSdgJPT8x1wUc8gmBDMbDMASacBa5vZ\nLen5qtTUcmkKM7s0uaWslxZda2aPNNmmIAiGl8jACACQtAhwgZmVpiAGQRAEwdyIpHOAbc3sn33s\nuwyugbEBHni6Eq/p/9PYtjIIypF0m5m9rmrZMCHpfcChwCV41sgmwP8zs1822a4gCIaTCGAEI0i6\nwczWarodQRAEU43kGrAznhGX11/Yq6k2TTUknQqsAVxIex1+fAbBpEHSycBTwIlp0Y7ATDPboblW\nlSPpJuAtWdaFpMXwSbU1mm1ZEATDSJSQBABI2gx4oul2BEEQTFHOBq4GbqGlvxBMLGemv9pI+lLJ\najOzrwzWpCDomV2AjwN7p+eXAUc315xaTOsoGXkMmNZUY4IgGG4iA2OKIekWPL01zyLAX4GdzezO\niW9VEATB1EbS9VHCN/mQ9OmCxTOA3YCXmdnMCW5SEEw6JB2Ki41mGjLbAbeY2X7NtSoIgmElAhhT\njFSnm8eAx8zsqSbaEwRBEICkTwH/BM6ivXzh8cYaNcWQtAJwMLAK7uQAgJktV3P/BfFZ792AXwCH\nhRBhMFFI+oWZva/LRBVmtnoDzapNcmLaOD2dZWanN9meIAiGlwhgBEEQBEHDSNoD+Crwd1qDD6s7\neA4GR9LlwAHAt3BXmF3w1PayMpFMBHtfXGvgOOBwM4uSzGBCkfQKM3uwYKIKADO7f6LbVIWk1wCL\nm9kVHcs3Bh40s7ubaVkQBMNMBDCCIAiCoGEk3QO83swebbotUxVJ15nZOpJuMbPV8stK9jkU2Bo4\nFvhOPw4mQTBVkXQWsH9m+ZpbvhrwNTMrspcOgmCKEwI5QRAEQdA8fwSebroRU5xnJU0D/iBpT0lb\nAVUaFp8GXgl8AfirpCfT3xxJT453g4OgE0lbS/qDpH9Mgu/i4p3BC4C0bNmJb04QBJOBcCEJgiAI\nguZ5CrhR0sWEhWdT7A0sAOwFfAXYDPhg2Q5mFhNBwbDxDeBdZnZH0w2pwcIl6148Ya0IgmBSEQGM\nIAiCIGieM9Jf0BBm9rv08J+4/kUQTEYeniTBC4DZkj5iZt/PL5T0YeC6htoUBMGQExoYQRAEQTAE\nSHoRsGJ6epeZ/afJ9gRBMPmQdDiwBB4QzWdzndZYo7ogaXHgdODftAIW6wIvArYys4eaalsQBMNL\nBDCCIAiCoGEkbYo7WNwHCFgK+KCZXdZgs4IgmGRI+nHBYjOzXSe8MTWRtBmwanp6m5ld1GR7giAY\nbiKAEQRBEAQNI+k64P1mdld6viJwcpkDRhAEQRAEwVQjNDCCIAiCoHnmzYIXAGb2e0nzNtmgqYak\n+YHdgNcB82fLh3nmOggyJO1nZt+QdCQwanYyBIGDIJhbiABGEARBEDTPbEk/AE5Mz3cEZjfYnqnI\nCcCdwH8BX8Y/g8kihhgE2Xc1rhtBEMzVRAlJEARBEDSMpPmAPYCN06JZwHfN7NnuewVjiaQbzGwt\nSTeb2eopA2aWma3fdNuCoA6SpgNfN7PPNN2WIAiC8SIyMIIgCIKgYczsWUknACeY2d+abs8UJXN9\n+bukVYGHgJc32J4gqI2keczsOUkbNd2WIAiC8SQCGEEQBEHQEJIEHADsCUxLy54HjjSzLzfZtinI\nsZJeCnwROBOYCXyp2SYFQW2uBdYGbpR0JnAK8FS2chhtVIMgCPohSkiCIAiCoCEk7QtsCXzUzO5N\ny5YDjgbONbNvNdm+IAgmB5KuN7O1O2xUDbdlHmob1SAIgl6IAEYQBEEQNISkG4C3mNmjHcsXA84z\ns7WaadnUQdJOZnZiCiaNwsy+OdFtCoJekfRn4JukgEX6n2HxPQ6CYG4hSkiCIAiCoDnm7QxeAJjZ\n38JGdcKYkf4v2GgrgmAwpuNlTypYF7OVQRDMNUQGRhAEQRA0RJb23eu6IAiCPHG9CIJgqhAZGEEQ\nBEHQHGtIerJguYD5J7oxU5lUtvMRYFly/aPQDggmCUWZF0EQBHMdEcAIgiAIgoYws+lNtyEY4VfA\nLOAC4PmG2xIEvbJF0w0IgiCYCKKEJAiCIAiCKY+kG81szabbEQRBEARBd6Y13YAgCIIgCIIh4CxJ\nb2+6EUEQBEEQdCcyMIIgCIIgmPJImoM7kjwL/IdkR2lmCzXasCAIgiAIRogARhAEQRAEQRAEQRAE\nQ0+UkARBEARBMOWRtJGkGenxTpK+KWnpptsVBEEQBEGLCGAEQRAEQRDA0cDTktYAPg3cDZzQbJOC\nIAiCIMgTAYwgCIIgCAJ4zryu9r+Bo8zsO8CCDbcpCIIgCIIc8zTdgCAIgiAIgiFgjqT9gQ8Am0ia\nBszbcJuCIAiCIMgRGRhBEARBEASwHe5AsquZPQQsCRzabJOCIAiCIMgTLiRBEARBEASApMWB9dLT\na83skSbbEwRBEARBO5GBEQRBEATBlEfS+4BrgW2B9wHXSNqm2VYFQRAEQZAnMjCCIAiCIJjySLoJ\neEuWdSFpMeACM1uj2ZYFQRAEQZARGRhBEARBEAQwraNk5DGinxQEQRAEQ0W4kARBEARBEMC5kn4L\nnJyebwec3WB7giAIgiDoIEpIgiAIgiAIAElbAxunp7PM7PQm2xMEQRAEQTsRwAiCIAiCIMghaVHg\nMYtOUhAEQRAMFVHbGQRBEATBlEXS+pIukXSapLUk3QrcCjws6W1Nty8IgiAIghaRgREEQRAEwZRF\n0mzg88BLgGOBLc3sakkrAyeb2VqNNjAIgiAIghEiAyMIgiAIgqnMPGZ2npmdAjxkZlcDmNmdDbcr\nCIIgCIIOIoARBEEQBMFU5oXc42c61kWaahAEQRAMEVFCEgRBEATBlEXS88BTgIAXA09nq4D5zWze\nptoWBEEQBEE7EcAIgiAIgiAIgiAIgmDoiRKSIAiCIAiCIAiCIAiGnghgBEEQBEEQBEEQBEEw9EQA\nIwiCIAiCIAiCIAiCoScCGEEQBEEQ1ELSEpJ+JuluSddJOlvSimN4/E0lbdjnvq+QdJ6kZSU9I+lG\nSbdLOl5SX0KcktaVdEQ/+wZBEARBMPZEACMIgiAIgkokCTgduMTMljezdYD9gcXH8DSbAoUBDEnz\nVOz7NuC36fHdZrYmsBqwJPC+fhpjZrPNbK9+9g2CIAiCYOyJAEYQBEEQBHXYDPiPmR2TLTCzm4DL\nJR0q6VZJt0jaDkayKc7KtpV0lKQPpcf3STpI0vVpn5UlLQt8DPhUyp7YRNJPJB0j6RrgG5L+IGmx\ndIxpkv6YPccDGOfkG2xmzwPXAq9K+6wj6dKUPfJbSa9Iy9eTdHM676GSbu18DZIWkXRG2u5qSaun\n5QdK+pGkSyTdIykCHkEQBEEwTkQAIwiCIAiCOqwKXFewfGtgTWAN4M3AoVlgoIJHzWxt4GjgM2Z2\nH3AM8C0zW9PMZqXtlgQ2NLN9gROBHdPyNwM3mdnfJE0HVjKz2/MnkDQ/8Abg3FRGciSwTcoe+RHw\n1bTpj4HdU9bG813aexBwg5mtDnweOD63bmXgv4DXAwf0W7ISBEEQBEE5EcAIgiAIgmAQNgZONrPn\nzexh4FJgvRr7nZb+XwcsW7LdKSmTAjzosHN6vCseeAAPUlyT22d5STcCDwMPmtnNwEp4EOb8tO4L\nwJKSFgYWNLOr0r4/7dKOjYETAMzsIuBlkhZK635jZs+a2aPAI4xtWU0QBEEQBImqetIgCIIgCAKA\n24Btetj+OdonSubvWP9s+v885f2Rp7IHZvaApIclbY5nO2TZGFsC5+b2udvM1pS0KHCFpHcD9wK3\nmdkG+YOnAMagPJt7XPV6giAIgiDok8jACIIgCIKgDhcB80n6aLYg6UD8HdhO0vSkR/FGXHfifmAV\nSfOlIMEWNc4xB1iwYpsf4KUk+cyMLYALOjdMGRGfw8VG7wIWk7RBavu8kl5nZn8H5kh6Q9pt+y7n\nnUUKmEjaFC+BebLGawqCIAiCYIyIAEYQBEEQBJWYmQFbAW9ONqq3AQfjJRc3AzfhQY79zOwhM3sA\n+AVwa/p/Q43T/BrYKhPx7LLNmcBMUvlICpr8y8zmdNn+DGABvMxkG+Drkm4CbqTleLIb8P1UWjID\n+EfBcQ4E1pF0M3AI8MEarycIgiAIgjFE3h8JgiAIgiAYfiStiwt9bpKe7wQsaWaHDHDMmWb2z/T4\nc8ArzGzvMWlwEARBEARjRtRoBkEQBEEwKUjBhY/T0r7AzE4cg0O/Q9L+eL/ofuBDY3DMIAiCIAjG\nmMjACIIgCIIgCIIgCIJg6AkNjCAIgiAIgiAIgiAIhp4IYARBEARBEARBEARBMPREACMIgiAIgiAI\ngiAIgqEnAhhBEARBEARBEARBEAw9EcAIgiAIgiAIgiAIgmDo+f/TQJ01afmn4wAAAABJRU5ErkJg\ngg==\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NP8UOLfu9rbj",
        "colab_type": "code",
        "outputId": "95860906-fc77-4604-c31e-f6d3a9dd0d3a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "last_updated.head()"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>Last Update</th>\n",
              "      <th>Confirmed</th>\n",
              "      <th>Deaths</th>\n",
              "      <th>Recovered</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Date</th>\n",
              "      <th>Day</th>\n",
              "      <th>Month</th>\n",
              "      <th>Week</th>\n",
              "      <th>WeekDay</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6426</th>\n",
              "      <td>Hubei</td>\n",
              "      <td>China</td>\n",
              "      <td>2020-03-22 09:43:06</td>\n",
              "      <td>67800.0</td>\n",
              "      <td>3144.0</td>\n",
              "      <td>59433.0</td>\n",
              "      <td>30.9756</td>\n",
              "      <td>112.2707</td>\n",
              "      <td>2020-03-22 09:43:06</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6427</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Italy</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>59138.0</td>\n",
              "      <td>5476.0</td>\n",
              "      <td>7024.0</td>\n",
              "      <td>41.8719</td>\n",
              "      <td>12.5674</td>\n",
              "      <td>2020-03-22 18:13:20</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6428</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Spain</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>28768.0</td>\n",
              "      <td>1772.0</td>\n",
              "      <td>2575.0</td>\n",
              "      <td>40.4637</td>\n",
              "      <td>-3.7492</td>\n",
              "      <td>2020-03-22 23:13:18</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6429</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Germany</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>24873.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>51.1657</td>\n",
              "      <td>10.4515</td>\n",
              "      <td>2020-03-22 23:43:02</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6430</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iran</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>21638.0</td>\n",
              "      <td>1685.0</td>\n",
              "      <td>7931.0</td>\n",
              "      <td>32.4279</td>\n",
              "      <td>53.6880</td>\n",
              "      <td>2020-03-22 14:13:06</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Province/State Country/Region         Last Update  ...  Month  Week  WeekDay\n",
              "6426          Hubei          China 2020-03-22 09:43:06  ...      3    12        6\n",
              "6427            NaN          Italy 2020-03-22 18:13:20  ...      3    12        6\n",
              "6428            NaN          Spain 2020-03-22 23:13:18  ...      3    12        6\n",
              "6429            NaN        Germany 2020-03-22 23:43:02  ...      3    12        6\n",
              "6430            NaN           Iran 2020-03-22 14:13:06  ...      3    12        6\n",
              "\n",
              "[5 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YZZekoM00FUm",
        "colab_type": "code",
        "outputId": "13261d6b-1655-40a4-b355-81ae78c01d94",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 469
        }
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "plt.title('Province/State which reported more than 1000 Confirmed case')\n",
        "plt.xticks(rotation=90)\n",
        "prvinc = last_updated_china\n",
        "prvincConfirmed = prvinc[prvinc['Confirmed']>1000]\n",
        "prvincConfirmed.head()\n",
        "sns.barplot(data=prvincConfirmed, x='Province/State', y='Confirmed')"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f1225982b38>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VdSFwYZLFVXXSNNUkSZIkSZpmk/0pi5OSPAuY07tNVZ3Wp7okSZIkSdNoUuEw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\nJEkYDiVJkiRJGA4lSZIkScB/PYBylN5Tyd4AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DbMUdobp0FUr",
        "colab_type": "code",
        "outputId": "8f60b525-ba8c-475a-d5de-2686f9567655",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "prvincConfirmed['Country/Region'].value_counts()"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "China    3\n",
              "Name: Country/Region, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fVmWBKK_0FUu",
        "colab_type": "code",
        "outputId": "c1ffce46-8fb6-4e51-d461-008d7748a16e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        }
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "plt.title('Province/State which reported Confirmed case between 100 to 1000')\n",
        "plt.xticks(rotation=90)\n",
        "prvinc = last_updated_china\n",
        "prvincConfirmed = prvinc[(prvinc['Confirmed']>100)&(prvinc['Confirmed']<1000)]\n",
        "sns.barplot(data=prvincConfirmed, x='Province/State', y='Confirmed')"
      ],
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f122592ebe0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 92
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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BiFgMOAJ4LmXQ9tdn5l/n5zMlSZIkadjNq83eVHgfcFXX9BeBr2bmOsCdwB51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\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LJ-BOsG10FUx",
        "colab_type": "code",
        "outputId": "2469a1bd-e7aa-41e4-c441-8f097cceaaee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "prvincConfirmed['Country/Region'].value_counts()"
      ],
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "China    13\n",
              "Name: Country/Region, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 93
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r04gqjbc0FU4",
        "colab_type": "code",
        "outputId": "3c3831b4-8cf6-4998-b36c-47452581a39e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        }
      },
      "source": [
        "plt.figure(figsize=(15,6))\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('Province/State has reported Deaths case')\n",
        "sns.barplot(data=last_updated_china, x='Province/State', y='Deaths')"
      ],
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f1225982dd8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 94
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JkiQNiEmgJEmSJA2ISaAkSZIkDYhJoCRJkiQNiEmgJEmSJA2ISaAkSZIkDYhJ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\nYvx4kl2AN9Odx3TTUXtV9bWkr682Au5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REdEiSQIjIiIiIiJa5P8BzaAYb8av1Y8AAAAA\nSUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}