covis19_mortes_comparacao.ipynb

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    "colab": {
      "name": "covis19_mortes_comparacao.ipynb",
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      "authorship_tag": "ABX9TyOXAcOXPJvHl3o5KLC2BjxQ",
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    {
      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/cecellhax/analises_covid19/blob/main/covis19_mortes_comparacao.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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    {
      "cell_type": "markdown",
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        "id": "T_eHlmKCQfBN"
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      "source": [
        "#**Análise de dados dos óbitos causados pela COVID-19**\n",
        "\n",
        "***Nesse notebook iremos analisar os casos de fatalidade onde o resultados da Covid-19 no infectado foi a morte.***\n",
        "\n",
        "\n",
        "Atualmente, seu nome está sendo associado à pandemia de COVID-19 - doença causada por uma nova espécie de coronavírus, o SARS-CoV-2, cujos sintomas variam desde manifestações leves, como perda de olfato e paladar, até quadros mais graves, que provocam falta de ar e podem levar à morte.[(Fonte)](https://www.minhavida.com.br/saude/temas/novo-coronavirus)\n",
        "\n",
        "\n",
        "###**Objetivos**\n",
        "\n",
        "- Observar informções relevantes sobre os óbitos mundiais;\n",
        "- Verificar os países onde estão as maiores quantidades de mortes;\n",
        "- Observar o acumulo individual dos óbitos de cada país do top 5 com maior número de óbitos;\n",
        "- Observar a comparação entre os óbitos dos países em uma unica visualização.\n",
        "\n",
        "\n",
        "**Fonte:** https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NetcjwJSQtUs"
      },
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "sns.set(style=\"whitegrid\")"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WRKl0FzwQxis"
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n",
        "\n",
        "mortes_globais = pd.read_csv(url)"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 256
        },
        "id": "dbT1ydoSROIB",
        "outputId": "2d14029f-9f6c-4500-befb-250478d51787"
      },
      "source": [
        "mortes_globais.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>540</td>\n",
              "      <td>542</td>\n",
              "      <td>543</td>\n",
              "      <td>547</td>\n",
              "      <td>547</td>\n",
              "      <td>549</td>\n",
              "      <td>549</td>\n",
              "      <td>550</td>\n",
              "      <td>553</td>\n",
              "      <td>554</td>\n",
              "      <td>554</td>\n",
              "      <td>557</td>\n",
              "      <td>557</td>\n",
              "      <td>560</td>\n",
              "      <td>561</td>\n",
              "      <td>561</td>\n",
              "      <td>563</td>\n",
              "      <td>565</td>\n",
              "      <td>570</td>\n",
              "      <td>572</td>\n",
              "      <td>574</td>\n",
              "      <td>577</td>\n",
              "      <td>579</td>\n",
              "      <td>583</td>\n",
              "      <td>587</td>\n",
              "      <td>591</td>\n",
              "      <td>594</td>\n",
              "      <td>596</td>\n",
              "      <td>600</td>\n",
              "      <td>602</td>\n",
              "      <td>603</td>\n",
              "      <td>609</td>\n",
              "      <td>618</td>\n",
              "      <td>622</td>\n",
              "      <td>628</td>\n",
              "      <td>630</td>\n",
              "      <td>633</td>\n",
              "      <td>636</td>\n",
              "      <td>639</td>\n",
              "      <td>645</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 481 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "  Province/State Country/Region       Lat  ...  5/10/21  5/11/21  5/12/21\n",
              "0            NaN    Afghanistan  33.93911  ...     2698     2710     2713\n",
              "1            NaN        Albania  41.15330  ...     2416     2420     2423\n",
              "2            NaN        Algeria  28.03390  ...     3335     3343     3350\n",
              "3            NaN        Andorra  42.50630  ...      127      127      127\n",
              "4            NaN         Angola -11.20270  ...      636      639      645\n",
              "\n",
              "[5 rows x 481 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ushzAsb-TPwS"
      },
      "source": [
        "mortes_globais = mortes_globais.drop(['Lat', 'Long'], axis=1)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 256
        },
        "id": "5O1ByHxJTbFC",
        "outputId": "c21d608e-dadf-486c-93e9-424c189c108d"
      },
      "source": [
        "mortes_globais.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Province/State</th>\n",
              "      <th>Country/Region</th>\n",
              "      <th>1/22/20</th>\n",
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              "      <th>4/3/21</th>\n",
              "      <th>4/4/21</th>\n",
              "      <th>4/5/21</th>\n",
              "      <th>4/6/21</th>\n",
              "      <th>4/7/21</th>\n",
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              "      <th>4/9/21</th>\n",
              "      <th>4/10/21</th>\n",
              "      <th>4/11/21</th>\n",
              "      <th>4/12/21</th>\n",
              "      <th>4/13/21</th>\n",
              "      <th>4/14/21</th>\n",
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              "      <th>4/16/21</th>\n",
              "      <th>4/17/21</th>\n",
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              "      <th>4/19/21</th>\n",
              "      <th>4/20/21</th>\n",
              "      <th>4/21/21</th>\n",
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              "      <th>4/25/21</th>\n",
              "      <th>4/26/21</th>\n",
              "      <th>4/27/21</th>\n",
              "      <th>4/28/21</th>\n",
              "      <th>4/29/21</th>\n",
              "      <th>4/30/21</th>\n",
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              "      <th>5/3/21</th>\n",
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              "      <th>5/5/21</th>\n",
              "      <th>5/6/21</th>\n",
              "      <th>5/7/21</th>\n",
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              "      <th>5/9/21</th>\n",
              "      <th>5/10/21</th>\n",
              "      <th>5/11/21</th>\n",
              "      <th>5/12/21</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2496</td>\n",
              "      <td>2497</td>\n",
              "      <td>2508</td>\n",
              "      <td>2512</td>\n",
              "      <td>2512</td>\n",
              "      <td>2516</td>\n",
              "      <td>2521</td>\n",
              "      <td>2521</td>\n",
              "      <td>2521</td>\n",
              "      <td>2529</td>\n",
              "      <td>2529</td>\n",
              "      <td>2532</td>\n",
              "      <td>2533</td>\n",
              "      <td>2535</td>\n",
              "      <td>2539</td>\n",
              "      <td>2539</td>\n",
              "      <td>2546</td>\n",
              "      <td>2549</td>\n",
              "      <td>2557</td>\n",
              "      <td>2561</td>\n",
              "      <td>2565</td>\n",
              "      <td>2572</td>\n",
              "      <td>2582</td>\n",
              "      <td>2592</td>\n",
              "      <td>2598</td>\n",
              "      <td>2611</td>\n",
              "      <td>2618</td>\n",
              "      <td>2625</td>\n",
              "      <td>2631</td>\n",
              "      <td>2637</td>\n",
              "      <td>2642</td>\n",
              "      <td>2648</td>\n",
              "      <td>2654</td>\n",
              "      <td>2664</td>\n",
              "      <td>2673</td>\n",
              "      <td>2683</td>\n",
              "      <td>2686</td>\n",
              "      <td>2698</td>\n",
              "      <td>2710</td>\n",
              "      <td>2713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Albania</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2256</td>\n",
              "      <td>2265</td>\n",
              "      <td>2274</td>\n",
              "      <td>2283</td>\n",
              "      <td>2291</td>\n",
              "      <td>2297</td>\n",
              "      <td>2304</td>\n",
              "      <td>2310</td>\n",
              "      <td>2317</td>\n",
              "      <td>2321</td>\n",
              "      <td>2326</td>\n",
              "      <td>2331</td>\n",
              "      <td>2335</td>\n",
              "      <td>2337</td>\n",
              "      <td>2340</td>\n",
              "      <td>2342</td>\n",
              "      <td>2347</td>\n",
              "      <td>2353</td>\n",
              "      <td>2358</td>\n",
              "      <td>2364</td>\n",
              "      <td>2367</td>\n",
              "      <td>2372</td>\n",
              "      <td>2378</td>\n",
              "      <td>2379</td>\n",
              "      <td>2383</td>\n",
              "      <td>2386</td>\n",
              "      <td>2389</td>\n",
              "      <td>2394</td>\n",
              "      <td>2396</td>\n",
              "      <td>2397</td>\n",
              "      <td>2399</td>\n",
              "      <td>2402</td>\n",
              "      <td>2403</td>\n",
              "      <td>2406</td>\n",
              "      <td>2408</td>\n",
              "      <td>2411</td>\n",
              "      <td>2412</td>\n",
              "      <td>2416</td>\n",
              "      <td>2420</td>\n",
              "      <td>2423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Algeria</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>3102</td>\n",
              "      <td>3105</td>\n",
              "      <td>3108</td>\n",
              "      <td>3112</td>\n",
              "      <td>3116</td>\n",
              "      <td>3119</td>\n",
              "      <td>3123</td>\n",
              "      <td>3126</td>\n",
              "      <td>3130</td>\n",
              "      <td>3134</td>\n",
              "      <td>3137</td>\n",
              "      <td>3141</td>\n",
              "      <td>3144</td>\n",
              "      <td>3148</td>\n",
              "      <td>3152</td>\n",
              "      <td>3155</td>\n",
              "      <td>3160</td>\n",
              "      <td>3165</td>\n",
              "      <td>3172</td>\n",
              "      <td>3181</td>\n",
              "      <td>3190</td>\n",
              "      <td>3198</td>\n",
              "      <td>3207</td>\n",
              "      <td>3217</td>\n",
              "      <td>3225</td>\n",
              "      <td>3234</td>\n",
              "      <td>3244</td>\n",
              "      <td>3253</td>\n",
              "      <td>3261</td>\n",
              "      <td>3270</td>\n",
              "      <td>3280</td>\n",
              "      <td>3289</td>\n",
              "      <td>3299</td>\n",
              "      <td>3307</td>\n",
              "      <td>3315</td>\n",
              "      <td>3321</td>\n",
              "      <td>3328</td>\n",
              "      <td>3335</td>\n",
              "      <td>3343</td>\n",
              "      <td>3350</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Andorra</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>119</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Angola</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>540</td>\n",
              "      <td>542</td>\n",
              "      <td>543</td>\n",
              "      <td>547</td>\n",
              "      <td>547</td>\n",
              "      <td>549</td>\n",
              "      <td>549</td>\n",
              "      <td>550</td>\n",
              "      <td>553</td>\n",
              "      <td>554</td>\n",
              "      <td>554</td>\n",
              "      <td>557</td>\n",
              "      <td>557</td>\n",
              "      <td>560</td>\n",
              "      <td>561</td>\n",
              "      <td>561</td>\n",
              "      <td>563</td>\n",
              "      <td>565</td>\n",
              "      <td>570</td>\n",
              "      <td>572</td>\n",
              "      <td>574</td>\n",
              "      <td>577</td>\n",
              "      <td>579</td>\n",
              "      <td>583</td>\n",
              "      <td>587</td>\n",
              "      <td>591</td>\n",
              "      <td>594</td>\n",
              "      <td>596</td>\n",
              "      <td>600</td>\n",
              "      <td>602</td>\n",
              "      <td>603</td>\n",
              "      <td>609</td>\n",
              "      <td>618</td>\n",
              "      <td>622</td>\n",
              "      <td>628</td>\n",
              "      <td>630</td>\n",
              "      <td>633</td>\n",
              "      <td>636</td>\n",
              "      <td>639</td>\n",
              "      <td>645</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 479 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "  Province/State Country/Region  1/22/20  ...  5/10/21  5/11/21  5/12/21\n",
              "0            NaN    Afghanistan        0  ...     2698     2710     2713\n",
              "1            NaN        Albania        0  ...     2416     2420     2423\n",
              "2            NaN        Algeria        0  ...     3335     3343     3350\n",
              "3            NaN        Andorra        0  ...      127      127      127\n",
              "4            NaN         Angola        0  ...      636      639      645\n",
              "\n",
              "[5 rows x 479 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BV6LtA_RRxTJ"
      },
      "source": [
        "mortes_globais = mortes_globais.groupby('Country/Region').sum()"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "mTsmY7AcR_CV",
        "outputId": "6b4ac5ec-4773-46f0-a804-3af0c0a0acb6"
      },
      "source": [
        "mortes_globais.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>1/22/20</th>\n",
              "      <th>1/23/20</th>\n",
              "      <th>1/24/20</th>\n",
              "      <th>1/25/20</th>\n",
              "      <th>1/26/20</th>\n",
              "      <th>1/27/20</th>\n",
              "      <th>1/28/20</th>\n",
              "      <th>1/29/20</th>\n",
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              "      <th>2/6/20</th>\n",
              "      <th>2/7/20</th>\n",
              "      <th>2/8/20</th>\n",
              "      <th>2/9/20</th>\n",
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              "      <th>2/11/20</th>\n",
              "      <th>2/12/20</th>\n",
              "      <th>2/13/20</th>\n",
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              "      <th>2/15/20</th>\n",
              "      <th>2/16/20</th>\n",
              "      <th>2/17/20</th>\n",
              "      <th>2/18/20</th>\n",
              "      <th>2/19/20</th>\n",
              "      <th>2/20/20</th>\n",
              "      <th>2/21/20</th>\n",
              "      <th>2/22/20</th>\n",
              "      <th>2/23/20</th>\n",
              "      <th>2/24/20</th>\n",
              "      <th>2/25/20</th>\n",
              "      <th>2/26/20</th>\n",
              "      <th>2/27/20</th>\n",
              "      <th>2/28/20</th>\n",
              "      <th>2/29/20</th>\n",
              "      <th>3/1/20</th>\n",
              "      <th>...</th>\n",
              "      <th>4/3/21</th>\n",
              "      <th>4/4/21</th>\n",
              "      <th>4/5/21</th>\n",
              "      <th>4/6/21</th>\n",
              "      <th>4/7/21</th>\n",
              "      <th>4/8/21</th>\n",
              "      <th>4/9/21</th>\n",
              "      <th>4/10/21</th>\n",
              "      <th>4/11/21</th>\n",
              "      <th>4/12/21</th>\n",
              "      <th>4/13/21</th>\n",
              "      <th>4/14/21</th>\n",
              "      <th>4/15/21</th>\n",
              "      <th>4/16/21</th>\n",
              "      <th>4/17/21</th>\n",
              "      <th>4/18/21</th>\n",
              "      <th>4/19/21</th>\n",
              "      <th>4/20/21</th>\n",
              "      <th>4/21/21</th>\n",
              "      <th>4/22/21</th>\n",
              "      <th>4/23/21</th>\n",
              "      <th>4/24/21</th>\n",
              "      <th>4/25/21</th>\n",
              "      <th>4/26/21</th>\n",
              "      <th>4/27/21</th>\n",
              "      <th>4/28/21</th>\n",
              "      <th>4/29/21</th>\n",
              "      <th>4/30/21</th>\n",
              "      <th>5/1/21</th>\n",
              "      <th>5/2/21</th>\n",
              "      <th>5/3/21</th>\n",
              "      <th>5/4/21</th>\n",
              "      <th>5/5/21</th>\n",
              "      <th>5/6/21</th>\n",
              "      <th>5/7/21</th>\n",
              "      <th>5/8/21</th>\n",
              "      <th>5/9/21</th>\n",
              "      <th>5/10/21</th>\n",
              "      <th>5/11/21</th>\n",
              "      <th>5/12/21</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Country/Region</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Afghanistan</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2496</td>\n",
              "      <td>2497</td>\n",
              "      <td>2508</td>\n",
              "      <td>2512</td>\n",
              "      <td>2512</td>\n",
              "      <td>2516</td>\n",
              "      <td>2521</td>\n",
              "      <td>2521</td>\n",
              "      <td>2521</td>\n",
              "      <td>2529</td>\n",
              "      <td>2529</td>\n",
              "      <td>2532</td>\n",
              "      <td>2533</td>\n",
              "      <td>2535</td>\n",
              "      <td>2539</td>\n",
              "      <td>2539</td>\n",
              "      <td>2546</td>\n",
              "      <td>2549</td>\n",
              "      <td>2557</td>\n",
              "      <td>2561</td>\n",
              "      <td>2565</td>\n",
              "      <td>2572</td>\n",
              "      <td>2582</td>\n",
              "      <td>2592</td>\n",
              "      <td>2598</td>\n",
              "      <td>2611</td>\n",
              "      <td>2618</td>\n",
              "      <td>2625</td>\n",
              "      <td>2631</td>\n",
              "      <td>2637</td>\n",
              "      <td>2642</td>\n",
              "      <td>2648</td>\n",
              "      <td>2654</td>\n",
              "      <td>2664</td>\n",
              "      <td>2673</td>\n",
              "      <td>2683</td>\n",
              "      <td>2686</td>\n",
              "      <td>2698</td>\n",
              "      <td>2710</td>\n",
              "      <td>2713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Albania</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2256</td>\n",
              "      <td>2265</td>\n",
              "      <td>2274</td>\n",
              "      <td>2283</td>\n",
              "      <td>2291</td>\n",
              "      <td>2297</td>\n",
              "      <td>2304</td>\n",
              "      <td>2310</td>\n",
              "      <td>2317</td>\n",
              "      <td>2321</td>\n",
              "      <td>2326</td>\n",
              "      <td>2331</td>\n",
              "      <td>2335</td>\n",
              "      <td>2337</td>\n",
              "      <td>2340</td>\n",
              "      <td>2342</td>\n",
              "      <td>2347</td>\n",
              "      <td>2353</td>\n",
              "      <td>2358</td>\n",
              "      <td>2364</td>\n",
              "      <td>2367</td>\n",
              "      <td>2372</td>\n",
              "      <td>2378</td>\n",
              "      <td>2379</td>\n",
              "      <td>2383</td>\n",
              "      <td>2386</td>\n",
              "      <td>2389</td>\n",
              "      <td>2394</td>\n",
              "      <td>2396</td>\n",
              "      <td>2397</td>\n",
              "      <td>2399</td>\n",
              "      <td>2402</td>\n",
              "      <td>2403</td>\n",
              "      <td>2406</td>\n",
              "      <td>2408</td>\n",
              "      <td>2411</td>\n",
              "      <td>2412</td>\n",
              "      <td>2416</td>\n",
              "      <td>2420</td>\n",
              "      <td>2423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Algeria</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>3102</td>\n",
              "      <td>3105</td>\n",
              "      <td>3108</td>\n",
              "      <td>3112</td>\n",
              "      <td>3116</td>\n",
              "      <td>3119</td>\n",
              "      <td>3123</td>\n",
              "      <td>3126</td>\n",
              "      <td>3130</td>\n",
              "      <td>3134</td>\n",
              "      <td>3137</td>\n",
              "      <td>3141</td>\n",
              "      <td>3144</td>\n",
              "      <td>3148</td>\n",
              "      <td>3152</td>\n",
              "      <td>3155</td>\n",
              "      <td>3160</td>\n",
              "      <td>3165</td>\n",
              "      <td>3172</td>\n",
              "      <td>3181</td>\n",
              "      <td>3190</td>\n",
              "      <td>3198</td>\n",
              "      <td>3207</td>\n",
              "      <td>3217</td>\n",
              "      <td>3225</td>\n",
              "      <td>3234</td>\n",
              "      <td>3244</td>\n",
              "      <td>3253</td>\n",
              "      <td>3261</td>\n",
              "      <td>3270</td>\n",
              "      <td>3280</td>\n",
              "      <td>3289</td>\n",
              "      <td>3299</td>\n",
              "      <td>3307</td>\n",
              "      <td>3315</td>\n",
              "      <td>3321</td>\n",
              "      <td>3328</td>\n",
              "      <td>3335</td>\n",
              "      <td>3343</td>\n",
              "      <td>3350</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Andorra</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>117</td>\n",
              "      <td>119</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>120</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>121</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>123</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>124</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>125</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "      <td>127</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Angola</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>540</td>\n",
              "      <td>542</td>\n",
              "      <td>543</td>\n",
              "      <td>547</td>\n",
              "      <td>547</td>\n",
              "      <td>549</td>\n",
              "      <td>549</td>\n",
              "      <td>550</td>\n",
              "      <td>553</td>\n",
              "      <td>554</td>\n",
              "      <td>554</td>\n",
              "      <td>557</td>\n",
              "      <td>557</td>\n",
              "      <td>560</td>\n",
              "      <td>561</td>\n",
              "      <td>561</td>\n",
              "      <td>563</td>\n",
              "      <td>565</td>\n",
              "      <td>570</td>\n",
              "      <td>572</td>\n",
              "      <td>574</td>\n",
              "      <td>577</td>\n",
              "      <td>579</td>\n",
              "      <td>583</td>\n",
              "      <td>587</td>\n",
              "      <td>591</td>\n",
              "      <td>594</td>\n",
              "      <td>596</td>\n",
              "      <td>600</td>\n",
              "      <td>602</td>\n",
              "      <td>603</td>\n",
              "      <td>609</td>\n",
              "      <td>618</td>\n",
              "      <td>622</td>\n",
              "      <td>628</td>\n",
              "      <td>630</td>\n",
              "      <td>633</td>\n",
              "      <td>636</td>\n",
              "      <td>639</td>\n",
              "      <td>645</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 477 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                1/22/20  1/23/20  1/24/20  ...  5/10/21  5/11/21  5/12/21\n",
              "Country/Region                             ...                           \n",
              "Afghanistan           0        0        0  ...     2698     2710     2713\n",
              "Albania               0        0        0  ...     2416     2420     2423\n",
              "Algeria               0        0        0  ...     3335     3343     3350\n",
              "Andorra               0        0        0  ...      127      127      127\n",
              "Angola                0        0        0  ...      636      639      645\n",
              "\n",
              "[5 rows x 477 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ut6EWdnvbnUM"
      },
      "source": [
        "# **Situação global em 12 de Maio de 2021**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gKtjS4LqZM-c",
        "outputId": "7d1d4f8c-ee9b-4e73-c3b4-834b8fe2c0cb"
      },
      "source": [
        "#Média de mortes por país no mundo\n",
        "mortes_globais.iloc[:,-1].mean()"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "17350.307291666668"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8vTqIma-Y6hB",
        "outputId": "6218c5d8-712d-4587-9e05-7713a7a20e89"
      },
      "source": [
        "#Total de mortes no mundo(soma de todos os países)\n",
        "mortes_globais.iloc[:,-1].sum()"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3331259"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hI3nO5lVl13B",
        "outputId": "52aba9d6-779f-48b5-f1d5-7edecc99845d"
      },
      "source": [
        "#Top 10 países com maior número de mortes\n",
        "dados_dash = mortes_globais.iloc[:,-1].sort_values(ascending = False).head(10)\n",
        "dados_dash"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country/Region\n",
              "US                583685\n",
              "Brazil            428034\n",
              "India             258317\n",
              "Mexico            219590\n",
              "United Kingdom    127901\n",
              "Italy             123544\n",
              "Russia            112410\n",
              "France            107280\n",
              "Germany            85451\n",
              "Colombia           79261\n",
              "Name: 5/12/21, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 76
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "k33aRC06msse",
        "outputId": "76b2f586-b9c8-4bfa-818e-18a9a469877c"
      },
      "source": [
        "plt.figure(figsize=(15,8))\n",
        "sns.barplot(x=dados_dash.values, y = dados_dash.index, orient=\"h\", palette=\"Set2\")\n",
        "plt.title('Top 10 países por óbitos da Covid-19 no mundo',\n",
        "          position=(0.5, 1.02),\n",
        "          fontdict={'family': 'sans serif',\n",
        "                    'color' : 'black',\n",
        "                    'weight': 'bold',\n",
        "                    'size': 18})\n",
        "plt.xlabel('Total de óbitos', \n",
        "           fontdict={'family': 'sans serif',\n",
        "                     'color' : 'black',\n",
        "                     'weight': 'bold',\n",
        "                     'size': 12})\n",
        "plt.ylabel('País', \n",
        "           fontdict={'family': 'sans serif',\n",
        "                     'color' : 'black',\n",
        "                     'weight': 'bold',\n",
        "                     'size': 12})\n",
        "plt.show()"
      ],
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HkLfglprTxNL"
      },
      "source": [
        "#Função para plotagem de graficos de linhas\n",
        "def Grafico_de_linha(data, mortes, pais):\n",
        "    titulo = 'Acumulo de mortes causadas pela COVID-19 no(a)'+ ' ' + pais\n",
        "    plt.figure(figsize = (18,7))\n",
        "    plt.ticklabel_format(style = 'plain')\n",
        "    plt.xticks(rotation = 60)\n",
        "    plt.title(titulo,\n",
        "              position=(0.5, 1.02),\n",
        "              fontdict={'family': 'sans serif',\n",
        "                        'color' : 'black',\n",
        "                        'weight': 'bold',\n",
        "                        'size': 18})\n",
        "    plt.xlabel('Data mm/dd/aa',\n",
        "               fontdict={'family': 'sans serif',\n",
        "                         'color' : 'black',\n",
        "                         'weight': 'bold',\n",
        "                         'size': 12})\n",
        "    plt.ylabel('Número de óbitos',\n",
        "               fontdict={'family': 'sans serif',\n",
        "                         'color' : 'black',\n",
        "                         'weight': 'bold',\n",
        "                         'size': 12})\n",
        "    plt.plot(data, mortes, color = 'red')\n",
        "    plt.show()"
      ],
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HDiEZnZiVF89"
      },
      "source": [
        "# **Dados dos óbitos no Brasil**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Onj2WReaSE5o"
      },
      "source": [
        "mortes_brasil = mortes_globais.loc['Brazil']"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FGR5KYVdSY3L",
        "outputId": "719b618d-8e07-4188-e8ec-c4b781bc8811"
      },
      "source": [
        "mortes_brasil"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1/22/20         0\n",
              "1/23/20         0\n",
              "1/24/20         0\n",
              "1/25/20         0\n",
              "1/26/20         0\n",
              "            ...  \n",
              "5/8/21     421316\n",
              "5/9/21     422340\n",
              "5/10/21    423229\n",
              "5/11/21    425540\n",
              "5/12/21    428034\n",
              "Name: Brazil, Length: 477, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xq4EwwXZXnYH"
      },
      "source": [
        "mortes_brasil = mortes_brasil.loc[::10]"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oXblA1vrUQG3"
      },
      "source": [
        "data_br = mortes_brasil.index\n",
        "mortes_br = mortes_brasil.values"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hzWFGtehUj9f",
        "outputId": "3e17c629-edac-4858-e201-dbe629dccaf0"
      },
      "source": [
        "data_br"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['1/22/20', '2/1/20', '2/11/20', '2/21/20', '3/2/20', '3/12/20',\n",
              "       '3/22/20', '4/1/20', '4/11/20', '4/21/20', '5/1/20', '5/11/20',\n",
              "       '5/21/20', '5/31/20', '6/10/20', '6/20/20', '6/30/20', '7/10/20',\n",
              "       '7/20/20', '7/30/20', '8/9/20', '8/19/20', '8/29/20', '9/8/20',\n",
              "       '9/18/20', '9/28/20', '10/8/20', '10/18/20', '10/28/20', '11/7/20',\n",
              "       '11/17/20', '11/27/20', '12/7/20', '12/17/20', '12/27/20', '1/6/21',\n",
              "       '1/16/21', '1/26/21', '2/5/21', '2/15/21', '2/25/21', '3/7/21',\n",
              "       '3/17/21', '3/27/21', '4/6/21', '4/16/21', '4/26/21', '5/6/21'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SSPAdz6FUgY-",
        "outputId": "3d659ec6-7be3-4715-f147-ef86e6c37b22"
      },
      "source": [
        "mortes_br"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([     0,      0,      0,      0,      0,      0,     25,    240,\n",
              "         1124,   2741,   6412,  11653,  20047,  29314,  39680,  49976,\n",
              "        59594,  70398,  80120,  91263, 101049, 111100, 120262, 127464,\n",
              "       135793, 142058, 148957, 153675, 158456, 162269, 166699, 171974,\n",
              "       177317, 184827, 191139, 198974, 209296, 218878, 230034, 239773,\n",
              "       251498, 265411, 284775, 310550, 336947, 368749, 391936, 416949])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "jWcy5OQnUvDZ",
        "outputId": "5acc8abd-14a8-4c87-c08f-ff542047c293"
      },
      "source": [
        "Grafico_de_linha(data_br, mortes_br, 'Brasil')"
      ],
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sjuNzITOWuGi"
      },
      "source": [
        "# **Dados dos óbitos no México**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vaetom5xVf3g"
      },
      "source": [
        "mortes_mexico = mortes_globais.loc['Mexico']"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oRiyAMmyXvJE"
      },
      "source": [
        "mortes_mexico = mortes_mexico.loc[::10]"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eBvdk3pdV8p-"
      },
      "source": [
        "data_mx = mortes_mexico.index\n",
        "mortes_mx = mortes_mexico.values"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 451
        },
        "id": "o12Ov20jWTRm",
        "outputId": "eb12d28c-ffac-4139-8955-5afb0d2ef152"
      },
      "source": [
        "Grafico_de_linha(data_mx, mortes_mx, 'México')"
      ],
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BbDzOkciWpva"
      },
      "source": [
        "# **Dados dos óbitos no Reino Unido**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "589ojxCWW_7Z"
      },
      "source": [
        "mortes_runido = mortes_globais.loc['United Kingdom']"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oXuSceBuX2M8"
      },
      "source": [
        "mortes_runido = mortes_runido.loc[::10]"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IZyAHD3GX_zR"
      },
      "source": [
        "data_uk = mortes_runido.index\n",
        "mortes_uk = mortes_runido.values"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "LVONRYk6YQL5",
        "outputId": "052e7ca8-8f9c-4ae0-fc3d-5e460879979c"
      },
      "source": [
        "Grafico_de_linha(data_uk, mortes_uk, 'Reino Unido')"
      ],
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kSbt27dKkSZMkSTExMWrbtq01fsULL7ygFStWaOHChapcubIkad26dXrvvffS3F6pUqU0duxYLVy4UGvWrNH69eu1ePFiNWnSRJJ9RofPPvsszXYcB6SsUKGCSpUqleY6u3fvdnpcs2bNZOs5Lt+1a5d1v3Pnztb9uXPnWvd/++03p7Yz6/KQAgUK6LHHHrMeb9u2LVPaTU7FihWt+7Nnz9bBgwd1/fp1vf/++071UhosNSVHjhxRgwYNtGzZMo0YMcJavnr1av3++++S7OONdOjQQdevX5ck1a5dW4sWLdKcOXN03333We04jrPy22+/WffLly+fZLsZPXcTOI6lkfj5kh5Xr17Vzz//rDVr1qhHjx66du2aJPv5+txzz1n19u7dq759+yo+Pl758uXTO++8ozVr1mjGjBm69957JUljxoxxupQqPQ4dOqT27dsrIiJCPXv2tJb/+9//to7v2bNn9frrr+v27duSpKZNm2r58uWaNm2a7rnnHkn282vo0KEZ3v879ccff2jEiBGKiIhQvXr1rOWO75kp2bBhg+bMmWM97tatm1auXKl33nnH6fx19Mknn1iXIXl5eWnkyJFauXKlunXrZtV55513tHXr1jvdJSBvcHX2BUDO895771m/FDRv3txa/vjjj1vLp02bZi3fs2eP068LyXVvTXC3PT8kmaioKGOM/dd3f3//ZH+d7N27t7V8wIAB1vLM6vmxa9cup5i2b9+e4vHYunVrygfbGNOiRQur7nPPPedUVrt2bass4dfm+Ph4U6RIEWv5pEmTTGRkpHULDg62ylatWpXqthPvt+Mx7NWrl7W8RIkS1q/1v/zyi7U8KCjIqv/cc89Zy1u2bOm0jRdffNEqa9asWbLbfv7555ONL7X/2Z0ciw4dOjj9Cnf+/Pk0j1FiNWvWTPF/ltiNGzfM6NGjTY0aNUxAQICx2WxJfpH76KOPrPoZ7fkxc+ZMa9nAgQPNsWPHTHx8fIrxREREmObNm1uXyCSOpXr16lZdxx4D/fv3t5bfunXL3Hfffcn+X27fvm0+/vhj88QTT5h777032V+CE87Jv//+23h4eBhJ5pFHHjHbt283f//9d1qHPwnH50itWrWcyvr06WOVVa5c2RhjzPLly61lRYoUMT/99JP1nPn444+tsuDgYKud1C5BmzNnjmnYsKEpXLiwtT+Ot5Se244ce9s98cQT6drv0aNHO20npa79jr2PvLy8rOUnTpxw+v8kXIby1ltvWctq167t1Nbd9PwwxpiOHTtadcqXL28t3717t9O5GxkZaXbv3p1sG+np+bF582any4hSunXv3j3ZbThy3K/ChQs79SByvCR02bJlxhj7pX8Jy7y9vc3p06et+hEREVaZzWazLpcZP368tXzIkCHJxpGRczfBzZs3rfL8+fOnua/GOJ9Pyd1efvllc/z4cad1Bg4caJU/88wzTv/H1157zSpr166dtU56en5UqlTJej2Li4sz+fPnt8oSnh8ffvih0/ns+BoydepUqywgICDJ5USJZVbPj169elnLN2/ebC13fM9M6fOQ42tWtWrVnLbx8ssvW2WOn5Mce4T07dvXaR3H9yvHuAB3RM8PAEk4zqzh2OPD8b7jr96OvwD7+PioefPmWRZbYGCg9YuezWZTUFCQVeb4i6Ljr92XLl3K9Dj2799v3ffz81P16tWtx5UqVVJgYGCydZNz6NAh677jPkiyBqtzdP78eZ0/f956PGDAAD355JPW7cyZM1ZZRqeVfPzxx637jjMN1KpVy5qZIaVj67ifiQdvc3yc0vF44YUXMhSrdGfHonv37lZPpPbt26tIkSIKCgpS/fr19cEHH+jmzZtpbtfxOf/888+nWM8Yo2bNmmnYsGHavn27/vrrLxljktRL3JMqI1q3bm310pk4caJKlSolf39/Va9eXYMGDdKJEyesul988YVatGihFStW6OzZs8n2DHKMJaXnppeXl2rXrp1sPK+99pr69u2r//73v7p8+XKyPZ8StuHr62v1Pvjtt99Uo0YN+fv7q0yZMmrXrp1Wr16dkUMhKfXn3sGDByU5///Onz+vp556ynrO9O3b1yo7c+ZMmlN6Dh8+XK+++qp+/PFHXbhwIdkBodPz/3V8zUjvNKIJv2onSOiJlti5c+eSXadkyZJq2LCh9fjLL79UfHy8U285x94hmcHxfHXc5759+zqdu4n/FxlVp04drVq1SpUqVXJaXq1aNadlCb0S0uuxxx5z6h3m+DqZ8Hro+BpXrlw5BQcHW48dn4/GGKu3iKPkXiMyeu6m1tbd2rJlizVLSwLHc2rt2rVO/8cvvvjCKsvoe1LDhg2t3l/58uVz+n8ld7xr1qwpX19f67Hj8f7rr790+vTpVLeXL5/zV6PEx8/xcWq90p5++mnrfnLPkdRk9DOBdPfvv4C7IPkBwMnGjRt14MAB63GHDh2s+ex79+5tLd+6dav27duX4fYTf1hw/ADn+KE4JYk/7Dt+UHH8IO0opQ8riT88XrhwIc3t5zYJ3YLTy/H4pufYZibHLwhZIeFY1K9fX9u2bVO/fv30xBNPqHDhwrp8+bI2bNigt956yynJd7c2bdqkDRs2SJI8PDw0atQo/fDDD4qMjFSjRo2seo4JgpSeoymdH0WLFtWOHTs0cuRINWrUSPfff7+io6P166+/auLEiXryySf1119/SZLGjh1rrdekSRMtW7ZMkZGRmjx5crKxZNSpU6ecZg4JCwvTmjVrFBkZqVdffTXZbcycOVNz585Vu3btFBoaKm9vbx09elTz589XkyZNtHTp0juOJzOkdg7dvn3bupRGsieIv//+e0VGRmrw4MHW8vQc0xo1alj3Dxw44JS0SknCJToJUrqMxPGSmsTrOF7SMn/+fK1evdqaFcTHxydTZh1JcO3aNW3atMl6nNJlOpmlQYMG2rNnj44dO6YtW7boxIkT2r59u/7++2+rTpUqVTLUpmPCXZLTdL13k2hwvFQuuS/Id3ruOrZ1JzOq1KtXT/Hx8dq/f7+qVasmSTp27JjatGljXW6XERl9T8qq452SggULOj1O/LnA8XU48ecRR45xZ2RKZwBZi+QHACeOvT7SWzdhjAvJfi39ypUrk9RN+JCS+Fe2kydPWvcjIiIyFOudcNy+47Z//PHHDE2t+tBDD1n3//77b/3666/W46ioKGssgcR1k1OuXDnr/ubNm53KNm7cmKR+kSJFnHpfrF69WsY+gLXT7fr1607XpGc1x/3873//61Tm+Dil45HSr2iOSZjEH+7v5FgYY1S1alVNmTJFP//8s86fP69Dhw6pQIECkuxjcKTV+8PxOZ8wfoWjhOf78ePHrWVVq1bVsGHD1LBhQz366KNOZY5Seo4uX7482frGGAUHB+tf//qX1qxZo2PHjunSpUvWL4bHjh2znkeO25wwYYJatmypunXrpviFJKXnZmxsbLLjlDh+YS9UqJAmT56sRo0aqW7duilOs5kvXz517NhR8+bN02+//aYbN25owoQJVvm8efOSXS8lqT33EsZZcRwP4v7779ft27dTfN6kNvbGxYsXnV43pk+friZNmqhu3brp7r2RoH379vL29pZkf5737ds32V/3o6OjrV+GH3vsMYWEhFhl48aNS7LOkiVLnMaTcJziVrL3XAoICJBk/6LXq1cvq6xVq1YZ7hmRkvj4eIWFhVljRkjOvUrWr1+f5PgnTFV7t+6//37Vrl1bJUuW1Ndff60//vhDkpQ/f35rbJbM5Pgad/jwYZ09e9Z67Ph8tNlsqlChgiT7tK8JkusNktFzN7m2HLeREQlxfvXVV1avucOHD+uTTz6x6jieU+3bt0/2fDLGZLjnR3o4Hu/t27crOjraeux4vAMCAtJMsj/44IPWOEGSknyeWbFihXXf8X0gM2X0M4F09++/gLsgFQnAEh0drfnz51uPBw0a5PQmLNm7pk+bNk2SvYv0e++9p0qVKunRRx+13qQ7deqkIUOGqEaNGrp48aIiIiLUvn17tWzZUgEBASpWrJjVDbtTp07q2LGj1qxZYw18mJUcB3+bN2+eypQpI19fX6cvW+lRuXJlVa9eXTt27JBk/7D37rvvysPDQ++++65VLzQ01OkX3eS8+OKL1geqJUuW6J133tGTTz6p5cuXa8uWLUnq22w2de3a1Yr51Vdf1dChQxUaGqrr16/r+PHj2rx5syIiIqxf/LNDly5drETA8uXLNWjQID3zzDP66aefnAYZzejgiY5dhleuXKm6desqf/78KlWqlEJCQjJ8LPr376/Dhw/r2WefVUhIiO655x7t2LHDSngYYxQTE6P8+fOnGFO3bt2sX9kXLVqkdu3aqW3btvLy8tL27dt18uRJffbZZypbtqy1zu7duzVt2jSVKVNGM2fOTPYLjuT8HJ08ebIKFiyov/76Sx988EGy9RcsWKBJkyapdevWKlu2rIoWLarTp0/ryJEjVp2ELwNly5a1emyNHj1ar7/+urZv357iwJ4vvvii9u7dK8k+oF7x4sVVqVIlzZ492ykxk8Bxfy9evKj33ntPNWvW1MKFC/XDDz8ku40HHnhAzZo1U40aNVSiRAnFxcU5vRY4fpFJj61bt+qNN97Q888/r19//VUzZsywyl5++WVJUqNGjRQSEqITJ07o+PHjaty4sbp3766iRYvqzJkzOnz4sNasWaPy5ctr1qxZKW6rWLFi8vf3txIg//znP9WyZUv9+OOPqa6XnFKlSmnEiBF65513JNmTcI8//rh69OihsmXL6vr169q6datmz56tgQMHKiwsTF5eXvrggw+shMaWLVvUqFEj9erVS0FBQdq4caPGjRtnbaNatWpJzj8/Pz+99NJL+ve//y3JeQDQu7nkJSYmRj///LNu3bqlgwcPatasWU6vZz179lSdOnXS3d7Nmze1Zs0aSUkv71mzZo3Vq6FNmzbW8sqVK6tjx456+OGHZYzRunXrNHXqVKt8yJAhSXoWZIZnn31WJUqU0OnTp3Xr1i0999xzGjJkiK5fv663337bqte0aVMr7qpVq+qee+7R1atXtWPHDsXFxTkNFJ7RczeB4wCXjgNv3omKFSuqffv21uC4EyZMUM+ePeXn56cuXbpoypQpio+P17x581SwYEG1aNFCPj4+OnnypKKiorRs2TL985//zLQBdBO8/PLLevvtt3Xz5k39+eefevHFF/Xmm2/q5MmT1vkk2T9vpNULw9/fX23atLEG5h45cqQOHjyosmXLKjIy0um1KWGw2cz24osvWomlHTt2qEePHnruuee0cePGFAcM79Kli/UjzPTp01W0aFHVqFFDixcvdkpUZ/ZlbECuk2WjiQDIdb7++mungcFiYmKS1Ll8+bLTdHLff/+9McaYw4cPm5CQkBQHSEuY6tYY5wFVHW+OgyumNOBp4kH0UhqkNKXBCa9evWoKFSqUZNslS5Z0mvYyPVPd7t27N9WpbgsVKpSuqW5jY2NTnO7TcbrGxFPd1q9fP9VB6dL7Ep/RY5jaoLWOA7Uld0s8uGBK23a0evXqZNsaNWrUHR2LHj16pFovPdNBxsXFmVdeeSXFNhKmr42Li3MaKDjh5u/vb2rVqmU9dhww9I8//kh2oEbH80P630B88+bNS3V/SpYsaU3xOH369GTrOB4/x3Ps2rVrTgM6Jtw8PDxMuXLlko2/Xbt2ydZ/8sknk30+pTZNryTz3Xffpfn/cBwgsWrVqskOKvvII4+YGzduWOts3Lgx1aluE8eZ0vkwdOjQNI9pclOXpmTUqFHJDprqeJs8ebLTOlOnTk11mk9JpmbNmubUqVPJbjMyMjJJ/eLFiyc7OGR6BzxN7TZgwACn6Y7TI/F20zrPjTGp1uvatauJi4tL17ZTG+w2pfeH9Ex1e+LECae2unXrZpWvXbvWqSyj526CJ554wjoHEw9SmpKUpro1xj7Fu+MguVOmTLHKpk6dmupUt4mPUXoGPE3vwOTpmer26tWr6dr/U6dOmTJlyqS6H82bN09yfqQUW0rvmam9lzoODOx4q1ChQrL/m/RMdTt69Oh07T+Ql3HZCwCL4yUvLVq0sLpgOwoMDFSDBg2sxwkDn5YtW1a7d+/Wu/y6OrIAACAASURBVO++q+rVq6tAgQLy9vZWSEiIXnjhBacusYMHD9aQIUNUvHhxeXt7q3LlypozZ44GDhyYdTv3fwICAqzeAz4+PgoKCtIrr7yiLVu2pHr9bnIefvhh7d69WwMHDtRDDz0kX19f+fr66sEHH1S/fv20e/fuJNfXJ8fDw0MrVqxQWFiYihUrJh8fH1WtWlXz5s1L8Xp7Pz8/rV27VjNnzlT9+vUVFBQkT09PFStWTDVq1FD//v0zrct4Rnz88cfWNJ+FCxeWp6engoKC9Mwzz+jbb7/VzJkzM9zms88+q0mTJqlcuXLJTpmc0WPRvn17devWTY888ogKFSokDw8P+fv7q1q1atZUkmnJly+f5syZo4ULF6pZs2YqWrSota+PP/649etzvnz5tHTpUnXp0sXqJdCgQQOtX78+xS7TZcqU0ZIlS1S1alV5e3urePHi6tOnjyIjI5OtX6dOHQ0aNEiPPfaYdU75+PjogQce0JtvvqlNmzZZ17H36NFDn376qfV8LV++vKZMmaLhw4cn23aBAgW0YcMGdenSRUFBQfLz89Njjz2mVatWJRlUL8Hnn3+usLAwlSxZUn5+fqpTp45WrlzpNLCmozFjxqhVq1YqXbq0ChQoIA8PDxUpUkRNmjTRypUrUx1QNjmtW7fWihUrVKdOHfn6+qpw4cLq3r271q1b59Sb57HHHtNvv/2mAQMGqFKlSsqfP7/8/PxUpkwZNWrUSJMnT9bIkSPT3N6oUaM0atQolS1bVr6+vqpcubK++uqrO/6FddiwYYqKilJYWJiqVKmigIAA67W0fv36mjJlSpJfnHv37q29e/fqH//4h0JDQ1WgQAF5eXmpWLFiatq0qWbPnq2NGzeqRIkSyW6zbt261iVBCTp16nTXU5TbbDb5+PioePHiqlOnjsLCwvTbb79p4sSJ2TIOQp8+fVS1alXrNaFo0aJq2bKlli9fri+++CLJ4JaZqV69etq5c6fVc8fb21t+fn565JFHNGzYMO3YsUMlS5Z0WsdxKtfEU7Rn9NyV7JfKJFwm0bx5c6dLpO5UxYoVnQanHj9+vDX2R+/evbV582Z17NhR999/v7y9vRUQEKAKFSropZde0pw5czJ8PqdXu3bttHXrVnXq1EkhISHy8vJSgQIFVKNGDY0fP14///yzdXlXWkqUKKEdO3YoPDxc1atXV8GCBeXh4aFChQqpQYMG+vzzz7Vs2bK7Pj9SM3v2bIWHh1vHsUKFCvr4449TnK7Xw8NDixYt0hdffKF69eopMDDQes63atVKa9eudeoFA7grmzFZMFoQAABANunSpYuVvB0xYoTCw8NdGxBwh1q1aqXly5fL399fx44dc7rsL6MGDx6sCRMmyGaz6ZdffknzEkwAyOvo+QEAAADkAOPHj5enp6du3LihKVOm3HE7V65c0fTp0yXZZyEi8QEADHgKAAAA5AgPPfSQbt++fdftBAYGZuuA1wCQG9DzAwAAAAAA5GmM+QEAAAAAAPI0en4AAAAAAIA8jeQHAAAAAADI00h+AAAAAACAPI3kBwAAAAAAyNNIfgAAAAAAgDyN5AcAAAAAAMjTSH4AAAAAAIA8zdPVAeQm8fHxunHjhry8vGSz2VwdDgAAAAAAkGSM0e3bt+Xv7698+ZL28yD5kQE3btzQgQMHXB0GAAAAAABIxoMPPqiCBQsmWU7yIwO8vLwk2Q+mt7e3i6NJvz179ig0NDRHtucusbnLfmZ2e+4Sm7vsZ2a35y6xuct+ZnZ77hKbu+xnZrfnLrG5y35mdnvuEpu77Gdmt+cusWX2fmaHW7du6cCBA9b39sRIfmRAwqUu3t7e8vHxcXE0GZPZ8WZme+4Sm7vsZ2a35y6xuct+ZnZ77hKbu+xnZrfnLrG5y35mdnvuEpu77Gdmt+cusbnLfmZ2e+4SW277zpsgpSEqGPAUAAAAAADkaSQ/AAAAAABAnkbyAwAAAAAA5GkkPwAAAAAAQJ5G8gMAAAAAAORpJD8AAAAAAECeRvIDAAAAAADkaSQ/AAAAAABAnkbyAwAAAAAA5GkkPwAAAAAAQJ5G8gMAAAAAAORpJD8AAAAAAECeRvIDAAAAAADkaZ6uDgAAAAAAANyF+HjZbt2Srl2Tbt2Sbt++q7/3XrkiVa0qeXi4es8yDckPAAAAAAAykzHSzZvS9ev2hITjX4f7xQ4dklaskGJipOho+83xfuLHKZXduqXqmRh+KX9/qVcv6d57M7FV1yL5AQAAAABwT8bYEwjXr0s3biR/cygrceiQVKBAkiRGkvvXr9vbTkPJhDuenpKPj+Tr+7+b42MfH6lgwZTLfH116vx53VemjOTtLXl53dXfXQcPqnoeSnxIJD8AAAAAALnd7dvSuXPSqVPS6dP/+3v6tMoeO2b/Up8okWHd4uPTvZni+fLZkx8FC9r/JtwvUSLp8uTqOd7399ev+/er2qOP2pMfd+ns9u26r0aNu25HksyJE5nSTk5C8gMAAAAAkDMZI1269L+ERuLkRsLfc+eS9rTw9JSCg+Xj4yMVLiz5+0tFitj/Jr4VKJCuZTv27lWNmjUzbffi/fwyJfGBtHGUAQAAAACuY4x09Ki0a5e0c6fKbNwo/f33/xIbMTFJ1ylc2N7b4r77pGrV7H/vu+9/y0qUsCc68uXTvu3bVSOTekTIZsucdpDtSH4AAAAAALJHdLS0d6+0c6eV7NDu3dLVq/Zym03+JUpIDzwgPfaYczIjIcERHGwf5wLIAJIfAAAAAIDM9+efzkmOXbuk/fuluDh7ub+/VLmy1KGDVKWK/fbII9qzf3/m9dQA/g/JDwAAAADAnYuLk++RI9LBg87JjrNn/1enZEmpalWpTRv73ypVpHLlpHz5XBc33ArJDwAAAABAxsTGSuvXS/PnS4sWqdKlS/blXl7Sww9LjRv/rzdHlSpSoUIuDRcg+QEAAAAASFtcnBQZaU94fPeddP68fUaU1q11pHx5lWnTRqpYUfL2dnWkQBIkPwAAAAAAyYuPlzZulL79VlqwwH4pS/78UosWUtu2UtOmkp+fLm3frjJVqrg6WiBFJD8AAAAAAP9jjLR1q72Hx4IF0smTkq+v1KyZPeHRvLl9sFIgFyH5AQAAAADuzhhpxw57wuPbb6Vjx+yXrzRuLI0dK7VqJRUs6OoogTtG8gMAAAAA3JEx0u7d9mTH/PnS4cOSp6fUqJH07rtS69ZSYKCrowQyBckPAAAAAHAnly8reMYM6aefpN9/lzw8pIYNpaFDpeeeY2YW5EkkPwAAAADAXSxaJPXureBz56R69aSwMOmFF6QiRVwdGZClSH4AAAAAQF537pzUp4+0cKFUtar2ffCBHu7Y0dVRAdkmn6sDAAAAAABkEWOkL7+UHn5YWrZMeu89aetW/f3QQ66ODMhW2Zb8GDdunBo2bKgKFSrowIEDkqTLly+re/fuaty4sVq2bKk+ffro0qVL1jo7d+5Uq1at1LhxY7322mu6ePFilpYBAAAAQJ5x4oR9WtpXX5UqVJB27pT++U/Jy8vVkQHZLtuSH08//bS++uor3XfffdYym82mbt26afXq1Vq+fLlCQkL0wQcfSJLi4+P11ltvafjw4Vq9erVq1qyZpWUAAAAAkCfEx0vTp0uVKkkbNkhTpkiRkVLFiq6ODHCZbEt+1KxZU8HBwU7LAgMDVadOHetx1apVdfr0aUnSnj175OPjo5o1a0qS2rVrp1WrVmVZGQAAAADkeocO2Wdu6dlTql1b2rNH6tfPPqML4MZyzJgf8fHxmjdvnho2bChJOnPmjEqUKGGVBwUFKT4+XleuXMmSMgAAAADIteLipA8+kB55xH55y+efS//5j1SmjKsjA3IEmzHGZOcGGzZsqOnTp+vBBx90Wv7uu+/q3Llzmjp1qvLly6fVq1fru+++08yZM606VapU0YYNG7Rly5ZMLwsMDEwz9piYGO3Zs+dudh8AAAAAMpXvoUMqPXKk/KOidOWpp3T87bd1m6lr4aZCQ0Pl4+OTtMBkswYNGpjff//dadnYsWNN165dTUxMjLVs165dpnnz5tbjixcvmqpVq2ZZWXpER0ebbdu2mejo6HSvkxNs27Ytx7bnLrG5y35mdnvuEpu77Gdmt+cusbnLfmZ2e+4Sm7vsZ2a35y6xuct+ZnZ7uSq2mBhjwsON8fIypnBhY+bNMyY+Ptvjyuz2iC1vtZVd0vq+7vLLXiZNmqQ9e/bok08+kbe3t7U8NDRU0dHR2rZtmyTpm2++UZMmTbKsDAAAAAByjV9+kWrWlMLDpZdekqKipHbtJJvN1ZEBOZJndm1o9OjRWrNmjS5cuKCuXbsqMDBQU6ZM0YwZM1S6dGm1a9dOklSyZEl98sknypcvn8aPH68RI0YoJiZG9913nyZMmCBJWVIGAAAAADne339LI0ZIEydKwcHSsmVSy5aujgrI8bIt+TFs2DANGzYsyfLff/89xXWqV6+u5cuXZ1sZAAAAAORUBXbssPfuOHRI6t5dmjBBuuceV4cF5ArZlvwAAAAAANyBuDhp8GBVmDTJPnvLDz/Yp7MFkG4kPwAAAAAgp7p+XWrfXoqI0J8vvaSis2ZJ/v6ujgrIdUh+AAAAAEBOdPKkfTyP336Tpk3Tidq1VZTEB3BHXD7bCwAAAAAgkR07pDp1pMOHpYgIqWdPV0cE5GokPwAAAAAgJ1m+XHryScnDQ/rvf6UmTVwdEZDrkfwAAAAAgJzAGOnDD6XWraWHH5a2bJEeecTVUQF5AskPAAAAAHC12Fipb18pLExq00Zav14KDnZ1VECeQfIDAAAAAFzp2jWpVSvpk0+kQYOkhQuZ0QXIZMz2AgAAAACucuKE1KKFtHevNGOG9MYbro4IyJNIfgAAAACAK2zfbp/K9sYNaeVK6dlnXR0RkGdx2QsAAAAAZLelS6WnnpK8ve0zupD4ALIUyQ8AAAAAyC7GSJMnS889J1WqJG3eLIWGujoqIM8j+QEAAAAA2SE2VurVSxowQHr+efuMLsWLuzoqwC2Q/AAAAACArPbXX/aBTadPl4YMkb79Vsqf39VRAW6DAU8BAAAAICsdP25PfOzbJ332mdStm6sjAtwOPT8AAAAAIIvkj4qS6tSxJ0C+/57EB+AiJD8AAAAAICssXqwK3btLvr7Sxo3SM8+4OiLAbZH8AAAAAIDMFhkpvfCCbpYvb5/R5eGHXR0R4NZIfgAAAABAZoqOtl/eUrq0Dk6bJhUr5uqIALfHgKcAAAAAkJlGjpQOHJD+8x/FM6MLkCPQ8wMAAAAAMsvOndL48VLXrozxAeQgJD8AAAAAIDPExkqvvy4VKSJNnOjqaAA44LIXAAAAAMgMkyZJO3ZICxdK997r6mgAOKDnBwAAAADcrYMHpREjpOeek154wdXRAEiE5AcAAAAA3I34eKl7d8nHR5o61dXRAEgGl70AAAAAwN34/HNpwwb73xIlXB0NgGTQ8wMAAAAA7tSpU9Jbb0kNG0qvvebqaACkgOQHAAAAANwJY6RevaTbt6WZMyWbzdURAUgBl70AAAAAwJ1YsEBatkz64AOpXDlXRwMgFfT8AAAAAICMunhR6ttXqllT6tfP1dEASAM9PwAAAAAgowYMkC5dkv7zH8mTr1VATkfPDwAAAADIiNWrpTlzpKFDpcqVXR0NgHQg+QEAAAAA6XX9utSjh/TQQ9KwYa6OBkA60T8LAAAAANLrnXek48elyEjJx8fV0QBIJ3p+AAAAAEB6bNokffyxfXrbJ55wdTQAMoDkBwAAAACkJSZG6tZNKllSGjPG1dEAyCAuewEAAACAtLz/vhQVJa1cKRUs6OpoAGQQPT8AAAAAIDV79th7e3TsKDVt6upoANwBkh8AAAAAkJK4OOn116V77pGmTHF1NADuEJe9AAAAAEBKPvpI2rpV+vprqXBhV0cD4A7R8wMAAAAAknPkiDRsmNS8udSunaujAXAXSH4AAAAAQGLGSG+8IXl4SJ9+Ktlsro4IwF3gshcAAAAASGz2bGntWmnaNCkkxNXRALhL9PwAAAAAAEdnz0oDBkhPPin16OHqaABkApIfAAAAAOCob1/p77+lzz6T8vGVCcgLsuVMHjdunBo2bKgKFSrowIED1vIjR46obdu2aty4sdq2baujR4+6rAwAAAAAAtetkxYulEaMkCpUcHU4ADJJtiQ/nn76aX311Ve67777nJaPGDFCHTp00OrVq9WhQwcNHz7cZWUAAAAA3NyVKwoZN06qWlUaNMjV0QDIRNmS/KhZs6aCg4Odll28eFFRUVFq0aKFJKlFixaKiorSpUuXsr0MAAAAADR4sLwuXZI+/1zy8nJ1NAAykctmezlz5oyKFSsmDw8PSZKHh4eKFi2qM2fOyBiTrWVBQUEuOAIAAAAAcoyNG6XPPtOfHTuqWI0aro4GQCazGWNMdm2sYcOGmj59uh588EHt2bNHQ4YM0YoVK6zyZs2aacKECTLGZGtZpUqV0hV/TEyM9uzZczeHAAAAAEBOExurip06yfPaNe1dsEDx+fO7OiIAdyg0NFQ+Pj5JC0w2atCggfn999+NMcZcuHDB1KhRw8TGxhpjjImNjTU1atQwFy9ezPay9IqOjjbbtm0z0dHRmXZMssO2bdtybHvuEpu77Gdmt+cusbnLfmZ2e+4Sm7vsZ2a35y6xuct+ZnZ77hKbu+xnprQ3YYIxkjGLF+e82HJBW5ndHrHlrbayS1rf1102b1OhQoVUsWJFRURESJIiIiJUsWJFBQUFZXsZAAAAADd17Jh9ZpdWraQ2bVwdDYAski1jfowePVpr1qzRhQsX1LVrVwUGBmrFihUKDw/X0KFDNW3aNAUEBGjcuHHWOtldBgAAAMAN/eMf9r8ffeTaOABkqWxJfgwbNkzDhg1LsrxcuXJasGBBsutkdxkAAAAAN7N0qbRsmTR+vFSqlKujAZCFXHbZCwAAAAC4zPXrUt++0iOPSGFhro4GQBZz2VS3AAAAAOAy4eHSiRPSN99IXl6ujgZAFqPnBwAAAAD3smuXNGWK1L279Pjjro4GQDYg+QEAAADAfcTHS2++KQUFSWPHujoaANmEy14AAAAAuI/PPpM2b5bmzLEnQAC4BXp+AAAAAHAP585JQ4dK9etLnTq5OhoA2YjkBwAAAAD3MGiQdOOG9Omnks3m6mgAZCOSHwAAAADyvh9/lObOtff8eOghV0cDIJuR/AAAAACQt8XESD17SuXKSW+/7epoALgAA54CAAAAyNvGjZMOHJBWrZL8/FwdDQAXoOcHAAAAgLzr4EHp/feltm2lxo1dHQ0AFyH5AQAAACBvMkbq3Vvy8ZEmT3Z1NABciMteAAAAAORN33wj/ec/0tSpUnCwq6MB4EL0/AAAAACQ91y5IvXvL9WsKb35pqujAeBi9PwAAAAAkPe88450/ry0cqXk4eHqaAC4GD0/AAAAAOQtW7dKn34q9e0rVa/u6mgA5AAkPwAAAADkHbGxUo8e9jE+Ro50dTQAcgguewEAAACQd0ydKu3cKS1YIAUEuDoaADkEPT8AAAAA5A0nT0r/+pfUrJn0wguujgZADkLyAwAAAEDe0K+f/bKXqVMlm83V0QDIQbjsBQAAAEDuFxEhLVokvf++VKaMq6MBkMPQ8wMAAABArmaLjpb69JEeflgaONDV4QDIgej5AQAAACBXC/78c+nYMWnDBsnb29XhAMiB6PkBAAAAIPfas0fFv/xS6tpVeuopV0cDIIci+QEAAAAgd4qPl3r2VFyBAtL48a6OBkAORvIDAAAAQO70+efSzz/rZL9+UuHCro4GQA5G8gMAAABA7nPmjDR4sNSggS62bOnqaADkcCQ/AAAAAOQ+fftK0dHSjBmSzebqaADkcCQ/AAAAAOQuS5dK330njRghlS/v6mgA5AIkPwAAAADkHn/9JfXuLVWuLA0a5OpoAOQSnq4OAAAAAADS7e23pdOnpUWLJC8vV0cDIJeg5wcAAACA3GHjRunTT6V//EOqXdvV0QDIRUh+AAAAAMj5YmKk7t2lkBBp9GhXRwMgl+GyFwAAAAA537hxUlSUtGKFVKCAq6MBkMukq+fHkiVLNHr0aBljNH/+fJUvX161a9fWrl27sjo+AAAAAO5u3z7pvfekdu2kZs1cHQ2AXChdyY9Ro0Zp2bJlkqQ+ffro8OHD2rZtmwYOHJilwQEAAABwc/Hx0htvSP7+0pQpro4GQC6VruTH4cOHVblyZR08eFAXL17UwoUL1axZM23fvj2r4wMAAADgzj77TPr5Z2niRKlYMVdHAyCXSlfyIzY2VrGxsdqzZ49sNpsaNGigkJAQ3bp1K6vjAwAAAOCuTp+WBg+WGjaUunRxdTQAcrF0DXj60EMP6euvv9aiRYv0wAMP6N5779Xx48dVokSJrI4PAAAAgLvq00e6dUuaMUOy2VwdDYBcLF09P8aMGaOiRYsqf/78mjBhgm7duqWjR4+qefPmWR0fAAAAAHe0eLH9NmKE9MADro4GQC6Xrp4fjRo10smTJ52W7d27N0sCAgAAAODmrl6VeveWqlSRmGQBQCZIV88PSdq8ebM6deqkJ598Uq+88oo2bdqUlXEBAAAAcFdDh0rnztkHO/XycnU0APKAdPX8WL16tVq0aKG4uDhJ0n//+1/NmzdPy5cvV9OmTbM0QAAAAABu5OefpenTpbAwqVYtV0cDII9IV8+P8PBw2Ww2hYWFafr06QoLC1O+fPk0cuTIrI4PAAAAgLuIiZG6d5dKlZJGjXJ1NADykHT1/IiKilL79u01adIka9nFixe1ZMmSLAsMAAAAgJsZM0bav19auVIqUMDV0QDIQ9LV8yMwMFB79+5VdHS0JCk6Olp79+5VYGBglgYHAAAAwE1ERUnvvy+1by9xaT2ATJau5EejRo20Y8cOFStWTKGhoSpWrJh+/fVXNWrUKFOCWLdundq0aaPWrVurVatWWrNmjSTpyJEjatu2rRo3bqy2bdvq6NGj1jpZUQYAAADABeLj7Ze7FCwoTZni6mgA5EHpSn6MHTtWderU0bVr1xQVFaVr166pdu3aGjt27F0HYIzR4MGDNX78eC1dulTjx4/XkCFDFB8frxEjRqhDhw5avXq1OnTooOHDh1vrZUUZAAAAABeYMUPauFGaOFEqWtTV0QDIg9KV/ChcuLA2btyoLVu2aP78+dqyZYs2btyowoULZ04Q+fLp2rVrkqRr166paNGiunz5sqKiotSiRQtJUosWLRQVFaVLly7p4sWLmV4GAAAAwAVOnZKGDJGeflrq3NnV0QDIo2zGGJNWpbJly+r111/XO++8Yy37/PPPtWzZMi1btuyug9i0aZPCwsKUP39+3bhxQzNnzpSnp6eGDBmiFStWWPWaNWumCRMmyBiT6WWVKlVKM86YmBjt2bPnrvcXAAAAgF3ZQYN0z6ZNivrmG8WEhLg6HAC5XGhoqHx8fJIWmHSw2Wymf//+Tst69epl8uXLl57VU3X79m3TuXNns23bNmOMMdu2bTP16tUzW7ZsMc2aNXOq27RpU7Nnzx7z22+/ZXpZekRHR5tt27aZ6OjojO6mSyUc25zYnrvE5i77mdntuUts7rKfmd2eu8TmLvuZ2e25S2zusp+Z3Z67xJYr9vO774yRjBk7NnPaywS54rjlsLYyuz1iy1ttZZe0vq+nOtVtw4YNrfsLFy7Uzp07JUnx8fHavn27ChYseNdZmX379unPP/9UjRo1JEk1atSQn5+ffHx8dO7cOcXFxcnDw0NxcXH6888/FRwcLGNMppcBAAAAyEZXrkh9+khVqkgDBrg6GgB5XKpjfqxfv17r16+XzWbTyZMnrcc//fSTbty4oZYtW951AMWLF9fZs2f1xx9/SJIOHz6sixcvqlSpUqpYsaIiIiIkSREREapYsaKCgoJUqFChTC8DAAAAkI2GDpXOnZM+/1zy8nJ1NADyuFR7fsyaNUvGGL322mtq1KiROnToIEny8PBQSEiInnrqqbsOoEiRIgoPD1e/fv1ks9kkSe+//74CAwMVHh6uoUOHatq0aQoICNC4ceOs9bKiDAAAAEDWK/Drr/YZXvr3l2rWdHU4ANxAqsmPzv832rLNZlOlSpVUM4temFq1aqVWrVolWV6uXDktWLAg2XWyogwAAABAFouJ0f3vvSeVKiWNHOnqaAC4iRSTHyNHjtSjjz6qZ599VseOHdOxY8e0cuXKJPWGDx+epQECAAAAyCNu3ZK6dJHf0aPS999LBQq4OiIAbiLF5Ed4eLjCwsL07LPPKjw83LokJYExRjabjeQHAAAAgLTduCG9+KK0apVO9umjkk2auDoiAG4kxeRH586dVbt2bUnSq6++miT5AQAAAADpcumS1KKFtGWLNHOmzlWvrpKujgmAW0kx+TFr1izr/uzZs7MjFgAAAAB5zalTUuPG0sGD0rffSi+8IG3f7uqoALiZVAc8dbRixQrNmTNHJ0+eVEhIiF555RU1b948K2MDAAAAkJsdPCg9+6x04YJ9jI+GDV0dEQA3la7kx6RJk/TWW2/JGCNJ2rRpkxYsWKDx48dr4MCBWRogAAAAgFzo11+lJk2k+Hhp3TqmtAXgUvnSU2nSpEny8PBQWFiYpk+frn79+snDw0OTJ0/O6vgAAAAA5DYbNkj160s+PlJkJIkPAC6Xrp4ft27dUvv27TVp0iRr2cWLF7V69eosCwwAAABALrRsmfTyy1KZMtKaNVJIiKsjAoD09fwYPHiwdu7cqcuXL0uSLl26pJ07d2rw4MFZGhwAAACAXGT2bOn556XKle09Pkh8AMghUuz5UbZsWafHJ06cUPHixVWkSBGdP39e8fHxmjZtGmN+AAAAAJAmTpQGDZKeeUZatEgqWNDVEQGAJcXkx9GjR5Msi4uL0+nTp1OtAwAAAMCNGCP985/S2LHSiy9Kc+fax/oAtKTMEQAAIABJREFUgBwkxeTHunXrsjMOAAAAALlNXJz05pvS559LPXpIn3wieXi4OioASCLF5Ee9evWSLLt165ZOnDihkJAQeXt7Z2lgAAAAAHKw6GipY0f7JS7DhkkjR0o2m6ujAoBkpTjgqTHGuh8TE6OePXvK399fDz74oPz9/dWzZ0/FxMRkS5AAAAAAcpBr16Tmze2Jj8mTpVGjSHwAyNFSTH50797duj969GjNmDFDcXFxMsYoLi5OM2fO1OjRo7MlSAAAAAA5xPnzUsOG0oYN0pw5UliYqyMCgDSlmPzYtGmTNZXtN998o9KlS2vnzp2Kjo7Wzp07VapUKX3zzTfZFigAAAAAFzt+XHrySWnPHmnJEumVV1wdEQCkS6rJj3379kmSzpw5o4YNG6py5cry9vZW5cqV1bBhQ505cybbAgUAAADgOr5HjkhPPCGdPSutWSO1aOHqkAAg3VIc8DQgIEDLli2TJJUtW1aLFi1S/fr19dBDD2n//v1atGiRypYtm22BAgAAAHCRrVtVoVs3ydfXfrlLlSqujggAMiTF5Ick2f5v0KI+ffrozTffVOfOna0yY4zGjBmTtdEBAAAAcJ3bt6WxY6VRoxRXtKg8N2yQypVzdVQAkGGpJj8SvPHGG4qNjdXUqVN17NgxlS5dWr1791aPHj2yOj4AAAAArvDrr1LXrtKuXVLbttrfrZuqkPgAkEulK/khSb169VKvXr2yMhYAAAAArhYTY5+6duxYqUgR+3S2zz2n2O3bXR0ZANyxdCc/AAAAAORxW7bYe3vs2yd17ixNmiQFBbk6KgC4aynO9gIAAADATdy8KQ0cKD3+uHT9urRypTR7NokPAHkGPT8AAAAAd7Zhg/T669L/Z+/Ow2O89/+Pvyb7QhJLEHtolVqradEv1UVpizqtrYdTbfVwnG6c04VTDq22R9FW/ai2VJWuqFaponaaOPaIWGOrJSQkQoKsc//+uE9GU0sm3GNG5vm4rrkk9z3z8Xrnvmcy887nvu99+6QBA6TRo6WwMHenAgBLMfMDAAAA8EaZmdJzz0n33CMZhrR8ufTRRzQ+AJRKTjc/Vq9erV69eqlFixY6evSoRo4cqfXr17syGwAAAABX+OUXqVEjs9kxaJCUkCDde6+7UwGAyzh12MuPP/6orl27ym63y2azqXLlyvroo4+UkJCg7777ztUZAQAAAFghI8M8t8dnn0m33CL9+qt5ng8AKOWcmvkxcuRIVaxYUW3btpUk+fn5qXXr1lq3bp1LwwEAAACwyLx5UsOG0vTp0pAhUnw8jQ8AXsOp5sfu3bvVpUsXNWvWzLGsYsWKSktLc1kwAAAAABY4eVLq3Vvq0kWqUEH673+lUaOkoCB3JwOA68ap5kdUVJQ2b96sgoICSVJ6erqWLFmiGjVquDQcAAAAgKtkGNLs2dKtt0qzZkmvvy5t3CjFxLg7GQBcd06d86Nr164aM2aM4uPjJUnVqlVTbm6uhgwZ4tJwAAAAAK7C8eOq8+qr0ooV0u23S0uXSk2auDsVALiNUzM/RowYoZ49e6qgoECGYSgnJ0fdu3fX0KFDXZ0PAAAAgLMMQ5o6VWrQQOGxsdI775iHudD4AODlnGp+BAcH65tvvlFqaqrWr1+v1NRUffvttwoJCXF1PgAAAADO2LdPatdO+utfpSZNtOObb6TBgyU/pyZ7A0CpdtlXwoSEhEsuDwgIUHJyspKTkyVJTegiAwAAAO6Tny+NGyeNGCH5+0sffyz166ecLVvcnQwAPMZlmx+33XZbsQ+22WzKz8+3NBAAAAAAJ8XHmzM9Nm0yr+by4YdStWruTgUAHueyh70YhuHUDQAAAMB1dv689K9/mVduOXzYvJrLDz/Q+ACAy7hs88NutztuM2bM0E033aSEhARlZ2dr69atqlu3riZPnnw9swIAAABYtUpq2tQ8mWmfPtLOnVL37pLN5u5kAOCxnDrh6WuvvaY2bdqoUaNGCggIUOPGjdWmTRsNHz7c1fkAAAAASNLp09Lf/ibdc495no8lS6TPPpPKl3d3MgDweE6d+jknJ0fffvut6tatq3r16mn37t369ttvFRYW5up8AAAAAH78UXr2Wen4cemll6Q33pBCQ92dCgBuGE41P/72t7/prbfe0r///W/HMsMw9PLLL7ssGAAAAOD1UlKkF16QZs+WmjSR5s6V7rjD3akA4IbjVPNj5MiRio6O1tdff62jR4+qWrVq6tWrl5566ikXxwMAAAC8kGFIn39uzvI4d056+23plVfMS9kCAErMqeaHJD399NN6+umnXZkFAAAAwP795rk9li6V2rSRpkyRbrnF3akA4Ibm1AlPAQAAALhYfr4qffml1KiRtG6d9NFH0sqVND4AwAJOz/wAAAAA4AKGIf3yizR4sGps3Sp17ixNmiRVr+7uZABQajDzAwAAAHCXjRuldu2kBx+UzpzRvnfeMa/sQuMDACzlEc2PnJwcjRgxQu3bt1fnzp0dV5U5cOCAevbsqQ4dOqhnz546ePCg4zGuWAcAAABcF3v3So8/bl65JSFBGj9e2rVLGe3aSTabu9MBQKnjdPNj5syZat26tWrUqKE2bdpo5syZloUYO3asAgMDtXjxYs2fP18DBw6UJI0YMUK9evXS4sWL1atXLw0fPtzxGFesAwAAAFwqNdW8dG2DBtL8+dK//y3t2ye9+KIUEODudABQajnV/Pjyyy/Vq1cvxcXF6ejRo4qNjVWvXr30xRdfXHOAs2fPau7cuRo4cKBs/+tyV6xYUWlpadqxY4c6deokSerUqZN27Nih9PR0l6wDAAAAXCYrSxo5Uqpb1zyR6V//as7+GDlSCgtzdzoAKPVshmEYxd3ptttuU1JSkv7zn/+ofv362rVrl4YOHaq6desqPj7+mgLs2rVLzz//vB544AGtW7dOoaGhGjhwoIKCgjR48GAtWLDAcd+HH35YY8eOlWEYlq9r2LBhsVlzcnKUmJh4TfUCAADAi+Tnq+Lcuao6ZYr809J06r77dPTZZ5VTu7a7kwFAqdSoUSMFBgZevMJwQpkyZYxnnnmmyLK+ffsaZcqUcebhV5SYmGjUq1fPmDdvnmEYhhEfH2+0bNnSWLdunfHwww8Xue9DDz1kJCYmGtu2bbN8nTOys7ONjRs3GtnZ2SUt0602btzoseN5SzZvqdPq8bwlm7fUafV43pLNW+q0ejxvyeYtdVo93nXJZrcbxqxZhnHTTYYhGUabNoaxdu11zeb128ADxrJ6PE8dy+rxyFa6xrpeivu87tSlbitXrqxff/1VR44cUfXq1XXkyBHFxsaqUqVK19yViYqKkp+fn+NQlKZNm6pcuXIKCgpSSkqKCgoK5Ovrq4KCAqWmpioqKkqGYVi+DgAAALDEypXS4MHS+vVSw4bmuT06duREpgDgRk6d8+PRRx/Vnj17VKtWLZUpU0a1atVSUlKSHn300WsOUL58ebVo0UKxsbGSzKuxpKWlqXbt2mrQoIF++uknSdJPP/2kBg0aqHz58qpQoYLl6wAAAIBrkpAgPfywdO+9UnKyNG2atHWr1KkTjQ8AcDOnZn688cYb+u233/Tdd9/p3LlzkqRu3brpjTfesCTEG2+8oddee02jR4+Wn5+fxowZo7CwML3++usaMmSIJk2apLCwMI0ePdrxGFesAwAAAErK//hx6amnpBkzpPBwacwY6fnnpeBgd0cDAPxPsc0PwzB08uRJTZgwQR9++KEOHjyo2rVrKzIy0rIQNWrUuOSVY+rWravZs2df8jGuWAcAAAA47X9XcGk0frw5s+Pll6UhQyRmFQOAx3Fq5kfdunXVu3dvff7555Y2PQAAAIAb0qpV0tNPSwcPKr1TJ1WcOFGqWdPdqQAAl1Fs88Nms6l58+Y6derU9cgDAAAAeK6zZ6V//UuaMEGqW1datUq/hYSoIo0PAPBoTs38uPfee/Xuu+/q6aef1l133VXkmrl9+vRxWTgAAADAY6xZY8722LdPevFF6T//kUJDpU2b3J0MAFAMp5ofY8aMkc1m04wZMzRjxowi62h+AAAAoFQ7d04aOlQaP16KjjYvZdu2rbtTAQBKwKnmx9133y0bl+cCAACAt4mNNWd7JCWZV3B55x1ztgcA4IbiVPNj5cqVLo4BAAAAeJDz56Vhw6Rx46RataTly6V773V3KgDAVfJx9o5JSUl67bXX1LNnT6WmpmrGjBnas2ePK7MBAAAA19/atVKzZtL770sDBkjbttH4AIAbnFMzP3799Vd16NBB58+fl81m0/Tp0zVo0CB17txZ06dPd3VGAAAAwPXOn5eGDzebHtWrS0uXSvff7+5UAAALODXzY8iQIfLz89Ntt90mSQoKCtLdd9+t1atXuzQcAAAAcF2sWyc1by69+67Ur5+UmEjjAwBKEaeaHwkJCerRo4fuvvtux7KoqCilpKS4LBgAAADgctnZ0pAh0l13SWfPSr/8In38sVS2rLuTAQAs5FTzo0KFCkpKSnJ8n5eXp7i4OFWpUsVlwQAAAACX2rBBuv12afRoqW9fc7bHAw+4OxUAwAWcan60b99eq1ev1rRp0yRJ0dHRSkxM1EMPPeTScAAAAIDVbLm50muvSS1bSmfOSIsWSVOmSGFh7o4GAHARp054OmrUKG3fvl1xcXGSpOTkZLVq1UojR450aTgAAADAUnFxavDEE9L+/eZsj/ffl8LD3Z0KAOBiTjU/ypcvrzVr1mjTpk06ePCgateurdtvv102m83V+QAAAIBrt3OnOdtj7lz5RkZKCxZIDz/s7lQAgOvEqeaHJNlsNkVHR6tSpUqSpMOHD0uSatas6ZpkAAAAwLU6ckR6/XVp2jQpNFR6801tb9tWt7Vp4+5kAIDryKnmx5IlS/TMM8/o6NGjRZbbbDbl5+e7JBgAAABw1U6dMk9kOn68VFAgvfiiOfMjMlL2TZvcnQ4AcJ051fwYMGCAjhw5ctFywzAsDwQAAABctfPnpYkTpVGjpIwMqXdvaeRIKTra3ckAAG7k1NVe0tLS1KFDB505c0Z2u73IDQAAAHC7/Hzps8+kevWkV181r+SyZYv0xRc0PgAAzjU/XnjhBR06dEhHjx5ltgcAAAA8h2FIP/4oNW0qPfOMVLWqtGKF9PPP5jIAAORk86Nr165KTk7WrbfeKj8/P/n6+srX11d+fk6fLxUAAACw1q+/Sq1bS3/6kznz47vvpP/+V7rnHncnAwB4GKeaH71799bp06dlGEaRG4e9AAAA4Lrbvl165BGpTRvpwAHpk0+kxESpa1fJZnN3OgCAB3Jq6sahQ4d0xx13aMyYMYqIiHB1JgAAAOBihw9LI0ZI06dLZcpIb78tDRxoXsIWAIArcKr50b9/f61fv16tWrVSQECAqzMBAAAAF6Snq9r48dKsWeY5PgYNMi9bW6GCu5MBAG4QTjU/li1bpsTEREVGRqp27dry9fWVJNlsNm3iOukAAABwhUOHpPHjpSlTVDkrS+rTR3rjDalWLXcnAwDcYJxqfiQkJEiSMjMztW3bNsdyG8dUAgAAwGobNkjvvWeewFSSevTQji5d1LBnT/fmAgDcsJxqfkybNs3VOQAAAODNCgqk+fPNpsevv0phYdI//iG98IJUs6aymW0MALgGTjU/nnzySVfnAAAAgDc6e1b6/HPpgw+kvXvNQ1rGjZP69jUbIAAAWMCp5kffvn0vudxms2nq1KmWBgIAAIAXSE6WJk6UPv5YOnVKatFC+s9/pEcflfyceosKAIDTLvubZfjw4Ro5cqQk6fPPP5fNZpNhGJLk+JrmBwAAAEpk61bp/felb76R8vPNZsdLL0mtWkmcTw4A4CKXbX5MmDBBBw8e1Geffabhw4c7Tm5aUFCgbdu2ad68eZedEQIAAAA4GIa0aJHZ9Fi6VAoNlQYMkAYOlOrWdXc6AIAXuGzzIzExUX//+9/13nvv6fXXX79off/+/XX06FFXZgMAAMCNLDtb+vJL8xweO3ZIVatK77wj9e8vlSvn7nQAAC9y2eZHtWrVNG/ePB0/flyHDh0qsu7MmTPavXu3tm7d6vKAAAAAuMHs3auoyZOlH36QTpyQmjWTvvhC6tFDCghwdzoAgBcq9mxSVapUka+v7yXXNW7c2PJAAAAAuMGcPSutXGke2rJokbR3r6pKUseO5vk87rmH83kAANzKqVNpF57otFBISIhuu+02TZgwwSWhAAAA4MEMQ9q580KzY/VqKSdHCg6W7rtPGjhQ22rUUOMuXdydFAAASU42P+x2u6tzAAAAwJOdOSMtW3ah4VF4WHSDBtJzz0kPPii1aSMFBUmScjdtcmNYAACK4iLqAAAAuJhhSAkJ0sKFZrMjNta8NG2ZMlK7dtLQoVKHDlKtWu5OCgBAsa7Y/LjcuT4K2Ww25efnWxoIAAAA7uF7+rQ0a5bZ8Fi8WDp2zFzRtKn08svm7I5WrThpKQDghnPF5scfz/UBAACAUiA9XUpKkvbsMW9JSdLu3WqakCDZ7VJEhNS+vfTQQ+a/Vau6OzEAANfkis2PLVu2FPk+KytLEydO1KxZs2QYhpo1a+bScAAAALhKZ89eaHD88d+0tAv38/GRoqOlm2/WsZgYVe3bV7rjDsmPo6MBAKXHFX+rNW3aVJKUnZ2tDz/8UGPHjlVqaqoaN26sESNG6LHHHrsuIQEAAHAxW26uedWVP87i2LNHSk4ueufq1aWbb5a6dTP/rVfPvEVHOw5jObZpk6refrsbKgEAwLWu2PzIycnRRx99pDFjxiglJUUNGjTQhAkT1L179+uVDwAAwHvk5UknT0qpqdKJE8XebktPN09MWigy0mxstG9ftMFRt64UGuq+ugAAcLMrNj/q1Kmj48ePy2azqUePHurZs6d8fHw0b948x30eeeQRl4cEAADwaHa7dP68eTt37sK/v//6f/9W2rZNmjPn0g2NjIxLj+/jI1WoYDY3KlWSGjeWIiN1LD9fVe++22x03HyzVK7c9a0bAIAbxBWbH8eOHZPNZpNhGJo1a5ZmzZpVZD1XewEAANfEMKSCAik/Xz7nz0tnzpiXUy0oKHor4bKwnTulo0fNmRSFt9zcot+XYFnd48clf/9LNjN07pyUk+N0yTUk83waFSuazYzISKl58wuNjcJlv7+VL282QP6Aw1QAAHDOFZsfNWvWlM1mu15ZAADwXoZR9IN3bq6Um6uAI0ekMmUufNDPz3fudpn7VjpwQFq2rOjyvLzLf3+FdfUyMqSgoIv/v+K+/v0yu93xI7jNwh/nzSV9gL//hVtAQNHv/f3lL5kzL8LDpSpVpJAQ8xYcfPHXxSyL379fze65R+I9FgAA180Vmx8HDx68TjEAALjOCgrMWQanT0unTyskMfHCX/Bzcszmw5W+vsL6uidOmB92/9fA+GND45LL8vIuGbOxxWXXuNTCwg/5fn4Xbs587+NjNmZ8fS8sL/z6UsuK+frIsWOqXru2ufz3t8L7Frfsd8t37d2r+o0bF9vUUECA+bhiGhG7Nm3S7RbNsCg4eZLGBwAA15lHXcNs4sSJmjBhgubPn6969eopPj5ew4cPV05OjqpVq6axY8eqQoUKkuSSdQCAG4TdLp+sLOnQIfMcCf9rYDhul1r2x+VZWUWGbFDSDIUfnAMDL/z7v6/98/PNcy8EBJgnmSz8uvBW+Ng/3i6x/MCRI4q++eaijYcr3X7fULjEui3bt+u2mJiiDYyrtMfChoAkpWzapOoWjXc2OFjicBAAAPA/HtP82L59u+Lj41WtWjVJkt1u1yuvvKJRo0YpJiZGkyZN0rvvvqtRo0a5ZB0AwE0KCsymxMmTUlqac/+mp+u2goIrjxsQYB6iEB4uRURcOFyhcNnv14WFKenIEd3csGGRJsZlvw4IuGLTwMpZAumbNinawg/x9jJluOoHAADwOh7R/MjNzdXIkSP13nvvqU+fPpKkxMREBQYGKiYmRpL0+OOP6/7779eoUaNcsg4AYCHDMBsVhw+bt0OHpCNHVGvHDnP975sZf7xU5+8FBJjnWahY0fy3YUPH94fPnlWNRo0ubnAU3oKCShT5zKZNzBQAAAAopWyGcbl3nNfP2LFjVbVqVfXu3Vv33XefPv74Yx04cEBz5szR5MmTHfdr2rSpVq1apXXr1lm+LiIioticOTk5SkxMtKhqALhx+Zw7p4CUFAUcPy7/lBTH17//1+cPV7+w+/srv3x55YeHKz8i4sK/v/u6IDy8yHp7SAjnRgAAAIDTGjVqpMDAwIuWu33mx5YtW5SYmKiXX37Z3VGcdrkfpqfaZPEx2VaO5y3ZvKVOq8fzlmweWafdLu3YoQNz5yra19ecufH7WRwZGUXv7+MjRUVJNWpILVpINWuaX9eo4fjaJzJS27ZsKd0/Nw8fy+rxyFa6xrJ6PLKVrrGsHo9spWssq8cjW+ka63opbrKC25sfGzZs0L59+3T//fdLko4fP65nnnlGTzzxhJKTkx33S09Pl4+PjyIiIhQVFWX5OgDwaunp0n//a97WrpXWr5fOnFF04foKFcxGRu3aUps2RZoaqlFDqlrVPHkmAAAA4IHc3vzo37+/+vfv7/i+8LCXm266SbNmzdLGjRsVExOjb7/9Vg8++KAkc+ZFdna2pesAwGvk50vbt5tNjsJmx5495jofH6lJE6l3b6llS20PDlbDjh2lkBD3ZgYAAACugdubH5fj4+OjMWPGaMSIEUUuS+uqdQBQaqWmFp3VsWGDdPasuS4yUmrVSnr6aallSykmRipTxvHQ7E2baHwAAADghudxzY/ly5c7vm7evLnmz59/yfu5Yh0A3PDy8hSyc2fRWR3795vr/PykZs3MRkerVmazIzqaE4oCAACg1PO45gcAoIRycqQlS6TZs6Uff1SD06fN5VFRZpNjwADz3+bNmcUBAAAAr0TzAwBuRNnZFxoe8+ZJp09L4eFSly7aX7++6vTubZ6IlFkdAAAAAM0PALhhZGdLixdfaHhkZkoREdKjj0rdu0vt2kkBATq1aZN5JRYAAAAAkmh+AIBnO3/+QsNj/nyz4VGunNns6N5duu8+KSDA3SkBAAAAj0bzAwA8zfnz0sKFZsPjp5+krCypfHmpR48LDQ9/f3enBAAAAG4YND8AwBOcOyf9/LP03Xdmw+PsWaliRenPfzYbHvfcQ8MDAAAAuEo0PwDAndauVfSIEVJsrNkAiYyU/vIXs+HRtq15eVoAAAAA14R31QBwvRmGtGqV9Oab0vLlCgsPl/r0MRsed99NwwMAAACwGO+wAeB6MQzpl1+kt96Sfv1VqlJFeu89bbvzTt3WurW70wEAAACllo+7AwBAqWcY5qVpW7SQHnxQ+u03aeJEaf9+6Z//lD042N0JAQAAgFKN5gcAuIrdbl6xpVkzqUsX6eRJafJkae9e6bnnJJoeAAAAwHVB8wMArJafL335pdSokXl52pwcafp0ac8eqV8/KSDA3QkBAAAAr0LzAwCskpsrTZ0q1a8vPfGE5OsrffuttH27eUJTTmQKAAAAuAXvxAHgWmVnS9OmSe+8Ix06JN1+u/TDD9Ijj0g+9JgBAAAAd6P5AQBX69w58xweY8dKyclSq1bSxx+bJzW12dydDgAAAMD/0PwAgJLKzFTlzz+XZs6UTpyQ7rlH+uIL6d57aXoAAAAAHoj52ADgLLvdPHHpzTer+sSJUvPm0po10ooV0n330fgAAAAAPBTNDwBwxvr15mEtTz0lRUdr17Rp0qJFUuvW7k4GAAAAoBg0PwDgSlJSpL59pRYtzJOZzpghxcbqbOPG7k4GAAAAwEk0PwDgUnJzpffek+rVk778Unr1VWnPHvMStlzBBQAAALihcMJTAPijxYulgQOl3bulhx+Wxo0zmyAAAAAAbkj8+RIACu3bJ3XpYl6q1m6XfvpJWrCAxgcAAABwg6P5AQBZWdLQodKtt0rLl0ujR0vbtkkdO7o7GQAAAAALcNgLAO9lGNI330ivvCIlJ5vn83jnHalqVXcnAwAAAGAhZn4A8E5btkht2ki9e0tRUVJcnHklFxofAAAAQKlD8wOAdzlxQvrb36Tbbzev3vLpp9L69VKrVu5OBgAAAMBFOOwFgHfIz1fkt9+azY7MTGnQIGn4cCkiwt3JAAAAALgYzQ8Apd+hQ1LnzqqZkCC1ayeNH2+e3BQAAACAV+CwFwCl22+/SffcI/32m/aNHSv98guNDwAAAMDLMPMDQOlV2PjIyJCWLlWGzSbZbO5OBQAAAOA6Y+YHgNLp4MEijQ/FxLg7EQAAAAA3YeYHgNKnsPFx5oy0bJnUvLm7EwEAAABwI2Z+AChdDhyQ2rY1Gx9Ll9L4AAAAAMDMDwClyP795oyPs2fNGR+33ebuRAAAAAA8ADM/AJQO+/bR+AAAAABwScz8AHDjK2x8nD8vLV8uNW3q7kQAAAAAPAjNDwA3tr17zcZHTo7Z+GjSxN2JAAAAAHgYDnsBcONKSqLxAQAAAKBYzPwAcGPas0e6914pL09asUJq1MjdiQAAAAB4KGZ+ALjx7N5tzvjIyzNnfND4AAAAAHAFzPwAcGPZvduc8VFQYM74aNjQ3YkAAAAAeDiaHwBuHLt2mY0PwzAbH7fe6u5EAAAAAG4AND8A3Bh27jQbH5LZ+GjQwL15AAAAANwwOOcHAM+3Y4fZ+LDZpJUraXwAAAAAKBGaHwA82/btFxofK1ZI9eu7OxEAAACAG4zbmx+nTp1Sv3791KFDB3Xu3FnPP/+80tPTJUnx8fF65JFH1KFDB/Xt21dpaWmOx7liHQDPErRvn9n48PU1Z3zQ+AAAAABwFdze/LDZbPrrX/+qxYsXa/78+apRo4beffdd2e12vfLKKxo+fLgWL16smJgYvfvuu5LkknUAPMz27ao3YIDk7282Pm65xd2JAAAAANyg3N78iIiIUIsWLRzfN2vWTMlXq6tlAAAgAElEQVTJyUpMTFRgYKBiYmIkSY8//rgWLVokSS5ZB8CDpKZKDz8so3DGR7167k4EAAAA4AZmMwzDcHeIQna7XX379tV9992nypUra86cOZo8ebJjfdOmTbVq1SqtW7fO8nURERHF5svJyVFiYqJF1QK4FFturur9/e8K2bVLu6ZO1XkOdQEAAADgpEaNGikwMPDiFYYHef31142///3vRkFBgbFo0SKjX79+RdY3adLEOHXqlEvWOSM7O9vYuHGjkZ2dfRXVuc/GjRs9djxvyeYtdV7zeHa7YTz5pGFIhjFrlmdlu0HGsno8spWusawej2ylayyrxyNb6RrL6vHIVrrGsno8spWusa6X4j6vu/2wl0KjR4/Wb7/9pg8++EA+Pj6KiopScnKyY316erp8fHwUERHhknUAPMC770rTp0uvvy517+7uNAAAAABKCY9ofrz//vtKTEzUhx9+qICAAEnmVJXs7Gxt3LhRkvTtt9/qwQcfdNk6AG7200/S4MFSjx7S8OHuTgMAAACgFPFzd4CkpCR98sknql27th5//HFJUvXq1fXhhx9qzJgxGjFihHJyclStWjWNHTtWkuTj42P5OgBulJgo/fnPUvPm0rRpks3m7kQAAAAAShG3Nz9uvvlm7d69+5Lrmjdvrvnz51+3dQDc4MQJqXNnqWxZ6ccfpZAQdycCAAAAUMq4vfkBwIvl5kpdu0rHj0urVknVqrk7EQAAAIBSiOYHAPcwDOnZZ6U1a6Svv5buvNPdiQAAAACUUh5xwlMAXuiDD6SpU6Vhw8zzfQAAAACAi9D8AHD9LVwovfyy9Nhj0htvuDsNAAAAgFKO5geA62vHDunxx6UmTaQZMyQfXoYAAAAAuBafOgBcP2lp0iOPSMHB0rx5UmiouxMBAAAA8AKc8BTA9ZGbK3XrJh05Iq1cKdWo4e5EAAAAALwEzQ8ArmcY0gsvmE2PL76QWrZ0dyIAAAAAXoTDXgC43sSJ0uTJ0pAh0l/+4u40AAAAALwMzQ8ArvXLL9KgQVKXLtLbb7s7DQAAAAAvRPMDgOvs2iX16CE1bGge7sKVXQAAAAC4AZ9EALhGerrUubMUECDNny+VLevuRAAAAAC8FCc8BWC9vDxzxsdvv0nLl0u1ark7EQAAAAAvRvMDgPUGDZKWLZOmTZNat3Z3GgAAAABejsNeAFgqcvZsadIk6eWXpaeecnccAAAAAKD5AcBCy5apxrvvSh07Su+84+40AAAAACCJ5gcAq+zZI3XvruxataSvv5Z8fd2dCAAAAAAk0fwAYIX0dKlTJ8nHR3vff18KC3N3IgAAAABw4ISnAK5NXp7Uvbt5ZZdly5QbHOzuRAAAAABQBDM/AFw9w5Cef968nO2UKVzZBQAAAIBHovkB4OqNHy9NniwNGSL16ePuNAAAAABwSTQ/AFydn3+WXnpJevRR6e233Z0GAAAAAC6L5geAktu2TXr8calpU+mLLyQfXkoAAAAAeC4+sQAomdRUqXNnqUwZad48KTTU3YkAAAAA4Iq42gsA52VnS3/6k9kAWb1aql7d3YkAAAAAoFg0PwA4xzCkv/5VWrtWmj1biolxdyIAAAAAcAqHvQBwzn/+I331lfTmm1K3bu5OAwAAAABOo/kBoHjffScNGyb17i0NHeruNAAAAABQIjQ/AFzZxo1Snz5Sq1bSp59KNpu7EwEAAABAidD8AHB5R49KXbpIkZHSDz9IQUHuTgQAAAAAJcYJTwFc2tmz0iOPSGfOSHFxUuXK7k4EAAAAAFeF5geAi9nt5qEu8fHSvHlS48buTgQAAAAAV43mB4CLDRsmff+99P77UseO7k4DAAAAANeEc34AKGrGDGnUKKlfP2nQIHenAQAAAIBrRvMDwAW//mo2Pe69V/rwQ67sAgAAAKBUoPkBwHTggPToo1KtWtJ330n+/u5OBAAAAACWoPkBwLyiS+fOUkGB9NNPUvny7k4EAAAAAJbhhKeAt8vPlx5/XNq9W1q8WKpXz92JAAAAAMBSND8AL1d9/Hhp4ULpk0+k++5zdxwAAAAAsByHvQDeKD9fmjdP6tRJlb/5xryqS//+7k4FAAAAAC7BzA/Amxw8KE2dKn32mZScLEVFKbl/f1V99113JwMAAAAAl6H5AZR2eXnmLI8pU6RffjEvX/vgg9KkSVLHjjq2dauq+vq6OyUAAAAAuAzND6C0SkqSPv1U+vxzKTVVql5dGjFC6ttXqlHD3ekAAAAA4Lqh+QGUJjk50vffm7M8VqyQfH2lTp3M83l06GB+DwAAAABehuYHUBrs3Gk2PGbMkNLSpOho6e23paeekqpWdXc6AAAAAHArr2x+HDhwQEOGDFFGRoYiIiI0evRo1a5d292xgJI5d0767jtp8mQpNlby95f+9CepXz/p/vslHy7mBAAAAACSlzY/RowYoV69eqlLly768ccfNXz4cM2YMcPdsYAL7HYpO9tscPzxlpmpGtOmmScvPX1auvlmacwY6cknpUqV3J0cAAAAADyO1zU/0tLStGPHDk2bNk2S1KlTJ7355ptKT09X+fLl3ZzOBU6dUpVp06Qff7RsyKhjx6SoKI8by+rxqv7vUrCSJMO4sOJyX19hXbXkZCk8/NLNjPPnL73sCioGBEjdu5uzPO6+27yCCwAAAADgkmyG8cdPb6VbYmKiBg8erAULFjiWPfzwwxo7dqwaNmx4xcfm5OQoMTHR1REtFZKYqHoDBsgnJ8fdUW5Mv28qXKbBYPxx+aUeY7PJHhgoe1DQxbfLLb/cLTBQ2dHRKggPt7hYAAAAALixNWrUSIGBgRevMLzMtm3bjIcffrjIsoceeshITEws9rHZ2dnGxo0bjezsbFfFc4mNGzd67Hjeks1b6rR6PG/J5i11Wj2et2TzljqtHs9bsnlLnVaP5y3ZvKVOq8fzlmzeUqfV43lLNqvrvB6K+7zudWdEjIqKUkpKigoKCiRJBQUFSk1NVZSFh14AAAAAAADP4XXNjwoVKqhBgwb66aefJEk//fSTGjRoUDrP9wEAAAAAALzvhKeS9Prrr2vIkCGaNGmSwsLCNHr0aHdHAgAAAAAALuKVzY+6detq9uzZ7o4BAAAAAACuA6877AUAAAAAAHgXmh8AAAAAAKBUo/kBAAAAAABKNZofAAAAAACgVKP5AQAAAAAASjWaHwAAAAAAoFSj+QEAAAAAAEo1mh8AAAAAAKBUo/kBAAAAAABKNZofAAAAAACgVKP5AQAAAAAASjU/dwe4kRiGIUnKzc11c5KSy8nJ8djxvCWbt9Rp9Xjeks1b6rR6PG/J5i11Wj2et2TzljqtHs9bsnlLnVaP5y3ZvKVOq8fzlmxW1+lqhZ/TCz+3/5HNuNwaXCQzM1N79uxxdwwAAAAAAHAJ9erVU9myZS9aTvOjBOx2u86ePSt/f3/ZbDZ3xwEAAAAAADJnfOTl5Sk0NFQ+Phef4YPmBwAAAAAAKNU44SkAAAAAACjVaH4AAAAAAIBSjeYHAAAAAAAo1Wh+AAAAAACAUo3mBwAAAAAAKNVofgAAAAAAgFKN5gcAAAAAACjVaH4AAAAAAIBSjeYHrplhGB4/rt1ut2QcV9Rq9ZjXWqurtmdhLqvGt2KbetO+W8hVNV8rT83lCt5Uq1W86WfmTbUCAHA90fzwctf6JuvcuXOy2WzKzc21KJGUm5ur/Px82Ww2y8b08bn2Xd3qWl1Rp3RttV6qxmvdRwrrLMxlVb3Xuk29ad+VrM2WkZGhzMxMZWRkXHNzxuqfmZXZrBxL8rxtkJeXp4yMDElSZmbmNWeyMlshq35mrqjVk/ePS7G6qWLVeJ6ay+oxPblOT27YXyuaie51I/yRyROf364e91p4YqaS8H399ddfd3cIXH9paWkKCQm5pjdZ48aN05QpU7Rw4UKdPn1aOTk5qlSpknx9fa96zJUrV+rTTz/Vm2++qWPHjiklJUUhISEqV65cicf69ddf9dVXX+mtt95SamqqfHx8FBISouDg4BKPZXWtVtYpWVPr5Wr08/O7qkySZ9Ypede+a3W2pUuXatKkSfp//+//KTk5WVu3blVwcLCqVKni1lxWZ7NyLMkzt8GoUaP06aefasmSJUpKStKpU6dUq1ata3rOe+r+YXWtnrx/SGaD58CBA7LZbDpx4oQiIiKuuamyf/9+HTlyRFlZWZKkkJAQSeYb4asZOz09XSkpKfL391deXp4CAgJKPIYr6pSsrdWKOnNzc5WcnKzw8HBlZGQoKCjIkjqtyFYoJydHaWlpKlu2rAoKCq66cX+1+9PlFI5l9bhXKz093bLtVygjI0P5+fnXtP0K5eTkXNPvgELx8fGKiIiQv7+/JGt+/gcOHNDx48cVGRl5zdv1+PHjOn36tMLCwq4p14EDB1SmTBnH+0cr6rQqm2TtvuGKWt2B5ocXGjx4sObOnaspU6bo3Llz8vX1VUREhPz8/JzekefMmaPFixdr3Lhxstvt2rt3r/bs2aPTp0+rfv36V/1kGDBggPr166fu3bsrNTVVu3bt0r59+xQeHq7KlSuX6In23HPPqWPHjurYsaO2bNmitWvXKj09XXXq1CnRh0hX1GplnVbU6urt2aNHD6WkpLi9zutRqyftu67INmDAAL366qvq3bu3fHx8lJqaqo0bNyo/P1833XRTicey8nlgdTarxrK6ViuyzZkzRytXrtS0adNUpkwZ5eTkKDExUbt27VK9evWuutHmifuHK2r15P1DMl9DFi1apCVLlujgwYPau3evKlWqpPDw8BLXKklTp07V119/rVmzZun48ePatGmTzp07p9q1a19V0/jzzz/XjBkzNGnSJO3du1fJyckyDEOVK1cu0Ydmq+uUrK3VqjoHDRqkuXPn6quvvlJaWpoyMjJUoUKFq36eWplNkr766it98cUXGjdunOLj42W32xUcHOz0dti1a5d+++03Va1a1dJmxc8//6yQkBDHh8hrGXPDhg0KDg6+pp/53Llz9cknn6h8+fIqW7ZskbHsdvtVZ3vyySeVnp6uiIgIlS1b9qLmRUnq7tu3r86dO6c6depc8gOzMznnzJmjd999V2lpafL39y+yXa/FX/7yF+3bt08nT55UxYoVr2m7PvHEEzp69KjsdrsiIiKuart+//33mjBhgiQpKChI5cuXt2T/tSJbIav2DVfV6g40P7zMxx9/rKNHj2rChAmKiopSbGysNm/eLJvNpnr16jm983788cfq2LGj7rjjDjVp0kRNmzZVRkaGFi9eLLvdrltvvbXE2dauXatt27bpH//4hyIjI3XHHXeoSpUq2r59u+bPn6+2bds6/vpSnKVLl2rnzp0aMmSIqlevrvvvv18VKlTQ/Pnz9csvv6hdu3ZOd0GtrtXKOq2q9XI1Llq0yCO2p1V1XqnW0rjvWp1t27Zt2rJli5577jmFh4frlltuUY0aNZSZmakFCxYoJibG6Te7Vu8fVmazciyra7Uq28yZM9WyZUvFxMSobt26ql+/voKCgrRp0yadOnVKzZo1c7o+q7NJ1v7MrK7Vk/cPSZo8ebIyMjL02WefqX79+pLMv9ht27ZNt9xyi8qUKVOies+dO6ehQ4fqs88+U79+/VSmTBmdPXtW27Zt05kzZ0r8mnn27FkNGzZM48eP17PPPqv8/Hzt2bNHu3btUkhIiGrUqOGWOq2u1ao6P/nkE504cUJTp05VdHS0Dh8+rB07diglJUVNmza9qhkWVmWTpKysLA0bNkxDhw7V3//+d508eVKrVq3S3r17VadOnWKfC4ZhqGfPnkpOTtbRo0cVERFR5IPV1Ro3bpw+//xznT59WmfOnFHVqlUVGBhY5P919v8YN26cJk+e7HhchQoVSjw7wjAMvfDCCwoKClJCQoKSk5MVGhqq0NBQBQQEXHW9n3/+uWJjYxUcHKw1a9aooKBAYWFhCgoKkq+vr86cOaOgoCCnxpoyZYqWL1+uo0ePaunSpapYsaKqVq0qyZxBk52d7ZjJcSWDBw/WnXfeqeDgYG3YsEH79+9XeHi4ypcvL0navXt3ibfxrFmztG3bNnXq1Enbt29XfHy8srKyVKlSJQUHB2vfvn0qKChQaGhosWN99dVX2rBhg2699VZt2rRJx44dk81mU3h4uAICAnT8+HEFBgZesdlpGIZeeukl1axZU+np6dq9e7eysrIUFhamMmXKyGazKT09vcSNCyuyFbJq33BVre5C88OL5Obm6tNPP9Vjjz2mevXqqU6dOnrwwQeVlZWlSZMm6dy5c4qJiXFqrPz8fG3evFktWrSQv7+/goOD1aRJE4WHh2v27Nkl/oAmSZUrV9amTZvk6+ur6OhoSVKlSpXUtm1bxcXFyTAMxxuc4pQrV05btmxRnTp1HC+2NWrUUJcuXbRixQqVL19eNWvWdEutVtZpVa2evj2tqvNGqNXKfdfqbIVjHT58WDfddJMCAgIUHh6uZs2aKT4+XidPnlSzZs2cekNj9f7himxWjGV1rVZls9lsWrhwoRo0aKBy5copMDBQ0dHRqlixor744gv93//9X4k/PHrq/mF1rZ68f9jtdi1evFjVq1fXHXfcocjISDVs2FDlypXTunXrlJCQoHvuucfpWiUpKSlJW7Zs0f33368yZcqoevXqqlevnnJzczVt2jQ1aNBAUVFRTo8XHx+v7du3q3v37goMDNQtt9yihg0b6rffftNHH32kFi1aqGLFite9TqtrtaLO/Px8zZw5Uy1atFDjxo1VvXp1tWrVSj4+Pvrhhx+0b98+tW7dusR1WpGt0Jo1a3Tw4EE988wzCgwMVPPmzXXbbbcpLi5OkydP1j333HPFBsi3336rQ4cOqUuXLtq9e7fi4+OVlpamyMhIhYaGaseOHSooKCjRc/Ts2bOaMGGCunXrptDQUMXHx2vbtm2S5Pj9GRcXp2rVqhXbPMrKytK4cePUoUMHpaamKiEhQWlpaQoICHD8jPbt2+f4fX05u3btkp+fn0aPHq2aNWtq9erVWr16tc6fP6+bb75ZEydO1OrVq0u0PQsKCpSQkKCnnnpKTz75pM6cOaMFCxZox44dCgsLk6+vr3r06KEOHToU+/PLz8/XypUrNXDgQL344os6fPiwPv74Y+3atUv169dXcHCwevTooQceeOCKzdjU1FSVL19effr00U033aTc3Fzt27dPW7Zskd1u1+zZs7Vhwwbdf//9TtdpGIYyMzPVvn17tWvXTuXKlVNaWpoSExOVlJSknJwcvfzyy+rYsaMiIiKuOJbdbtfhw4fVtWtXPfbYY/Lx8VF8fLx27Nihs2fPqqCgQP369VP79u0VFhZ22XEOHTqk0NBQvfrqq6pVq5b279+v+Ph4HTp0SOXLl9f06dMVFxentm3bOl2nVdkka/cNV9TqTjQ/vIivr6/y8vK0efPmIm8KGjZsqGbNmmn58uW69957neom+vr6au7cuYqNjVWTJk0cT8Lo6Gh9+OGH6tKli1Pd10KFHfjjx49r0qRJysnJUfPmzR3L169frzNnzuiuu+5yaixfX19t2bJFb731lsqVK6eGDRs61sfGxiorK0t33nmnU9msrNXKOq2s1ZO3p5V1enqtVu+7Vm8HyTwB65w5c3TixAnHVNbAwECtW7dOWVlZatOmjVtyWZXN6rE8dRuULVtWW7duVVxcnGP6cEBAgKKiojRp0iR169btqv5y7on7hytq9dT9w2azqWzZslq8eLFq1aqlChUqyMfHR1WqVNGdd96pmTNn6vbbby/RzJTIyEglJSVp7969uummmxQcHKzAwEDVr19fWVlZOnz4sGJiYpxu9lStWlVbtmzR6dOnHa9voaGhuvPOO5WWlqZz584Ved27XnVaXasVdfr4+CggIEBr1qxRTEyM4y+r0dHRuuOOOzRv3jy1bt3a6b/sW5mtUKVKlRQXF6eQkBDVqlVLkhQWFqZ27drp8OHDCgoKUp06dS75WMMwlJ2drQceeEB33323KlWqpNOnT2vnzp3avXu30tLSNGTIEHXt2rXYD3u/l5WVpdq1a6tjx45q1KiRAgIClJycrISEBKWkpGjChAlKTU3VfffdV+xYJ06cUJUqVdSnTx/dfvvtysjI0ObNm5WUlCR/f3+98847OnDgQLEf/CIjI1WtWjUFBwerevXqevDBByVJy5Yt07Jly7RkyRL961//crrpJJn7xy233KKAgACVKVNGjRs3Vtu2bbV7924tXbpUX3zxhZo1a6bHHnus2JkuPj4+atasmfz8/FS2bFm1aNFCDz74oNasWaMZM2Zo1qxZql+/vrp06XLFsUJDQx11hoeHq1GjRqpYsaJycnIUGxur+fPn6+2331aFChWcnn1js9kUFRVV5LW7UaNG8vPz0+nTpzVx4kS1bNlS3bp1K3ZMm82m2rVrOw5hqlu3ru68806lp6drx44dmjp1qmJiYtS1a9crjhUREaGoqCgFBgaqUqVKuuuuuxQSEqK9e/dq1apVWrhwoYYPH64KFSoUW5/V2SRr9w1X1OpONuNGP2UrSmT//v0aNGiQ7Ha7Ro4cqebNm0uSjh49qieffFLz5s1zenptVlaWhg8frtWrV6tHjx6KjIzU+vXrFRUVpeHDh8tutzs9HfPcuXOO/zc2NlYjR45UYGCgOnbsqLS0NMXFxenLL78stqMrmTNcCv9y//PPP+v9999XQECA+vbtq1OnTmnOnDmaOXNmid4UWVWrlXVaXaunbk+r6/TkWq2u06psBQUFyszMdNwvPj5eEyZMUG5ururXr6+0tDTt27dP06dPV0RERLG/SK38mVmZzeo6razVqmy5ubny8fGRn5+fsrOz9cEHHyg2NlYtW7ZUTk6OUlJSVLVqVY0YMcLp54Gn7h9W1+rJ+8fvZWVl6cMPP1RCQoIee+wxtW7dWuXKlVNOTo4eeughLVq0qMTNnvj4eL333nuqVKmSevXqpapVqyoqKkr//Oc/FR0drRdeeKFE4y1evFjvvPOOmjVrpsGDB6t8+fIKCAjQwIEDdcstt+jZZ591S51W12pFnSkpKXrzzTd18OBB/fOf/3R8YE9PT9ejjz6qn3/+uUQNeyuzFe7jX375pUaPHq0//elP+ve//+34Pfb888+radOm6tev32XHsNvtys7OdjwP8vPztXbtWu3atUvTp09X+/btS/x7WTJP3Onv7+94TGHz4+eff9aGDRu0aNGiEr1nCAwMdBzysW/fPi1fvlxxcXFKSkrSggULnB7LMIyLTi57//3367777tPQoUNLVGdOTo7jUJ78/HxJchyOs3DhQr322mtavXq1ypYtW+zrUX5+vuOxfxxr7ty5euONN4odKzc3V76+vo4/oubl5RU5TKZ79+5q2rSphg0bVqLfL2fOnFG5cuUcVxmx2+2O/2Pt2rV6/vnntWLFCoWFhRVbZ1ZWluN1oaCgQJIcY61cuVL//Oc/tWrVqivW+cflv3/vJkmdO3dWy5YtS7w9rchWyKp9w1W1uhPNDy/y+zdZ48eP14wZM9SsWTPdddddWrJkiR544AE988wzl915t2/frl9++UULFy7Uk08+qd69e0syp/LNnj1b5cqVU2hoqHr37q2AgACnO7qTJk3S+vXrlZ2drTfffFM333yzJPPFdu/evapevbpq1aqlVq1aFfvEmjFjhrZu3aqMjAy98847ioyMlGEYmj59ujZv3qxGjRqpTp06ateu3RXHckWtVtZpRa03wva0os4bpVar9l1XZBszZoy2bNkim82mF154Qa1atZIkrVixQidPnnQcI96kSZNix7J6/7Aym5VjWV2rFdkSEhL0/fff69dff9Vjjz3m+HBz4MABrVixwvHXpo4dO8rf39/p54En7h+uqNWT9w/J/DB8/vx5VatWTZJ5grpvvvlG1apVU3Z2ts6cOaMHHnhATz/9tFPjZWVl6ejRo6pcubIiIiJ0+vRpjR8/XomJiapZs6ZSUlLk5+enadOmXXGcQnl5eTp+/LjjfBJpaWkaMWKEEhISdPfdd+vMmTM6ceKEvvnmm+tap9W1WlVndna2cnJyHB+qp02bpsmTJ6tZs2aqWrWqtm/fXuz7NldlK1R44knJfG699dZb2rx5s7p27arc3FwlJibq+++/v+Rjc3NzlZ6e7rhyh81mK/KhNi4uTgMHDtSaNWsUFBTk9OtR4f4RGRmpgICAiz6Ad+zYUV26dFH//v2L/bmdP39eubm5jm2Ql5cnPz8/R44OHTqoW7du6tev32XH2r17t+Li4vTLL7/o6aefVvv27S/6GT777LOaPn26goODna6z8D1DVlaWRo0a5TjspjDHBx98oJCQEKfq/P7775WUlKSzZ8/q5ZdfdsyyKSgokK+vr9566y1FRkbqb3/7W7G/X2JjY9W9e3f179+/yPrMzEz94x//0IQJE0pUZ+Hrrq+vr55//nm1bNlS0oUP5bNmzVJmZqZTz4PC19y8vDyNHDlSdevWLTLW1KlTZbfbr7g9C99PLlq0SE8//bQef/zxIutPnTqlF198UZMnTy5RnVZkK2TVvuGqWt3OQKm3bNkyY+TIkcb//d//GaNGjXIsz8zMNMaNG2dMmTLFmD9/frHj9OrVy/jqq6+MH374wbj33nuNKVOmXPa+drvdqWxz5841/vKXvxgHDx40hg8fbrRv395ITU116rF/9OOPPxp//vOfjbVr1xoDBw40+vTpY5w/f77EmQzD+lqtrNMwrKnV07enYVi3TT29Viv3XauzzZ0713jiiSeMjIwMY8KECcZdd91l7N2796rHsnL/sDqbVWMVjudp2+DPf/6zMXfuXGPFihVGly5djLfeeuuy+1ZJngeeuH9YXasn7x+GYRgLFiwwnn/+eSMmJsYYMmSIkZ2dbRiGYeTl5RlLly411q5da2zevLlEYz733HNGz549jfbt2xvffPONY/mBAweM2FPugI4AACAASURBVNhYY8eOHcaxY8cMwzCMgoKCYsd76aWXjJ49exotW7Y0FixY4Fi+c+dOY9asWca6deuMAwcOXHE8V9Rpda1W1Llo0SLjlVdeMRo3bmwMGzbMsTw3N9f4+uuvjR9//NFYuXJlieu0Iluh4cOHG3379jXatGljxMXFOZZv2bLFeP/9940lS5YYO3fuvOxY//73v43u3bsbjz32mLFs2bKL1n/33XfGzJkzDcMwjPz8fKfq+/3+MWzYsCK/Rw3DMNLS0ow333zTqbF+vw1GjBhx0fojR44YgwcPLnacJ554wpg4caIxdepUo23btsbPP/9cZH1KSoqxa9cuwzCcex4ZxqXfM+Tk5BS5z/bt250eq2fPnsbs2bONQYMGGUOHDnWsK8wTGxtb7Dh/fM39/ecNwzBfZzMyMoqMW5xLve4ePHiwyH3+uI2vNNYfX3PT09OL3Cc5ObnYcf74fvKzzz4rsj4zM9M4cuSIYRglq9OKbIZh7b7hilo9Ac2PUs5utxtdu3Y15s+fb2zcuNHo1q2b8cMPP1x0n0t9/XszZ840+vXr5/h+9erVxoABAxxPqFOnTjnehJQkW+fOnY2EhATHsmeffdZYtGiR4/sTJ0449cbUbrcbnTp1cvyizczMNJ588skiv5CdZXWtVtZZON611urp27NwPCu2qafXauW+64psnTt3NjZt2uRYNnToUMcbUsMw3zTn5eVd11yuymbFWL8fz5O2waxZs4y+ffs6vt+7d6/x1FNPGZmZmYZhGMaxY8eMEydOFF/c/2fvzANrPrP//8q+3ORm3xdJyL5KZBGS2LVNba2iLbrq3mnLmKEdRTFFUaqKEEQF3VBLiCWCCpEIiVRCJBGk2cSSBblZPr8/8r2fESO5n3DNML++/2pv7j3O+3nO8zznWc45j0C3u2Wpo83UzfVxtg+lvBEjRgjZ2dlCRUWFMGHCBGHq1Kkdfl8VVq5cKUycOFEQBEFITk4WoqOjhXPnzknSpz15H3/8sSAIgvDTTz8JzzzzjFBRUdGpg91HwVOpm7q4qpPn0aNHhYsXLwpjxowRvvnmmw6//5/S7W5ZH374oVBVVSXExcUJ48eP79Q6unnzZmHChAlCS0uLsG7dOiEyMlIoKipq8x2FQtEpne5nH59++um/fU+59nfE+359sHTp0n/Tr6amRhCE9jd+GzduFN555502/z958mTx+531PZS6qctnUM5FBQUFgiAIwrlz54TRo0cLubm57X7/fpAy516/fv2BdOto3s3Pz5e06ZYy51ZXV6uUI8Wf7CzUpZtS1n9yL/Sk4vEPzPkTD4Vly5bh6enJs88+S0hICC+99BJbt27lzp07QGss6d1PlNqLbSsrK+OFF14AWp/B+fv7c/36dRobGwGYOHEilZWVndItNzeX0NBQ/P39xXi03r17k5WVBUB8fDwJCQmSnlCdPHkSd3d3vLy8xKzgoaGhnD59Gmgt36WsT90RHgVXdfJUB9cnoT/VwfNJ4aou230UuhUUFDBo0CACAgLE+NOoqChR1tq1a9m6daukkn/qtg916qZOWermqg7dhP+LMX/xxReB1ufmTk5ONDY2cv36dQCmTJlCTU2NJH7q1E0JdbXZo+D6ONuH8t93dXUlICAAa2trPv/8c/Ly8qiqqgJaS/OWlpaK31clt66ujl27dvHRRx8BMGjQIGJiYti7dy/Q2qZHjx4V51BVqKmpYceOHUyZMgWAkSNH0qVLF5KTk9HQ0EChUFBQUCDG8/+neKqbq7p4xsXF4eHhQWRkJF26dGHixIkcPnyY2tpaoDXfRF1dXad4qks3gBs3brBt2zZmzJiBpaUlY8eOpbm5meTkZKC1zW7cuNHu7xUKBRs2bOCjjz5CQ0ODV155hX79+nH48GHxOzk5OZKS79+N+9nH2bNn29hHeXm5mK+go3a7Xx8cOnRI7IOioiKam5sxNjYGuG/YgCAI5ObmMmzYMPGzqKgoLl++LH7//fffp7y8vFM8pfgM33zzjSRZv/32G9bW1nTr1g0ADw8PfH19yc7OBlrnImWJX2h/jyBlzq2uru4UTynz7i+//CIp3EvKnLtmzZoOZUj1Jy9fvtwpnurQTQl12caj4vq44M/Dj/9hNDU1cfv27TbZrPv37y9WlKipqeGNN97g6tWrHco5d+4cL730EoGBgUDrJG9qaopcLiczM5PExERMTEw6VRe+trYWLS0tPvnkExoaGkSn0dfXl5MnT1JbW0tSUhLDhw+XJMvV1ZV//OMfNDQ0iAumv78/aWlpNDU1sWfPHp5++mmVstTNVZ081cX1ce9PdfF8Eriq03bVrVtdXR2XLl1i/PjxbeKwPT09OX/+PH/88Qc7d+5k1KhR/1G91K2bOmWpm6u6dDt58iQhISFigmsdHR10dXWxtbUlKyuL77//HjMzs3YrMjxK3UC9baZuro+zfUBrUjtzc3NGjBgBtK77jo6O2NjYUFNTw507d/jss886tZG8fPkyL7zwAhYWFrS0tAAwfPhwzp8/D8CCBQs4evRomzwKHaG0tJRBgwZhamoqbmKee+458vPzAZg3bx7bt29XmbxP3TzVzVUdPBUKBdra2mIlEEEQCAkJwcjIiMbGRurq6vj444+pr6/vFE916Ha3rJ49e2JsbExzczMGBgYMGTKEvLw8AP75z392mBulqKiIIUOG4O7uLuoyYMAAcnNzgdZLu127dnU6uakU+5ACKX3w0UcfcfPmzQ7lXL58mc8++4yAgABRjqOjI1paWuTk5JCYmIiRkRG2traSeUr1GZ555hlJssLDw5kzZw4NDQ2i/fv7+3P06FEAdu3apbIkrdQ5V5nDQgqkzrujR4+WxFPKnKu0nfbw3/QnVemmlKUu23gUXB8n/Hn48T+MY8eO8cknn4gl8gRBQC6XY2RkxO+//05CQgJRUVFYWlqKk969uH37NvPnz2fx4sX/lk18zJgxrFy5kh9++IG//e1v4r8hBcePH+fDDz/k6NGjYjZigICAAMzMzHjllVeIjIyka9eu7eqmRHJyMqNHj6agoAA9PT1Rh5CQEHR0dHjttdcIDw+nW7duHcp6FFzVyVMdXJ+E/lQHzyeFq7ps91Holp+fz7Jly9i3b1+bzN4uLi7Y29vz6quv0rt3b0my1G0f6tRNnbLUzVUduikUCrZv386qVatEZ0i5wXnppZdYt24dP/74Y6fHweNoH4+C6+NsH9BaAcDf35/evXu34evk5MTp06dZvnw5vXr1wtbWVpK8srIycnNzGTt2LDKZDE1NTZqbm3FwcKC2tpbs7GxOnTrFO++8o1IWtG4Ay8rK+PDDD9HT0xP7xcXFhbKyMoqLi8nJyemwGsij4KlururiqUzQqyyVLAgCmpqaWFlZkZ2dzZo1a+jduzc2NjaSeapLN2g9uGhqamLatGno6OiIsrp160ZxcTGVlZXk5uby+uuv3/f3169fp6ioiFdeeQVtbW20tLQQBAE3NzcuXbpEcXExKSkpjBs3ThI3JdRpH+rog/r6et577z1WrlzZJtkktB6uLVu2jJ9++qnT8646fYbt27czatQobt682UZWaGgoDQ0NvPPOO4SHh/+5vvD/lz/5qLg+VniUMTV/4r+H27dvC2PHjhX+9re/iUm6lPGT27ZtE/r37y8899xzkhIFNTU1CXPnzhXWrFnTJlayqqpK8PX1FeLi4gRB6Hyym8zMTGHatGlicjJlQqtFixYJ0dHR/5agpyPs27dPWLBggRjHrYxLnDJlitCzZ0/Jsh4FV3XyFISH5/ok9KcgqKdPnwSu6rLdR6FbXl6e8Mknnwjbtm1rIyshIUHo169fp2Sp2z7UqZs6ZQnC49kHc+fOFWbMmCGuB42NjcKtW7eEyMhIYfny5YIgdH4cPK72oW6uj6t9KBQKYd68ecKoUaOE7OzsNn87deqUEBISIgwZMqRTeQXy8vKEESNGCF9++aVQX1/f5m9vv/22EBAQIGzYsEEQBGltmJ6eLgwYMEBYsWLFv+kxbtw4ISIiQvj+++87lPcoeAqCermqg+edO3eEjz76SBg3bpyYTFf53dTUVKFnz57C8OHDO81THbopkZKSIgwaNEjYunWr0NTUJH7/1q1bwosvvij0799fSEhIaFdWVlaWMGTIkH9LnCgIgvDOO+8IvXr16vQYVad9qLMPrl+/LsyfP1/Yu3dvm88vXLggeHp6CvHx8Z3iqYQ6fYbNmzeLftDdePPNNzsl6/+H9eX/J3/yUXF9XKA1Y8aMGf/tA5g/oX5oa2szYsQIiouLuXbtGt7e3uKprFwuZ+nSpUyaNAk/Pz9aWlrafeqoLHNlbW1NSkoKN27cwNfXFw0NDbF++ltvvSWWKZMC4f9OCW1tbamoqGD37t34+PhgamoKgLGxMSEhIbi7u3eom1KWhoYGFhYWnDhxgu3bt9O9e3cxDtPY2JjAwEB8fX1VylLWOLe0tOTgwYMPzbWpqUm8LaisrGTPnj0PzPNueWZmZg/M9XHvT6U8dfTp485Vnbarbt2am5vR1NTE0tISmUzG4cOHsbe3x9raGmidQ8LCwnBxcZE0rjQ0NLCysqKiouKhx4E6dVOnLHVzVZduSjk+Pj4UFBRQWlpKYGAgmpqaaGlpIZfLGT9+fKfGweNsH9D6ZPj8+fMPzVU5Ri0tLTEyMuLQoUMPZR/KdlPXmqClpUWvXr3Q0NDgyJEjuLq6YmJiQnNzM/b29mzfvp3XX39d5Tp/NywtLRkyZAjHjh2jqqoKPz8/8W9NTU1UVFTwxRdfANJyTTg4ODB48GCOHz+Ojo5Om2fSVVVVlJaW8uWXX3Yo71HwVDdXdfBUhlrU19dz7tw5/Pz8xHAbS0tL1q1bxwcffNBpnurQTQlXV1f8/f3JyMigS5cuou3q6Ohw5swZLl26xMKFC9uVZWdnR1RUFHv27KGmpgZvb2+RS11dHefOnWPhwoWdmo/UaR/q6gOFQoFMJqOpqYkNGzagoaGBp6cnAIaGhtTU1PCXv/ylUzwbGxvR0tJSm7+rqamJiYkJW7duJSkpibCwMAwNDQHQ09Oje/fuYtluVTr6+/tz7tw5tawvSlhaWmJsbPzQ8y6oxy/S1NRUqz+pTt2UUJc/+ai4Pi748/DjfxRNTU1oaWmhoaHBmjVruHjxIhEREWhoaGBsbIy9vb0YQ9ae8bb8X+1n5QbN2tqaFStWUFlZiY+PDwYGBoSFhaGhoSGptrPyO3fL9ff35+LFi6xduxZHR0ccHBywtrYW47GlytTX16d3794UFhaSnJyMu7s7pqamODo64uXlJVmW0qG3srJ6KK7wrwRYWlpaD83zbnkGBgYPxPVJ6M+75T5Mnz4JXNVlu4+qH5Tfc3Z25tKlSyxZsgS5XI6HhwdmZmaiAy1lEdXQ0EBLS4uAgAAuXLhAQkLCQ+mlLt3ULetRcH1Y3RobG9HW1sbAwAATExNWr15NVlYWQUFByGQy0amROq8peSq//7jYR3NzM1VVVRgZGWFgYIC5uTmrV6/m5MmTD8S1sbGR8vJyjIyMRJ6lpaUsXrz4ge2jtrZWDDvw9/enqKiIdevWPfRYcHR0pKCggPT0dHr27CnGjbu5uTFw4MBOy9PR0cHQ0JCdO3fS0tKCh4cH0Oqk9+rVCzMzs04dZOvr63Pjxg0SEhIwMTEROXbp0oVevXqJobeq5Dk7O3P+/Hm18VRylclkD80VQCaTcf369YfmaWpqyv79+8nMzCQ6OhoAXV1dXFxciI2NfSCe6tINwMzMjLNnz/Ldd9/h7OwsjgFPT0969+4thpa0J0sul2NsbMz+/fvFtU4pNyIiAjs7O/GgsDNQp308bB/cHVpka2tLYmIigiDg7u6Orq4uMTExnZ53lTKVPsOFCxdITk7Gw8Oj0/6usm1NTEx4+umnyc/P5+zZs/j5+aGrq0u3bt3w9fXtUFZCQgKurq7o6+ujr6+PhYUF8fHxZGZmPvD6kpKSwoULF8T8IE5OTpSVlfH11193et5NT0/n6tWr2NraPpRfVFJSgkwmEw+erKysWL58OVVVVQ+8P7h8+TKNjY0YGhqKuhUWFj7Q2lddXY2Wlhba2tqibRQUFDyQbTwKro8j/jz8+B+FcmJTnrIfOHCAiooK8QWIt7c3QLvGe/fhifJmzsbGhoiICE6fPo2hoSEODg7i9zvjyCsdZ+W/0aNHDzQ1NTl79qz431KhHIBKWcHBwRQXF1NcXExISIgkGZmZmezevZuTJ0/S0NCAk5PTQ3FtbGzk+++/Z9++fRQUFODg4IBMJntgnk1NTezevZv9+/dTW1uLnZ0d2tradO/eXTLXJ6U/lTIfpk+fFK7qsF1166ZQKJg/fz6HDh1i06ZN1NTU4O/vT1BQEK6urmRmZtK1a1fxNkGVrPj4eFJTUzl48CC1tbV4eHgQFhYGwO+//05oaKjkNlO3buqSpW6u6tLt4MGD7Nq1i3379nH8+HECAgJwcHBg+PDh5ObmcuvWLXGjB9LGgUKhYPHixRw+fJgffviBhoYGvL29Rd1OnjyJm5ubpHZTzpNHjhwhNTWVhoYG3NzcxDbrjN3+9NNPJCYmsmnTJgwNDXF3d8fCwoLhw4dz5swZbt++3SmuCoWCTz75hLS0NHbs2EGfPn3Q1dUlMDAQFxeXB7KPzz77jCNHjpCVlUVYWBhaWlqEhoYiCEKnx4IgCFy7do28vDzs7e3R09PDx8eH5ORkduzYgZeXF+bm5uKmUoqTevXqVc6ePUtzczMmJibY29tjamrKqlWrqKurw9vbGyMjI0xNTSXd+NXV1XHlyhUaGxuRy+V4enpiamrKDz/8gIGBAa6urshkMiwsLNqVp1AomD17Nh4eHhgbG6Orq4uvry8HDhzg119/fSCeAN9//z05OTliMj87OzvMzc1ZtWoVtbW1neK6bds2ysrKcHV1RUOj9XbfwsKCH374AX19fck84+Pj8fb2RkdHBxMTE8LCwtizZw+nT5/G29sbQ0NDcUMolac6dFNi//79NDY2Ymlpiba2Nj169EAul7Nv3z4cHBzEW3obG5v7yjp9+jS1tbVYWFgArQd2dXV1LF26FG1tbTw9PTExMRGTf0oZC42NjaSkpGBjY4Ouri66uroPPA6amprIycnBxMRE7IPQ0FB2795Ndna25D5Yt24dhYWF+Pj4iJ8pN7NHjx7FyclJzAEC0ubdhoYG3nvvPWJiYtDV1RV/Ex4eTkFBAcXFxfTo0UOlHKWs6dOnEx4eLr5o0dDQwNHRkSNHjlBWVkZQUJBKOYmJiSxZsgQ/Pz9cXV0BMDc3JzY2lnPnzlFfX/9A68vbb79NRUUFgwYNEg97AgICcHNz69T6olAoeO2116isrGTw4MHi5531i+Lj48nIyCA8PFw8TLOxsSEqKoqMjAyMjIw67U/euXOH9957j4iICMzMzEQdHmQ9uHPnDm+//TahoaHI5XLxNxERERQUFFBUVCTZNh4F18cVfx5+/I8hJSWFjRs3kp2djZ6eHra2tshkMqytrTl48CA6OjriRAX3N97a2lreeecdGhoa8PPzE2/mGhsbMTU15fr168ydOxdNTU0xi7UUfP3116xbtw4XFxdsbGzQ0tISn96Zm5tz4MAB4uLiCAsLE599tYdVq1aRlJSEo6Mj5ubmaGlp0dzcjLa2NjY2Nvz000/s3LmT0NBQjIyM2pWjfHpoaWlJVVUVZ86cITIyEl1dXeRy+QNx/fLLL8XT08LCQhQKhfictrM8oTVz+tmzZ6msrOTkyZPIZDK6deuGlpaWJK5PQn+Cevr0SeCqLtt9FLrNnDmTmpoaMZFYfHw8GzduxNPTk/DwcDFxXGBgIJaWlh3K+vzzzykvL8fe3h5zc3O2bNki3kSEhISQlJREfHw8oaGhkuxDnbqpU5a6uapDt5s3b/LXv/4VPz8/XFxc2Lx5M/Hx8QiCQGhoKDo6OsTHx1NeXi46XFIcmdmzZ3Pt2jXCw8MRBIF58+aRmpqKp6cnISEhZGVlsWLFCkntNmvWLC5fvoyVlRXXrl1j1apV5OTk4OHhgZ+fH0lJSaxZs0Zlm9XU1DBr1iyef/55HB0dqaysRFtbm3379tG9e3csLCz47rvvOsV1/vz5aGho8Nprr1FcXIyZmRlbt26lubmZyMhIzpw5w7JlyyTbx9y5c2loaCAqKorff/8dNzc3UlNTaWlpISoqiqSkJFavXi15LCxevJitW7eKpUV9fX3R1dVl0KBB/PHHH1RUVLSZ31TxLSsr44MPPuDSpUvs2bOH/v37o62tjbOzMwEBARw/fhw7OzssLS0l2Ul5eTkff/wxOTk5ZGdn06dPH6D1Bt7AwICjR4/i6+uLTCbrUN6iRYv46aefcHR0xN/fH2i9fR8wYABVVVWUlZV1iqdSt4kTJ3Ljxg0iIyPFOdbR0VGssGBjYyOJa1lZGW+99RZXrlxh4MCBYsJCFxcXdHV1SU9Px8fHRyXPBQsWsHLlSjw8PHB3dwdaww6Cg4PFg0plyIRUnurSTSnrpZdeoqSkhKeeekrcGLm6ulJSUkJaWhqhoaFtNuZ3Q+lnDRw4UDz8APD29sbDw4OMjAwxVKUzmD17NpWVlWJFQ0EQ0NPTe6BxoJyPYmJixM/09fWJjo4mIyOD27dvq+yDuro6/vnPf/Lyyy9jaWlJY2Mj9fX11NTU4O7uzqVLl/jyyy+xtLQU+1kKvvnmGzQ1NXn66adpbm6mrq6O69ev09LSgqenJ5s2bZLsMyxevJjm5mYGDRoEtG6eNTQ0MDU1xdXVlXXr1nH27FkCAwPR19e/r4za2lpmz57NwIEDiY+Px9zcHC8vL5qamtDV1UUQBNauXdvp9WXRokXiwcbGjRuJjIzE2NiYlpYWzM3NycnJkby+LFq0CH19faqrqzl27BhhYWGifVpYWJCcnKxyfVHynDhxIlZWVpSWlnL27FlOnz5NSEgIzc3NzJo1Cw0NjU75kwsWLEAul/PCCy9w69YtCgsL2b17N1paWkRFRbFr1y7J68FXX32FkZERzz//PA0NDZSVlZGRkYG2tjahoaEkJiZKso1HxfVxxZ+HH/9DKCwsZNq0afTq1Yv8/HwOHDhATEwMBgYG2NjYoKmpyaJFi1AoFAQEBLQ7GX3++eeUlZVRXV3N1q1bsbS0xMnJSbxN9/DwwN/fn/Pnz4u3dKpQVFTE9OnTCQsL48cff6SgoAA/Pz8xk7BMJqN///5cvXoVFxeXNifj9+P5ySef4OHhwcGDBykvL6dr164YGBgArc/4YmNjKSgowMvLq8MFdc6cOXh7ezN58mSCgoLYsmULGhoa4lO9znItKipi1apVJCQk0KtXL7S1tdm4cSP9+vXDwMCgUzyV8lavXk1CQgJPP/00TU1N7Nixg6eeegotLS1JXB/3/gT19enjzlWdtqtu3WpqaoiLiyMuLg4PDw88PT15+eWXuXXrFt9//z1eXl4MGTKEuro67OzsxPjb++HatWvExcWxbt06evTogbe3N5GRkVRXV7N371569erFkCFDqKiowNXVVaV9qFM3dcpSN1d16bZ69WqcnJz44IMP8PDwEJ3brKwstLW16devH56enuTm5tK7d29JjmlVVRWrV68mPj4eDw8P3NzcuHXrFubm5hw+fJh+/foRFRVFfX09tra2HbZbeXk58fHxrFmzhh49emBnZ0dFRQXGxsacOXOGp556ioEDB0pqs5UrV2Jra8urr74qvpppbm4WLwLeeustfHx8JHOtqqpi+fLlrFq1Cmtra1avXk1ubi7a2tp8/fXX6OnpMWHCBEk8lVxXrFjBmjVr8PDwICEhgRMnTnDjxg0SExOxsbFhwoQJksdCYWEhcXFxfPrpp3Tp0oXc3FyqqqpISEggMDAQb29vVq5cyZEjR+jfv7+k28N//OMfBAcH8/7773P27FmuX7/OmjVruHTpEoMGDaKqqorPP/+crl270qVLF5XyPv30U/z9/RkxYgSZmZlAa2WJiooKYmNjycvLY/bs2QQEBLRb5rO4uJh169bx8ccf8+2333Lnzh2CgoLE8D4DAwMSEhI6xRNa1/y+fftiZmbGokWLCAkJwcrKStxgXb58mZkzZ0ri+s9//pN+/fqho6PDL7/8QmhoqLh5c3Jy4syZM3z55Zcqea5fv54333yT1atXY2xsLG4kjY2N0dHRYeHChVy6dImePXtK5qkO3e6WFR0djUKh4NSpU+IBqqamJr6+vqSnp7N69Wq6d+9+X/udO3cuzs7ODB8+nKqqKvH7CoWC6OhoCgoKmD9/Pr6+vpLLvl68eJG4uDgWLVqEjo4Ohw4dIjk5mR9++IGgoCC8vb1ZsWKFJPsoKipizZo1zJ07F11dXTIzMzl69Ch79+4lMDAQR0dHvvzyS5V9MHPmTAIDA3nmmWcoLi4mLi6OJUuWcPHiRbS0tBg6dCjW1taUl5dLel0BreN92bJlxMfHA7BixQrWrVtHcnIyJSUl9O3bl2HDhpGfn4+3t3eHPkNhYSErVqwgLi4OaH0BFR8fz08//URNTQ19+/YlJiaGjIwMAgMD290sz5kzBz8/PyZNmoSBgQHHjh0jKCgIuVwOIIZYnDlzRvL6UlhYyKpVq1i7di2DBw8mPT2dW7duiXsVXV1dwsPDJc27hYWFot/cs2dP9u/fj1wup1u3bkCrXzRgwACVc+7u3btpbm5m5MiRFBQUMH36dC5evEh6ejqHDh3inXfewd3dncLCQsn+5O3bt9m0aRN//etfkcvlzJw5kyNHjnD9+nU2b97cqfWgrq6OdevWMXv2bPT19Zk7dy47d+6ksLCQffv24efnx2uvvSbJNh4F18cZfx5+/A9h2rRpPPXUU4wfP57BgweTkpLSJrbT1dUVT09PFAqFGPZyL27dusWRI0d4/fXXiY2Npba2ls2bN5OVlSU+xZ85cybDhw+nwBpbYAAAIABJREFUR48e4g2AKmRmZmJmZsZf/vIXunbtSk5ODgkJCdy6dYugoCAWLVrE7du3GTFiBFZWVh3KOnz4MA4ODrz66qtikq29e/fS1NSEp6cny5cvR1NTk+joaOzs7NqVU1NTQ1JSEm+++SYmJiYYGBjQ0tJCamoqsbGxXL58mSVLljBkyBDJXPfu3YudnR3h4eE0NTXRrVs3fvjhB9zc3OjSpQvz58+nqamJYcOGqeQJsHXrVlxdXQkNDaW5uRlXV1fxFt/Kyoply5ahra1NVFTUfbk+Cf0J6unTJ4Grumz3UeimqanJ0aNHKSgooGfPnkDr7VZgYCDl5eWUlJQQHh5O9+7dVW74mpqaOHjwIDdv3iQoKAhtbW1MTExwdXXl+PHjVFdXExwcjI+PjyRnV526qVOWurmqS7eLFy9y5swZIiIiMDQ0JDU1FXt7eyIjI9myZQsDBgzA0dFRTBIoBbdu3eLQoUPo6Ojg4eGBtrY2a9asYerUqaSkpKCpqYm3t7ekdlPextnZ2eHo6IhcLmfz5s1MmDCBxMRELCwsxJhzVW126dIl0tPTCQwMZNq0aYwaNYpPPvmEMWPGkJOTIyaNk8q1vr6e3377jT/++IPS0lJ2797N1q1b6dOnD0FBQaSlpRETE0NISIgk+7h69SoZGRkIgkBRURE7duzg119/JSoqCkNDQ3JycoiOjpY8FtauXYufnx+DBw+mtLRUDJeorKzkm2++4eWXXyY2NpbGxkYxZr8jXL58ma1btzJ//nwMDAz45ptvgNYn2Js2baKiooI33ngDT09PunXrpvJmubCwkK1bt7Jw4UJsbGxYtmwZN27cwNLSkl27dtHc3Mxrr72Gubk53t7e/1ZKUYkpU6YwaNAgXnjhBZycnDhy5AheXl7ija+lpSUDBgyQzBPg2LFjbN++na+++orIyEiKi4u5ePEikZGRYuigv7+/JK7Hjh1j586dfPXVV/j6+nLs2DHq6uro3r070JqfITw8XCXPTz/9lIEDBzJ27FiamppIS0ujV69e4oG4vb09UVFRNDY2tgmlUMVTHbpBaynOXbt2sWjRIuzs7Pjll1/Q09MTfUhtbW2io6Opq6sjKChI1FsJhULBnj17ePHFF7GysmLq1Knii6+VK1fS1NTEm2++ib6+Ps7OzioP/5Q4e/Yst2/fZuDAgaSlpbFkyRJ8fX2prKxk2bJljBs3jmeeeUaSfZw4cQJtbW369+9PWloaX3/9Nbq6ulRWVrJlyxbeeOMNlX1w/fp15s2bh0wmIyYmhvnz5+Ps7MyYMWO4ceMGO3bsYNCgQTg7O+Ph4dHuq4p78fPPP3Pw4EE8PDwoLy/n559/5ssvv8TFxYWdO3eKl3UuLi5ieE97WL9+Pbm5uQQHB1NUVMSGDRuYMmUKVlZWrF69GisrKwICArCxsWn34K+yspJff/2VTz/9FB0dHaysrEhKSmL79u1ER0cjk8lobm7GxsZGLDssBRs3biQkJERMsKp8WaipqUlwcLCYA0bK+rJ69WrCw8MJCAgQk8vOnDkTW1tbvLy8UCgUaGlp4efnh42NTbty9PX1+fHHHxk0aBArVqygd+/e/OUvfyEiIoITJ07QpUsXgoKC8Pf3F0OIVEFHR4fjx49TVlaGgYEBe/fuJS4ujt69eyOTycRDeinrga6uLocOHaKhoYGmpia2b99OfHw8AQEBXL16lUuXLhEWFkaXLl1U2saj4Po448/Dj/8RlJWVkZmZyXvvvSfWxK6qquLw4cM89dRTnD59moSEBIYNG4aHh4cYS3cvioqKGDRoEHZ2dlhZWeHr64uvr6+YhG7JkiWEh4cTFRUl3qZLgZubG35+fsjlcpycnMQbgt9++42lS5eSnZ3NF1980a5ed8PGxgZ/f3/s7e1xd3fHwcGBxsZGTp8+TWJiIikpKUybNq3DBR1aHQRlci3lQtSlSxc2b97M888/z9y5c3FyciIiIkIyVysrK5ycnLCwsBBvBy5duoRCoUAul7Nq1Sr+/ve/S+IpCIIYY2dtbS2efufn52NkZIQgCCxbtoxJkya1y/VJ6E9QT58+CVzVZbtKuLq64uvri4mJyUPrpqWlhbu7O7t37yY/Px9TU1OsrKzQ1NREoVCQlJTEsGHDJLWbMuQuNTWVmzdvIpfLMTExwcjICG1tbVJTU3nmmWfEuUqKbl27diUpKYlz5849lG7q5KlururgeerUKby8vDhx4gQpKSkcOHCA3NxcPvvsM3x8fNixYweBgYFinL9UKJ3atLQ01q1bx8GDBwkLC2PAgAG0tLRw7tw5oqKiJMkyNTXlypUrnD59WjxcCA0N5dlnn0UQBCorK+nRo4fKNsvKyiIwMJBjx46xf/9+DA0Nee+998Tx8/PPP2Nubo6fn59krjKZDGNjY3755Rc0NDTo2rWr+BT+jz/+YOfOnYwaNapTiRPr6urYsmULV69eJTAwkKioKLS1tbl58ya7d+/mueeekzwW6urqWLNmDXp6esyfP5/PPvuMkSNHMmjQIEpKShAEAR8fn3YvOO6FhoYGBw8eZOfOneTl5XH+/HnWrl2Lr68v3bt35+DBg/Tq1YuuXbtKCsNrbm7m2LFjZGdnc/LkSQoKCli/fj3BwcEYGxtz4sQJoqOj6dq1q3hTfC+uXLlCYWEhH374IdA6b2ZkZLB8+XKCgoKwtbWlsbERAwMDyTwB9uzZw9NPPy2G/pqZmfHNN99QXFxMeHi4GCbp5OSkkusPP/zAkCFDcHNzE21m3rx5NDY2EhgYSEtLC1paWri6urabo+DChQv8/vvvTJo0CWidz5OTk0lMTCQsLAwzMzMUCgXm5ubiCy4p+OGHHxg6dKiY0+NBdFNixYoVjBw5Ejc3N2xsbDA0NGTx4sWYmpq22Uh269btvjfLWlpa/P7772RkZGBhYUFWVhYLFy6kZ8+ehISEkJaWRlRUFP7+/pIPPqB147dy5UocHR3Zv38/48aN49lnn2XQoEFcunQJAC8vL0n2oaGhwdKlSwkKCmLTpk288cYbvPjii4SGhpKVlYVcLsfHxwd3d/d2X32cP3+egQMHcuXKFaZPn87NmzdZuHAh9vb2hIWFkZSUhI+PDw4ODpIPPqDVJ/Xy8mLLli0sWbKEyZMnExwcTJcuXdDV1eXs2bNER0er7EelP2llZcWePXv49ttvmTx5MhEREXh7e6Onp0dpaSlhYWEdhpQcOnSIESNGYG1tTVNTE3K5nKFDh5Kenk5xcXGnXifdrZu1tbU4z2pqatKtWze8vb1JSkrCyckJe3t7SbKam5uRyWRing9liLOtrS2HDx8mMDBQtNOONvF5eXm4u7uTn59Peno6N27cYOzYscjlcuRyOb/88gsWFhZ4enp2+jDAxcWF3bt3c/nyZezs7IiMjERHR4ebN2+yZ88eRowYIXk9UKY0uHnzJl26dCEsLAwTExMaGxs5cOAAzz77bLvz7H+C6+OKPw8//kegpaWFk5MTcrlcnFgdHR1Zv349zz33HNOnTyciIqJNHoR7UVJSwqZNm8TTW2idHCwtLenXrx+lpaVcuXKFpUuXAtKT3Sifqd494SuT0kVGRrJu3Tr+9re/4eXlJSnbuIGBgeiYKEuZenh44OTkxNq1a5k6dapKWRUVFWzZsoUePXqIk6pCocDAwIDs7GzS0tK4fPkys2bNksxVubiYmpq2qYagr6/PgQMH2L17N+PGjcPT01MST2VsojKBmFKepqYmJ0+eZM+ePbz88st4eHjcV96T0p/w8H36pHBVh+3eDYVC0cbpeVDdmpubaWlpwcrKCplMJj53TE9Pp6mpiWXLljF8+HDJJRYbGxvp0qUL165d49SpU1y4cIGCggKam5tZunQpgwcPxs/PT3Is8PXr18X5rbi4mOPHjz+QburmqW6uD8uzoqKChIQE/Pz8xLKFdnZ2vPzyy9ja2nLs2DH27NkjbiqlQplDxt7eHrlcTteuXenTpw/Dhg0DWnNkRERE4OPjI7lP3d3duXnzJubm5vTs2ZPRo0cDrbHawcHBeHt7dyiroqKC9evX4+Pjw0svvcTAgQOpra1l27ZtmJqaUlJSwr59+8Q5XCpPDQ0N3NzcGD58OAEBAfz8889UV1djbGzMokWLeOGFF9qU55SCgIAABg4cSPfu3dm9ezfa2trIZDIWLlzI8OHDJcv79ddfCQ8PR6FQcPHiRWxtbYmKihJvQtesWYOfn1+n8gno6enh4eFBUVGRmJxbmUMhJyeHEydOiH0jBTKZDD09PXJzc9HX18fW1pY+ffqgqalJSUkJJ06cYMSIER0eyP7666+MGDECExMTcV3u168fVVVV/P7778TExEg+WL8bLi4ubW7ubWxsiIyM5NChQ5iZmYmJQTuC0iYdHR3p3r27eCPt7OyMu7s7Bw4cwMPDQ7xR7kjPo0ePMnz4cORyuVga9amnnuLs2bOUlZWJiXGhc8kFnZyc2oRVPIhuSp7Kl6xKnu7u7ujo6JCSkkJ4eLi4sbrfZi0vL4/Kykr69OkjJg5VhhxAa8hPcnIyo0aNksxNCSMjIwwNDdm1a5eY28PFxQVoHQc+Pj5imENHaGlpwcLCgpaWFtLS0qirqyM8PBxbW1sMDAzYsGEDPj4+uLq6trupLykpYcuWLQwZMoT+/fvj6OjIwIEDxYokGRkZ7Nu3jw8++KBTHAVBQCaT4ebmRlBQEAEBAcTGxoq2sGDBAnr16qVyroRW+7GxscHHx0c8THv++efFv3/99deEhobi5eXVrqyKigp27dqFn58f5ubmaGhoiAnWTUxMWL58ufhSsTPQ0NDAzMysDW9ovUwsKCjgm2++YdiwYejp6akcB5qamm1ezd5drvzAgQPiJbC2tna7spT+ZM+ePfH39+fkyZNkZ2eTk5ODTCbjjz/+YPfu3cycObNTPFtaWmhubsbc3Jz6+nry8/NJTU1FoVBgaGjIkiVLGDZsmKT+VMLa2pr8/HxOnDjBqVOnxFfsX3/9NU8//bTKNflRcX3c8efhx/8IdHR0sLa2Fjdpzc3NGBkZkZubS2pqKoIgMHHiRKD9RVRDQ4PffvuN9evX4+3tLT6TV074U6dO5f3338fLy0tyGTLlxKjU6e7faGhosHfvXk6dOsWcOXM61A0Q85iUlJSgpaWFubm5KFNXV5fjx4+Tm5vL7NmzVcrS0tKiqKiItWvX4urqip2dnahnbm4u8fHx/OMf/8DFRVodcWX9dWhbZrWlpQV9fX2++OILTE1N+fTTT1XqBq3hDElJSWRmZqJQKMRFFFr7etKkSdja2vL3v/+9Q3mPc3+Cevv0ceaqTp7QGj6ze/du0tLSMDExaRPS0lndlKVQlfxcXFywt7fH0NCQa9eu8dtvv/HMM8+IG6COZCkrJ2VlZaGpqcnAgQMxMzOjurqa0tJS9uzZQ0xMDK+88ooknnv27GH79u3s2rULY2NjevfujYuLCzKZjIqKCtLS0iTrpk6e6uaqLp5aWlpcvHiR9evXExkZSVRUFL6+vlhYWHD79m0++OAD3nvvPdzd3Tt1uKO87dHX18fFxQUvLy/x0DgxMZEzZ84wffp0lTyVbZaRkYFcLmfAgAEEBQWJoZmbN28mOztbkixtbW1KSkpYs2YNrq6uODs7061bN37//Xd++uknzp49y9tvv92pOVxHRwcNDQ0xAbGhoaGYoHP79u14enry1ltvqdTtXq6CIODm5oaJiQlVVVWkpKSwc+dO7O3txQ2RKnnl5eXs3LkTBwcHhg4dSt++fbl9+zZbtmyhurqarKwsioqK+Nvf/tahnLshCAKCIGBlZUW/fv3w9fUV546rV6+yatUqPvroI5ycnCTby507d/D09GTw4MEEBQVx4MABqqqquHr1Kt999x3vv/9+h/LKyso4ePAgTk5O2NratkngbGFhwZIlS7h69Sq9evWSzFMJAwODNv+mIAiYmZlRWlrKtGnTGDlypMoXH8rf6+joiHkvlLCzsyMnJ4d58+bx/PPPo6+v326bFRQUsHv3bkJCQpDL5WhpaYkvMmQyGbNmzUJTU7PTlb+A+77A6Ixud/O8dy0F6NatGykpKaxfv57Y2Fgxmeq9OHz4MNnZ2URHR9OtWzdKSkrYv38/+fn5aGhosHz5csaPHy95PlJu4hQKBZqamjg5OdHU1MSFCxdISUmhpKSEs2fPUlRUJPpGqqDcwLu4uFBQUEBubi5nzpyhvLycM2fOcP78eSZPnqxSzuHDh9mwYYN48Ky0XYBJkybx5ptv0q1bN8nj6G7/Q1NTUwxhV362bds2cnNzJfmU+fn57N+/n4sXL2JsbIyvry/dunUTD6y2bdtGXl4eU6ZM6VCW0m+Oj4+na9eubfxmZUUbCwsLSXmBlLjbd1b6RBoardWCdHR06N27N1paWkRERDyw36yhoYGhoSF9+vThzp07YphbRzh69CgJCQlER0cTExODmZkZgiCwZ88erl+/zquvvtqpeVHZn0p+Pj4+dOnSRUzEv2/fPiIjI3nppZdEndtDfn4+KSkpFBcXY2pqSv/+/bGzs+PWrVtUVFSwZ88efHx8eP3111XKehRcnwT8efjxhOPWrVvExcWxc+dOCgoKcHZ2RiaTIQgCmpqanDp1ig0bNjBv3jysra3va7x3v1BQOlSZmZl4enpiaGgoPmv08fGhf//+gLQyZPervAFtN5Kurq4MGDAAExOTDgdWTU0N7733Hs3NzRw/fpyioiL69u3bRg8DAwNiY2MxMzNTOUh1dHQICQkRB7itra14G2JnZ4ehoSEvvvgioHriqKmpYdiwYdTV1bUpT9Xc3IyWlhYGBgbo6ekxduxYLC0tVeqmzIxuZWXVpgKN8tRbLpdz8+ZNJkyYICZqu588ZX/euXPnsetPJU919GlLSwsGBgb07duXhoYGMjIyHiuu6rbd2tpaJk2ahKenJ6dPn0Ymk+Hq6kphYaHoqHZGt7ttVwnlzVCvXr2IjY0VKy10dINwb+WkkydPipv4Hj160LdvX4YOHUpISEibl0wd8fz000/p1asXdXV11NfX4+TkRFlZGdHR0URFRfHss8+KlZRU6aYunurmqk6eynmtubmZ7du3Y2Njg62tLU1NTejp6eHn5yeGpkhxYtprN+W4gtaKDTExMWJWfqn2kZGRQa9evUQHXPkiZ+DAgZLmD21tbXFjuGfPHqytrXF2dsbV1ZUhQ4YQGxsrVmd40DkcWsdS9+7dGTVqFL1790ZbW7vT9pGdnS1WEfP398fNzY1Ro0bRr18/dHV1JTmVRkZG3Lhxg3nz5qGnp4evry/Ozs5cunSJjIwM6uvr+eijj8RbbFXyKioqMDIyEg97BEFAR0cHIyMjCgsLycvLo1+/fsTGxkpqw23btvH999+TlpaGQqEQN1c3b94kPT2d3NxcwsPDee655zqUZ2RkJOZP0NfXx8fHR+wP5Us+Ly8v0UGXYsf3clVurpQvKUNCQggLC2tTmlMVz/T0dG7fvo27u7uoh5aWFtHR0WI4Yke6mZmZceHCBRYtWoS1tTVubm7i9x0dHQkKCsLPz69TPKurqzE0NARaxxP8q507oxu0Vg5MTEwkJycHfX19bGxsxBt5HR0dMWdIR7f8MpmM7du3k5KSwpAhQwgNDcXb2xstLS3OnDnDkCFDePrpp9vo2RGUG0hl2Kquri7e3t74+fnh6enJlStXcHFx4ZVXXkEul3c4DpS+865du7hw4QIhISFERkbi7OyMiYkJFy9eRC6X89Zbb2FqaqrSd+7Xrx+3bt3ixIkTYqlkhULB6dOn0dTUlLSpVeJe/0MJpc3W1tZy6tQpXnzxRZU+pdL/aGlpIT09nfz8fPr37y8eWN28eZO9e/fy2muvdehPwr/WF6CN39zY2IiGhobkhMh363a/eVd52KnURWljUvyP+/nN0Oq76enp0b179zYvs++Hu/dCaWlphIeHExgYSGBgIKNHjyYyMhKX/3tl9DD9aWVlRXBwMFFRUTz99NMEBQWp9Bfu9ifT09M5e/YsAwYMwMnJiZiYGMLCwoiNjRVfjXUk627f+c6dOxw9evShuT4p+PPw4wnHjBkzqK+vx8HBgfPnz3P9+nWCg4PFScTa2hp7e3ueeuop8UDkXjQ2NnLz5k0yMjJwcnLCx8eH3377jaysLDE/AtCmvrMUtFd5Q6mD8imxsbGxOKm3hzlz5uDl5cW0adPo2bMn33//PXZ2duJEW19fj5WVlfh0rj1Zt2/f5sKFCyQnJ+Pn54evry9VVVUcP36cnj17is/3goODJTm50JpEU6FQUF5ezsqVK7G2tqZr165teEZGRopxlKrkdVSBBloX7ZiYGPGw5l55tbW1FBcXi7dJDg4OnDhx4rHqTyXPh+3TmpoaTpw4Id5A2NnZkZGRQUZGBtHR0Y8FV3XZ7r3yPvzwQ0xMTIiPj+fYsWNkZWWJZckMDAyQy+UqdWvPdpUoKytrE1ajiufddrt161YEQRDzLVy7dq1NWUVVPGfPno2npycTJkxAV1eXpUuXUlhYKGb1j4yMbJNc7z/FU91c1cGzrq6O1NRUtm7dSlhYGP7+/mKizYiICPHlhtRKCkq0127KcVVWVoaJiYnItbP2cfe8dvPmTSwtLcVb6/Zk3blzh7KyMg4fPoy9vT1BQUFUVVVx4sQJIiIiMDMzw8jIqFNx9R3Zh4aGBrdu3RLDGaXObe3N4ZqamhgaGmJiYiI+vZZ64+3l5UVgYCAHDx7EwMAAV1dXvL29iY2NZfDgwWIZUVXyCgoKGDRoEOfPnxdzcSg3BM7OzoSFhfHss8+KlRZUrYOFhYXMmTOHoUOHcufOHfbu3UuPHj0wMTHBx8eH4OBgXnjhBUmHgXfzTE1NxcDAAEdHR/GAxszMTPJc2R5XDQ2NNjfOIG2NuJvn7du32bdvn8jzbihfMrUHpS8WEhKCs7MzGRkZuLi4IJfLxcMZR0fHTvEsLCxk7NixXLlyBT8/PwwNDcVXDXf7fap0U8pSVg7My8tj//79xMTEiDKh9cBeVR4SU1NTYmNjyc7O5ty5c0RGRuLq6kpwcDB9+/aVFJZyN6ZMmcLs2bNxcHBoMz7Nzc1xc3MjKioKT09PlXMI/Mt3tre359y5c5SVlREaGoqTkxP+/v707duX7t27i6VG7ydLiu+snKNUbUTvRnv+h/K3TU1NbXJzdMb/SExMbON/KKuoKNeG+8lS5Te3V+JYFVT5zpWVlW1eYnVmfbnXb66pqUFfX1+UfT9Z9/rOjo6OZGRkcPz4caKjo8WD+s6G3LXXn0o9qqurJfsL9+tPGxsbXFxcxHnNwMBA5Vp1P985MzOT3377jT59+jww1ycFnctK8yceK+Tl5ZGdnc2sWbN45513GD16NAcOHKC6uhponbBcXFx44403OpSzaNEiPvvsMxISEpg8eTIKhYJ3332Xq1evMnnyZC5fvgz8Kw5PCm7duoWmpiaTJ09m6tSpBAcHs3jxYqZOncr169dRKBR88803NDQ0qLyJr66upqysjHHjxgGtDny/fv3YuXMn0OqAb9iwgcbGRpV6zZ49m/Xr1/Prr7+KMWwvvfQSurq6vP766+Tk5AD/il9VNaErFAr09fWZOHEiCQkJvPzyy8ydO5dXXnmF8vJyGhsb+eyzz7hz545K3aB1Qrpx4wYjR44EWm+mhw4dyqFDh4DWRHALFy4Ub3Xuh6+++oqRI0eyYcMGKioqMDc358MPP6S0tJTJkydz5coV4L/Xn6C+Pv3iiy84e/as2F+WlpZMmjQJDQ0NJk2a9F/nqk7bBbhx4wbV1dW8/fbbAMTFxdG/f3/mzJnDCy+8QElJCbW1tYB6bPeLL77g9u3bKvVqz24PHz4MtNrt8uXLUSgUknjW1dVRV1cnPttcunQpI0eOZN68ecyYMQMdHR1u3LghSZY6eaqbq7p4zpw5k9TUVNLS0sRn0CNHjqSuro433nhDnNc6g860m6pxoGpeKy0t5dtvv5XUZnPmzGHhwoVs27aN8PBwMVZdOYfn5uaqladCoWD69OmSeErhevnyZRYvXix5roS2Y9nf35+goCASExM5f/48RkZG7YYdtIeFCxcyatQorK2tGT58OIsWLWrz75w/fx7417ypai5Ryhs2bBgff/wx9vb2pKamin+/d2x1JK+lpYWWlhb8/PwICAhg48aNXLhwQbzx7yza46o8EOzM2FDFs7i4WJKce/tTW1ubWbNmcfny5U4l474byrK1AG+99RYJCQkAYlWzwsJCybIWLFjAmDFjGD9+PIsWLcLExISsrCzx7xUVFYDqV5RKP+X555+ntLSU9evXSyd0D/Lz8zl+/Dhjx45l/vz5vPrqq1y4cEH8+7Vr17h27ZqktrvXdx4zZgypqalUVVUBrfZaU1OjUpYq31mZeFXZB1J0U+V/NDQ0MG/ePElzpRT/Iy4uTtJFREd+85kzZ1Tqci+krC8zZsx4KP/j7vVl2bJlKtusPd+5rKzskfnODQ0Noj+pCu31Z1JSEtDan4mJieJLnI7Qnu+sra3NpEmTHmjf90RB+BNPLJKSkoS4uDhBEAShoaFBEARBGDVqlHDw4EFBEARh1qxZQmpqaocyMjIyhOeee04oKysT8vLyhHfffVdISkoSBEEQGhsbhRUrVgi//vprp3XLz88Xrl27JtTW1gqCIAj19fXC6dOnhRkzZghjxowRwsPDhcWLFwuCIAgtLS0dyjp+/LiQmpoqXL9+XfysoqJCGDNmjCAIgjBp0iRh5cqVKnXKysoSRo8eLdy5c0coKSkRJkyYICxatEh4/fXXhbS0NGHv3r1ie0rFqVOnhMbGRqGmpkb87OrVq8KsWbOEqKgooXv37iLP5uZmlfIOHjwoZGVlCTdu3BA/q6urE0aPHi20tLQIU6ZMEbm2125btmwRYmNjhXHjxgmxsbFCcnKy8PPPPws7duwQVq5Hc8MzAAAgAElEQVRcKfz444+d4igI6u1PQVBPn546dUoYPXq0+P/JycnC119/LUydOlXIyMgQEhIS/utc1WW7SuTk5Ajl5eWCIAjC7du3hS1btrT5+xtvvCEcPnxYkix12q467PZuZGRkiO0vCIKwb9++Nn+fMGGCkJycrJqk8HiOUSXUwfPkyZPCiBEjxP8fN26cMHHiROH5558Xdu/eLRw4cEBYtWqVSl734nG0j8zMTGHEiBFim82dO1cIDQ0Vhg0bJuTl5Qlbt27t1HhSN091clVi27Ztwtdffy1Mnz5duHDhgvib+Ph44eWXX5Y83pVoamoSvv/+e+H06dOCIAhCenq68PLLLwt9+/YVDhw4IJw7d0545ZVXJOkmCIJw7do1Ye7cuUJlZaX42a5du4TXX39dEIRW+5wyZUqndLwba9euFcaOHdtpnoKgXq6qeGZlZUniefjwYSExMVFYu3at6LcJgiAsX75cmDhxonD+/HlBEKTZmhK3bt0SvvvuO+HMmTNCdXW1sGPHDuHNN98Uxo0bJ2RmZgr5+fnCxx9/LElWeXm58Nlnnwl1dXXiZ+vWrRM++ugjQRAE4fTp08LcuXPb/X1eXp7w448/tvm98vMxY8YICxYsaDM2pCI3N1cch5WVlcLs2bOFiIgIYdq0aYIgCMK0adOEbdu2SZKlyneePXv2/3e+c3uyHoXfLAiP5/ryuPvO6vInH5Xv/CThz7CXJxR5eXnU19eLybKUtxhXrlzhzp076OnpkZiYqDLp04wZMxg2bBjh4eFYWlpSX1/P3r17iY2NRVNTkwMHDrB+/XpkMpnKWulKSKm8UVpaKqnyRklJCTt37mTYsGFiVnFl2djjx49z6dIl8vLyxESRqriOGDECPz8/Dh8+TFJSEm+++SYymYxp06YRFRXFr7/+SktLiySuFRUVrFu3Djc3N/HJYEtLC4aGhsTExKCrq8uFCxf49ttvVfJUylNHBRoPDw+uXr3K9OnTcXBwYMGCBWzZsoV+/foRFhbGzJkzMTAw+K/0p1KeOvr0o48+IigoiKioKHbt2sXGjRtxdXVFV1eXn376iejoaL799lv09fWfeNtVyvv555+JiYlBR0cHbW3tNmX8MjIyOHDggKTkbOq0XXVXTqqoqGDDhg1069ZNLH3o5uYmPhnOyMggJSVFTM72n+Kpbq7q4pmWloa5uTkRERFs27aNI0eOsHDhQszNzZk1axYeHh7s3btX8rym7nZTZ5ulp6djZmZGdHQ00BqbbW9vj7OzMzt27GDo0KGsXbv2iZ/DlUhKSmL16tX069ePgoIC1q5dy5UrV/D396dnz54YGBhw6tQpMUxTCnbt2sXQoUOxtLREW1sbBwcHhg0bhomJCd9++y3fffcdb7/9Nr6+vpKe6W/fvp2IiAgsLS3FFyiOjo5s3ryZgQMHMn/+fPr06dNhFYl9+/axceNG3N3d/61kZ1BQEIaGhmRmZtKjRw/JPNXNVRXPefPmqeSZnJzMihUrkMlknD9/nrKyMjGHQvfu3SktLeXMmTP07NmzU68/Tpw4weDBg7G0tMTY2Bg3NzeCg4MRBIFNmzaxcOFCxo8fL4nnsWPHCA4ORi6Xi+F291YO7NmzZ7sVKcaOHcu2bdvIz8/H0tISOzs7NDU1sbS0JCoqiitXrtDc3Iyzs7Nkfvn5+ejo6DBw4EAEQcDY2Jjo6GgiIiI4duwYf/3rX6murubLL79UKetP3/n+/kd7stTtN8Pju748zr6zOv3JR+E7P2n4M+zlCUVeXh5FRUVi9ufm5mYABg4cyOnTp5kzZw7vv/8+QLshEgqFggEDBrRJ8hcZGUl5eTm3b9/m4MGD/PHHH6SmpjJ8+HDJupmamqJQKJgwYQJ5eXni50qnZdu2beKzfaXe7cHExIS6ujreffddUZbymZaBgQELFizg1Vdf7ZCnEqNGjRJ5ZGZmsnjxYnr06MH48eMZP348MpmMTZs2SeYql8vp0qUL//jHPzh16hRAmzLCW7duFftAFU+lPFtbWz7//HPxiamSq5WVFRs2bBArR7THVZktXltbm/j4eAYMGED37t0JCgpi3rx5HD16lKSkJLFEpRQoyw2qoz+V8tTRp5GRkRw8eJBp06YRHx/P1KlTeffdd/nwww9xcHDAwcFB3BD9N7jK5XLq6+vVYrtKeXfu3OGtt95qoxu0xh4vXLiQCRMmSJJnZGSEi4uLWmzXyMgIOzu7h7Lbe+U5Ozszbdo0UTdodQwaGhr46quvxDARVfJkMplax6hMJnvoMXq3LCcnp4fm6eHhQVxcHB9++CGLFi3i448/5v+1d99RUZ3pH8C/IywibUAR7BIFaVZUiqyxt2BZI4KyJupxjdkkaFaTWFj7kjV67GcRa1RQA0SzFpqiYohiYqEooAHXRZGyFEWIlADP7w9+cwMW5g68KJDnc47nKN758r5z75155p1737d9+/aYMmUKPv74Y+jo6OCbb77R6DVc5GubiNc1lZ49eyIgIAD79+9HZmYm/Pz8YGxsDG9vb2lZyCNHjsjuq1KpRPfu3eHj4yO17U2/htd06NAhLF68GFOmTMHmzZuxY8cOpKenY9q0aUhMTMTQoUORlpaG06dPy+pvdnY2rl+/jpSUFOkDvKod7777Ljw8PDBgwABMnz4dgPrBmaysLKSmpkKhUNQqyNu0aYMBAwZg6dKl0NXVlfbHq/J8fX1x8eJFfPTRRzhy5Ih0657KuHHj8OjRI+ly/dfdV1H99Pf3x9q1a7F06VJMnjwZUVFRyMrKAhFBS0sLnp6euHnzJkJCQmT3MzU1FWfOnMHjx4+leW60tbXRtWtXzJ07F/369cOgQYOk5WTr6mdqaipiYmLQqVMnab6RiooKmJqaonfv3li7di309PQwderUl2YlJCSgV69euH79OmxsbODj44M1a9ZIt1GlpKTg8uXL2LRpk+xbIIHqFfgiIyOlQX/6/1WKevfujW3btsHU1BTLly8HoP485dpZs/pDdN0MNM33l6ZeO4v8LNQYtXNzw1d+NFNt2rTBiRMncPbsWTg5OUFfXx+VlZXQ1dXFhg0bYGZmpnZpWy0tLdja2kKpVEr3mRoZGeGnn36CUqnEwYMH4eHhIU2Qpe7+TtW3ACJWjamZNXLkyBeygOr7+rS1tTF37tw6+6lSc6IvR0fHWsvH7tixA46OjtKkQXK+dXnVijGqidRsbW2lbyjl3NstYgUa1c+7d++Oc+fOITs7G5GRkTh58iQmT54MIyMjdOrUSXYfAfGrxqj26fMrswCa7VNnZ2eMHDkS58+fh1KpxPvvvw+g+rjet28fHBwcYGFhUetNtS4iV41RfYvxsixN+6kur7S0FMnJyTAwMJDuea0rr6ysDG3atIGDgwO0tLQQGhpa72NXlTVw4MAXsgDNV06qq22lpaXIyMiAqamp9KZcV15xcTEMDAwwcOBAtGrVCmFhYQ06R5/PCw8Pr3df62qbpv00NzfHhAkToFQqYW9vj9LSUqko37BhA4YOHSqtJCH3nFe9FlVVVdXqZ32et5qvaw15zlR9tbKyQkhICKKiojBo0CBpgGj//v1wcHBA586dZfdVtWKMQqFARESEtDpOQ1/DAdTKq09fgepvo3V1dWFjYwOg+r7siRMn4tmzZ0hMTMSoUaMwceJE2d/O6evro7CwsNZKKgqFQprs9Msvv8Rnn32Gzp07y16B5vHjx9iwYYO0Ao1qXo579+7hyJEj+Oc//wlzc/NX5l2/fh2lpaU4ePAgjI2NcejQIURFRcHY2BhvvfUWDh06hOTkZHzxxRews7OT1U/RfRXRz7CwMDx8+FA6Xnv06IGYmBiYmJigZ8+eOHHiBHJzc/HZZ59p9G2riYkJ7t+/X2vVGOC348vHxwcrVqxAly5d1PbTxMQEqamp2Lx5M9q3b19rUlE5KweamZmhV69eMDMzw5AhQzB69GhER0fj8OHDKCkpwZ49e+Dj44NPP/1Uo/lb9PX1cfLkSanerTnxalhYGO7fvy8t8azuPOXaWbP6Q3TdDIitnUWt3NjUa2dRdTMgvnZull7T7TWskWzatIn8/f2ppKRE+llQUBD997//JSJ59xSrqLY9duwY9e/fn1avXq1RW8rKyig/P58uXbpElZWVVF5eTr6+vvTll19qlKNJluq+0vr0U8Xf35/+9re/yX78s2fPKDk5mQICAqR7EQMDA2ndunW17uEVnVdaWvrS9r/Kd999R66urhQUFKRxm4iInj59SikpKVIb8vPz670/Ncmrzz6tOW/C7t27Zd/frFJYWEiXLl2S2pabm0u+vr60fv16jXI0yZLbT7l55eXlavPy8vLIx8dHmjeEqPpY+8c//qHxsSs3S+5xKzevoqJCbdtycnJo8ODBdOrUKekxgYGB5OvrW69zVG6enL7KzZLTz+fduXOHPDw8aNq0abRs2TL66KOPNHp8UVERRUZG0qZNm+jXX38lovofH3KzNH1dUyksLJT+7u/vTwsWLJD92JKSEnrw4AGdOnVKuue8vv3UJE/TvoaHh5OjoyNt3bpVOr+JiB48eEBTp06l3Nxc2W2s+TsTExNp5cqVFBsbS0S/HWsFBQWy21dXHhFRVlYWHT9+XFZeWlparefJz8+PxowZQ4sWLSJXV1e6efOm7HY9LzExkVatWtWgvr4qi0h+P58+fUo3btyg8vJy6XzYu3evNGfF1KlTKSkpSaM21dwuJiaGNm7cSBkZGUT0Wz9zcnJkZdaVRUSUnJxM+/btk92+mvM0pKamUv/+/TU6R1/m+XpX9Tvy8/Nlt+tVWURcO9eloXUzkdjaubHqZqKmVTs3Zt1M1PDaubniKz+aKdWou7m5OWJiYpCdnS2thW1tbS3dQ67JqF3NZbROnDiBr776CsbGxrKX59q0aRNOnDiBmzdvIiYmBm+//TYcHBwQERGBqKgoaaRcTp66LBsbG2nUXdPRyZrbZmVl4eDBg1i6dKnsvq5Zswbx8fGIjY1FcnIyRowYgT59+uDq1avYu3cvrKyspJFnOdTlWVpawtzcXPqGQW5fLSws0K1bN+kyPbn7UcXX1xdr166Fvr4+OnXqhPbt20tLVF68eBF2dnYwMjKSnasur+Y3KZruU9Xlf/n5+di1axdWrFgBExMT2W3z8fFBZWUlnJycAAB6enpwdHREbGwsTp48CXt7e9l9VZelaT/V5dnZ2UGpVErHRl15K1euRMeOHTF69GgA1cuG2tra4ty5c9L8E3KPXblZco9buXlysjZt2oTi4mJUVVVh0KBB0NXVRY8ePXDhwgUEBgZK307KpS7PysoKZmZmsvoqN0uTc13F1NQUTk5OqKioQN++fTFnzhzo6upqdB48fPgQcXFxiIuLw5gxY2BtbY2zZ89qfHzIzdL0dU1FdStDUVERoqOj4e3tLfscVa2Ok5iYiNWrV6O8vBzDhw9Hamoq9u7dq/HxoS5P9Z6gaV8tLS3h5OSE8PBwBAYGQqFQwMTEBH5+fujYsSPc3Nxk79ua25ibm+Px48c4ffo0rKyspCUzVXM8NDSvbdu2MDAwgLW1taz+tm3bFlpaWtKyrIMHD8Z7772HNWvWYOzYsZg5cyaqqqpkr44DVNdIRARzc3MUFBTgzJkz9e7rq7I06Wfr1q1hbm5ea3njVq1aITY2FjExMejatSvc3d01ep+uuZ1SqURCQgJOnDiBfv36SUu0quYaUJdZV5ZSqZTer1XbyclT9aVt27b49ttv8dVXX2n0vqzyqnpXlaGrqyv7vOLauX61c0PrZkBs7dxYdTPQtGrnxqybgYbXzs0VD340I3fu3MHFixdhYWEhFX5t27ZFx44dsW/fPqSnp8PW1lZ6s6uvDh06YNKkSejWrRsqKytlFRzXr19HUFAQNm7ciIEDB+Ly5cvQ1dVFnz59MGrUKKSnp6O4uFgqEhqa9csvv8Da2lqjYuhlDA0NMWLECHTo0EFWcRUXF4fTp09j+/btcHV1RVhYGNLS0rBv3z5MnToVdnZ2uH37tnTpszpy8pKSkqRLszWhra0NS0tLAJq/eAPVy6rev38fOTk5CAoKgqmpKVJSUmBjYwMdHR3k5eXB3t5edq66vPz8fNjb2zdon7Zp0wbDhg2TLmWWkxUfH4+wsDBs2LABAHD27FmcPn0aYWFhmDRpErS0tJCdnS2rr3KycnJyZPdTkzx1bbt37x6OHTuG7du3A6i+ZPXAgQM4duwY3N3dMXjwYNy6dQsODg5q26VJlpzjQ2RefHw8Tp48iZ07d+Lf//43Tpw4ARcXF5iammLUqFEoKytDWlqa7HNUkzyRbatv4aFUKjF48GBYWVlJcwDIybp58yZOnjyJPXv2wNPTEwEBAfjhhx9w4MABvPvuuxg0aBBu374t6/jQJKuhBVbr1q3h6uoq+8PBjRs3cPz4cezcuRPTp09HcXExgoODcfXqVXz88ccwMzPDnTt3ZB8fcvLu3r0re5+q3ue7d+8OHR0dmJubw8nJSbqcPj4+Hjo6Oli+fLnsJdlPnjyJiIgIREREoGvXrjAxMYGdnR2ysrLw9ddfo3379ujevbus/srJMzU1lfJe1bbn+wlUX/qt+nBaUFCAsLAwbN26Vap3NP1AqvpjZ2eHnJycevW1rixN+lmzblNt27ZtWxw4cAApKSnw8/OTJt+U08+YmBhcvnwZN27cgJ2dHfT19eHi4oKMjAyEhYWhR48eaNeunaxzQl2WhYUFTE1NpfdUTT8wZ2ZmwtzcHK6urrLfl+XUu/b29tLAR0OzuHaWT9O6GRBbOzdm3Qw0rdr5ddTNQP1q5+aMBz+aETmzaFdVVWk0i/arqCb1knsCiJz5ujFm0a6LJh8QRM983Rgzab9Mfd4ARM98LTrvZRQKhexvulREznwtehZtkXklJSW4ffs2JkyYgIsXL+L06dPYunUrjI2NsX79etja2iIiIkLWsSYyS3TeokWL4OXlhUGDBmH06NGIj49HQUGB9KHdyMgIe/bskd02kXmi2yaSyFVjGmMFmrrI/TYaEL9ijOg81fv83bt3YWpqii5dukBfXx+2trbw8vKCm5sbxowZAx0dHVlFqugVY+TkxcfHw8HBQfowL6efnTp1qvXBuqSkBP369UOPHj1kF+MiV43RJEtOP1V1m6qfRARtbW20atVKmpRUbj9FrhojJ+v27dtwcXGp9wciQ0NDab4Wue/LIleN4dpZfO2sSd2sapuoWvd11c2a9K8mkbXu66ibgfrVzs3a67q/hjVMfHw8eXt7U3FxMW3ZsoVGjBhBPj4+dPfuXSKqXud63rx5NGXKlHrds9wQZWVlFBQURCkpKURUfc/Zw4cPaerUqfTs2TO6cOECLVy4kKqqqtS2TWRWY4iKipL+vmrVKkpISJD+vWXLFjp//rxGbROdJ4rqHsqdO3fSjh07iIho6dKl5OnpSc7OzvT1119TWVmZ7HaJzhNp27ZtNGbMGPr73/9e677r8vJyWrx4MSUlJVFZWZl07+jryhKdV1FRQUuWLCFfX1/y9/en77//Xvq/wMBAaV13OftAZJbIvKKiIjp8+DAR/XbMnT9/noYMGUJ+fn7SdnLPKZF5otsmWmJiItnZ2dEnn3xCQ4cOpcjISOn/Dh06REeOHCEieftUZJZoCQkJNHDgQNq3bx89evSI5s6dKx1fH3zwAWVkZFBlZaXstonMe9n7/IoVK6T3+ejoaPruu+806q+HhwdFR0dL/75z5w4tWLCARo4cSQkJCVRUVEQLFiyQ2vw68tTVM9HR0XTu3DmN+klENGzYMBoxYgRNmTKFAgMDpflXVKqqqsjb25tCQkJeS5acfmq6P4mI/vSnP1FycjIREZ07d448PDwoMzNTut+/qKiIZs2aJWufiswSRWS9y7Vzy6udm2rdTCS21m3KdXNzx4MfzURlZSWlpqZKJ0NGRgYtWrSIxo4dS7t376axY8dSXFzcG23f8yfg4sWLKSYmhubMmUPnz58nInmT+InMakyqCYZUZsyYIRWFNSf7elN5ImRnZ9OyZcsoICCAxo4dS0TVE6glJibWq12i80TJyMggb29vWrhwYa2fu7u705UrV4hIfttEZonOe/DgAc2ePZuGDh1Kq1atIqLq88jT01P6sPEmshojr+a2sbGxNH/+fLp69ar0uqHpxGAi80S3TZR79+7R6dOnKSAggI4ePSr9fMaMGRrvA5FZol24cIFmzJhBXl5etH37dunnU6ZMoWvXrmncNlF5db3P79mzh0aNGkURERGy20VU/WHgZR+w/fz8yNfXV6MsUXnq+jly5EgKDw/XqF3Xrl2TJg8NDw+nyZMn06xZs6R64eDBg9Kg2+vKkrM/aw4MyhEaGkrz58+v9TNvb286e/YsEREdP35c9sCRyCyRRNa7XDu37Nq5KdbNRGJr3aZaNzdnPPjRDDXGLNoiNXTm68bKEknEzNeNmSdSQ2e+buw8kUTOfC16Fm1ReYWFhXTgwAFydHQkT09PWrlyJS1ZsuSNZzVGXlVVlfQN0Oeff05r166td5boPNFtE6mhq8Y0VpZoDVkxprHzXvY+/9e//lXjHJErxjRGnqh+EoldNUb0CjQv6+eHH34o67E1iVw1pjFWoBFNZL3LtfObJ7LWbcp1M5HYWrcp183NEQ9+NFM1T/pRo0bRf/7znxd+/qbFxcVRnz596P79+0TUsLaJzBItMzOTZs+eLaxtovMaqqSkpNa3cA1tj+i8xpCXl0czZ84Ucl6JzBKdd/HiRcrKyqJnz541qazGyCP6bQBJ1DEnMk902xoqPT2d/Pz8KDQ0lB4/fkxE9W+byKzG8PTpU/L19aWHDx8SUcPbJipP1Pt8QkICLViwgNzd3Sk4OJgePXpEy5cvl66wetN5ousZ1Qd5FScnJ+nDn6bfkorMEtVP1e9VPS4uLo68vb1p+fLltG7dOo0yRWY1FpHHB9fOTaefImvdplY3E4mtdZtD3dycKIiI3vS8I6z+MjMzceXKFbi7uzfJGXozMjLQpUsXVFZWQktLq8lkiVZYWAilUilsH4jOE4UEL38lOk8UIkJeXh7at2/f4H0gMqsx8lSZovZDUzxGVM+TqLaJzBPdNlY/TfkY0fR9/s6dO7h16xYmTJgAAwMDAEBubq604k6XLl1gZGSElStXwsDAQG0bReeJ6uer2gb89vwXFBTgz3/+M4KDg2FoaFhn20RmNVY/33nnnRdWJSkvL8eMGTOQm5uLyMhI6OnpyeqniKzXSWS9y7Vz0yCy1m2qdTPQtGus3yMe/GCMMcYYayHGjx+P9PR0vP3225gzZw6cnZ1rFcs1i2c5HxRE54n0fNscHR1rfcArKChAWloaHB0d1bZNZJZor2qb6rkPCQlBaWkp3nvvvXr3sz5ZjDHW3PBSt4wxxhhjLUBCQgIePHiA4OBgpKenY9euXUhNTUXXrl3Rrl07XLp0CfHx8bCxsQGgfllD0Xkivaxt9+7dQ5cuXaS2PXr0CEOHDlXbNpFZotXVNlNTU1y6dAnl5eXw9PRU2zaRWYwx1hzx4AdjjDHGWAtgZmaGXr16wczMDEOGDMHo0aMRHR2Nw4cPo7S0FH5+fhg2bBgsLS3fSJ5I6tr2r3/9Cy4uLrLaJjJLNDn7YPjw4ejZs+drzWKMseaIb3thjDHGGGthat6ykJaWhunTp8PFxQV+fn5NIk8kkW1rbv10dnbGrl273mgWY4w1F3wjH2OMMcZYC6OacBUALC0t0a5dO3z++ecAgPp87yU6TySRbWtu/fziiy8AiOlnfbMYY6y54NteGGOMMcZaINWcDZmZmTA3N4erq2uDJrEUnSeSyLZxP998PxljrDHwbS+MMcYYY4wxxhhr0XholzHGGGOMMcYYYy0aD34wxhhjjDHGGGOsRePBD8YYY4wxxhhjjLVoPPjBGGOMMcYYY4yxFo0HPxhjjDHGGig6OhoKhQLGxsav3GbOnDlQKBT49NNPX2PLGGOMMQbw4AdjjDHGNGRhYQGFQoFWrVrBwMAAFhYW8PDwwI8//qhRzvDhw6FQKHDw4MHGaahgeXl50NLSwvfffy80d8uWLejZs6fQTMYYY4zVxoMfjDHGGKsXNzc3eHh4oHXr1ggJCcEf//hHhISEvOlmNZrw8HAolUq4uroKzQ0NDYWbm5vQTMYYY4zVxoMfjDHGGKuXefPm4cCBA0hKSsKMGTNQUVGBDz/8EM+ePQMAeHl5oXPnzmjdujUMDQ0xcuRI3Lp1C0D1VR+XLl0CAMydOxcKhQJr1qxBVlYW3n77bZiamuIPf/gD2rdvj1mzZuHJkyevbIdCoYBCocDGjRvx1ltvwdjYGBs3bkRMTAysra1hbGyMhQsXStuvWbMGCoUCEyZMwKxZs6CnpwdHR0ekpaXhgw8+gIGBAXr37o2bN2/W+j2hoaEYN24ctLS0UFhYCE9PTxgZGaFfv34vbAsAP/zwA/r06QN9fX28//77KC0tfWGbp0+fIiYmRhr8qOs5A4AlS5bAwsICurq60NPTg7OzM6Kjo2XuMcYYY+z3iwc/GGOMMdYg2traWL16NQCgoKAAly9fBgCkp6dj+PDh+Mtf/gIHBwdcvHgRHh4eAAB3d3d07twZADBmzBgsWrQIzs7OKCoqQklJCSZNmoT58+fDxMQER44cwbJly9S2Y/PmzXBxcUFhYSGWLVsGd3d3ODs7o6ysDDt37kRUVFSt7SMjI5Gfn49u3brh2rVrGDRoEOLi4tC3b18kJSXVGjCpqKhAZGQkJk6cCABYuHAhgoODoVQqMXDgQKxbt65W9pMnTzBp0iTcvn0bzs7OyMvLe+lVMefOnYOOjg6GDx+u9jkDgPv378PJyQnz5s3DiBEj8OOPP2L69OkoKipS+/wwxhhjv2c8+MEYY4yxBuvevbv09//9738AgODgYDg7O8PQ0BB9+/YFANy5cweZmZn45JNPYOJJv6cAAAQUSURBVGlpCaD6aodt27Zh/Pjx6NWrF/bs2QNbW1vo6enB3t4eAHDhwgW1bdi8eTOOHj2K7t27g4gwe/ZsHDp0CO+88w4AIC4urtb2PXv2RFhYmDSw8uzZM0RFRWH37t0vbH/lyhUUFRVh/PjxqKysxDfffAMAOHr0KA4cOID169fXyj5z5gyePHkCS0tLREVFISwsDP3793+hzaGhoRg9ejRat26t9jkDgH379mHUqFFQKpWwsrKCnp4e8vLyal0dwhhjjLEXab/pBjDGGGOs+UtPT5f+bmZmhtTUVDg4OKC4uPiFbXNzc9GpU6eX5hw7dgxeXl4vfYw6tra2AABjY2Okp6fD2toaAGBoaAgA+OWXX2ptb2NjU2uFFnNzcyiVSml71e07QPUghbOzM9q1a4ecnByUl5cDgPQ7evXqVSv70aNHAAArKysoFAppm5q3xxARwsPDpYETdc9Z69at0bdvX2kgRNPnhzHGGPs94ys/GGOMMdYgFRUVWLt2LQCgbdu2cHV1RWhoKIqLi9G/f388efIEOTk50vZEBADQ0tICAFRVVUn/FxQUBABYsGABysrKpH+rHlMXVd6r/t2Q7WtOSmpqagodHR0AwN27dwEAP//8c63tVbf0pKamSm1/fpsbN24gOztbujJF3XMWExODzMxMdOjQAdnZ2SgrK5MGbuQ8P4wxxtjvGV/5wRhjjLF62b9/P06dOoXLly/j559/hra2Nvz9/aGnpwdzc3MA1R/4Fy1ahPj4+Bce37VrVwDA9u3bkZiYiLlz50qPCwsLw6+//oqwsLDX16FXSE9PR1JSkjT4oaWlBU9PTwQEBMDLywtjxozBt99+W+sxbm5uUCqVSEtLk25ref62m9DQUAwYMEC6Ckbdc6b6/9zcXCxevBj37t176VUijDHGGHsRX/nBGGOMsXoJDQ1FUFAQysrK4OHhgcuXL2P69OkAAA8PD8ybNw9aWlqIiorC8uXLX3j8kiVL0LdvXyQnJ2P79u1ITU3F6tWrMWLECOTm5uLGjRtYsWLF6+7WC0JDQ9G1a1dpDg4A2LFjB9zd3fHkyRP89NNPL/TPxMQEp06dgr29PWJjY2FkZIRp06a9kKuaQBVQ/5y5uLjAx8cHRkZGOHv2LGbOnCldYcIYY4yxuimIr5NkjDHGGHslNzc3dOvWDbt27RKWmZOTg44dOyI2NhZOTk7CchljjDH2cnzbC2OMMcZYHYYNG4Zx48YJzSwsLMTatWvh6OgoNJcxxhhjL8dXfjDGGGOMMcYYY6xF4zk/GGOMMcYYY4wx1qLx4AdjjDHGGGOMMcZaNB78YIwxxhhjjDHGWIvGgx+MMcYYY4wxxhhr0XjwgzHGGGOMMcYYYy0aD34wxhhjjDHGGGOsRfs/qV8mG2CVePsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qZRkNV_9ayKP"
      },
      "source": [
        "# **Dados dos óbitos nos Estados Unidos**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8JDgmi-FYhQi"
      },
      "source": [
        "mortes_estados_unidos = mortes_globais.loc['US']"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "evPBBqyeYpfA"
      },
      "source": [
        "mortes_estados_unidos = mortes_estados_unidos.loc[::10]"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4K625W21Ywer"
      },
      "source": [
        "data_us = mortes_estados_unidos.index\n",
        "mortes_us = mortes_estados_unidos.values"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "-ud4xet_Y4B1",
        "outputId": "481c15ca-b41c-4525-8279-5ae15e76228d"
      },
      "source": [
        "Grafico_de_linha(data_us, mortes_us, 'Estados Unidos')"
      ],
      "execution_count": 101,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p4mf1JglbAJ1"
      },
      "source": [
        "# **Dados dos óbitos na Índia**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f9rBnRcQZDfV"
      },
      "source": [
        "mortes_india = mortes_globais.loc['India']"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZI4dP2bJZM-g"
      },
      "source": [
        "mortes_india = mortes_india.loc[::10]"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dcrVyjBzZTH9"
      },
      "source": [
        "data_id = mortes_india.index\n",
        "mortes_id = mortes_india.values"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "qaJ4XBDrZb34",
        "outputId": "aac552e7-63ab-46cf-c470-61ffbb925c05"
      },
      "source": [
        "Grafico_de_linha(data_id, mortes_id, 'Índia')"
      ],
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ebVtTIm9aX3i"
      },
      "source": [
        "# **Comparando o número de óbitos dos países**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "MmELHWe0ZlBg",
        "outputId": "03c014e3-3936-409e-80a6-51ea43883625"
      },
      "source": [
        "plt.figure(figsize = (20,10))\n",
        "plt.ticklabel_format(style = 'plain')\n",
        "plt.xticks(rotation = 60)\n",
        "plt.title('Mortes causadas pela COVID-19 top 5 países',\n",
        "          position=(0.5, 1.02),\n",
        "          fontdict={'family': 'sans serif', \n",
        "                    'color' : 'black',\n",
        "                    'weight': 'bold',\n",
        "                    'size': 18})\n",
        "plt.xlabel('Data mm/dd/aa',\n",
        "           fontdict={'family': 'sans serif', \n",
        "                    'color' : 'black',\n",
        "                    'weight': 'bold',\n",
        "                    'size': 12})\n",
        "plt.ylabel('Número de óbitos',\n",
        "           fontdict={'family': 'sans serif', \n",
        "                    'color' : 'black',\n",
        "                    'weight': 'bold',\n",
        "                    'size': 12})\n",
        "plt.plot(data_mx, mortes_mx, color = 'red')\n",
        "plt.plot(mortes_br, color = 'green')\n",
        "plt.plot(mortes_uk, color = 'yellow')\n",
        "plt.plot(mortes_us, color = 'blue')\n",
        "plt.plot(mortes_id, color = 'purple')\n",
        "plt.legend(['México', 'Brasil', 'Reino Unido', 'Estados Unidos', 'Índia'])\n",
        "plt.show()"
      ],
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}