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      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "L1RIvQwotLxv"
      },
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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "plt.style.use('ggplot')\n",
        "\n",
        "%matplotlib inline\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto = pd.read_csv('/content/73205d31-7fcd-4833-903b-a9c43e90850c_Automobile_data.zip')\n",
        "auto.head(10)"
      ],
      "metadata": {
        "colab": {
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          "height": 499
        },
        "id": "4ph5-B_0wbHY",
        "outputId": "cae081a1-e5f4-433c-af88-9b809bf2e696"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   symboling normalized-losses         make fuel-type aspiration num-of-doors  \\\n",
              "0          3                 ?  alfa-romero       gas        std          two   \n",
              "1          3                 ?  alfa-romero       gas        std          two   \n",
              "2          1                 ?  alfa-romero       gas        std          two   \n",
              "3          2               164         audi       gas        std         four   \n",
              "4          2               164         audi       gas        std         four   \n",
              "5          2                 ?         audi       gas        std          two   \n",
              "6          1               158         audi       gas        std         four   \n",
              "7          1                 ?         audi       gas        std         four   \n",
              "8          1               158         audi       gas      turbo         four   \n",
              "9          0                 ?         audi       gas      turbo          two   \n",
              "\n",
              "    body-style drive-wheels engine-location  wheel-base  ...  engine-size  \\\n",
              "0  convertible          rwd           front        88.6  ...          130   \n",
              "1  convertible          rwd           front        88.6  ...          130   \n",
              "2    hatchback          rwd           front        94.5  ...          152   \n",
              "3        sedan          fwd           front        99.8  ...          109   \n",
              "4        sedan          4wd           front        99.4  ...          136   \n",
              "5        sedan          fwd           front        99.8  ...          136   \n",
              "6        sedan          fwd           front       105.8  ...          136   \n",
              "7        wagon          fwd           front       105.8  ...          136   \n",
              "8        sedan          fwd           front       105.8  ...          131   \n",
              "9    hatchback          4wd           front        99.5  ...          131   \n",
              "\n",
              "   fuel-system  bore  stroke compression-ratio horsepower  peak-rpm city-mpg  \\\n",
              "0         mpfi  3.47    2.68               9.0        111      5000       21   \n",
              "1         mpfi  3.47    2.68               9.0        111      5000       21   \n",
              "2         mpfi  2.68    3.47               9.0        154      5000       19   \n",
              "3         mpfi  3.19     3.4              10.0        102      5500       24   \n",
              "4         mpfi  3.19     3.4               8.0        115      5500       18   \n",
              "5         mpfi  3.19     3.4               8.5        110      5500       19   \n",
              "6         mpfi  3.19     3.4               8.5        110      5500       19   \n",
              "7         mpfi  3.19     3.4               8.5        110      5500       19   \n",
              "8         mpfi  3.13     3.4               8.3        140      5500       17   \n",
              "9         mpfi  3.13     3.4               7.0        160      5500       16   \n",
              "\n",
              "  highway-mpg  price  \n",
              "0          27  13495  \n",
              "1          27  16500  \n",
              "2          26  16500  \n",
              "3          30  13950  \n",
              "4          22  17450  \n",
              "5          25  15250  \n",
              "6          25  17710  \n",
              "7          25  18920  \n",
              "8          20  23875  \n",
              "9          22      ?  \n",
              "\n",
              "[10 rows x 26 columns]"
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              "      <th></th>\n",
              "      <th>symboling</th>\n",
              "      <th>normalized-losses</th>\n",
              "      <th>make</th>\n",
              "      <th>fuel-type</th>\n",
              "      <th>aspiration</th>\n",
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              "      <th>peak-rpm</th>\n",
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              "      <th>highway-mpg</th>\n",
              "      <th>price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3</td>\n",
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              "      <td>alfa-romero</td>\n",
              "      <td>gas</td>\n",
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              "      <td>88.6</td>\n",
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              "      <th>1</th>\n",
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              "      <td>std</td>\n",
              "      <td>two</td>\n",
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              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>88.6</td>\n",
              "      <td>...</td>\n",
              "      <td>130</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.47</td>\n",
              "      <td>2.68</td>\n",
              "      <td>9.0</td>\n",
              "      <td>111</td>\n",
              "      <td>5000</td>\n",
              "      <td>21</td>\n",
              "      <td>27</td>\n",
              "      <td>16500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>?</td>\n",
              "      <td>alfa-romero</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>hatchback</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>94.5</td>\n",
              "      <td>...</td>\n",
              "      <td>152</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>2.68</td>\n",
              "      <td>3.47</td>\n",
              "      <td>9.0</td>\n",
              "      <td>154</td>\n",
              "      <td>5000</td>\n",
              "      <td>19</td>\n",
              "      <td>26</td>\n",
              "      <td>16500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>164</td>\n",
              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>fwd</td>\n",
              "      <td>front</td>\n",
              "      <td>99.8</td>\n",
              "      <td>...</td>\n",
              "      <td>109</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.19</td>\n",
              "      <td>3.4</td>\n",
              "      <td>10.0</td>\n",
              "      <td>102</td>\n",
              "      <td>5500</td>\n",
              "      <td>24</td>\n",
              "      <td>30</td>\n",
              "      <td>13950</td>\n",
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              "      <td>2</td>\n",
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              "      <td>std</td>\n",
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              "      <td>sedan</td>\n",
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              "      <td>99.4</td>\n",
              "      <td>...</td>\n",
              "      <td>136</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.19</td>\n",
              "      <td>3.4</td>\n",
              "      <td>8.0</td>\n",
              "      <td>115</td>\n",
              "      <td>5500</td>\n",
              "      <td>18</td>\n",
              "      <td>22</td>\n",
              "      <td>17450</td>\n",
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              "      <th>5</th>\n",
              "      <td>2</td>\n",
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              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>sedan</td>\n",
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              "      <td>front</td>\n",
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              "      <td>mpfi</td>\n",
              "      <td>3.19</td>\n",
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              "      <td>8.5</td>\n",
              "      <td>110</td>\n",
              "      <td>5500</td>\n",
              "      <td>19</td>\n",
              "      <td>25</td>\n",
              "      <td>15250</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>158</td>\n",
              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
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              "      <td>front</td>\n",
              "      <td>105.8</td>\n",
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              "      <td>136</td>\n",
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              "      <td>3.19</td>\n",
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              "      <td>5500</td>\n",
              "      <td>19</td>\n",
              "      <td>25</td>\n",
              "      <td>17710</td>\n",
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              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>?</td>\n",
              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
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              "      <td>wagon</td>\n",
              "      <td>fwd</td>\n",
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              "      <td>19</td>\n",
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              "      <td>18920</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>158</td>\n",
              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>turbo</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>fwd</td>\n",
              "      <td>front</td>\n",
              "      <td>105.8</td>\n",
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              "      <td>mpfi</td>\n",
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              "      <td>8.3</td>\n",
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              "      <td>23875</td>\n",
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              "      <td>mpfi</td>\n",
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              "      <td>16</td>\n",
              "      <td>22</td>\n",
              "      <td>?</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10 rows × 26 columns</p>\n",
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          "data": {
            "text/plain": [
              "symboling             0\n",
              "normalized-losses    41\n",
              "make                  0\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>symboling</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>normalized-losses</th>\n",
              "      <td>41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>make</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuel-type</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>aspiration</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>num-of-doors</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>body-style</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>drive-wheels</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>engine-location</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>wheel-base</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>length</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>width</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>height</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>curb-weight</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>engine-type</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>num-of-cylinders</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>engine-size</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuel-system</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>bore</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>stroke</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>compression-ratio</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>horsepower</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>peak-rpm</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>city-mpg</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>highway-mpg</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>price</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto['price'] = auto['price'].apply(float)\n",
        "auto['peak-rpm'] = auto['peak-rpm'].apply(float)\n",
        "auto['horsepower'] = auto['horsepower'].apply(float)\n"
      ],
      "metadata": {
        "id": "v_9w358xzP4m"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Creating a new column\n",
        "auto['combo_mpg'] = (auto['city-mpg'] + auto['highway-mpg']) / 2\n",
        "auto.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "3dYgCU-f0FDW",
        "outputId": "d4b24ae6-b736-4fde-ea1c-bd157d4a7010"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   symboling normalized-losses         make fuel-type aspiration num-of-doors  \\\n",
              "0          3               NaN  alfa-romero       gas        std          two   \n",
              "1          3               NaN  alfa-romero       gas        std          two   \n",
              "2          1               NaN  alfa-romero       gas        std          two   \n",
              "3          2               164         audi       gas        std         four   \n",
              "4          2               164         audi       gas        std         four   \n",
              "\n",
              "    body-style drive-wheels engine-location  wheel-base  ...  fuel-system  \\\n",
              "0  convertible          rwd           front        88.6  ...         mpfi   \n",
              "1  convertible          rwd           front        88.6  ...         mpfi   \n",
              "2    hatchback          rwd           front        94.5  ...         mpfi   \n",
              "3        sedan          fwd           front        99.8  ...         mpfi   \n",
              "4        sedan          4wd           front        99.4  ...         mpfi   \n",
              "\n",
              "   bore  stroke  compression-ratio horsepower peak-rpm  city-mpg highway-mpg  \\\n",
              "0  3.47    2.68                9.0      111.0   5000.0        21          27   \n",
              "1  3.47    2.68                9.0      111.0   5000.0        21          27   \n",
              "2  2.68    3.47                9.0      154.0   5000.0        19          26   \n",
              "3  3.19     3.4               10.0      102.0   5500.0        24          30   \n",
              "4  3.19     3.4                8.0      115.0   5500.0        18          22   \n",
              "\n",
              "     price combo_mpg  \n",
              "0  13495.0      24.0  \n",
              "1  16500.0      24.0  \n",
              "2  16500.0      22.5  \n",
              "3  13950.0      27.0  \n",
              "4  17450.0      20.0  \n",
              "\n",
              "[5 rows x 27 columns]"
            ],
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              "      <td>2.68</td>\n",
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              "      <td>16500.0</td>\n",
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              "      <th>2</th>\n",
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              "      <td>hatchback</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>94.5</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>2.68</td>\n",
              "      <td>3.47</td>\n",
              "      <td>9.0</td>\n",
              "      <td>154.0</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>19</td>\n",
              "      <td>26</td>\n",
              "      <td>16500.0</td>\n",
              "      <td>22.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>164</td>\n",
              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>fwd</td>\n",
              "      <td>front</td>\n",
              "      <td>99.8</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.19</td>\n",
              "      <td>3.4</td>\n",
              "      <td>10.0</td>\n",
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              "      <td>24</td>\n",
              "      <td>30</td>\n",
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              "      <th>4</th>\n",
              "      <td>2</td>\n",
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              "      <td>audi</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>4wd</td>\n",
              "      <td>front</td>\n",
              "      <td>99.4</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.19</td>\n",
              "      <td>3.4</td>\n",
              "      <td>8.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>5500.0</td>\n",
              "      <td>18</td>\n",
              "      <td>22</td>\n",
              "      <td>17450.0</td>\n",
              "      <td>20.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 27 columns</p>\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9d1e69d2-c220-42f1-83a3-75a9ba4a3a78 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "                                                    [key], {});\n",
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              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "          + ' to learn more about interactive tables.';\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "auto"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Creating a visualization using seaborn"
      ],
      "metadata": {
        "id": "2U1d1I3I1lco"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "plt.scatter(auto['horsepower'], auto['combo_mpg'])\n",
        "plt.xlabel('Horsepower')\n",
        "plt.ylabel('Mileage')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "id": "qUDR4CD41X5C",
        "outputId": "150cf08c-c916-4a34-ba25-b3f5c599aff1"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
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            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.lineplot(data = auto, x = 'horsepower', y = 'combo_mpg')\n",
        "plt.title('Horsepower and Mileage')\n",
        "plt.xlabel('Horsepower (HP)')\n",
        "plt.ylabel('Mileage (Combined in MPG)')"
      ],
      "metadata": {
        "id": "OXzODUcM36dW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 543
        },
        "outputId": "fd494172-7cc5-47d0-b8ba-81c915542136"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Mileage (Combined in MPG)')"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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IiEgbeaEgsOvXJfSyZn4QND6TfvQA2S1k4mfnQihpb4valZt3eXQv97o6bFEz77tiS93n5kPfgcFmiwQF6QlnxgfcK5vKpI8pd5+VnZj7r+dmzQ8e1wk11djSF1t1rv/CU/DDr2C/uwP/2Yex0qPR187JhZpabN9uLFKbwFWLiIiIiIiIiIhIV5S0T6NDoRC33HILoVAIM+MPf/gDX/nKV3j44YdPlrIHWLZsGU8//TQ/+9nP+MQnPsGqVasACIfD3HrrrclaroiIiJyuUFqQjZ7o3tyRCKSlRQee26Klcvc5edEB3E7M5eXjzrsoasyefwKrro471ja8FT0wejzOrL4qQoKC9BnhuA0S1kQmfXy5+wQH6QuKYNKM6HW0ouS9HdiH/fkXwfoqy+GVRdjPvov/779hB/Y2HFhYBMeOBMebJXTtIiIiIiIiIiIi0rUktfnqhAkTuO222/jFL35BTU0NW7duZevWrVHH3H777XHnZWZm8qlPfYohQ4Yka6kiIiJyujwvyEZPcCY9tbWQlt7OQfpccF0jSA/gFlyNLXmiYaCiDHvlOdyFl58csooy2L09+ryxE4NNFi4UbLpIhIww5BVA8Z5G62miLHxVdCa9S3AmPYB3wQL8la83DGxZj+3bjes/qNlz7LlH4jee+HWwaim2aik2YmyQpT98NOTlw4F9waaEwp4JX7+IiIiIiIiIiIh0DUn/NPq8887je9/7HhMmTGjV8ePHj+c73/kO06ZNa+eViYiIyJlwzgVl45vI2D4jkVrIzMKdaaZ7dl7zc3n5wfq7CNd/UHzW+DP/ju6rvnkd0CjjOyMMw0YHAeiQS1hlAeccLjZgXVEaf2BcJn3ietKfNHFGsGGgkZay6a2yAnvxFNn2Wzdgf/0l9pufwIY1mOdhe3efVr97ERERERERERER6V6Smkl/wuDBg/nGN77Bjh07eOONN9i4cSNHjhyhsrKScDhMQUEBo0ePZtq0aYwaNSoVSxQREZE2cHkF2KFizCxxQe9IBLJa6CffWlnZ4Bw0VYo8tyB+rJPzFlyNv3pZw8D+PbBmOYyu3yi5MabU/chxuLR0rKoKMjITu2khJ2aDRFOZ9LE96dshSO/S0nDnXYQ99c+TY/bKc9i178Olxb8tthefhupG63IuaAUQicRffP8e7KG/QF4BNmk65jm80RNwoQS1DRAREREREREREZEuIyVB+hOGDh3K0KFDU7kEERERSaTsnCAju/p4AoOshssIn/FVXCiEhbPiM7YBCgrP+PodzllTYOBQ2LPj5JD/9EN4oydgtTWwfVPU4W5MffDerzvz1gKxcqOD9E31pI/LPE9wT/oT3AULooL0lB4NNi9MPTd6PXV1Qan7xkaMw139Hlj+ErbsRaisiL+DsmPw8nOw7CX8mXPwrn4PrkfvxD8QERERERERERER6bS6TvNVERERSTmXEQ6y0mOzotvIfD/oFZ+efuYXcw7CmU3P5Red+fU7GOcc7pJrogfXr8J2b4ddW6OzwZ0Ho84Kvvb9xPx7N5aTG327Ij5IT1VMkL4detIDuP6DYeS4qDG/qZL3b74Khw9Ej009B5eTi5v7NtxtX8ddfj00F4CvqYaXnsH/ys34v/0JFnstERERERERERER6bYUpBcREZGEcvmF4NdhTZWVP12RWkhLh/Qzz6TH8yCz6SC9K+x6QXoAd848yC+MGrPFj8HWDdEHDhmBO9FSwHxcWqKD9PnRt5sK0ieh3P0J7vwF0QOrlmLHjkQN+U8/FH3MgCHQb1DDNdIzcNNn4279Eu6dH4LBw5u+M78Oe3Ux/rc+ha14ORHLFxERERERERERkU5OQXoRERFJrOycIKheU33m14rUQnpagjLpQ00Hfr0QZOXGj3cBLj0dN39h9ODyl2Dbxujjxk6MPibBfdRdXCZ9a3rSt08mPYCbcUHQluEE38deXXzypm3bCFvWR5903nycc/HXch5u7ES8D96G+4//hHGTgfjjqKzAv+t/8f96d9BuQERERERERERERLqthPakP3ToUCIv16xevXol5X5ERETk9LlwJpabF/T6bq68fGvV1kJBEc5LwL5Cz0G4iSB9dg4uLaFviToUN+9y7NEHgg0PAHV1wX+NjWkcpHfBxoVEyonuSU9FafwxMeXuXVY7ZtJnZeOmn4+98tzJMXvpGezSa3HOYbFZ9EW9YPzZcKTl97pu0DDc9f+BlRzCXn8e3nwtuq0AYIsexbasw7v5i7i+AxL2mERERERERERERKTzSOgn0p/4xCcSebkmOee499572/1+REREpO1cfiF2OAGb9+rqGsqwnynnNZ2dnZUdlMLvolxeAe68+dgLTzV9QN8BuMIeAPUtCgxCCd60EBukr6nBaqpxjbPZj8f0pG/HTHoAd8GCqCA9+3bB1g1YUS9s+UvRx86/4rSqC7gevWDuZdi02bDsRVjxSvQBO7fif/szuPd/HO/ceWfyMERERERERERERKQT6nSfSCekv62IiIi0r+wcCGdgiSh5n5Fx5teAIBDfVHZ2dm6XDtIDuAVXNz/ZOIve/CCLPpTgf4/cvPixRiXvzfeT2pMegNEToE//qCF76Rls0aPg+w2DGWHc3EtP69IWqYWqKrzhY/Bu+TLuA5+E9Jif4+oq7Dc/xv/jz7DqBPyeiIiIiIiIiIiISKeR0DQplaEXERERICgrn5ULlWXRvb9Pg/k+OBcf3Gwj53lNB36zc4J+9V2YGzAEJk6DNSvi5xoH6evq6oP0Cc6kz84JvpeNN1tWlEFRz+Dr6uPx52S1cya9c7jZF2P/+vPJMXv9hbiMeTf7IlxOHna0pFXXNfPh2FHo1Rd69A7uZ86l2Iix+Hf/MMjYb3z8C09hWzfg3fyF4PskIiIiIiIiIiIiXV5CP4H9+c9/nsjLiYiISCflnIPCIuxY6wKbTYrUQnp6woL0ADRVOj+n62fSA3gLrsGPDdLnF0K/gQ23a+v/zRMcpHdeKPi3r2zInqeirOHr2Cx6aPdy90AQpH/or0EFAYDq+HW4i686vYuWHoOcPFy/gcHGkBPXGTgU72s/xv52N/bSs9Hn7NmB/93P4W68JdgU4NzpPhQRERERERERERHpRLr+J9IiIiKSGtm5kJaO1da07fzaWkjLSGyQPju36bFuEKRn/FSIzdQeMyE6IHy8EgqKcGkJzqSHYDNEY1FB+ph+9ND+5e4BV9QzqDDQnEkzcP0Gtfp6drwKcLgBg3FNVJBw4Uy8//gU7sOfgXBm9GRNNfb7n2K/u6P+OiIiIiIiIiIiItJVdYNPpEVERCQlMrOCMudtDThGaiEzK7FZxU0F6XPzukWQ3jmH986bgrLzAOkZuHPmnpy3ugh4IVxeQfssIDc/6qaVNwrSV8UE6TMycKHktCDwzl/Q/Nwl17T6OlYXgYpy6DvglP+G3qz5eP/1Exg0PP46ry7C/85nsV3bWn3f0rWY76d6CSIiIiIiIiIi0s66/ifSIiIikhLOOVxBEbQ1k74ugstuojz9mchtLpO+a/ekP8FNnI777LdhztvgQ5/G9ejdMFlZGWyqaGojQyLEZdI3Kn0fm0mfhFL3J02ZGbeBAIBBw2Dc5FZdwszg6JGgB33vvq06x/UbhPfV23EXLoyf3L8H/3ufx1/8eHBt6Tb8F5/G/8z7qPvCTdiGNalejoiIiIiIiIiItBMF6UVERKT95OSCl4ZFIm042SW21D1Adl78WG5Bt8ikP8ENHYWbcg6uR6/oiZpqXFGvqD7qCb3fnJh/+4rShq9jqy0kMUjv0tJxsy6MH19wdeurOJSXQnZufR/61m/4cOkZeO+9Be9jX4SsmMccqcX+chd29w+xyopWX1M6Lysvxf72K6gsh6OH8X/xPSy2yoSIiIiIiIiIiHQJ3ecTaREREUm+zOwg+NhUz/EWmF8XBM4THKR3hT2ie52HM6GgsFsF6ZtiNdXBv3VsID2RYrPVG2XSW1VMkD42YN3O3AWXNLQBAMgvjGoF0BKrPg51dbj+g3CNf7ZO5/5nXID39Ttg6Kj46y9/Cf87n8G2bWrTtaUT2bYRaqobbleWY4seTd16RERERERERESk3aQl8mKf/OQnT37tnOPOO+9scu5MxF5XREREOi7neVhhD9iz4/ROrK2FtDTISHCQPj0dm3MpLH48GLjwclxGZmL73ndGVZWQVxC9gSHRYsroR/Wkjyt3347raIIbOBT3jg9gD98L4Uy8m7+Aa8UGEaurg7IyGDA4aO1wJmvo3Q/vyz/A/v5H7JmHoicPFuP/4Eu46z+Iu/g0MvylU7Fd2+LHnv4XdtGVbd4AIiIiIiIiIiIiHVNCg/QHDx5s05yIiIh0XS4nF/M8rC6CC7XyrUekFtLDkJae2MV4Hm70eDhnDhhBNnei76OTMbMgE7ywZ/sGf3NjsvQrGwXpY0t6pyAg6V12HXbxVRBKa33J/2NHoKgHrne/hKzBpaXj3v1hbOxE/Ht+GpQ9P6Eugt33W2z9arybPhXfPkA6v93b48fKy7Dnn8C97e1JX46IiIiIiIiIiLSf7l3bVURERNpfVnZQ9j6273hLIhHIykp80NgFb32c84JArPkQan0P8S6p+jhkhCEn99THnonYoHJUJn30z4ZLcrn7k/ebntHqAL2Vl0E4E9d/MC4toftecVPPxfvGT2HkuPjJla/jf+tT2Oa1Cb1PSb2mMukB7Kl/YtXVTc6JiIiIiIiIiEjnlNBPFH/2s5+1aU5ERES6LueFgpL3e3e0vud5JILLbIdArecBjQL/vh+U1e/OKiuhd19cRrhd78bl5GGNBxr1pI8vd5+aIH1rWU011Nbgho5qtw0FrmdvvM9/D/v3X7HHH4yeLDmEf/tXcde+D/e2d7Q+8186LKuphv17m54sPYq98CRuwdXJXZSIiIiIiIiIiLSbhH4q3bt37zbNiYiISNfmsnMx52F+Hc5rZeZ6K3qCn7bYYKbvQ2tL8HdB5tcB4PIL2//OYjdoVJRiZkG1hKqYKgtZHbf/tvk+lB6D/gOhsEe73pdLS8O94wPYmIn4v/s/KDvWMOn72D/+iG1YjfehzyTneyjtZ8/OoLJHM+zJf2DzLsO1x/OiiIiIiIiIiIgkndJuREREpP1l5wR9xltR8t7q6oIS9BntFKR3DjsZDDNcdy53X1UF2dmtr3BwJmJ70kciUBOU8LbYTPpwxw3Sc+wIFPbA9R6Q+HYMzXATpwXl78dOip986w38b30a27A6KWuR9mG7Y0rdx/4OHC3BXnomeQsSERERERERkXZhR0uCJBDp9hSkFxERkXbnQiEoKAr6n59KpBbS0iG9HcqvOxf8Z40Kr7c2s78rqj4OhT2Ts1GhqZ73J/rSxwbpU9ST/pSqqyA9HddvEC49Pal37Qp74H32W7irbwQX8xb+WAn+j7+O/++/nayOIJ1MTD96N3EajJscNWaPP4hFapO5qk7Ddm3Df/4J7MC+VC9FREREREREpFm29k38b96GPXxvqpciHYCC9CIiIpIULicPjFPvFK2tDUrdt0ev+PpMevz6IL25+BL43UUkAl4Il5ufnPvLyon/t644EaSPqbDQUXvSp2Xg+g3GNbXhIAmcF8K76ga8z30bCmJK7ZuPPfw3/J98Azt6OCXrk7aLy6QfPBzvyndHj5Ucwl5ZlLxFdRK2biX+tz6F/fkX+N/5DHZgb6qXJCIiIiIiIhLFzPAffxD/jv+B8jLskXuxlUtTvSxJsW76qbSIiIgk3YmS99WnKHkfqYWsnPYpJe5CQaD4RLl7R/cN0ldVBiXos3OScnfOOciOCW6fCNJXRWfSu46YSe950LsfFPVM9UpwYyfhfeMOmDgtfnLD6qD8/ZoVSV+XtI2Zwe7tUWNu0HAYMxFGj48+9rEHsEgkiavr+PxH72+4UVWJLX85dYsRERERERERiWFVlfh3fR/7xx8bPpME/N/+RBXhurmEp6g9+OCDib5knOuvv77d70NEREQSy6WlYwWFsL84yKpuju/jstqpJ7nXVLn7bhqkr63FFfZMWl91INgUUF7acLvZTPqO15Pe9e4HzsN1kJ8Xl1+Id9s3sKf+if3zT9C4QkXZMfyf/g/u8utwV78X1x5VKSRxDu2P26jC4GE45/CufDf+//131LH2+vO42Rcnd40dlB0tgY1rogePHUnNYkRERERERERi2L5d+L/4HhTviZ8cOxGSVeFSOqSEf2L3wAMPJPqScRSkFxER6ZxcTj7GPsx8XGxf7ZMsKHffLgvwgmx638fMDwL2HSTomnSZWUHQPJlyou/PystwEB+g7IDl7l1acnvQt4bzPNxl12GjxuP/+kdQcjBq3h7/O7bxLbyPfgHXs3eKVimnFJNFT3YuFPUKvj5rKgwfA9s2npy2Rx/AZl2I80JJW2JHZctfjt50BVBRnprFiIiIiIiIiDRiy1/Cv+f/xVcVdQ53zXtxl1/fYZJBJDX03RcREZHkyc6FcCZUVzc5bXUR8NLaL0jveUE2vflBX3rnBf91Nw7IK8CFM5N7vzFBeirKsEht0OKgsfaqpNBFuVFnBeXvp5wTP7llfdCv+83Xkr4uaR3bFd+P/kSFC+cc3lU3RM8f2IstfTFJq+vYbNkL8WOVHStIb2ZYTTVWdgw7WIy/axtWVnrqE0VERERERKRTsro6/Afvwf/lD+ID9Dl5eP/533hXvEsBekl8Jn1jgwYNYvDgwe15FyIiItKJuPR0LK8ADh9ouqR5bS2kp0NG+wTpnedhzgWlwc2vD9p3wzfEGWFcQVHS79bl5BKV81pRFl/qHjpkJn1H53Ly8D7xNezZh7EHfw91jfqWV5bj//y7uAVX4677YIesCtCd2e7oIL0bNCz6gInTYego2LG54ZxH78dmzunWf9BbyUHYvC5+IsVBevPrgo1o1VVYVRWUH4OaaqipOXEEVnoEBg7DFfZI6VpFREREREQksaz0KP6vbocNq+Mnh4zAu/UruF59k78w6ZDaNUi/e/du0tLSmDdvHhdccAH5+eqtICIi0t25vALsUDFmFt8PPRKBjIz2DSKG0oL78f0gq767Bbm8EGTlJL/UPUBOzHvBivL4UvfQIXvSdwbOOdyCq7FRZwV/EB4sjpq3Z/6NbVqLd/MXcH36p2iVEie23P3g4VE3g97078L/+fcaBvftghUvw4wL2n99HZQtf7npiSSXu7fa2iAzovp4kMVfUR4E5esigAcZ6ZARhpzck21erLwU27kV6uqgR6/410IRERERERHpdGzbRvy7/heOHIqbc7Mvxr33FlxGOAUrk44q4UH6K6+8khdffJGjR48CsH37drZv386f//xnpk6dyty5c5kxYwZpae26P0BEREQ6quycIGBRfTw+GBuphfbOLPRC9eXu/aDUfTfr6+zCYRgyIjVBoZzcqJtWUYaLzaR3LmiJIG3mho3G+6//w/70c2xZTFn0HZvxv/MZvA98EteNA7wdhVVVxm2mcIOGxx845VwYNCwqoO8/ej/etNndNpvelsaXugegsqL97tP3gwB89XHseBWUl8HxSqitqa/OEqoPyOfhWvh71+XmY5Xl2K6tQTC/V99u+30UERERERHp7MwMe+FJ7G+/ChKDGgul4W74KG7eZdqgLXESHil///vfz3vf+15WrVrFkiVLWLp0KTU1NdTV1bF8+XKWL19OTk4O5513HvPmzWPMmDGJXoKIiIh0YC4jjOUWwNHD8UF6vw7X3lnUoRCYdety9yn7oyA2e7+pcveZ2fqjJQFcdg7c/AUYNxm799fBBpgTqirx7/4hbsNq3Ls+jEtvn/YS0gp7tkff9jwYEN8uLMimf3fQz+6E3dth1eswdVa7LrEjskP7YdvGpicTWO7eIpFgQ1n1cayqIgjK11QHrVmcQXpGEJTPzjntILvLzsW8EOzZgdVFoO8AXDfbNCYiIiIiItLZWW0N9pdfYi89Ez9Z2BPvli/hRo5L/sKkU2iXdHbP85g6dSpTp06lqqqKV155hSVLlrBuXdAzsKKigmeeeYZnnnmGfv36MXfuXObMmUOfPn3aYzkiIiLSwbj8QqzkQHzJe3NBT/r2lJYWZNH7BqGQsheTKScmSH8iC7WxLJW6TxTnHG7eZdjIsfh3/xCK90TN2+LHsc3r8D72RVy/QSlaZfdmu7ZHD/Qb1PymibPPg/6Dg1L39fyH78Obcm6329gSVyGisdoarLbmtDefmFnQN/5E6fqKMqishNpqqKtvj5IRDp6j8vIT8m/uMrMwz4N9u7G6uuD7r4pzIiIiIiIinYIdPhCUt9+xOX5y7CS8mz+Pyy9K/sKk02j3TwCysrK46KKLuOiiizh48CDPP/88L7zwAsXFQVnH4uJi7r//fh544AHGjRvHvHnzmDVrFln6gFZERKTrys6B9HCQkVhf2twiEUgLBePtyWuUSR9S1mIyuZw8rPFARVlQ7ruxsN4DJpobNBzvaz/B/vpL7JVF0ZO7t+N/57O4996Kd9781CywO9u9Lepmk6XuT8x5Hu6Kd2G/+XHD4M4tsGY5TJrRXitMCjMLqj3UVAPBc0WLxy9tIUgPQV/4VrROMTM4dqQ+S74UqquD0vUQbOhKz4C8Alw7vla4jDCWXwD79wWB+oFDcGntvFlNREREREREzoitfQP/1z8KElBiuEvfjnvHB9r1b0npGpK6Tb93795cf/31XH/99WzcuJHnn3+el19+mcrKSsyMdevWsW7dOn73u98xY8YM5s2bx5QpU7pdZoiIiEhX58KZWG4elB5t6D8eqYW0jCAo0p73HQoFgRnfb/+sfYkWG3irLIfYIH1WdvLW0424zCzchz6DP24y9pdfngyGAkHW8O/+D3/9KtyNH8Od+J2Udme7ooP0DB7W4vFu5gXYw/fC/oaqCP7D9+JNnN5p/mYysyAQXlMNNdVBb/eKRmXks3Ng9IRmH48d2BtsTmhJK4P01FRje7YHGfQZYQiHITcX55JbYcWlZ2BFRVByAAqKWrd2ERERERERSTozwx5/EPvXX4IEoMbCmXj/8Z+4GRekZnHS6aSslt6YMWMYM2YMN910E8uWLWPx4sWsXLkS3/epqanh5Zdf5uWXX+b73/8+I0aMSNUyRUREpJ24/ELs8KGGgUgthLPav9TvifL2ZuCprHBSxfakr6uDo4ejxzIVpG9P3uyLseFjgvL3e3ZEzdnLz2LbNuLd/AXcoGGpWWA3Yn5d3PegpUx6AOeFcAuvx+75acPgto2w7k0Yf3Y7rPLMmO9j1ccbAvJVlVBZEZSQr60NnoedCzZnpWcEX/t+y9eMzaLPKwiuX328Yay1fenr6iBSBwWFuFBqXw9cKA3DBa+FIiIiIiIi0uFYVSX+7+6AN1+Nn+w7EO/jX8ENGJL0dUnnlfJPptPS0pg1axazZs2itLSUP//5zzz//POpXpaIiIi0t+wcCGdgNdW4jHAQsCnq1f7363lAfSZ9mspOJVVObvzYoQPRt9XyqN25/oPxvvoj7L7fYEuejJ7ctwv/e5/Hvedm3AWXdJrs7E7pQHF0RQOAwS0H6QHcOfOwR+6Dg8Unx/yH78M7a2pKv1/m10FNDRapJeJ8/IpybNeOIEhfWwtY0G4kPT3IWs+Jz1i3urpT309MP3o3fTa2alnbgvRWv4kgOwu8UMp/3s0MO16FXplEREREREQ6Ftu7E/8X34+qbHfS2bPwbvo0TtUh5TSlPEgPcOzYMV544QWWLFnCjh07Tn2CiIiIdH7hLMjKhcqyIGBjfnLKbLuGTPpUZ052O+EsCKVBXeTkkB3eH3WIy1SQPhlcRhj3/k/gj52E/enncLyqYbK2Bvvjz2D9Knjfx/VHZnuJ6UdPXgGuoOiUp7m0NNzl1wffoxM2r4WNa2DspAQvsmlWV3cyO56aaqyyAqoqoLYWq4tQU1gYVEWpq4PMLMjNS0gJedu3G3ZvjxpzM+Zgm9dDycGG4yrKOVW43SrK8e/8DmxZF9z2PCycCRmZkNnE/8OZwWtUk/9lBaXyw1mt7jlovg8H9sHu7djubcHjOloCBT2wT/03rhUbNkRERERERKT92bIX8X///6I3hwM4D/f29+Euuy7lm76lc0rZJ9O1tbUsXbqU559/nlWrVuHHlDUsLCxkzpw59OvXL0UrFBERkfbknIPCIuxYSdCjGNfu/eiB+kx61+hrSRbnXJBNX3q0YTA2k17l7pPKO2cuNmwU/t23x/X5tteXYNs34d38RdzQkSlaYddlu7ZHDwxufYsvd978IJu+UWDaf+Q+Qu0QpLdIpCEYX308yFI/XhX0lY/Ub7hJSwuev7OyID1MWq+gKorzHS62R9+ZrGXpC9EDBT1g9FnxVTpakUlvLz19MkAPBNVVqiqD/441c05r1piWVh+0byagHwpB8R7YuzO+kgLAsRL8f/6R0H/+dyvuTURERERERNqL1dVh//gD9tS/4idz8/A++gXc+KnJXpZ0IUkP0q9bt47nn3+e1157jcrKyqi5jIwMZs6cybx585g0aRKePjgXERHp2rJzIS09CPiE0iAjWUH6E1+rqHDS5eRFB+lje9IrazvpXJ8BeF/+Ifb332PPPhw9eWAf/v9+AffOD+HmX6Gd4QlkMZn0bvCwVp/r0tJxl1+H/eWXDYPrV2Gb1+JGjW/7mmprGwLyNdVQ0Sgg79eXoj8RkM/JxaWlx6+tnX5GzCy+1P2M83FeKGif0lhryt3v2ZnA1TUSiUCkDCrK2n6NLesxM/2+iYiIiIiIpIiVHsX/1e2wYXX85NBReLd+GdezT/IXJl1KUoL0xcXFLFmyhBdeeIEDBw7EzY8fP565c+dy3nnnkZmZhDK3IiIi0jFkZgXBlaOHITsP0sPtf5/OBf/5dcqkT4WcvOjbFpObqkz6lHDp6bgbPoqNnYT/+59CZUXDZCSC/e1X2PpVeB/8T1xs1rK0TWy5+0GnV97cnb8Ae/T+oER6Pf+R+wh9+punPNfMIFIfkK+uxqqrgoB89fFg/ESVs/T0ICCfmZf69iB7d8K+XVFDbsYFwf+zc6Oz3Bv//DbDyksTuLgEq6wINjO1ov2BiIiIiIiIJJZtWY//yx/EJ5YA7oJLcDd+DJeMaqDS5bXbJy2VlZW89NJLLFmyhI0bN8bN9+/fn7lz5zJ37lx61ZdDFBERke7FOQcFRVjJQQiHW93L94x4XhCkNxSkT4XcvJbns9STPpXc2bPwBg8Pdotvi3kP/8ar+Du34n3087iR41KzwC7CKsqg5FDU2On2IHfpGbjLrsPu/XXD4FtvYNs24oaPabgvsyAT/kSG/PGqIMu7phpqa8G3oANIekYQlM/KTs5z8WmKK3Vf1AtGjA2+jt04UtGKTPrYTPfzF+BGjAk2KjT6z6qPw/HjMeNVUF3d8P8zKelf2BMGDYP1KxvaB0CwIUFB+pSw0iNw+BAMHo5LS/HmFBERERERSRozw55/Ivg7uy4SPZmWhnvPx/Dmvi01i5MuKeF/cS5btowlS5awfPlyIpHoH+KcnBxmz57N3LlzGTNmTDNXEBERkW4lJzfo3xtbrri9nAjSe56C9CngcnJb7uscVpA+1Vyvvnhf/F/sX3/Cnvxn9OThA/i3fwX39g/gLrkGp9+httm9Pfp2Whr0HXjal3FzLsUeeyCqhYT/6x/hFlwNE6YFwfnKCqitD8ibBc9/6RnBf9k5Qbn4Ds7MsKVNlbqv//nLjg7SW2vK3ZdFZ9K7fgNxQ0fFHXaqgvMnN0GcDNrHBvQbBfurjwebI/ILg00ZA4fh6jcu+b/ZD8W7G667bxdu3ORTPw5JCPN9WL8Sf9FjsHJpsPFiwBC8r/4IF1a1PxERERGRrs5qqrG//BJ7+dn4yaJeQXn74YprSmIlPEh/++23R90OhUJMnTqVefPmMX36dNK0E11EREQay8yGvDxcRpI+BHf1wXkzBelTISe/xWmnnvQdgktLw11/EzZ2Mv7v/g8alwavq8MevAfbsBrvpk/j8lr+nko82xVT6n7AkDZl7LqMMO7St2MP3tMweLAY+9uvgg1Qk8+Bqefg8gqCHvKukz7n7doKB/ZGDbmZcxpuxGXSt6IffEy5e8vKPmVAvinOOcgIB/+18Ltwymv36hMVpGfvruaPlYSxygrs5WexxY/D/j3Rk3t3Ystewp1/cWoWJyIiIiIiSWGH9uPf9b+wc0v85LjJeDd/Ifi7WiTB2jViPmjQIM4//3zy8/MpKytj8eLFCbnuggULEnIdERERST3nedB/SFBmORlOZNI7ZdKnxKn6masnfYfiJk3H+8ZP8X/zI9j4VvTk6mX43/oU3kc/hxszMTUL7Kxi+tG70+xHH3XuvMuwJ/8BZceiJyrK4ZXnYPlL2NRzcefMhcIebb6fVIrNoqdXXxg2uuF2TCb9qXrSW10dxGbb19RitTWp6ytY2DPqpu1TkL492e7t2KLHsNcWBxUOmhOzOURERERERLoWe+sN/F//qMnN3u5t78C9/f0dsiWcdA3tGqTfvXs39913X8KvqyC9iIhI15LU7Gnn1QfoAac32Ul3yp70CtJ3NK6oJ95nv4M9ch/26H1BFYoTjh7G/9F/4a5+D27h9Z2idHpHYLu2Rw8MHtbma7nMLLxPfA3/D3cGfcxj1VTD60uwpS9i46fgZs3H9R/U5vtLtqDUfXQ/ejfjgiCD/cTt7Jg2Gqcqd99Upv2goVBehoVCkJef/KoDuTFZ+Ht3Jvf+uwGLRLA3XsEWPQqb1rbupNjNLyIiIiIi0iWY72OPP4g99JfozzkAwll4N30KN312ahYn3YZqz4uIiEj34rmGcvchZdInm8vJa7knfaZ60ndELhTCXXMjNmYC/m9/AseONEyajz30F2zjGrwPfxZXUJS6hXYCVlcXF4A9k0x6ADdyHN7/3Amrl+M/9Y/4qgcQ9Nh+6w3srTewoaNw510II8d1/BL42zfD4QNRQ27GBdHHxJW7P/0gvRs1HldZju3fCyWHsZxcXJKej6wuAj17Rw+WHcPKS3GxwXs5bXb0MLbkSWzJk9HPXU3JyICamoZzy0pbOFhERERERDojq6zAv+cOePO1+Ml+A/E+/lVc/8FJX5d0PwkP0p911llRWQ0iIiIiHYnzQpirD9Sr3H3y5Zwik17l7js0d9YUvG/cgf+bn8C6ldGT61bif/M/8T7yOdz4qSlZX6dQvAcitdFjg88sSA/1rUOmzCQ0ZSa2bRP+Yw/AytfiMwIAdmzGdmwOysbPuhAmTseldcz927YsOouePv1hyIjosdhy95FarKYalxFu+qKxgdesbLz0dCgoguxc7NB+OLQfq6qE/ML2L21YWQH9B0EoDeoiDeP7dsPo8e17312UmcHGt7BFj2Jvvgp1dc0f7Hm4s8/Dzb8C27sD++vdDXPlyqQXEREREelKbM8O/F98v+nWVtPOw/uPTyW34qd0awn/JOZ//ud/En1JERERkcQKhQALyt5Lcp0ySK9M+o7O5Rfhffqb9WXh/hpkaJ9Qdgz/jv/GXf7OoAS++rbFsZh+9BT1wp3q9+I0ueGjCX3iq/h7dmKP3QcrXo3fGABBIPqR+2DxYzBzDkyb3aE+jDDfx5ZF96N3M+bEbwqPDdJDUPK+uSB9eUyQvlG2uktPx/UfhOUXYAf2wdHDWDgTsnPbZTO6mUF1DV7/Ifh9B0RVWbB9O3EK0p8WO16FvboYW/wY7NnR8sEFRbg5b8PNfRuuqGdwfunR6GOUSS8iIiIi0mX4S1/Afv//grZwjTkv6D1/2TuUhCxJ1THTJURERETakxe8BdIb7xRoKRiZlo5LT0/eWqTNnOfhrngXNnoC/q9/BEcPN0yaYY/dj21ag/eRz+N69ErdQjuiXTFB+kHD2u2uvIFDsA99Fn/BVnjuEVi1tOl+7eVl2KLH4MVnsKnn4s6ZezJomVJbN0DJoaghN/OC+OOyc+LHKiqgsOnHYC0E6U/eT04eDM2G/KKgBP7hg1hBIS49o9XLb5Xq45AZhtx83IAhWONWCHt3Jfa+ujDbtxtb/Bj2ynNQVdnywaPH4+ZfgTt7Fi4t+jXH5eVHt2RRT3oRERERkU7PIhHs73/AnnkofjI3H+/mL+DOmpL8hUm3pyC9iIiIdD+hECg+nxotBemVRd/puDET8L7x06CX2+pl0ZOb1uJ/+1N4N30aN3lmStbXEcVm0rsElLpviQuFCA0fjV33QfyZc+GtZbBqGRzaH39wbQ0sfQFb9iJ21hTcrAtxA4a06/paEptFT//BMHBo3HEuFAqeP45XNQw2tRnhhFYE6SFoj0LP3pCTix3cD4f3Y6EQ5OXjElWJpbICevfDhcNYTM9D26cgfUusrg5WLcVf9Gh8+41YGeHg53n+QtygFn7n8gqib1eWY5FIh20HISIiIiIiLbPSI/h33w4b18RPDh2Fd+tXcD17J39hIihILyIiIt1RWhr4itKngguHIT0jCAbG6kBltqX1XF4+3m1fx55+CPvHH6J7P5eX4d/5bdylb8e9/X1xWavd0u7t0bdbChgmkCvsgRfOxHJysNET4fABWPYibN8Uf7AZrH0TW/smNmQE7rz5MOqsxAWmWyEodf9S1JibcX7zFVCyc1sfpK8oi75ubsvtBlxmFgwaCvkFQVZ9yWEsJzcYPwNWFwHncAU9gvsZMDg6i1uZ9E2y0qPYC09hS56Iq7QQp8+AIDA/+yJcU20RYuU1sWGjogwKitq2WBE5LVZbg614BTavBS8UZLSdNTV4/ygiIiJymmzLevxf/i8cLYmbc3Muxb3n5sRXSxM5DQrSi4iISPfjeaBS96mTk9vkH0jKpO+8nHO4S6/FRo/Hv/uHQQC4EXvqn9imt4IScr36pmiVqWelR+HYkagxN3hY0u7fZWXD0JEQzgwqirzj/XDsCPbqYli7EsyPP2nnVmznVujZB2ZdCJOmJ2ezxea1cCz6ecLNnNP88dm5UHLw5E2rKG++YEpsn/GcpjPpo+7buSBQm52LHT4Ah4qxykooKMCF2vhndWVFkMWfUx88jsmk5+hhrKoy+L51c2YGWzcEJe2XvQiRSPMHOw8mz8CbfwWcNQXnncbmkqZ+FsqOKUgv0s5s9zbshaeD16NGm6zsuUeCzZ3jJuMmz8BNmqlMNxERETklM8MWP47d9xuoi/nbIS0Nd+MteHMuTc3iRBpRkF5ERES6HZeRCdH5ipJMOXlNB+kViOr03PAxeN+4A/8Pd8KKV6Int23E/9an8f7jNty02alZYIrZhpjyehlh6NM/qWtwaekwYAhkZWP7dkNWDu7a98L8K7ClL8Abr0JNdfyJhw9gj94Pix+DGXNg+mxcU73gE8SWxpS6HzgUFxvEbiwnJku6sqzp42iqJ33LmfSNufR0XL+BWF4BdmAvHDmMZWZCdm7zWf5NrcEMqmtw/Yc0BJH7DAg2kfmNNkvs2wUjxrb6ul2N1VRjry/BFj0GO7e0fHBuXpANM/eyNm8GcqFQ8BrVuNpC7M+LiCSEVVUGv98vPAU7Njd/YG0NrF6GrV6G8UsYNAw3eWbQSmf46KA1iYiIiEg9q6nG/vwL7JVF8ZM9euHd8hXc8NHJX5hIExSkFxERkW5HGTgp1lxf+rAy6bsCl52Ld8uXg13r9/8mOuO1qgL/rv/Fzb8C986bul9ZuVVLo2+PmZCS4ILzvCAzPiMT27sTSg5DYRHeJddgcy6FFa9gS5fEZ5wDVJRjzz8OLz2DTT0Hd848XI9eCV2f1dVhy2NK3beURQ/xQfqKiuaPjQ26NlXi/BRcTm5QlSC/qL4E/iEsv6D1P9PVxyEzHGTSn7hmejr07g/795wcs327cN0wSG8Hi4PnkJeeiWtPEGf4GNyFC3EzL0jMc0peftR9Wllp81UZROS0mBlsXhe0rFj+UtObwk5l93Zs93bssQcgNx83aXoQsB9/drtuHhMREZGOzw4W49/1fdi1LX7yrCl4H/08Lq8g+QsTaYaC9CIiIiKSXM1kraqkc9fhnMPNX4iNHIt/9+1wYG/UvC16FNuyDu/mL+L6DkjRKpPL/DpszfKoMTd5ZopWU3//efkwbDRWvAtKDmI5eUGf9dkXwblz4a03gtLDB/bFnxyphWUvYctfxsZNxs26EDdwaGIWtnFNUGK88VpnXNDyY8nOja6P0lJP+pggvcs9/SA9EGyw6NkbcvOwA8VQcgBzDvIKTl1ivaoCeveP77M8YHBUkL479aU334e3VuAvegzWLAdroeJNWjpu5pxgw0+is2ByC4BG34PyY80eKiKtY6VHsFcWYS8+DcV7Tn3C2EnB/ze9FV1dJFZ5aXDdVxYFbVxGTziZZd9d3l+IiIhIwNYsx//1j5v8W9Bddh3u2vcFlbNEOhAF6UVEREQkqVxOXtPNBjIVpO9q3JCReF//Cfanu7DXn4+e3LkV/9ufwb3/43jnzkvNApNp26b44PCkGSlaTKM1hMMwaDiWmQ3Fu7GaGlxeftBnffJMmDQj6AX+6mLYtjH+AmawbiW2biU2eDicdxE2a+7p9QGPveSy6Cx6how4dbAlO7bcfQtB+tjM7DYG6U9w4UwYNBQKCuqz6g9jubnBhocmWF0EcLj8+D7nrv8Q7I1XG47d1/WD9FZRhr30DLb4cThY3PLBPfvgLrwcd/4lwSaT9hD781CmIL1IW1hdXbDx5sWng0oydXUtn1DYE3f+xbjzF+B69wuuUVmOvfUGrFqKrV7ecmWNujpYvwpbvwq7/7fQd2DQx37yTBg1Hpemj0BFRES6IvN97LH7sX//LX6jbzgL70Of6rYt96Tj0ztUEREREUmu5srdZ6ncfVfkMrPhI5+FsyZjf7sbamoaJqursN/8GH/Daty7PxqfVdyF2Opl0QP9B7e5b3aiuVAI13cAFs7E9u7CjhyCgiKcFwr6rI8chxs5DiveEwTr177RdGbjrm34u37L4UWPkn3h5djIs+A0gyJWVwcrXo5e34xTlLoHiClxbBVNB+ktEoHKmFL4OWce7HXOQX4RZOdihw/CwX1YZSUUFAQbHhqrrAgCwbEl+gH6D4q+3YWD9LZjS1BV4/UlQc/plkw4G2/+FTBperu3iHB5+dEbyZpq+yAizbKDxcHGm5eehaOHWz44FILJM/HmXAoTzo77/XbZuUG7k5lzML8u2DS2aim2ahns2dHytffvwZ7egz39EGRl4yZMg8kzcROnt98mHxEREUkqqyzH/90dsPL1+Ml+g/A+/lVc7N9YIh2IgvQiIiIiklxNBaYAmsk6lc7POYe74BJs+Fj8u38QF3i0F57CtqzH+9gXcQOGpGiV7cti+tG7yanPoo/lCntAfaCeksNYQWFUj2/XbyDu2vdi8xdiS1+AFa802U+47mAxZQ/cA9m5uBnnw4zzcbGZ7s3ZtTUuU9LNOP/U58U+rzSXSV/ZRBZmXjMbh9rApaUHGx5y87EDe+FICRYOQ04uzrmgH3N1Da7/kCarDbgBg6MDxIcPYNXHg2z9LsBqa7HlL2GLHoWtG1o+ODsHN3sB7sLLk1u2OrZHpTLpRU7JamuwFa9gLz0D61ae+oS+A3FzLsGdN7/JqiJNcV4oyIgfNR7e8UHs0H5s9bLg9XX9KohEmj+5qhJb9iIsezFoSzJi7Mmy+AwcGmy0EhERkU7Fdm8P+s831Z5t2my8m/4zSBoQ6cAUpBcRERGR5Gouk15/PHV5buAQvK/9BLv3V0Ff2sb27sT/7mdxN96Cm31xl/rA3I4chl3bosZS3Y++OS4rG4aOCALLB4uxzMy4ALsrKMItuBq74BJ449UgE7qpQGZlObbkSXj5WWzKObhz5+F69G55AetXR98ePuZk2eMWxZW7r2j6uLImgvTZiQvSn+BycmHoSCgoqi+BfwjLyw8qEGRmNl9iv+8gcK6hTKNZ0L956MiErzGZrOQg9vwT2AtPnTroPWg47qIrcOfMTc3mhJgMWytXJr1Ic2z3NuyFp4MqKy21GQHIyMBNvwA351IYddYZv867Xn1x86+A+Vdgx6tg/UpsVX3Q/tiRFhZtsGU9tmU99s8/QY/eDQH7cZOiNqeJiIhIx+S/9jz2x5/Fbxp3Hu66D+AufXuX+kxBui4F6UVEREQkqZrtSZ+lIH134MJh3Advwx87CfvzL6D6eMNkTQ32+/8XZMS999Zme3p3NnGl7rNzYORZqVlMK7i0dBgwBLKysX27saMlUFCIc9GZ3y4zC86bD+fMgbVvBkGa/XvjLxiJwPKXseWvYGMn4mZdiBs8PO4wq4vA5rXR9zHjgtatOTs3+nmluWBRbMA1O6fd+hQ7LwQ9ekNOHnawGA4fCD5EGjik2dYOLhyGXn2jerPbvp24ThikNzNYvwr/uUeD8pPWRIuEE0JpuOmzcfMXwsgzD96dkVxl0ou0xKoqsdeXBJtudmw+9QnDRuMuuAQ3cw4upjVJorjMLJg6Czd1Fub7sGsrtnJpELA/1RpLDmKLH8MWPwYZYThrSn3QfgausGe7rFdERETaxiIR7MF7sGcfjp/Mzce7+Qu4s6Ykf2EibaQgvYiIiIgkV27TWasqQ9a9eLMuxIaNxr/7h7A7OsvcXl2M7dyK9+UfBpndnVxskN5NmIYLtW9f7TPlPA969oGMTGzvzqD8fWFRfH91CMYmzYCJ03HbN5O2/EVqYjPiATDYsBrbsBobNAw360IYM7Gh7PuOLdGbNmhlqXuIL3dfUY6ZxQd7K2KC9M1V9kggF86EgUMhvwA7dBBX0KPlE/oPjgrSs7dz9aW3qkrs5eeCgFfx7pYPLuyJm3cZbs6luILWlbxuby6vIKYnvYL0ImYGm9cF7WmWv9Rkq5Mo2bnBhqwLLmlyU1Z7cp4HQ0fhho6Cq9+DHS2pL4u/DNa+0fLaa6ph5evYyteD54EhIxuy7IeObLJNiYiIiCSHHTsStM/btDZ+cvgYvFu+dOrKbSIdjIL0IiIiIpJczQXFsrpG1rS0nus3EO+rt2P3/y4I6DW2dyf2yL24d34oNYtLEKutgbVvRg9O6nj96Jvj8vJh2GiseFeQbZiT12wJcucc3oixFM2cTe3enRx54l/YmuVBifdYu7djD/4einrBrHkweSZsiAnsjxzX+g9ZYoP0kVqoqYGYjPW40uXNlZ1PMOcc5Be1qvey6z8oyP6sZ/tOEejuIGzPTmzxo9gri+I2W8QZOwlv/hUw9dyOt2Elptw9FWWY7ys4J92SlR7BXlkUtKgp3nPqE86agjt/AW7aeR2mbLwr7BGU2J9zafCavGENtqo+y/7wgZZP3rkF27kFe+ReyC/ETZoRBOzHT+0y1X5EREQ6A9u8Dv+XP4BjJXFzbu7bcDfcjEtPT8HKRM6MgvSNbNmyhTfeeIP169eze/duSktLCYVC9OjRg7Fjx3LRRRcxbty4Vl/vjTfe4JlnnmHLli2UlpaSn5/PyJEjWbBgAWeffXY7PhIRERGRDqy5IH1YH3Z2Ry49A/feW7Bxk/D/cCdUVZ6cs1cWYW//QLuVI0+KDWuis/acw02clrr1tIELh2HQcCwzG4p3YzU1QfC+BekDhhC65r3UXXg5tvQFWPFK04HbI4ewx/8Oi5+A2pro+505p/WLjO1JD0HJ+9iy8mWpCdKflv5Dom/v67iZ9BaJwJuv4i96DDauafngcBbuvPm4CxfiBg5p+dhUii137/tQVZGUqgsiHYHV1cFbK/BffBpWLYW6upZPKOyJO//iIDjfu19yFtlGLj0DJk7DTZyGvedm2LurPmD/OmzZ0HJbjtKj2EvPYC89A2lpMGZSQ1n8Dv64RUREOiszwxY9it3/2/j3JGnpuPfegnfBJalZnEgCdOJPuxLrv//7v1m3bl3ceCQSYd++fezbt4/Fixczd+5cbrnlFtJa+KDQ931+9atf8dxzz0WNl5SUUFJSwtKlS7nooou4+eab8bQbX0RERLqbZjPpO39Zc2k7N/18vD4D8L/1qYbBsmNBadrJM1O3sDMU149+xFhcXkHTB3dgLhTC9R2AhTOxvbuwI4egoCjou97SefmFuIuvwi64BN58DXvteSg9Gn9gVUXMiQ43fXbrF9hUn+PKciiK6SdcXhZ9Nx0wSO8GDI4ut35gH1Zb26EyQ+xoCbbkSeyFJ+FofDZLlP6DcfMX4mbN7xztK5r6/Sw7piC9dHl2sLg+CP0sHD3c8sGhEEyeiTfnUphw9ilfCzoi5xwMHBJsGrr8OqysFHtrOaxahq1ZEf+61FgkAmvfwNa+gd37q+B57kRZ/JHjOl6FEBERkU7IqquxP/8ce3Vx/GSP3ni3fhk3bHTS1yWSSArS1yspCT5YKCoq4rzzzmPcuHH06tUL3/fZuHEjjzzyCCUlJSxZsoS6ujo+9alPNXute++992SAfvjw4Vx99dX07duX/fv38+9//5tt27bx3HPPkZ+fz4033piUxyciIiLSUbj0dAhnxmfVqid9t+cGD4cRY2HrhpNj9sqi4EPvTsjMosqWA7hOVOq+Ka6wB9QH6ik5jBUUtqqksQtnwrnzYMYFsG4l9uqilksnjx6PK+zZ/Hzs9b1QsNGnUSUGKsrjD4wtd3+KigAp0X9Q9G3zYf8eGDQsJcs5uQwz2LQWW/wYtuLllrNrPQ+mzsKbvxDGTgqCYZ2ES0+HzCw4XtUwWFYKSpSVLshqa7AVrwTZ4etWnvqEvgNxcy4JqmK0on1HZ+Ly8nGz5sOs+UGVkC3rGsrin6rU/75d2L5d2JP/gJy8oGLO5Jm4CdNwse1YRERE5JTsYDH+L74Pu7fFT46fiveRz5+yuptIZ6Agfb2BAwfynve8h1mzZsVlt48ZM4a5c+fy9a9/nX379vHSSy9xySWXMH78+Ljr7N27l4cffhiAkSNH8s1vfpOMjOBDq1GjRjFjxgz+53/+hy1btvDwww9z0UUX0a+f/toXERGRbiYnNz5I3xkyLKXdufPmY42D9G++hlWW45oqZ97RFe+GQ/ujhjp7kB4IsqGHjsDCYThYjGVmtvr740IhmDgNJpwN2zcHwfot6+OPO51S9ydk50YH6Svjg/RWEZ1J3xGzo11mNvToBSWHTo7Zvl24FAXp7XgV9trz2OLHYPf2lg/OKwh6Qs69DNejV1LW1y5y82OC9MdStxaRdmC7t2EvPB1kpjXxXBklIwM3/YKgr/uoszrVppu2cmlpwQajsZPgnR/C9u/FVi/FVi0LWnu0tEmpoiyoGvPa85jnwajxDVn2/QZ2i38/ERGRM2Grl+H/5sdQGV/Vxi18J+6aGztlFR+RpihIX+/LX/5yi/P5+fl84AMf4Ac/+AEAr776apNB+scee4y6+jfrN91008kA/QnhcJibbrqJ//qv/6Kuro5HHnmEj3zkIwl6FCIiIiKdRE5eVAAKCLLrpdtzM+dg9/4G6iLBQKQWW/YSbu7bUruwNrBVMaXuC3vC4OGpWUyCubR0GDAEsrKxfbuxoyVQUAiude28nHMwfDRu+GjswL4goLF6Ofh1QUuA89vQVzA7BxpVaLbKcuJCIbGZ9B2w3D0A/QZHP0emoC+9Fe8JsuZffq7lss8QlHeefwVu+uzgZ6OzyyuI2mBj5cfif5ZEOhmrqsReX4K98BTs2HzqE4aNxl1wCW7mHFxTLUW6Edd3AK7vNbDgGqyyAta9ia1ciq1Z3vImHt+HjWuwjWuwB++B3v0aAvZjJnSN50sREZEEMd/HHrkPe+ReMIuezMzC+9BncGfPSs3iRNqJgvSnYcKECSe/3r9/f9y8mbF0aVDOcuDAgYwZM6bJ64wZM4YBAwawd+9eli1bxoc//GHtpBUREZHuJTZ7NZyF81oX3JOuzeXkwZSZsOKVk2P2yiLojEH6mH70bvKMLvW+33ke9OwDGZnY3p1B+fvYHvCtuU6f/rirbsC/4BIoL8XNvrhtzwex2fxNZYfGBOk7Yk96qO9Lv/aNhoG9yQnSm18Hq5bhL3oU1r7Z8sEZGbhzL8RduBA3ZEQylpc8sT8XZaVNHyfSwZkZbF6HvfAUtvwlqKlu+YTsXNysC4PgfBfZVJZoLjsHpp+Pm35+8Jy5bRO2allQFr+pkryNHSzGnn0Ye/ZhCGfBhLODoP2kaV2ufYCIiMjpsIpy/N/+BGL+hgag/2C8j38F129Q/JxIJ6cg/WmIRCInv44tiQ9w4MABjhw5AsBZZ53V4rXGjx/P3r17KSkp4eDBg/Tp0yexixURERHpwFxOHlH7orOyUrUU6YC88+bjNwrSs3ktdmAfrk//1C3qNFllBWxeGzXWFUrdN8Xl5cOw0Vhx0Kfez8/Hyzz932kXzoTMrLZvZIjt+1vRRPZ3Z8mk7z846qa1cya9lR3DXnwae/4JOHyg5YN79wuy5mdf3GV7Lbu8gujXKJW7l06m7shh6p74O/4LT526nzrAWVNw5y/ATTsPl55x6uMFICi1O3IcbuQ4ePv7sJKDDQH79augtqb5k6urYMXL2IqXMeeCygUnsuwHD+9Sm/pERERaYru3Bf3nDxbHzbnp5+P+4z9xbfj7UqQzUJD+NKxd2/Ah28CBA+Pmd+/e3eJ8YwMGDIg6T0F6ERER6VZiM+kz1Y9eGpk4HXLzoLyhf7i9uhh39XtSuKjTtPaN6J61aelw1pTUraeduXAYBg0Pyt9XVVBXfYpszfZYQ3ZudGA1JpPeIrXRPesB8jpmkN4NGBz9WPbvxSKRoE9yAtm2jdhzj2LLXoRIbQsLcjBpBt78hTD+7K5f+ST250KZ9NJJ+Jve4tBvfkzV60ta7psOUNgTd/7FQXC+d7/kLLCLcz164y68HC68HKuuhvWrsFVLg6D90cPNn2gG2zYGz8kP/SX43pwI2I+bHLzGioiIdEH+q4uxP/0MamI2tnke7roP4i65VhvXpEtTkL6VfN/nX//618nbs2fPjjvm8OGGN9w9e7Zc5rFXr15NntcarTm+sLCQUCgENJ31L8nR+N9e3wcRkeTR82/HZ3n5UQEol5Wl75U0yAjDOfPwn3vk5JC9ugh3zY2d5g/0SGyp+3GTCGV18c0onoc3YAgZaR41O7bCoYO4/IIg07AVzHngHM7z2vR9ttgKHZUVUc8rVlWJH7vkvIIOGXC2AUOj11oXwTu8HxeTYd+ma9dUY6+/gL/oUWz7ppYPzsnDm3MJ3oULu1UQz/ILo3+Wykv1GiUdmpnhP/YA/j/+SFVLB4ZCuCnn4M25FDdxWqufn6UNsrLg7HPh7HODtgO7tuGvfD0I2m/bGN9rt7Gjh7ElT2BLnoD0DNxZU3BTZuJNnonr0Tt5j0FEWk2fQYicHotE8O//bdACJlZeAaFbvoQ3bnLyFyadTmd/zlWQvpUeffRRNm/eDMA555zDiBHxPfeOHz9+8uvMzMwWrxdutAu28Xmtceutt57ymLvuuouePXsSCoXo16/7fJjSkalagohIauj5t2MqGziYo41uh4t60VvvWaSR6qveyYFGQXoOFtPjyH7C46embE2tZb7P3rfeiAryFVxwMXnd6Gc8nJlJj6wsIocPkpZXgMs4dRagn5kBziPcr1+bgvSl/frTuCh5OFIT9bxSc7yc/THn9Bs5ChfqiH8W92NPYU/8RpmXBVXlZJ/Bz1CkeA/lj/2diqcewj9F+fb00ePJu+KdZM29BC/c8t+2XVHFwCGUNLqddrxCf1dLh2W1tZTc+V0qn32k2WPSBg4h523XknPRFYSKWk4qkXbSvz+cEyT81B05zPFlL1O19AWOr3gVi63y0lhtzclsfB9IHz6GrHMuIPOcOWSMHo8LaaOFSEejzyBEWlZXcohDP/kvIm+9GTeXMXYiPb/6A9J69U3+wkRSoCN+GtHhrF27lr/+9a8AFBQU8NGPfrTJ42oaleRIO0UZwvT09CbPExEREekOss6dy9Hf3AF+UIo1a/aFKV2PdDwZo8eTNmgYkd3bT45VPPtopwjS12xci3/sSNRY1swLUrSa1PCyc8kYOQ6XmUlk3x68zGy83LxTn3gm9xlzfb9RuwQAv/RozPH5HTRAH0gfMpzqRkH6yM6tMHv+aV3DfJ/jK16l/NEHOL70xZYzN9PSyZ57CblXvovw2IltXXaX4BUURd32S9WTXjqmutKjHP7eF6levSJuzoXDZF1wCblvu5aM8VM6TSWa7iBU1JOcS64i55KrsNoaqte8QdXSF6l6bQl1xXtaPLd220Zqt22k9L7f4RUUkTnj/CBoP20WXnZukh6BiIhI21SvfZND3/sS/pH4atE5C6+j6ObP4dIzUrAykdTouJ9IdBC7du3i9ttvp66ujvT0dD7zmc9QUFDQ5LEZGQ1PHpFIpMXr1tY29PtrfF5r3HXXXac8prCwEIC6ujoOHjx4WteXxPE87+TuyQMHDuD7sQU2RUSkPej5tzMIkfa1H+O/9jxuyAjKps6mvLg41YuSDsY/Zy40DtI//xTV176/w//RXrf4ieiB/oM5RAi6wc944+ffg0eOUJeRA3k9sH27YH8xFBTiXNPl6KyyIih3X1zcpmCSH4l+rq85VkJxo39zf+f26ONzcqPmO5q6mOyR0o1rqWzleq2iHP/Fp/EXPwYH9rV8cI/eePMX4s25lNq8Ao5At/hZbYkfie7lXXe0hH379inIKR2K7d9D5KffhP17oyecI/99H+P4rIupzcwKfqf3x9YRkQ6l/1C4eijuqhtJK96Nv3Iptup1bNNaaOHvGP/YESqffSSoohBKw42ZELQzmDwT13dAEh+AiOgzCJGWmRn+c4/g3/cbqIt+r01aOqH3f4KaCxaw/3BJ0xcQaUbj59/OSEH6Fhw4cIDvfOc7VFQEvQw//elPM378+GaPb1zi/lQl7Kurq5s8rzVO1e8+lt4UdAy+7+t7ISKSAnr+7cCGjMANCVoImVnQr1OksXPmwT//1JD9W1WB/8aruBkdOyvdX/l61G03aUa3fB7yfT8o+d+jF5aRge3ZCYcPQmFRkxnsZj7gcL7ftp70WTnRAxXlUf/ucdnQufkd+vti/aL7z9venadcr+3cii1+DHttMZyqYtv4qXjzF8LkmTgvhBFk3gtYTkzVh0gtflUFLjM7NQsSiWEb1uDf9X2oiK4YQkaYXl/6Hlmz5lFVXNyhn+OkGX0H4i4diLv0WqyiHHtrBaxaiq1eDpXlzZ9XF8HWrcTWrcS/99fQbyBu8kzc5Jkw8izcKSp+ikji6DMIkWhWXY396WfYa8/HT/bsg3frV2DoSP3eSLekd2jNKCkp4dvf/jZHjhzBOcett97KzJkzWzyncfD88OH4ch2NHTp0qMnzREREREQk4Hr2hrGTYP2qk2P+y88R6sBBejt6GHZujRpzk2ekaDUdh8vNh2GjseJdUHIQy8nDJbrXeWyZ38pyzKwh4B8bzIoNxHYwrv8gorYuFe/B/DqcF91/2CK12PKXsUWPwpb1LV80Kwc3+yLchQtx/QYmesldR15+/FhZKShILx2A/9Kz2J9+DnUxFRwLe5D2n98g69yO+xopp8fl5OLOmQvnzMXq6mDrhpP96dm7s+WTi/dgxXuwp/4VPPdPnAaTZ+AmTg9ek0VERJLADuwLNhY2qpB30viz8T76Ob0uSbemIH0TSktL+c53vsP++nJgN910E/PmzTvleYMGDTr59Z49LfeQ2ru3oRxZ4/NERERERKSBO28+1ihIz1srsNIjuPyi5k9KIVu9PHogKwdGnpWaxXQwLhyGQcOxcBbs34PV1OCaCoa2VU5MJn0kEmSTh8PB7fLS6PV09A+DBkRn0lNbE1Qi6N0PACs5hC15AnvhKSg92vK1Bg7Fzb8Cd+48XGZW+6y3KwlnQVo6RBra1FF27OS/vUgqmO9jD/0Fe+yB+MkhI/A++fVgc5t0SS4UgtHjcaPHw3UfxA4WY6uWBQH7jauD17zmVFVgS1+ApS9gzoORYxuy7AcMUSsPERFpF7ZqKf5vfwKVFXFzbuG7cNe8J24Dskh3oyB9jMrKSr773e+ye/duAG688UYuu+yyVp3bp08fioqKOHLkCOvWrWvx2BPzPXr0oHdv/RElIiIiItIUN+087C+/hJr6dlG+j72+BLfgmtQurBm2alnUbTfhbJWYbcSFQrh+A7HMLGzvLuzIISgoSsyHM7GZ9BCUBm4mSE9HD9LnFQbZ/o0rAOzdiR0+gL/oUXjztRZ7FRMK4abNxl24MAjsKAjTas45yCuAIw0V8Cgrbf4EkXZmNdX4v/s/WP5y/OSUc/A+8jltwOlmXO9+uIuvhIuvxI5XwtqVQZb96mUtb9wyHzavwzavw/7xR+jZBzd5RhCwHzsJl56RtMcgIiJdk/k+9si92MP3xk9mZeN96NO4qbOSvzCRDkifFjVSXV3N97//fbZt2wbAO97xDq699tpWn++cY+bMmTz11FPs2bOHjRs3MmbMmLjjNm7ceDLTfsaMGfqwRERERESkGS4zOwjUv7r45Ji9sgg6YJDeamth3ZvRg5NU6r4prrAHhDOxvbug5DBWUHjmF83OiR+rLIeioL2YdbIgvXMO+g+GzWtPjvm//jFUV7V8YkEP3LzLcHMuDf6dpW3y8qOC9FZ+DP3lLqlgx47g//y7sG1j3Jy79FrcdR9UFlo35zKzYdp5wfsl34cdWxrK4u/c0vLJhw9gix7DFj0GGWEYPzXIsp80Q68hIiJy2qyiPMieX70sfnLAELxbv6K2WyKNKEhfLxKJ8KMf/YgNGzYAsHDhQm644YbTvs7ChQt55pln8H2fe+65h29+85tkZDTsQq2pqeGee+4BIBQKccUVVyTmAYiIiIiIdFHuvPlRQXp2bsU2rMGNnZiyNTVp4xqoPt5w2zncpOmpW08H57KyYegILByGg8WABe0B2no9LwRZ2VBV2TBYUd7wdWwmdG7H7kkP4AYMxhoF6VsM0I+ZiDd/IUydpeoNiZBbEH277Fhq1iHdmu3ejn/nt6HkYPSE5+Heewve3NZVfpTuw3keDB+NGz4arrkRO3oYW70cW/k6rFvZUJmoKTXV8OZr2JuvYQBDRzVk2Q8ZGVxbRESkGbZrW9B//mBx3JybOQf3gU+q8o9IDP3lXu+OO+5g5cqVAEycOJGLLrqInTt3Nnt8WloaAwYMiBsfMGAAV199Nf/617/YsmULX//617nmmmvo27cv+/fv56GHHjqZqX/VVVfRv3//9nlAIiIiIiJdxbjJUNgDjpacHPJ//DXcrAtx17yvw/TgtdhsgeFjcHkFTR8sALi0dBgwBLKysX27OeNU5ezc6CB9ZaNS8Y3LxtMJetID9B/U8nw4M/g9mH8FbuDQ5Kypm3B5+UGQ6gSVu5ckszXL8e/+IRyP2ZyTlYN3yxdx489OzcKkU3GFPXFzLoU5l2I11bBhTUOWfezmj1g7NmM7NgfliguKguz6yTPhrCkKsoiISBT/1UXYn34ONTXRE56Hu/4m3IKrVVFapAkK0td7/fXXT369Zs0aPv/5z7d4fO/evfn5z3/e5NwNN9zAsWPHWLRoEdu2beOOO+6IO+aiiy5qU6a+iIiIiEh347wQ7twLsSf/0TBohr2yCFv6Iu6iK3EL34nLaaIneZKYWfCBdyNOpe5bxXke9OwTlL+vqjyzD29ycuHwgZM3raKiIe7fycrdA7hhY6IDxSf0G4i78ArcefNxTZX5lzMXu8FGmfSSRP6ix7C//SroH95Yr754t30dN2BIahYmnZrLCMOk6bhJ07EbPwZ7djQE7LduAGvyFSdw7Aj24tPYi09DWjqMm9RQFr9X3+Q9CBER6VAsUovd/zts0aPxk3kFeB/7UsergCfSgShI3w48z+PWW2/l3HPP5ZlnnmHLli2UlZWRl5fHyJEjueSSSzj7bO14FhERERFpLXfptdiKl+NL50Vqsaf+ib34dBCov+gKXHpG0xdpT8V74tbmJitIfzpcbv6ZZ7dnx2zUqAzK3VttbXw2aicI0jNyHG7mHGzpC+A8mHIO3kVXwLjJykRpbzE/Hxa7yUOkHZhfF3zQ/ezD8ZMjx+F9/Ku4/MKkr0u6HuccDBqGGzQMFr4TKyvF1iyHVUuxt1ZEV6WJFamFNSuwNSsw7oaBQxvK4o8YG7SfERGRLs+OHsb/5Q9gy/r4yRFj8W75Mq6oZ/IXJtKJKEhf7/7770/4NadNm8a0adMSfl0RERERke7G5Rfi/ff/w55+CHviH/G9uSvLsQfvwZ57BHft+3Dnzktq71RbHZ1FT2EPGDwiafcv9ZoJ0lPRRIC1EwTpnXO4m7+Avf39kJOLi3180n5iM+kVpJd2Zscr8X/1I4htnUJ9H9ebPpWaTWjSLbi8fNx58+G8+VgkApvX1mfZL4P9e1o+ec8ObM8O7PG/Q04ebtJ0mDwTN+FsvW6JiHRRtvEt/F/9EI4diZtzFy7EvfvDQWszEWmRgvQiIiIiItIpuHAm7sp3Y3Pfhj1yH7bkCairiz6o5CD2u//Dnv4X3nX/gZuQnApWtio6qOImzVCmcwq4nNzo8vAV9UH62ACrc5DTecrEu979Ur2EbsflFcT0pFe5e2k/VnIQ/85vw+7tcXPuyhtwV79HrymSNC4tLajYMm4yvOvDWPEebPWyoCz+prfi33s1VlGGvboYXl2MeR6MntCQZd93oH6ORUQ6OTPDnn0Ye/Ce+NeD9Azc+z6ON/ui1CxOpBNSkF5ERERERDoVl1+Iu/Fj2IKrsH/8CVv+UvxBu7bh3/HfcNYUvOv/AzdkZLutxyorYPPa6DWq1H1qxPZnP5FJX14Wc1yuyvFKy2IrLZQpk17ah23fhP+z78RnoqWl4T54G96s+alZmEg9128grt9AuOSa4D3P2jeCLPvVy1uuMuL7sGE1tmE19sA90Kd/0Md+8kwYPV4ZliIinYxVH8f++HPs9efjJ3v2wfv4V9r1726RrkhBehERERER6ZRcnwG4W76Ebd2A//ffw8a34g9atxL/258Jyt9f+z5cr76JX8i6N6OzCNLSYNyUxN+PnFpMWV2rrAi+iA0idIJS95JieTE/I9VVWG2Nyo1LQtmKl/F/+xOoqYmeyM3D+/jXcKPHp2ZhIs1w2Tkw4wLcjAswvw62baovi7+0yUoQUQ7sw575N/bMvyEzCyacHQTtJ07H5RcmY/kiItJGdmAv/i++D3t2xE9OnIb3kc/hcvKSvzCRTk5BehERERER6dTciLF4n/8erFoWBOv37Yo7xl57Hlv+Em7+FbiF78QlMEhrK2P60Y+ZhMvMStj15TQ005Pe4oL0+gBJTiG2Jz0EJe979E7+WqTLMTPsyX9gf/9D/GS/gXi3fQPXp3/yFyZyGpwXgpHjcCPHwdvfjx0+iK2u72O/biVEaps/+XgVLH8ZW/4y5hwMH9OQZT9omMrii4h0ILbydfzf/h9UVcTNuSvfjbvqBlUpE2kjBelFRERERKTTc87BlJl4E6dhLz+L/fuvcLQk+qBIBHv6IezFZ3ALr8dddCUuI3xG92u+j61ZHr0WlbpPnZyYIH1zPemVSS+nkpUDnheUaz6hrFRBejljFqnF/vJL7MWn4yfHTca75cu42OcykU7A9eyNu3AhXLgQqz4O61c1ZNnHvidrzAy2bsC2bsD+9Wco6tXQx37c5DN+ryYiIm1jfh32779hj94fP5mVg/fhz+CmnJP8hYl0IQrSi4iIiIhIl+FCIdycS7Fz5mHPPIQ9+Q+oqow+qKoC+/sfsOcexV3zXtx5F7Z95/+OzUF2beM1TFKQPlVcdi7WeKCivhd9TE/6RFZSkK7JeV6wmaP0aMNgzO+6yOmyinL8u74PG1bHzbkLLsG991Zcmj6qk87PhTNhyjm4KedgZrBra33Afhls29jyyUcOYc8/gT3/BGRkwLgpQZb9pBm4Hr2S8wBERLo5qyjD/82PYc2K+MmBQ/Fu/Qqu74DkL0yki9E7fxERERER6XJcOIy74l3Y3MuwR+/DFj8OdZHog44cwn7/U+zpf+Fd9x8wcdppl1e1VcuiB/oNUoniVIrNPq2sCIIDKncvbZFXEBWkt/JjdIYCzFZdjR0sxvXqjcvMTvVypJ4d2It/57eheE/0hHO46z6Iu/TtKvEtXZJzDoaMxA0ZCVfegB07gq1ZHmTYv/UmVFc1f3JNDdRn4xvA4OENZfGHjQ42VImISELZzi34d/0vHNofN+fOmYv7wCeDzVgicsYUpBcRERERkS7L5eXjbvgodvFV2D//hC19If6gPTvw/983gzLD1/8HbuioVl/fVkX3o1ep+xSL7UlfF4Ga6iZ60iuTXloh9uekrLTp4zoQO16J7d4Bx45Adg4oSN8h2Ma38O/6XlxVDzIy8D78Ody081KzMJEUcAVFuPMXwPkLsNpa2LQGW7UMW/l6kwGhKLu2Ybu2BaWX8wqC7PrJM2H8VFyWnu9ERM6U//Jz2J9/AbU10ROeh3vnh3AXX6VNhSIJpCC9iIiIiIh0ea53P9zNX8AuvRb/wd83WWqY9avwv/NZ3Mw5uLe/H9e7X4vXtKMlsHNL9P2o1H1qNdXHuaI8PjCmIL20gssriG6fELvZo4OxinJs93aoLAfnsJrqTpH539X5ry7C/nAnRGKquRT0wPvk13DDRqdmYSIdgEtPh/Fn48afjb37I1C8u6GP/aZ1YH7zJ5cdw15+Fnv5WQilwZgJJ7PsVdVIROT0WKQWu++32OLH4ifzC/E+9kXcmInJX5hIF6cgvYiIiIiIdBtu2Gi8z30H1qzA//vvYc+OuGNs6QvYildwF16Ou+LduLymA7q2OqbUfVY2jBqf+EVL6zWVRVdZHhdcVU96aZXY3/0O3JPeyo4FAfrqaijqGfzMV1akelndmplh//4r9sh98ZODhuPd9l+4Hr2TvzCRDso5B/0H4/oPhre9A6sow9asCMrdr1ne8nNaXQTWrcTWrcTu+03QfuhEWfxRZ+FCoeQ9EBGRTsaOHMa/+wewZX385MhxeLd8CVfYM/kLE+kGFKQXEREREZFuxTkHk6bjTZiKvbIYe+gvcORQ9EF1EezZh7GXn8Vddh3u4qtx4XDUIbFBejf+bFya/sRKJeeFICsHqhp9kN9EkF6Z9NIquQVRN62Dlru3oyXYnu1QV4cr6hGMpaVDdRUWieh5KQWstga756dNt1iZNAPv5s/j1IpApEUuJw937jw4dx5WVwdb1tVn2S+DfbtaPrl4N1a8G3vqn5Cdg5swDaacg5s4DZeTl5wHICLSCdiGNUGAvonNqG7+Qty7PoxLS0/BykS6B/2lJiIiIiIi3ZLzQrjzL8ZmXoA9+wj2+IPRwV2Aqsqgl/2ix3DX3IibfRHOCwU9VNe+GX2s+tF3DNnRQXo7dhSqj0cfk6sP6KUVYjPpyztWJr2ZQcmhIEAfCuEKihom0zOgoizoJ6ogfVJZ6VH8X3yvyWw0t+Bq3DtvCjYUiUiruVAIxkwMSi1ffxN2YB+2ellQFn/DmiCTvjmVFcGGmaUvYM6DUeMasuz7D1ZvZRHplswMe+bf2IP3gB/TWiQ9A/f+T+CdNz81ixPpRvSXmoiIiIiIdGsuI4y7/DpsziXYYw9gix6N7x189DD2hzuxpx/Cu+6DQdCrceDXOdzE6clduDQtJxcOH2i4fWBv/DHKpJfWiMmkpwNl0pvvYweLg2zScBiXnRs179LSsEgd1FY33QZC2oXt2Yl/57ein4MAPA93w8148xemZmEiXYzr0x938VVw8VXY8UpY+2ZDln1LrUnMh01rsU1rsb//AXr1DQL2k2bA2Em4dGWLikjXZ8ersD/+rOmKP7374d3yZdyQEclfmEg3pCC9iIiIiIgIQZ9y964PYxddif3rz9hrz8cftHcn/p3fhpiAGMNG4/ILk7JOOYXY783+mCC984Jse5FTcHn5WOOBDtKT3vw6bP9eKN4TlHHOzGruyKBHvSSFvfVGUC62qjJ6IjML72Nf1EYukXbiMrNh2mzctNmY78OOzfUB+6Wwc2vLJx/ajz33CPbcIxDOhLOm4ibPCAL3jauTiIh0EbZ/b1DxZ+/O+MlJM/A+/FlcTm78nIi0CwXpRUREREREGnG9+uI+8jnskmvx//57WLcy/qDK8uhzVOq+44gJ0ltsJn1OrkpNS+vkxWTSV5anvMe7RSLYvt1wcB/k5eMywtHzZkFG6fpVUFCEFRYR6t0vRavtPvzFj2N/uzu+XGzPPni3fR03cGhqFibSzTjPg+FjcMPHwDXvxUoOYWuWBRn2696EmprmT64+Dm++ir35arBBa9johrL4Q0aoLL6IdHr25mv4v/u/+A2FgLvqBtyVNwTPoyKSNArSi4iIiIiINMENHYn3mW/BW2/g//0PsHtb88dOmpnElUlLXE5udPbzgX3RB6gfvbRWbE96CPq8pyi70mprsb074dABKCjApWdEz5cdwx65L7oXuhfCho9VcKmdmF+HPfB77JmH4ieHj8H75Ndw+crGFUkV16MXbu5lMPcyrKYaNqxuyLIvOdTyyds3Yds3Yf/+KxT2wE0KMuw5awounJmcByAikgDm12EP/Q177P74yeycIHt+sv6eFUkFBelFRERERESa4ZyDidPwxk/FXnse+9efoeRg9EEFPUA9+zqO2HL3sSXK1Y9eWiuniZ+VsmMpCdJbdTW2ZzscPQxFPXChho9zzAzeWoE98Q84XhV94ltvBJmj4eiMezlzdrwK/zc/hpWvx825GRfgbvpUXKUDEUkdlxGGSTNwk2ZgN94Ce7ZjK5diq5fB1g1g1vzJR0uwF57CXngK0tJh3OT6LPsZuJ59kvcgREROk5WXBu9X3nojfnLQMLxbv4Lr0z/5CxMRQEF6ERERERGRU3KehztvPjbjfOy5R4MshMqKYO6aG5Wl2pGcqoeigvTSSi4Ugpy8IHv+hPLSpK/Dqiqx3duDDQJFPaPaNVhFOfb4g7B+VdMnHyvBjh7G9R2QnMV2E1ZyCP9n34Zd8RVW3BXvwl19o8rFinRgzjkYNBw3aDhc8a6gEsnq5bBqKfbWivgNT41FamHNcmzNcuyvwMChDWXxR4xRSx0R6TBsxxb8u74Phw/Ezblz5+He/0mcNnKKpJSC9CIiIiIiIq3k0jNwb3s7NucS2LQOevTCDR6e6mVJY7GZ9DGcgvRyOvLyo4L0VlZKMrfkWEU5tnsbVFVAj5441xD4tQ2rsccegIryli+ydQMoSJ8wtmMz/s++A0dLoidCabgPfAJv9sWpWZiItJnLK8DNvghmX4RFamHTWmzVMmzV6/Ftc2Lt2YHt2RFsmMrNw02cAZNn4iacjcvOSc4DEBGJ4b/0LPaXu6C2JnoiFMK988O4i67QRnORDkBBehERERERkdPksnNhivr2dUinCNIrk15OS24BsKfhdvmxZg9NNCs9iu3eATXVUNjz5AepdrwKe/KfsHpZ0yempUEk0nCd7ZvgvPnJWHKXZ2+8GpSMramOnsjJC8rFjp2YmoWJSMK4tPSg7/xZU+DdH8aK9zT0sd+8Furqmj+5vAx7dRG8uggLhWDU+JNZ9q7fwOQ9CBHptqy2Frvv19jzT8RPFhThfexLuNHjk78wEWmSgvQiIiIiIiLSZbicHFroKgu5eclainQFeTGbOsqSE6S3o4eDAL35uKIeDeNbNmCP3Nv0OrJycJdfF2Tev/5Cw/jOLUlYcddmZtjT/8Ie/H183+o+A/D+8xtqKSDSRbl+A4MA+6XXYpXl2FtvBmXx1yyD8rLmT6yrgw2rg6onD/wO+gw42cee0eODzQAiIglkJYfwf/m/sG1j/OSo8Xgf+yKusEf8nIikjIL0IiIiIiIi0nUok14SyOXmR2/6KGvfnvRmBiUHsT07gvLpeYXBeE019uzDsPzlpk8cMwG38F243Dzw66LXvHcXfm0NXnpGu669q7JIBPvb3diSJ+Mnx0zE+/hXcDna/CPSHbjsXNzMC2DmBZhfB1s3NmTZ79nR8skH9mLPPIQ98xBkZePGnx2UxZ80HZdXkJwHICJdlm1YjX/3D5vcyOkuvgp3/U24NIUDRToa/VaKiIiIiIhI16Ge9JJIsYGTdsykN9/HDhbDvl0QzjzZy9h2bsX+/Tc4ejj+pHAm7tK3w+QZDX1FBwyJPqayHPbvg0FD223tXZVVluP/8gewbmXcnJt9Me79H1c2rEg35bwQjDoLN+oseMcHsMMH6vvYL4X1qyBS2/zJVZXY8pdg+UuYczBiLG7SDNyUmTBwmPpEi0irnaz28/c/gO9HT2Zk4N7/SbxZF6ZkbSJyagrSi4iIiIiISNeRo0x6SaCYcvdW3j6Z9ObXYcV7oHgv5OTgMrOwSC22+HF49XloqonD8DG4K9+NKyiKHi/qBZlZcLyqYWzbBgXpT5MdLMa/89vBpokY7h0fwF12nQJpInKS69kHN38hzF+IVR+HdW/WB+2XwbGS5k80gy3rsS3rsX/9GXr0OtnHnrGTcBnh5D0IEelU7HgV9oc7sWUvxk/27hdU+xk0PPkLE5FWU5BeREREREREuo6sbHAuvm/0CQrSy+nIbf9MeotEsH274FAx5OXjMsLY3l3Yv/8Kh/bHn5Cegbv4Kph+Hs55cdPOOWzAENi6oeE+tm+COZcmfO1dlW1eh//z70Lspoz0DLwPfwY3/fzULExEOgUXzoSps3BTZ2G+D7u2Yivry+Lv2NzyySWHsMWPB5u0MjLgrKm4yTNwk2biinom5wGISIdnxbvxf/H9JjcTMmkG3oc/izvV5mURSTkF6UVERERERKTLcF4oCNRXVjR9QK56R0vrubyCmJ70iQ3SW20NtmcnlByEgkJwDv/5J+DFZ8D8+BMGDcddfQOuR++WLxwTpGfHloSuuyvzX3se+/3/iy9VnV+I98n/wg0fk5qFiUin5DwPho7CDR0FV78HO1qCra7PsF/3JlQfb/7kmhpY+Tq28vXgtWjIiIYs+6GjgmuLSLdjb7yK/7v/i66aBOAc7qr34K54l54fRDoJBelFRERERESka8nObTpI7zzIykn+eqTziil3T0UZ5vsJ+eDTqo9ju3fAscNQ2AMOHwyy54v3xB8cCuEuXAjnzmvVfbsBQ6I3F+zdiR+pxVP/9GaZGfbwvdjDf4ufHDgU77av43r2Sf7CRKRLcYU9cHMuhTmXYrU1sGENtqo+y/7wgZZP3rkV27kVe+Q+yC/ETZoeBOzHT8VlZifnAYhIyphfh/3rL9jjD8ZPZufgfeRzuEkzkr8wEWkzBelFRERERESka8nOBZooE56bp6wSOT2x5e59H6oqIOfMKjJYVSW2exuUlWIFRbjXnseefwLq6uIP7jcId82NuN79Wn8HAwZH366tgd07YNioM1p3V2W1NUFP19eej5+cOB3v5i/gshQAE5HEcukZMHEabuI07D03w95dDQH7LeubrqhyQulR7KVnsZeehVAajJ14Msv+tF4vRKRTsLJS/N/8CNa+GT85aDjerV/G9emf9HWJyJlRkF5ERERERES6lub6L6ofvZyuvIL4sbJjZxSkt4oybNd2qKrA8OHPd2G7t8cf6Hm4Cy6B8xfgQqHTug+Xm4/lF0Lp0YbBLesVpG+ClR3D/8X3YPO6uDk3/wrcuz9y2v/+IiKnyzkHA4fgBg6By6/DykuxNStg1dLg/1XNtPEBqIvA2jextW9i9/4a+g9uKIs/cpyew0Q6OduxGf+u/22y2oabdSHufZ/AhcMpWJmInCkF6UVERERERKRryW6mpL360ctpcunpkJkV3fOzrBTamKRopUew3TuwmuogKPzcI/G9zwF69Q2y5/sPjp9rrQFDooL0tn1j26/VRdm+3fh3fgsOFkdPOA/37o/gXXxlahYmIt2ey83HzboQZl2IRSKwZX1Dln3x7pZP3rcL27cLe/IfkJ2LmzgdJs/ATZyGO8NKMCKSXP6LT2N/+WX8+8VQCPeuDwcbCp1LzeJE5IwpSC8iIiIiIiJdisvOje7HfUKOMumlDfIKYoL0x9p0GTtyGNuzHTt2BBY/Dts3NXGUg/MuxM27DHeG/ePdgCHY+lUNAzu3nNH1uhpbtzLISovNTg1n4X3sC+rpKiIdhkurL2c/diK88ybswF5s1bIgYL/xrSCTvjmV5djrz8Prz2OeB6POasiy7zdIwT2RDspqa7F7f4UteTJ+sqAH3i1fxI0an/yFiUhCKUgvIiIiIiIiXUt20+XuXZ6C9NIGuflRmdZWfozTCWmYGXZoP7ZnJ2xaEwToa6rjDyzqibv6Rtzg4We+ZojvS1+8F6utCXogd3P+kiexv/4S6uqiJ3r0wrvt67hBCfoeiIi0A9dnAG7B1bDgaqyqMih1v2optnpZyxvJfB82voVtfAt78PfQu199wH4GjJ4YVI8RkZSzkoP4v/wBbGuiCtLo8Xgf+xKuoCj5CxORhFOQXkRERERERLqWZnvSq8SrtEFuzOaOstJWn2q+jx0sxjathReehK0bmj5wxvm4i67EZSSwn2j/wYCDE3Ul/Dps2ybcmAmJu49Oxnwf+8cfsCf/GT85bDTeJ76GK+yR/IWJiLSRy8qG6bNx02djvg/bNzWUxd+1reWTDxZjzz6MPfswhLNgwtQgaD9pOi5fAUCRVLD1q/B/dXuTG27cxVfhrr8pqK4hIl2CfptFRERERESka2kmkz4u2CrSCi6vILp9QivL3VtdHbZ/N/bis0GAvnHJ/BPyC3FX3oAbMSYha23MhTOxXn3g0P6Gwa3roZsG6a36OP5vfgJvvho/OW023oc+gwsncJOEiEiSOc+DEWNxI8bCte/DSg5iq5cHAft1K6G2pvmTq6tgxSvYileC17zhY3CTZwRl8QePUFl8kXZmZthT/8L+/gcwP3oyI4z7wCfxzp2XmsWJSLtRkF5ERERERES6FJfTTE96BemlLWLbJLQik94itfib18G//gxb1jd90OSZuEuvxWVmJWCRsfcfgVAIBgyJCtJbU2VTuwE7ehj/zu/Azi1xc+7y63DXvj8IbomIdCGuR2/cvMtg3mVYdTVsWFWfZb8Mjhxq+eRtG7FtG7GH/gqFPRr62I+bog1NIglmxyux39+JLX8pfrJ3P7yPfxU3aFjS1yUi7U9BehEREREREelamutJn6MgvbRBXkHUTStvOZPeamvwFz0Oj9wLVRXxB+Tk4a54J27MxIQsz3w/yI6sqanPkjRwHoTDuAFDggzKE3ZuTch9dia2cyv+nd+Go4ejJ0Ih3Ps/gXf+gtQsTEQkiVw4HGwOmzwTM4Pd2xvK4m/bCNbk9sbA0RJsyZPYkichPQPGTQ6y7CfNxPXsnbwHIdIFWfFu/F98H/btip+cPBPvw5/BNVclTEQ6PQXpRUREREREpGtRT3pJpNzoIH1L5e79oyXYH38Gq5c1fcBZU4LM7TP4sNUiEaitDoLydRHAQUYGZGVD735BmfuKMjiwL8ikb+zQfqyyvNt82GsrX8f/9Y+g+nj0RHYu3q1fxo2bnJqFiYikkHMOBg/HDR4OV7wLKz2Krakvi//WG023ZzmhtgZWL8NWL8P4JQwa1pBlP3w0zgsl74GIdHK24hX8e+6I/51zDnf1e3AL36VKPyJdnIL0IiIiIiIi0rU0F4CMLVsu0gouLz+6fUJ5WZPH+W+8hv3pZ00H8TOzcJdfD+OnnlZfXzNryJKvqc+S90IQDkNBD1xuHmRkQmYmLj2j4UTPYQf2YX36BmXv6+oarrltI27CtFavoTMyM+zZf2P3/y4+O7R3P7z//Aau36DULE5EpINx+YW42RfD7IuxSC1sfKshy/5gccsn796O7d6OPfYA5ObjJk0PAvbjz8Zl5yTnAYh0MubXYf/6M/b43+Mns3PxPvI53KTpyV+YiCSdgvQiIiIiIiLStTQXpFdPemmLvPhMejM7GWy36uP49/4aXny66fNHjQ/K28depwlWV1cflK+G2lpwLigtHA5Dj164zGwIZ0I4ExdqIVsxKwcywrhIHdZvIOzZ2TC3eT104SC91dVh9/4KW/x4/OTo8Xi3fhWnDTsiIk1yaenBhrLxU7F3fwSK9zQE7DevBd9v/uTyUuyVRdgri4INYqMnnMyyd30HJO9BiHRgVlaK/+vbYd3K+MnBw/Fu/Qqud7/kL0xEUkJBehEREREREelasrKD4GbjDFrPCwKXIqcrdnNHpBaqqyAzG9u8Dv+3P4FD++PPywjjLr0WppzTZPa8mQXXqqkPyvt+ENRIDwfZiLn59QH5LMjIOK0MfJeegeXmw7ES6D8kKkhv2ze1+jqdjVVW4N/9Q1j7RtycmzUf94FP4tLTU7AyEZHOxzkH/Qfh+g+Ct70dqyjH3loBq5Zia1ZARdOVZYCggsv6Vdj6Vdj9v4W+A4M+9pNnBpvX0hSWkO7Htm3C/+X/QsnBuDl33nzcez+OC4dTsDIRSRW9GoqIiIiIiEiX4jwvCNRXVjQM5uSdVpBT5KSmMuCPHMZ/6X7sqX/Gl1MHGDoKd9UNuMIeJ4fM96Oz5DFIywj6yffuh8vKDgLy4XCQyXiGXF4+dvgAbsCQ6HL9O7ec8bU7Iju0H///fQv27Yqbc9e8F3fFu/QcICJyBlxOLu6cuXDO3KDyy9YNDVn2e3e2fPL+PdjTe7CnH4KsHNyEs2HyTNzE6apuIt2C/8JT2F9/CZFI9EQoDffuj+AuvFzvU0S6IQXpRUREREREpOvJzo0O0qvUvbRVODMoOV9bc3LI/9HXoPRo/LFp6biLr4QZ50Odj1VWBOfVRcB5wXWycqB3Pi4zK7h2RjjYWJJoWTmQlo716R89XnoUO3IYV9Qz8feZIrZlPf7Pvwtlx6In0tJxH/o03sw5qVmYiEgX5UIhGD0eN3o8XPdB7GAxtnpZELDfsDo+ENlYVQW27EVY9iLmPBgxBjflnCDLfsAQBSqlS7HaGuxvv8JeeCp+srAH3i1fxo0cl/yFiUiHoCC9iIiIiIiIdD3ZuUCjEuTK0pI2cs4FmzyOHGoYbCpAP2AwXHIt5OTDkcMQSoOMMBT2wOXkNfSST89IzsIzsyArCzyC+64+fnLKtm3EFZ2XnHW0M3/pC9jv7ghaBzSWV4D3ia/pg28RkSRwvfvhLroSLroSO14F61YGWfarl8GxI82faD5sWY9tWY/944/Qs09DWfyxk5L3minSDuzwQfy7vg87NsdPjpmAd/MXcQVFyV+YiHQYCtKLiIiIiIhI15OTG31bmfRyJvJigvSNeR6cMxdmzglK1ufmB//PyITMTJwXSu5a6znnsPwi3J5SrP9gaNSL3rauh2mdO0hvZtij92MP/SV+sv9gvNu+juvdL/kLExHp5lxmFpw9C3f2rKDVy84t9WXxlzUdrGzs8AFs0WPYoseCjW7jp+Imz8RNmo4r7DoVYKTrs3Ur8X91O5SXxs25BdfgrvsgLk3hOZHuTs8CIiIiIiIi0uW47NyoPtxOQXo5E7lN9KUH6Dsg6CM6bHQQlM/I6FBlel12LuZ5QZZ/oyA92zamblEJYLW12B9/hr26KH5y/Nl4H/siLjsn+QsTEZEozvNg2OjgdfLqG7Gjh7HVy4Oy+GvfhJrq5k+uqYY3X8PefC14TzdkZBCwnzIz+Lo9WsWInCEzw574B/bPPwWVIhrLCOM+eBveOXNTszgR6XAUpBcREREREZGup//glm+LnAbXfxC29o2GAc+Dy67Du+oGXFp66hZ2KlnZQan7Xn2jx3duxXy/UwY4rLwU/xffg01r4+bcvMtw7/lY0CtZREQ6HFfYEzfnUphzKVZbAxtWB1n2K5dCycGWT965Bdu5BXvkXigowk2qL4t/1pQge18kxayqEv/3P4UVr8RP9hmA9/Gv4gYOSf7CRKTDUpBeREREREREuhw3923Ym6/C7u0wfAzuvPmpXpJ0Yu7iq7CVr8Oh/TBoGN4HPokbPibVyzoll5aG5RVAUa/oieNVcGAv9BuUmoW1kRXvxr/z23BgX/SEc7h3fQh38dUdqpKBiIg0z6VnwMTpuInTsfd8DPburC+LvxS2bIjPQm7s2BHsxaexF5+GtLSgf/3kmUHgXq1OJAVs3y78X3wfinfHT049F++mT6vKj4jEUZBeREREREREuhxX1BPvaz+BqkrIyUlZX3DpGlzvfnjf/SWUHoWCHp0qEOxy8yA7F8vNj+q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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Lineplot\n"
      ],
      "metadata": {
        "id": "Yc6sdno2b58V"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.lineplot(x = 'curb-weight', y = 'combo_mpg', data = auto, linewidth = 2, color = '#db5d27')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "MqVinYP-ayoY",
        "outputId": "d5135256-f3a3-4663-b514-7cc4ba13af59"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='curb-weight', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.lineplot(x = 'curb-weight', y = 'combo_mpg', data = auto, hue = 'fuel-type') #Here to remember is that hue seperate categories based on color\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "HZsJFkgac5Zo",
        "outputId": "b26e486e-7be3-4d35-8033-3698576c2138"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='curb-weight', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.lineplot(x = 'curb-weight', y = 'combo_mpg', data = auto, style = 'fuel-type') #Here we use style categories based on style/pattern"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "rCC50g9Cd_mt",
        "outputId": "ba9bf321-5b3a-4d1d-b531-fd48b70f0bf1"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='curb-weight', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.lineplot(x = 'curb-weight', y = 'combo_mpg', data = auto, hue = 'fuel-type', style = 'fuel-type', palette = ['#ed4c1f', '#a51fed' ])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "Qsg4Mq-tfM6S",
        "outputId": "55540894-b4a5-41f0-de39-d640afe27de8"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='curb-weight', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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OQG8wzUHPcgW6Eud5i5kWoNsF3/FauDtckKrDuI8V6EQ5wdzG3dfMAJ2IiIiIiIiIaCZyxD8kfbq6urBhwwYcPHgQnZ2dGB4ehqZpCZ0rhMB9992X5hUSEVEq6U2LoRw/FNlWmnfD/Kpvad+OLAfoEJDltRCDfeN7JhOgh4wt3OXECnQgPBNdGsMbaapAF0f2h1vBmwPYDIk5/xwAZlgLd2FTgY54FehCAHkFwIRW+GLUBxn9DCLKEG+TDmD84iYfW7gTEREREREREc1IWfkEPhAI4JFHHsG6deug63r8E4iIaFqQjYuB9X+ObAubluTmAF3mF8YPJdNML68ztE9X2loswX9csWagAwlVoIvAKERbK+Sseck+ekqYLxyQBSWGmegzrhW56flKpyuhixukJ984S54V6EQ5wTvXWoEuZfi6FyIiIiIiIiIimjkyXlah6zp+8IMf4Nlnn2V4TkQ0w+hNSwzbStcJYLDXsM8SoGdx/nmYgKwwzUGfVAW6eQa6KWhVHYD552JhqWUGezbnoCttLYZtvWmx8YAZ1sJd+E0XDMRr3z4mr8C4PTLDLjwgylHhCvRx2pBAoCtLiyEiIiIiIiIioqzJeAX6s88+iz17xmfennXWWVi9ejXmzJmDgoICqOaZsERENG3IuiZId56h9bXSvAf62avHDzIH6CWVmVpeVLK81rAt2o4AuhauGk+QSKgC3VrqqDcshNrdNn4/rfuA1Vcl/Lgp4x+B6Gk37NKblkB9bcP4jhnWwt1Sge5ONED3GjYFK9CJcoK7BlDzJbTh8ddh3yEF7kpe9EtERERERERENJNkPEB/4YUXIl9/7GMfw1VXZSEEICKi7FBUyPoFEK/vGN/VYgzQzSFt1ivQhYCsqDPuCgUguk5CVs1O/H4sFeimAF11QEjrJGy9YRHUbc9HtpXW7FSgi/Yjhm0pBKS5xfwMq0A3B+iJVqBLU4DOFu5EuUEIIL9RYnCPgFAl8uol9KTndRARERERERER0VSX8QD9xIkTAIA5c+YwPCcimoH0piVQJgToonm34XbR12nYlqVVmVhWbPmFkN5iCF9/ZJc42ZJcgK4ZA3Rp7riiKACsAbpsWGTYFscOhsN4cwCfZpb55+W1kEVlxoNGfLZV9NPVxE4KAICEK9CNLdxn3Ox4ohx2xs1BqB4gb46EktmXWSIiIiIiIiIiyhFZmYEOAPPnz8/0QxMRUQ7QG42BsNKyNxy6nmKpQM+FAB2ArG00bAvTPPC4QrFbuEshAFiDZ71hgfFxQ0GI44eSe+wUUMwBek0D4DG1Itc1IBjI4KqyzNzCPdEKdA8r0IlyVdFiCe9chudERERERERERDNZxgP0ysrwLFtNYz9EIqKZSG9aYtgWw4MQHUfHt00z0JHtAP1Upq2bAnRzoByXeQa6uYJcUWFXgY78QuhVc4yHtmS+jbtoazVsy9pG+8B4BrVxF35T5bg7L7ETzTPQZ9D3jIiIiIiIiIiIiCjXZTxAX7QoXHnY2toa50giIpqWSqsgiysMuyJt3Ed9EKZqXFma5Rnop8iaRsO2uaV5XJYZ6KYpKjHanktT1b5o3ZfcY6eAueJe1jRagmAAECMzKAxOWQX6DPqeEdGMpYfiH0NERERERERElAsyHqC/9a1vhRACra2t2Lcv8wEAERFlmRDWNu7N4Ypq0dtpOVyWVmZkWdGFg21Z12jc29ZiaD0f915MM9DNLdzDFej29IaFxkNbM1yBroUg2o8adum1jYDDBamaLgSYSdXU5gr0BAN0ywx0tnAnoiku5AMO3uNAKMaPgJ03ubD+rW5s+YQLu77mxOs/duDooyo6n1cwuE8g0JfUj1UiIiIiIiIiorRxxD8kterq6vD+978ff/jDH3DPPffgW9/6Furq6jK9DFvDw8PYvn07Dh06hEOHDqGnpwcDAwMIBALwer2YPXs2li1bhksvvRSFhYW297F7927cdtttCT3e+973PnzgAx9I5VMgIpoS9KYlUHe+GNlWWsIV6KLXNP/cWwy4PBldm8WpynDdXIE+Ogz0dSbeYt48A93cwl0IQNhf12a+4ECcaAYCoxn73ojOY+H55hPImobwmj1ewNc/fuyoz64R/bQkRifXwl2aK/dZgU6Us/QgoI0AzqJsryR36SFgz7ed6NmoonergrPuDMBj0zzG3waE+gWG+gWGDtjfl+KR8NRIuKvD/z/2n7tGIq9Owp3ta+qIiIiIiIiIaEbIeIAOAO9973uhKAr+8Ic/4Ktf/SquuOIKrFq1CrNnz0Z+foLVW2lw8OBB3HPPPba3DQwMYM+ePdizZw/+9Kc/4cYbb8S5556b2QUSEU0TsnGxYVscfR0IBiwV6LIsy/PPJyqtgnTnG+ZeKydboCcaoJsq0KVqqjgXStQ27nLOmZBCgZB6+FBdgzj6OuS8sxJf/2mwzD8vKgO84TRJ5nkhJgToMyoM9o8YNhNt4W6ZgT6TvmdEU0DXSwran1ThaxYYOSpQ9WYdi74ZjH/iDHXoPgd6NoZ/pvkOKth2nRtn3RVA4YLxy6mkBvg7oo8qGaOPCgy3CAy3WG8rWKhjxS8Dtuf1blPgrggH76p7Uk+DiIiIiIiIiCgiKwE6ALz73e+G2+3Gr3/9a/z1r3/FX//616TOF0Lg0UcfTfm6ysvLsWTJEsydOxcVFRUoKSmBlBLd3d14+eWXsWnTJgwODuKOO+7A7bffjsbGxqj3dcMNN2DevHlRby8uLk75+omIpgK9cRGkEBCnerUKLQRx7HWgx1SBXpIDAfpYqC0EZG0DRMt4+3RxshlYfH5i92OuQLe0cFdOVaDb1G+78yBrGyFOHB4/vHUvtEwF6CeNAbqhGt88z3sGtXC3VqAnOAPd1MJ9Jn3PiKaC0WMCnf8Yv8hp+HD84HemOv64iuOPGX+llBrgML3M+bsAqZ3e99FTbd/fRPMDOz/nimw7y6zV6xO3zWsjIiIiIiIiIjLLSoA+PDyMH//4x9i5c+ek70OmYUDe0qVL8dBDD0W9/aKLLsKmTZtw1113IRQKYe3atfjyl78c9fiqqirU19enfJ1ERFNenheypjEcQJ+iNO+G6O0wHJZTFegAZE0jMDFAN1Vmx6TFa+GuQCqKpVX6GL1xEZSJAXrLXtgfmXpKW4thW9Y0jG+Yqq7FiClUns5MAXrCFeh2Fx3oevgiCiLKuvy5xt8zfC0CUo86ZWPG6nlZwes/Nv46KZwSS/8jgLxZxu+hqxxY+Ts//G0CoxP+87ef+v9OAHrsgN1TY//7n7/NeF6wRyDYIzC4x/5+1AJTwF4tUXKujqIlM2UACRERERERERHFk/EAPRAI4LbbbkNLS0umHzouJYEPrs8//3zU1dXhxIkT2Lt3b9zjiYjInt64CIohQN8DDPUbjpGlNkNUs0ivbcTExuvKyZaEzxWmFu5QTT+CFQVA9PBANiwENox3axGt+xJ+7NMlTM9T1o4H6JZ53jOpmtrUwj3xCnRTC3cpw/dl/l4SUVZ45+qGbX1UYPSksITCM5nvsMDubzkBU1X5wq8HUXy29fukOABvo4S30f57qIeAQCeM4XqbwGj7+NfuKAH6aFtyle3akIDvoIDv4Pi++mtCKFoSshw7ehJoe1qdUM0OuCsllKz1cSMiIiIiIiKiTMj4r/5//etfI+G5oii4+OKLsXr1atTX16OgoCChEDvb8vLyAADBIGchEhFNlmxaAmx8MrItWvZY2prL0spMLysmWdto2DYHyzGFTD8zbCrQoQjAmNtE6I2LjIe3HwnPG0936ColRNsR464YLdzFDArQLS3cPXmJnWhu4Q6ELzxggE6UE1xlgKNIIjQwHsz6mhmgjwn0AK/d4oTmMwbXDf8aQvWbo/wQi0NxAJ5awFMrYTfKRMpwa3g72jDgKJQIDU6+RXy06vbBAwpafm4euSLhrkSket2uXbzqmfRSiIiIiIiIiCgHZDxA37BhQ+TrG2+8ERdddFGml3BaTpw4EbkAYNasWdldDBHRFKY3LTZsKx3HIB0u40E5UYEuMPZhviE4BiCG+oDBXqCwNP7dmGagS3OAHpmBbk/Omg+pOiBOtYIXUkI5sh/6gvPiP/bp6O2A8BuDYn3ChQSWCvSRmROgw/R9kQlWoJvb3gOAGBmCLM2tkQVEM5UQgLdJon/nhAD9sEDFmiwuKkdofmDX/3Nh9KTx51XlZRoar7NWcKeKEICI8ptr5SU6Ki/xI+SDsXrdVMke6IoesEdtD99uc44u4G+PctspzpLxML3hmhAKF/LiCyIiIiIiIqKpJOMB+smTJwEA8+fPnzLhud/vR09PD7Zu3YonnngCmhYuf3jb294W87xHH30U3d3d6Ovrg9vtRmVlJRYvXowrr7wSdXV1mVg6EVHOkrPmQTpdEMFAZJ8IBYzH5FigKCtqIR0uwzrFyRbIRAJ0Swt31bgtRPi/aJwuyFnzIY6Mt24XLXuBNAfolvnnnnygZEJngJlaga7rEOYW7onOQFdUSHe+8cKEmXThAdEU4J2ro3/neEg83KwAiFICPUNICez/gRMDrxnD88IlOhZ+MxjzR1gmOLxAwTyJgnlR2sQHgNEOYZ3D3gbkzU5Ne/gxwT6BYJ/A0D5g9gfsLyw4+RcVnf9QLNXr3nkSjgR/nBARERERERFRemQ8QHc4HAgGg6ivr8/0Qyfl+eefx4MPPhj19ne9611YsyZ2Gcr+/fsjX4dCIfh8PrS0tOCpp57Ce9/7Xrz//e+HmOQnTd3d3XGPKSkpgXoqoJkKrfGnsonfX36viRKkuCDrF0Acei3qIaK8GiLL/6aEogC6Dqko4TVXz4E4fihyu9p+BPrC5fHvRzN+gC4cLtPrhQNCVQGhhPfbPG/ZuAiYEKArrfvC60ojpd3avl2ZGP6b53mPDkd9TZxWr4+BEcsukedN/O9rntdQwa74h9P+Z0mpIxVAKAKKIu3+qdI0UDDXuO1rFil/DZtqr4/Nv1TQ8TfjxV/uGomz7wjBmZf761c8QEF9+L9wZ5mJobk49Z+RtxEov1DHaFs4TNdGkv/dLb9OQFGs5w3tVdCzUbXsF6pE0VKJspU6SldKFC3hzHWaeaba6yMRUabw9ZGIyB5fHykdMv6reHl5OY4dOzZl54c3Njbi+uuvx/z586MeU1paivPPPx8LFy5EdXU1FEVBV1cXtm3bhn/+85/QNA1r165FKBTCRz7ykUmt44Ybboh7zEMPPYTy8nKoqoqamppJPQ4lr6oqtypmiXKZb+n58EcJ0EVxOWrmNGR4RVbBwQ5A1+A89To61LQQgQkBunegA94EXmMHFIGJEXpRWTk8pvMCPUcA3xAc1dVQCoot9+E/ZxV8L/wxsu08dgCVaX599/V3wD9h2zN3IQomPOZoVS0mNjJ36UFURFnTdHp91Hs60GfaV1XfBKUogW4EAPoKi6H3dUa2S9wOuPmzesoIjUgMDGooqlbhyMty2S2lhVgexAEMRrZHWhVUVVZDUdPz553rr4+tf/aj+WfGThkOL3DpfxWjdNH0TXdrPg3g0+GvpZQI9En4juvwHdPD/39cO/X/OoaP6/D3GivZhQrUL62G4rD+vdnbOwjA+jux1AT6dwr071TQ/Ivw97lqlRM1FzlRs8aB4jPVSV+ETTQV5frrIxFRtvD1kYjIHl8fKVUy/mnHueeei2PHjuHgwYOZfuikrFy5EnfddRcAIBAIoL29HRs3bsSmTZtwzz334BOf+ASWL7dWHM6bNw8PPPAAHA7jt3bu3Lk4//zzcfnll+P73/8+hoeH8cQTT+Ciiy5CY2NjJp4SEVHOcSw41xDOTqSU52aYqNafYdjWjiT488xUgQ7zDHQAQnUg1pRU9YyzDNt6+1Ho/T1QissSW8MkaEeNz0+dPc+wLfILDNtyeChta8klcsT6PIV5HnwMIr/QeH8z5Ps2XSgOwFOlsCp0Gis+01gZrPmBoSM6ipqsFcPTXde2EDZ+yRieCwVYfX/BtA7PzYQQcJcKuEsVlC21Pybokxg+ocN3LBysBwakbXgOAMPH9YQeN+QDTqwL4sS6cNjuqRSoWe1E9UVONL3bBcXJMJ2IiIiIiIgo1TL+iccVV1yBv/3tbzh58iQ2bdqE888/P9NLSIjX64XXO/5B+Pz587F69Wq88MILeOCBB3DHHXfghhtuwMUXX2w4z+PxxLzf+fPn45Of/CTuv/9+SCnx9NNP49Of/nTS63vooYfiHlNSUgIA0DQNnZ2dsQ+m06IoSuTKpo6ODuh6Yh+IEc14JbPginJTsLAMbW1tGV2OHdHTA2ghyFNrUQoqDD88g637E1qnY3gYExsIDfiG0Wc6T/T2AwO9kO3twJC1RThcRXA63RDB8csOOje/ALl0VTJPKSnO1gOGprYDBRXon7BuEQhh4qUAocE+w/djur4+imNHDM9bqg60d/ckfL5DdRn/PrSdsPx9oNw3EH+iDk1hzlIngr3jr4Ctm7pQmRfrMqfkTIXXx9F2YPO1TugBY0g7/6YQ1EU94MuWjUJAWQQULgpvtrX12x42+xoFZUfCreFHT56ayX4yXIEey2inRMv/BXD8n37krwlCsDshTUNT4fWRiCgb+PpIRGSPr49UWVkZGWmdKhkP0GtqavBv//ZvePDBB/Hggw8iPz8fS5dGuYQ/B73xjW/E1q1bsXHjRjz88MNYsWIFCgoK4p84werVq/Hwww9jZGQEe/fundQ6ysvLkzqeLxiZo+s6v99EiSqrhiwsgRjss9ykl1blxL8loeuAlJCn1iJrGgw/PEVvB3TfoGUWuIVmbNOqqw7L8xOKgJCnXkPsnrtQIOecAXF41/i+5t3QF6fpYjTfAMRgr2GXXl0f+V4AgOLON54z4ov65zadXh/FiLEaE578pJ6bNP99GRmaNt8bounC26Sjr3f8l6+hQ0D5G9Lz7zRXXx/VIqDkPB2d68a/D3XvDqHufSHbH1OUuMrLrN/A0DDQv0NB72YFvVsV+A5GT8dLl+uQ0CFNdyMlcOTXKoqWShSdpUN1p3rlRJmVq6+PRETZxtdHIiJ7fH2kVMl4gN7V1YXFixfjk5/8JH7961/j+9//PlasWIFVq1Zhzpw5yM/PT3imW0VFRZpXa2/lypXYuHEj/H4/duzYgTVr1iR1vqqqqKurw6FDh9DTk3i1GhHRtCME9MbFUF/bYLlJllZmYUHRjP9cklVzIIUCMeETa9HWCtm0OPZdhExzTlWbH8EJ9IPWGxdBmRCgK637oMU9a3LEyRbDtlQdkJWzjPs8piB41BQsT1NidNi4w5Nvf2AUlu+bTUt4Isqu/CaJvm3j275mBUjbK25uUt3A4tuCaJkj0forB0rP1zD/iyFwBHd6OPKB8ot0lF8Ufo8R6AF6tyjh/zar8LePf+NLV9p/IDRyVKD5Z+EeKYpLovgcHaUrdZSu0FFwhoSYeVMIiIiIiIiIiJKW8QD9s5/9rGXf5s2bsXnz5qTuRwiBRx99NFXLSkpRUVHka7ZGJyI6PXrTkigBenUWVpMApwuychZEx9HILtHWkpoAPYE2M3rDQsO20jq5TiaJUNpaDNuyao513XnG4FgEA+HnajPjfVoxXSgg3XnJnW+pQJ8ZFx4QTSXeJmO7dt/hmZkaCwVouj6EgjN1lCzXE7nWi1LEVQZUX6mj+kodUoYwclyEq9M3KyhdYX8xR+/m8ap1PSDQu1lF7+bw+wtHkUTp8nCgXrJCR94syYshiIiIiIiIiGxM2Y8/pEzd/MFkTawajzfz3I6maTh58iQAoLS0NGXrIiKaiqIFz7K0KsMrSZysbQQmBOjKiWbEawwktJBxh13ArDoBxP4kWzYuMt5vXxfQ1wmUpL5i31KBXttgXY+5khoARoeBguKUryeXCL9pRr25lX0c5u+bpSU8EWWdt8n4yj58REAPJdQsZFqqvJgt8LJJCCB/tkT+bA2z3h29E0Lvluht30MDAp3/UNH5j3Cg7q6RKF2poXSFjtLlOlxlKV82ERERERER0ZSU8Y9/stV2PZU2btwY+bq+vj7p8zds2IDh4XDr18WL41QsEhFNc3rDIvsbcj1A3/liZFu0tcY/yRygqzYBuqJAxqkEk1X1kJ58QwtxpXUf9HQE6KbnJautATpsAnQx6oOc5gE6TC3cZZIt3JFXYNxmC3einOOda7xgVwYFRo4JeBuzdyFvuvk7AXcuTVChpBUu0uHvEBjcJxDvTYW/TaDtzw60/Tm87Z0fbvVe/y8hhulEREREREQ0o2U8QH/ggQcy/ZAJe/7553HRRRfB5XJFPeYvf/kLtm/fDgCoqqrCokXjwc/Q0BBaW1uxZMmSqOcfPHgQv/zlLwGE29BfeeWVKVo9EdEU5S2CXl0Ppf2IYbdMQyA8aab+pnpNo/FmU6vzyP7O41DX/wkY7AWGBw23SYf1R7AUAkJErxwDACgK9PqFUA+MD+ZVWvdBP+cN4cc8sh/qy08bW4wrKvQF50FfcbnluRjXewzq+r9AltdAu+jtlgBdr220nuTOC697QmcYx2P3QXoLw/cJgaH8cHtzdXgECiRkdT20C98GFE34dF7XoW58EqLjKLSL3g5ZnfwFauLYQaibn4Nefyb08y6J+VxPm3kGepIV6OYW7mKGzI4nmkqcxYD3DB2uEon8Jglvk4SzZPqG577DAts+5ULduzTMvSGEeD+OKDc1XKOh4RoNwQGgb3u43XvvFgUjR+L/gfoOKvA1CzReG4p7LBEREREREdF0NkMbENp77LHH8Mgjj+CCCy7AwoULUV1dDY/Hg9HRURw5cgQvvvgi9u/fDwBwOBy4/vrroSjjH0QMDw/jtttuQ0NDA1auXIm5c+eipKQEiqKgq6sL27ZtwwsvvIBQKPyBxNVXX425c+dm5bkSEeUS2bgImBCgy6IywBn9YqZsk6YgWXSeAIJ+wOke3xn0w3XHpyEGuu3vxG4GulASCn1lw0JgQoAuWk7NQe9pg+vOGyACo9aTXnwCQf8ItDXvsL/TUR9ct18LcSroFyebIbpPGh/XLkAXIlyFPqGCWt3xT8MhgbH9E/apr76EwJceAE79HFWf+jWcf/p5+Ot//hH+f18LeIvs12qntwOuH14fee7Bf/kqtDe8M/Hzk2Rp4Z5kBbrkDHSiKWHlrwPxD5oGAj3Aa7c4ofkEjv7WgZGjAotuDULNy/bKaLKcRUDlm3RUvincen+0DejdoqJ3SzhQD/bYv98oWiLhsJnOAgCHHnDAXSFRskKHdy7npxMREREREdH0Ne0C9IMHD+L48eMAgDe96U1Jnz80NIR169Zh3bp1UY8pLy/HDTfcgLPPPtv29tbWVrS2Rm/nqygK3vve9+J973tf0usjIpqO9KYlUF95JrIty2qyuBoTpzscjk8ga4ytzIXUIdqPQs6eH9mnHN4dPTwH7ANXRQEU1brfRDfNQVda9gJSQt27xT48Hztu+z+jBujKrpcj4TkAOP7+mOWYaFXhsqAYIskW5MrBnRCt+yCbwqNM1G3/iNwmRoagbn8+ethvQ934lOG5q0//Jnx+uj7d96e2hXtaK9C1ULgLQmGp/YUb0+1xiSgpmh/Y9TUXRk+OXxjc9YKK1kck5n6KlcjThacGqL1KQ+1VGqQMdxzo3RKuUO/foUAbDv+8LF1hP+s+5AOOPqoCWvg4V7lEyXIdpSt1lK7Q4KnO2FMhIiIiIiIiSrtp92nmCy+8gGeeeQZCiKQD9G984xvYtm0b9u3bh/b2dvT19WFoaAgulwtFRUVobGzE8uXLceGFF8LtdlvOLysrw80334wDBw7g4MGD6OnpweDgIAKBAPLz81FXV4clS5bg0ksvRVVV7s72JSLKNG3l5XA88bNICKutemuWVzRO1jYC0tSy15MPWVYN0dMe2SVOthgCdPR3Rb1Pva4J0tQGPnwnCpBA3itNAbrw9UN0twG+gZjniaH+qLcp+7fGfszyGsBtX4qor7gMylOPxDzf9jH3vALtVIAuBnoNt4mWvUASAbrSute43XUComVvJKBPNWFp4Z5cmaY0z45P5wx0LQTR3w2ZX5jxAD0rj0tECZMS2H+7EwO7jO29i5boaPgEw/PpSgigYJ5EwTwNcz6oQQ8Bg3sEejcrKH+DfYDet0OJhOcAEOgW6Pibio6/qQCcyKsPz08vXamjZJkOZxJNZIiIiIiIiIhyzbT9NFOaw44E1NXVoa6uDlddddWkHtPhcGDVqlVYtWrVpM4nIpqxCkoQ+OavoWx+FrK2Efq5b8z2isYJYVvFrNc0Qp0QoCsnWzDxI2cxaAyEZVk1tGUXQ5ZUQlv1lkjrcgNFAUT8CnRZXgvpLYbwjQfionWvpYpZKiqEro3vGI4esFsCYRPz3PeJQu+4HnpNI5SjBywXGwghkO8Nh8UjuzZBOfRa5DZ1zyZob//X8DmmtSmt+2Kux8zueHXLcwilKUA//Qp00wz0YAAIBQGH83RXRkSUsNZfquh41vhzx10tsfSHAajW64VpmlIcQPHZEsVna1GP6d0ce4b6yJHwnPUT/wtAkShcIE9Vp+soOkvn3yciIiIiIiKaUqZtgE5ERFOLrKiF9tZrsr2MhMnaRmDPK5Ft0dZiuN0coOtNSxD6wE2x7zTBGegQAnrDQqgTHl9p2RsOYCeusawaouvE+Gm+QUQjOo7GfEhz23oDRYG+6i3QV73F5iYF3ppwS/6hZ/8Xyr03jz/m4V3h2d+qCmFauzh20DpXPpr+bojeDstudcs6hN77OfuLFU6X+YKDpGegF1h3jvqAgpLJr4mIKAntf1PQ8rDxoh01X+KsuwJwlWVpUZSzylbp0EZC6N2kwt8e572KLjC4V2Bwr4IjjwCKS6L4HB1zPxNC4YLkL3QnIiIiIiIiyrQ0fKJMREQ0/cnaRsO2ONlsPMBcgV5YGv9OlQQDdACyYaHx8Vv3hgPYiceUm2bJDw8Cuk1rVikh2o7EfrxYAXqC5JnLICdUWAtdg3Jgm23reaFrEMcOJXS/0arVRV8nxKFXJ7fYOKwt3E+vAh1A0nPkiSgzpAT8nUDPJgVH/0fFwJ7EXqdzWf9rAvtuN3W8UCQWfy+IgnkMOMmqfJWOhf8vhFX/68f5f/DjjFuCqLhYg6Mw/t8XPSDQu1mF6snAQomIiIiIiIhSgBXoREREk6CbA/T2o4AWisx6trRwTyRAF0r4v0Qe3zQHXWndDz2v0PiYZcYAXUg93HrcXP082Gtp/255PNPznRR3HvR5Z0Hdvy2yS9mzCbKizvZwpWVvZEZ6LErL3qi3qVvWIXTGuUkvNS7/iGEz6RbuTre1xf5I7D8DIsqO3d9wouv58TbnDZ8MoWjx1J0PPnJSYNdXXZAB44UA828KofxC+/nXRGOEAPJnS+TP1jDr3RqkBgy9Hp6f3rtFQf9OBXrAepGJu0oir94+bD94nwOhIYRnqC/X2QGBiIiIiIiIso4BOhER0SRI00xwoYUguk5AVteHtwf7jCckFKDbz1u3ozcYA3Qx6oNyxFiJLctrrQ/hG7S0DxdtrXEfz1xxP1n64vMtAbq2/FLbY5XWvYg+jXWcaI0RoG/9e7h1vpratzzWCvS8JO9AhKvQJ1TfixEfWPdJlHs8NcZ/mb7DU7cCPTQEvPZlJ4J9xudQ994QZr8/kVdcIiOhAoULJQoXaqj/mAbNDwy8Fg7TezcrGNwnAClQukKzfYsjdaD9KRXBPoG2P4f3ec8Iz04vXaGj5FwdapI/YomIiIiIiIhOFwN0IiKiySgohiwsNVSai5PNkQB9ci3c1cTndZdWQhZXQPR3jT9+T7vxmJIKa5Xz8AAAY7CuxJt/XlCSstnc+uILgD/+xPDYypH9tsfaBuO6Dkx8PlJCiRGgi8FeKAd2QF+0YtJrtmUK0JOuQEd4DrqY2L6eLdyJcpJ37vQI0PUQsOfbTgw3G3/OlF6gYf5NU7einnKL6kYk/MangeAA0LddgbvS/hIx32FhuaDD97oC3+sKjv0eEA6JoqUSpSs1lK7QUbhIQuGnGERERERERJRm/NWTiIhokmRtoylAbwXOPfW1OUAvSm0FOgDoDQuhvro++vryCgBvITChGl74Bi1VzpmYfx65r9lnQBaUQAyNr0nd/JztseJkazioPhVOq3/5JRzP/s5a/W1+DNOFBcqWZ1MboEtpaeGe9Ax0wDoHPU4bfco9yv5tcPzmBxABP4Lv+xz086/M9pIoDbxNxrbmI8cF9ACguLK0oEk6dK8DPS+rhn35TTqWfC/IQJLSxlkEVL4p+miA3s2xLxyUIYH+HQL9OxS0/BxQ8yVKzjtVob5SR36jTOatExEREREREVFCEixzIyIiIjPzXHClrSX8RcBvDXkTqkBPfAY6YJ2DbuHxQuYXGfcND1gOEx2xA/SUzD8foyjQF6007mrZY3uokDrE0QPhr080w/nnX8QPz/MLEbr0/YZ96vZ/AqHgaSzaJOgPz5OfyDOJ/rIeY4AuOAN9apESjt/eAaXzOER/F5z/fYelMwFND/mNpsuONIHhI1MrsTu2VsXxtcaU3FkicdadQTgKopxElAEVb9Ax76Ygyi7SoOTFH2SiDQt0r1dx8MdObP6oGxvf6Ub7s/xYg4iIiIiIiFKLv2kSERFNkiyrNu4Ya8c91Gs9NpEW6IoarlRPcJ52vLnkMs8LeI0B+sTK78g+UwW6NIX4smlJQutJlD7vrISPVVr2AloIyu6XE7vvM86BvuJywz7hG4Cyd3NSa4zJJiSVk6hAN8+iBwP0qSXoh9I+/m9H+Ich4oxDoKnJ4QXc1VO3jbs2Chz9rTE8Fy6JpT8MIK8ufmBJlE55syXmfFDD2XcFseYZP5b9xI/Ga4MoPkeHUOP//Qx0CTiL7W+T/OtNREREREREk8QAnYiIaLKEsRXu2Ce1YsDUvl1RgfzCBO5PAGU1gMOZ2OO74gTtnnzr7HXT2qCFIDqPG3YFr/0O9FOz3LUFy6GtvCKx9SQomXnhSuu+8BpPNMe/36JyhK6+DrKiFrop9Fe32LeJnwzht6kyNlWTJ8T0fRCcgT612FxIYXeBCk0P3rnGrhO+w1Pn1yjVA5z3Mz8KFow/h4VfD6L4LKaLlFsUB1B8tkTjtRqWPRTA6qf9OOvOAGZ/MATvPPs28MIlUXyO/W3NP3Vg63UuHP6JA71bFWj+dK6eiIiIiIiIphNOuyMiIposxRSg6BoA6/xzFJUmNds8Yc7YA3hlntcSoJsDPtF1EuLUusfoi89H4LyLw3O+8wpSv3anO+FDReve8P/3dRj2h1ZfBe3NHxvfoQjI8lpACV/UoK28HErz7vGbd7wABP1JPXZUpuBUCiXun4UdSwU6239PKbYXUgz1Z34hlBHeuRI9G8e3fc1TpwIdANyVwLIHA9j7XSe88ySqr4w+k5ooVzi8QPlqHeWrw39f/d1A31YFvVsU9G5W4W8XKD5LhxrlR3vPJgVD+xQM7lFw5BFAORW2l64M/1dwhkxmcg4RERERERHNIAzQiYiIJsv8qase/oDXHKBbqsBTRLrihMEer2X2unlt5vnn0ls83vY9kar5yUgixFY6jgHDgxC9nYb9cs4CyOo5Uc/Tll8Kx2P3Qox1BRgdhrLrZejL3jS5NU/kHzFue/Ind5FBnnkGOivQp5TREcsuVqBPX94mY+A8PMUCdABQ84Al/x4Ept7SiQAA7nKg+kod1VfqkDKEkWMCWpRrz4IDwNB+4192PSDQu1lF7+bwxXaOIonS5acC9RU6PLNkWq53JCIiIiIioqmHAToREdFkmSvQ5amAJUMBetwg2pMfnqk+gSVAN88/r6lPydJiSrJaWzlywFKBLitnxT6ppBLyjHMhDmyP7FK3PJeSAF2YK8WTaEk/kTQF6GCAPrXYVKCLoYEsLIQyIb/J2O585LiA5kfUytdcxWpbmi6EAPLnRB9D0LdVAWTsNDw0IND5DxWd/wgH6u4aidKVGkpX6ChdrsNVltIlExERERER0RTCj1CIiIgmy5REiEgFep/xuCwE6NKdByiqNby3VKAfNWzrVdGrulMlbuW8ibJ/K8SIz3gf8QJ0ANqKy4338+pL1urxyTC3cHfHmUUfjamFuyWYp5wmbCrQwQr0acvbaArqpMBwS26Wqh79nYq+Hbm5NqJMKbtIxzn3BlB/TQiFi3RARA/bx/jbBNr+7MDeW13YcJUHhx5gvQEREREREdFMxQCdiIhosiwV6KfahWeqhXusSm7Pqepmcwv3gVyoQI8doOu1TYZtZdvzhm0pFMjymrgPo513MeSpmegAIAKj4RD9NAm7Fu6TID2sQJ/SbCvQOQN9ulLzAE+dsY2773DuhdTtf1Nw6H4ndn7ehban+KsezVyqGyhdoWPup0NY/nAAq5/yY8ntAdS9J4S8ej3+HQDIr7cP3TU/oIdSuVoiIiIiIiLKNbykmoiIaLLMgzJ1Lfz/mWrhHqOSW54Kdc2PLXz9gBYC1PBbAMU8A70qBwL0xedDOdkc2VZ62gy3y7JqwOGM/ziFpdAXLoe6Z1Nkl2Pd/0Ab6E5uvSbKwZ3G9bgnF6BbK9B9UQ6kXGTbMcDHAH068zZJjJ4Y3/Y1KwASC+Iyof81gX23h18bZUhg3/dcGDkeQtN1TPqInEVA5cU6Ki8O/5sdbQN6t6jo3aKgd7OCYK/1gpjSFZrtfbX9RcXhhxwoOS88O710pY78Rs5PJyIiIiIimk6mXYD+yU9+Ep/85CezvQwiIpoJJlQ3A4hagZ6NFu44NV/bNrwf6geKy4FRH0Rfl+GmXJiBri++AFj3P1FvT6R9e+S+VlxuCNCV5t1QmncnfH5CPJNr4S7NlesjDNCnFFagzzj5TRLdE5pYDDfnTlo2ckJg11ddkAHjmpzF8dtWE81Enhqg9ioNtVdpkDLcUWIsTO/brsBdLuGptT+3d4sCbVige72K7vXh94KuChkO01doKFmhw1OVwSdDREREREREKZczAXogEEBLSwsGBwcxMjKCvLw8FBYWorGxES5X7A/aiYiIsiJKBXqmWrjHCqIj7cG9RZBCQMjxEEUM9kIWl0N0HDOeI0RS4fRkxZuBrs87C9LlgQiM2p+fxBq1c98Ix2/vgNDSWIFpqiSf9HkjPkDXraMBKDfZzEAXnIE+rXmbTC3ccyRADw0Br93iRLDPuJ6694Yw+/32FbRENE4IoGCeRME8DXM+qEEPAf52+3/fUgP6tll/Tge6BNqfVtH+dDhQz28IV6aXLNdRcp4OZ2FanwIRERERERGlWFYDdF3XsX79ejz77LM4ePAgdN3aAlFRFMyfPx9XXnklVq9eDYUfKhMRUY6QdhXoUmauhbuiQqoO+3B4LEBXHYC3GJgQ7InBXkgAoq3VuM7y2rjt1VMixmNI1QF48iHrF0CYWqVHjkkm5PcWQbvwrXCs/3Oyq0yYvmD5pM6T3iLDtpB6eA66aT/lJmFTgQ5ff/g1gH18pyXvXGM1d7BPQPOHZy1nix4Cdn/LieFm4+9IZas0zL+JrduJJkNxAHmz7Ls3+JoFQoPxX+OHWxUMtyo4vhaAIlG4SEbavRcv1aGwRoCIiIiIiCinZS1Ab2trwz333IPDhw/HPE7XdRw4cAAHDhzAk08+iZtuugk1NTUZWiUREVEMlgp0PdwWPRQ07k9XgA6Ew2i7AP1UC3cgHOAbKmNPBfyi/ajhFFk1Jx0rtIoV0nuLACGgNyy0zBofk2yVfOgDXwCKKyEOvxZps58SDif0pRdCu/Btkzu/oNiyS/gGLME65Si7CvRgAAiMAu7JtfWn3JbfKNH06SC88yS8TRKeGgmR5Wt7D97jQO8rxou58pt0LP5uEErO9Bojmj4K5ktc+OdR9G0Nt3vv3aJGrVaP0AUGdwsM7lZw5NdAyXkazr0/GPscIiIiIiIiyqqsfKzS0dGBW2+9FX19fYb9brcb5eXl8Hg8GB0dRXd3N/x+f+T2w4cP49Zbb8X3vvc9VFVxqBgREWWZuSuK1CEGei2HycKS9K3B5QZGrbOzJ87XloWlwMnmyPZYi3ml/YjxnEzMPwcAh9PSVj6yhvxwj1O9cVHU05NuM+/OQ+gd1yV3Tia4PJBOVzh0HePrBzA7a0uixNlWoAPhbg8M0Kcl1Q00XJM7LdGPPabixOPGX+ecJRJn3RmEY5KTJYgoPnc5UH2ljuordUgZwsgxcSpMV9C3VYlboV58rv3FfNpouBW8Z5ZkIxMiIiIiIqIsy0qAfvfdd0fCc0VRcNlll+Gyyy5DY2MjxITfFKWUaG1txbp16/Dcc89B13X09fXh7rvvxg9+8INsLJ2IiGicufRQ163t2915aQ3TpNMN289YPeMV6OYKeBG1Aj1DAboQgMMFBP3W205VX8uGFAbouaygBOjtiGyKoT6ksEae0ilKgC6G+sPjEIjSqHujgoP3GH+VEy6JpT8MIK+OryJEmSIEkD9HIn+Ohlnv0SA1YHC/QO+WcKDe/6oCGTC+UytdYX8hTu9WBbtuccFTq0favZcs1+FKYyMjIiIiIiIispfxAP3ll1+OtG0vKirC1772NcybN8/2WCEEGhsbce211+KSSy7BD37wAwwMDODw4cN45ZVXcMEFF2Ry6UREREZ2FehDGZp/PsZpP0RTmlq4Gwz2AlJCZKsCHQhXztsE6GMV6LJyFmReAcTIkPH2whLjxQFTnPQWQ0wI0DE0kL3FUHJGowTovn5eBEFpNXRIYM+3nIBuDOUWfj2I4rP4t48om4QKFC2WKFqsoeEaDZof6H9VQd+WcMv34aMCRUvs/532bg6/rxw9qeDknxWc/HN4v/eMCYH6OTpUNjkhIiIiIiJKu4xP7du0aVPk6xtvvDFqeG42d+5c3HjjjZHtl19+OeVrIyIiSopNBbqlhXvaA/Qo88Q9EwP0EsNNYrAXGOi2tKDWqzM0Ax2Ivu6x+d+KAr1hoeVmWTGNqs8By7xz4evP0kooWcJvnYEOABjinyGlT6AHeO0WF7RhY3je8MkQqq/Us7QqIopGdQNlK3XMvSGE5b8M4KI/+aE47Y8dC9DNfK8rOPZ7B1672YX1b3Zj+2dcaPkvFf2vCeihNC6eiIiIiIhoBst4Bfrrr78OAKivr8fZZ5+d1Llnn302Ghoa0NraioMHD6ZjeURERImzqUC3tHBPd4Dusg+iJ1agW1q4D/RCaTNVnzvdQElVypcXjXS6bFvPj1WgA4BsWAjs22K8fTq1bweAgmLDphjqy846KHnRKtD5Z0hpovmB177qgr/N+OpZdYWGxmuZohFNBdGqx0M+INgff/C5DAn07xDo36Gg5eeAmi9Rct54hXp+I+enExERERERpULGA/T+/nBVTlNT06TOb2xsRGtra+R+iIiIssauAj3DAbpMqALd2sLd0r69ut56QUA6RVm3zB+vyNYbrXPQZeXstC0pG6QpQIePLdynjCgV6IJt+Ke99r8pGHpdga9ZYLhZYPF3g1FbMqfS/tudGNxtfJ0uWqpjwdeDDMyIpjiHF7joz374Dp+an75ZQd92BfpI7H/c2rBA93oV3etVuKskVv3ROh6HiIiIiIiIkpfxAH2MlJzPR0REU5wpcBbSGqCnv4V7lBnonvzxr4tMFeiDfTYBegbbtwNRK+fhHa9At2vhrk+3CnSvuQKdFwhOFSJKBTpYgT7ttf6XA8Ot46//vsMKipZoaX/cyos1dL2gQPeHAzV3jcTS/whAjfJySkRTixBAwTyJgnka5nxQgx4EBvaI8Pz0LSoGdglILXqgXrpCs72YRupA90sKis/V4Sy03k5ERERERERWGQ/Qi4uL0dHRgZaWlkmdP3ZecXFx7AOJiIjSzaYC3drCvSS9a4hWgR6rhbt/GOLo64Z9sro+1SuLLYEKdJTVQJZUQPR1jd8+a266V5ZR0muuQGeAPmX4o7Vw55/hdJffJDHcOr7tO5yZ8u/KS3S4qwPY9VUXtBHgrDsDcJVl5KGJKAsUJ1ByjkTJORoar9UQ8gH9O5RwhfoWBb5DxvehJSt02/vxHRbY9VUXoEgULpIoXR5u9158lg7F/jpMIiIiIiKiGS/jAfr8+fPR0dGBI0eOYNeuXVi6dGnC5+7evRutreFPq+bNm5euJRIRESXG3PI8Cy3co1Zyx2rhDkBp3m3Y1jNcgS6jVM5PrECHEAhdfR0c/30HhNShLV0FOefMzCwwQ2RBkWGb4esUoYUgggH723gRxLTnnSvR9fz4tq85c/3TixZLnPcLP0ZPCBTMY0cvopnE4QXKV+soXx0Oyv3dQN/WcLv33i0qSqME6L2bT71f1QUGdwsM7lZw5BFAcUsUnzM+P73gDGm5NpSIiIiIiGimyniAfsEFF2DDhg0AgHvvvRff+MY30NDQEPe8I0eO4N57741sr1q1Km1rJCIiSoj5U8YstHCPNgNdTqxAzyuAVB0QWiiySwRGjcdXx/9ZnFKJVKAD0Na8A3rjIojW/dCXX4ppN+i3oMSwKRi+Tg1R5p8DvAhiJvDONYZUvubMJk6easBTzfCcaKZzlwPVV+qovlKHlKGob5F6t9i/Rul+gd5NKno3qQAAR/Gp6vQV4f88s+S0e9tFRERERESUqIwH6KtWrUJjYyNaWlrQ39+Pr3/967jyyitxySWXoL7e2j72yJEjeP755/HMM88gFAp/8N/U1MQAnYiIss9cga6FgBGfYVfaK9CjVXK7x2egQ4hwkN/XGfVucnEG+hhZNQfQNOv3exqwtHAfGgCknH4XCkw30eafAxCcgT7teZuM4XWgUyA4iJTOFg4NARDhilMionhivW0QKiBcEjIQ+71FqF+g8+8qOv8eDtQ9teEgvWSFjoo36lCjvHUjIiIiIiKajjIeoAPAF77wBXz729/GwMAAQqEQnnzySTz55JPweDyoqKiA2+2G3+9Hd3c3RkaMFT5FRUX4whe+kI1lExERGUjTp5VieNB6TFG6A3Trp5nS4bIE67KwBCJKgC4LS4H8FCY/CYhaOW+qQJ/2zC3cQ4FwdbMnP8oJlAtEjAp0DPXzIohpLm+OhHBIyND4n/Fws0Dx2ampCtdDwO5vOuHvFDjrriDyalltTkSTd9YdQWh+oP/VsXbvCob2C0DG/jk1elLByT8raHtGYs0b/RlaLRERERERUW7ISoBeW1uLW2+9Fffccw+OHDkS2T86Oopjx45FPa+hoQE33XQTampqMrFMIiKi2BQ1/jGmFt2pZhtE51nD11iV8LLa2gEm7aIE6PDOrADdUoEOhGdoM0DPbbEq0EMBIDAKuPMyuCDKJMURDtGHJ8w+9x1WUHy2dtr3LSVw8MeOSEvlbde5sPQ/Aig+iyE6EU2e6gbKVuooWxkeQREcODU/fUs4VB85Fr3LT/FZ0avPT/yfCu88HYWLJJSsfLpERERERESUHln7FWf27Nn4wQ9+gBdffBHPPfccDh8+DF3XLccpioK5c+fiiiuuwJo1a+Bw8LcyIiLKEXEqTKW3CFDT/HPLphW69Nj0/I0RoOtZCdCtreelOz/9369ck1cAqagQ+njwJnwDkOW1WVwUxSP80QN0AMBQHwP0ac47V2K4eXzb15yajgPHH1Nx4n/HXweDvQJ7vu3CBX/wQ3Gm5CGIiOAsAiov0VF5SfgzmNGTQO9WNVyhvllBsG/8Na10pfVzGiAcwh+40wFIAdUrUbJMR+nKcNv3/EbOTyciIiIioqktq59SOxwOXHLJJbjkkkswOjqK1tZWDAwMYHR0FB6PB0VFRWhoaIDH48nmMomIiOzFqUBP+/xzwH4Guk2AHrsCPcPzzwH7CvQMt5HPCUKEq+4He8d3DfWDtaY5LkYFOnDqz5AXQUxr3rk6OteN/wxIRYDevUHBwXuNv54Jl8Ti7wYYnhNRWnlqgdqrNNRepUHqgO+wiFSnl51vH6D3bVUibeA1n0D3ehXd68Ovi64KidIVOkpXaihdocNdmbGnQkRERERElBI5U+bl8XiwYMGCbC+DiIgocfFKazISoNu1cE82QM98Bbq0q5yfYe3bx8iCYogJATqG+rK2FkpQrBnoAISPF0FMd94m45+w73D09seJGDoosOfbDkA3/lxZ+I0g27cTUUYJBSiYL1EwX8OcD0UfTdG7JfrrXqBLoP1pFe1PhwP1/Ibx6vSS83Q4ClK+bCIiIiIiopTKmQCdiIhoylFiByaZqEC3m4GebAv3XJmBLmdiBToAmOagC99AlhZCiRJxKtAx1J+ZhVDWmAP0YI9AsB9wFkc5IYaRDh07v+yANmwMzxuvC6L6CvvKTyKibPPUSHjn6gldQDTcqmC4VcHxtQAUicJF4Qr1We8JsTqdiIiIiIhyEgN0IiKiyRLxAvSS9K/BtoV7vnUtRfYBuhQKZOWsVK8qPrt1z+AKdAOGr7kvXgU6uwhMe55ZEsIpIYPjobfvsEDJsuSqxUOjEi9cPwh/mzE8r7pSQ8O/Rq/8JCLKtvqPaaj/mAZ/d7ide+9mBb1bVPjb43Ro0gUGdwsM7lZQ945QZhZLRERERESUpJwI0F999VXs2rULLS0tGBgYwMjICPLy8lBYWIimpiYsXboUZ599draXSUREZBSnAj0jLdztWqHbtXAviBKgV9QCjiwM12UFeoS0VKAzQM918SrQxRC7CEx3igPIb5DwHZwQoDcrKFmWeOgtdeDlL/vQvcN4TtFZOhb8v2DcKSFERLnAXQ5UX6mj+kodUoYwclSEw/StCvq2KggN2r+Y5c3W4am1v88jv1UwVDuKmjVOwOaaSyIiIiIionTLaoC+YcMG/P73v0dHR0fUY1599VU88cQTqKysxIc//GGsXr06gyskIiKKIW4FepZmoCfRwj0r7dthPwN9plagm5+3YAV67vPHa+Hel5FlUHZ550r4Do5v+5qTS7ybf6HiyF8Chn2eWh1LfxCAavMSSUSU64QA8usl8us1zHqvBqkBg/sFerco6N2ioP9VBTIQfq0sXWk/okJqQMuvVBwcDP+s9dQ6UbpCQ+lKHSXLdbgy8PaaiIiIiIgoKwG6rut46KGH8MILLyR8TmdnJ+69915s374dn/nMZ6DEq/ojIiJKtyk0Az1aO/lsBeisQB8nC0qMO1iBnvviVqDzz3Am8DbpANTIdiJzgMe0P6Og5ZeqYZ/qlTjrziBcZalaIRFRdgkVKFosUbRYQ8M1GjQ/0P9quN172fn2AfrgfmGoWh89KXDyzw6c/HN423uGjtIVejhQP0eHmpeJZ0JERERERDNNVgL0X/ziF4bw3OFwYNmyZTjzzDNRUVEBj8eD0dFRdHd348CBA9i+fTuCwSAA4MUXX4TT6cSnPvWpbCydiIhoXE5UoNv0tbRp4Q53HqQ7D8I0uzl7ATpnoEeYZqCz/Xfus/w7crogghMqiVmBPiN4myQgJDy1Et65EkVL7cMgs/5XBfbdbhydIVSJJd8Lwjs3uRnqRERTieoGylbqKItSfQ4AvVtiv7/2va7A97qCY78HhEOiaKlE6UoNpSt0FC6SUHJiUCEREREREU11Gf/VYs+ePVi3bl1k+w1veAOuueYaFBVF/9B8cHAQjzzySCR0//vf/443vOENWLx4cdrXS0REFFW8bihF2ZmBDpfH9lBZWGoToM9Jx6risq2cn6kV6OYW7r6+7CyEEmeqQJdlNRDtRyLbwseLIGaC0gt0vGGdH6r9S66tkeMCu77mggwa272f8UUNZasSC+CJiKazgjMlqq/U0L/NgdGu2BcVyZBA/w6B/h0KWn4e7uRRskxH/TUhFC/lBUlERERERDR5Ge+D/txzz0W+fvOb34zPfe5zMcNzACgsLMRnP/tZvPnNb7a9HyIioqyIW4Ge/j68tkG0qtocCds56Hp1Q6qXlBjOQI+Qpgp0sAI995kvRCmvNWwLVqDPCKobSYXnAHDyLyqCfcbw/MxPuDH7fQzPiYgAoHyVjiXf1fDuzSV429NFmH9TCGUXalDy4gfimk+ge70KGczAQomIiIiIaFrLeAX6/v37AQBerxcf+9jHkjr3Yx/7GNavXw+fzxe5HyIiomyRMSrQpaICeQXpX4RNgA7V/se7uaW8dOcBJRXpWFV8dsF/Jr5fucjcwt0/DISCgMMZ5QTKNmGuQK8wBugY6gekBIQxKCVquj4ExSXR8vPwv+/ai50475v56OgazPLKiIhyixACJQsdqC/RMfuDOvQgMLBHoHezit4tCgZ3C0jN+nNW8YTbuts58lsV/naB0hU6Ss7T4Zihbz2JiIiIiCi+jAfofX19AIAlS5bA6Uzug2Gn04klS5Zg06ZNkfshIiLKmlgV6IWl8Vu8p4JtgG7/89USoFfNyV7Ap2vWfe68zK8jB0hvsXWnrx8oztLFDRSf3xSgl9cYtkUoAARGZ+zfaYpOCKDxXzXkzZY49j8OrLmvAIqDF1oQEcWjOIGScyRKzgmh6Tog5AP6dyjo3aKgd7MC3+Hw++6SZTqUKB81tT2pYrhZwfG1ABSJokUSpSt1lKzQUbxUh+LK3PMhIiIiIqLclvEA3ev1or+/H4WFk5tzOnae1+tN5bKIiIiSF6sCvbAkM2uwaYUua6K0ZS+tNB5X25iGBSVGFpXb7IvS8l51QBaXR62sn/JsZr+LoX5IBug5S1gC9DrrQUN9DNApquordNRcEYKzkOE5EdFkOLxA+Wod5avDIzD83UDfVgXOKBOB/N3AcPOE9+66wMBugYHdClp/BShuieJzdZSu1FG6XEfBGTLetCYiIiIiIprGMv7rQG1tuMVld3f3pM4fO6+mpibOkURERGkWo3rbXO2dNqoDoTXviGxqC1dA1jXZHqqtvDwyM10KBdqE8zKuuBzaOW+IbGorL48+A111ACWV0zdAVx2QphBdDPVnaTGUkFHTDPSSivDYhgn4ZzizSB0YOSbQ9ZICGX9ML4DYTUyIiCg57nKg+kodZat029v7tsR+0dX9Ar2vqDh8vxNb/9WNDVe5sftbTpx4QsXICV7sREREREQ002T8k+gLL7wQ+/btw+7duzEwMICioigfltvo7+/H7t27I/dDRESUVabAzCBTATqA0Ee/An3RSiDoh77i8qjHyZpGBL75Kyj7t0JvWgJZvyBja7QT/NS/Q9v8HKAo0FdcltW1ZJssKIYYnjAD2cfwNWdJCfiNATo83vAs+4GeyC7h60eCOSpNYcF+YOcXXBhuEdD94YDlwidG4a4Ehg4KdDyroun6EESMHxdERJR+hUskmj4dRO9mBf2vKpDB2KF4sE+gc52KznXhF3BPnY6Gf9VQ+3abMURERERERDTtZDxAv+SSS/DMM8/gxIkTuP/++/GVr3wFDkf8ZYRCITz44IMIBoOoq6vDJZdckoHVEhERxZALFehAUgG0rGmAFq3Fe6apDuir3pLtVeQGbzGAY5FNVi/nsMAohDRVt3nywxdBTAjQwT/DGcFRCAy3jofnAOBrVgBFx2u3uOBvF/A1Cyz6ThCO/CwulIhohsufLdFwjYaGazRofqD/1fDs9N4tCob2C0DGDtRHTygQaihDqyUiIiIiomzLeONAt9uNW265BVVVVdi5cye++c1vYs+ePTHP2bNnD771rW9hx44dqKqqwi233AKPx5OhFRMREUURowI9owE6TXnS3L6e4WvuMlefA5DuvFMXQYwTQ30ZWhBlk1AAb5Ox18DgPoFdXw2H5wDQvV7F9htc8E9ughUREaWY6gbKVuqY95kQVvwygNVP+rH4+wHUvTuEvNn2LeABoHSF/W3HH1ex/bMutPyXiv5dAjpzdiIiIiKiKS8tFehr166Ne8yKFSvwt7/9Dc3NzbjttttQXl6OM844AxUVFXC73fD7/ejq6sLBgwfR1dUVXqzDgRUrVmDDhg0AgPe9733pWD4REVFiYlSgZ7KFO00DBabwlS3cc5YYHbbu9HghC0qMx/EiiBnD26RjcO/4dcktDzssrYFVD+AoyPTKiIgoEc5ioOpSHVWXhgPykZMCfVvC1em9mxUE+wTym3S4K+zP796goH97+L+WnwOqV6JkmY7SleH/8htkzF8biIiIiIgo96QlQH/ssceSPqe7uxvd3bHLMkKhEJ588snINgN0IiLKKlagU4pIc/WybyBLK6G4/MYAXQoFcLogTRdBsIvAzJE/11iBbg7PPXU6lv5HAKo7k6siIqLJyquVyLtaQ+3VGqQO+A4LBPvtE3A9CPTtMDZ31HwC3etVdK8P/67gqpAoXaGjdKWG0hU63JVpfwpERERERHSaMj4DnYiIaNqINQO9iAE6Jc4avvZlZR0W+qlWpUqapv7oWswLUXKSuQLdkx9+LbC0cGeAPlOYW7hPpHolzrozCBd/JBARTUlCAQrmSwD2r/UDewT0kdjl5YEugfanVbQ/HX7Pk99wqjp9hY6S83R2KCEiIiIiykFpCdBZGU5ERDNCrFCRFeiUjBwMX8XBnXD+5j8gOo5Be+O7EfrgTSkLu8Wxg3D+5P9B9HZAu/KjCL3z+pTcbyYI8wx0dx6AzF4EIY6+DufPvgnRfRLa5R9C6D2fSdtjUXzepijzclWJJd8PxgzYiYhoais8U+KsOwORdu++w/EvOhxuVTDcquD4WgCKxKz3aDjjZg5OJyIiIiLKJWkJ0N///ven426JiIhyi4j+ARlbuFMyLOFrllu4KztfhPPn34IIBgAAjufXQpZWQHvLNad/5wE/nA99DUrXifB9P/kraOddAjnnjNO/70wwVaBLT374/80z0NP4Z+j488+hdBwNf/3Mf0O74M2Qs+al7fEoNnc1oOZLaMPGCsQzvhhC2QVRwnUiIpoW1DygfLWO8tXh13t/F9C3dWx+ugp/R5zh57qAq8L+Qis9FP51I8avHERERERElCZ8G05ERDRZUSrQpdMdqUolSkiBeQZ69irQ1Zf+AudD/y8Sno9xPPFziOY9p3//f/ttJDwfoxzcedr3mynRKtBRUGQ8Lo0V6OrO9cbt5x9P22NRfEIAxecYg/JZHwhh1nu0LK2IiIiyxV0BVL9Zx8JvhLDqj36c/6gfZ3wpiIo3aVAL7IPy0hX2F1t1v6hgw1Vu7P6WEyeeUDFyIk4YT0REREREKcMZ6ERERKdBCgVCmj704vxzSpI0tXDH8GDm54NLCfVvv4Xzfx+0vVnoGpwP34rAN38FeLyTegjRdRKOpx+x7j/RPKn7y4pRn2EzWgU6hvoBKcPpKk17cz8dwvARgdHjCma9L4T5N7IVLxHRTCcEkF8vkV+vYdZ7NUgNGNwvIu3e+19VoLiBwgX2wXrvFgXBPoHOdSo614XfE3rqwrPTS1fqKFmuw1WSwSdERERERDSDMEAnIiI6HYoCaMYAne3bKVnmAF1IGQ7RzaFsuug6HP/7ABzP/j7mYUrncTgfvRvBT3xzUg/jWHufpbIdAJQThyd1f1lhqUAPB+iWLgKhABAYTX03Cs0mmGXHi6wrOEPigj+E/27zmgkiIrIjVKBosUTRYg0N12jQ/MDIEQER5XrJ3s3WblejJxSc/JOCk38KbxecGQ7TS5frKD5Xh+pJ4xMgIiIiIppBGKATERGdDpuhhAzQKWmm9t8AIIb6rVXN6aCF4HzkB1BffspyU+jKj0I5uBPK4V2RferGJ6EtuQD6yiuSehhlzytQtz9ve5s4cXjKVGsL0wx0RKtAB4ChvtSH28OD1n0M0HPCFPjrS0REOUR1hy/AsjPaAYwciz91ceiAgqEDCo7+FhBOieKzxivUCxZIKPzUj4iIiIhoUrL+VvrQoUM4ePAgOjo6MDIyglAosXaHQgjccMMNaV4dERFRHDZz0BmgU9Kcbkh3nnG+9lAG5qAHRuH82TehvrbBclPwfTdCu+LDEF0n4PreNYbg2PnbOxFoWgpZUZvY44SCcDx6d9SbxfAg0NcFlFYm/RQyzlSBLsfCa48XUlEh9PG512KoH7I8we9RgoRvwLJPuhigExERTSeeKuCCx/3oO9XufaydeywyKNC3TUXfNhXNPwMKFuhY8V/Wzj9ERERERBRf1gL0DRs24NFHH0V7e/uk74MBOhERZZ1NBToYoNNkeIsM4azw9cO+JilFfANwPXALlEOvGXZLRUXw41+Hvuqt4e2KOgQ/+hW4Hv7O+NpGhuD85W0IfOl+QI3/dlL9+2NQ2o/EPEY5cQj6FAjQo1WgQ4hwG/eBnvFjh/pS/2doV4HO0mciIqJpJ69WIu9qDbVXa5A64DssImF633YF+mjsn/9Fi3Xb/VIDAj2AO/ffdhERERERZU1WAvTf/va3+NOf/pSNhyYiIkotVqBTikhvMUTP+IWFIp0V6L2dcN37BSgnmo1rcLoR/NT3oZ+12rBfP/9KaLtfhvry05F9yqFXoT75a2hXXxv7sfq74PjLL43317gofB8teyP7xIlmYMmqyTybzLLMQB+v/pYFxRATAnTYVIufLrsKdISCKX8cIiIiyh1CAQrmSxTM1zDnwxr0IDCwS6B3q4rezQoG9ghAMwbqJcvtA/TB/QLbrnMjv3G83XvJMh2Ogkw8EyIiIiKiqSHjAfqOHTsM4XlBQQGWLVuG+vp6FBQUQLEJIoiIiHKWTeUnA3SaDFlQbNxxKigVR1+H0rIH+sLlkJWz496PsncLRPdJaOe+AbCZyy3aWuG65wuGsB4AZH4hAp+7C3LeWbb3G/zQlyAOvgql60Rkn+Ov/wV90UrI+WdHXY/z/34G4TdWbQc/9CWoL/6fKUA/HPe55YRRn2FTjlWgA4DX+GcohvpS//g2AbrQGKATERHNJIoTKFkmUbIshKbrgJAP6Nserk7v3axguFWgNEqA3rsl/LnbcIuC4RYFx9cCUCWKFkqUrtRRulJD0RIJxZXBJ0RERERElGMyHqA//fR45dKFF16IT3/60/B4PJleBhERUWooqnVfEQN0moQCa/gqDmyH6+7PQ+gapDsPgW/8F2R1fdS7UJ9/HM7f/ycAwPHkf8H/lZ8C+YXj99myF677vmQJdmVJJQI33Q1ZNzf6+vK8CF53G1x3fDoy51tIHa5ffgf+b/7a8DiRxzuyH+qW5wz7QquvhmxaDHnoVcN+ZYoE6MJSgT4eoEvTBQvp6CIg7Fq4a6GUPw4RERFNHQ4vULFGR8WacGge6AOcxfbH9m62KVzRBAZ2CwzsVtD6KwcUt0TxueHq9NIVOgrmS9vJVURERERE01XG3/4eOnQIAFBSUoLPfvazDM+JiGhqs6tAt6n6JYpHes0V6P1wPn7/eFjtH4HjiZ/FvA/1xSciX4vuNrh+cSsgw1O4lX1b4frRjZbwXK+uh/8rP4kdno+tsWkJQldfZ9gnutvg/O0dkceJ0DQ4/vZb4/l5BQi961Phr02PJ040A7p9pVROMc1An1iBbukikI42/LYt3BmgExER0ThXif1+PQT4muN/FKj7BXpfUXH4fie2fsKNDVe5sftbTpx4QsXIidiz14mIiIiIpoOMV6CPjISrdpYsWQKn05nphyciIkotmwp0WViWhYXQlGdp/z1gaHEOAOrWvyNWs27l2EHj9us7oG58EhjxwfHnX0CYKpX1hoUI3PifQBJjB7S3/AvUvZugHNg+vq4t66AtvRD6hW8b3/fSn6F0HDOcG3rHvwFF4X8f+ixTgB4Yheg+CVk5K+G1ZEWMGejWP8NMVaCzhTsRERHFpziAi57wY3C/iLR7739VgQzGDsWDfQKd61R0rlOheCTWPOOHwo/0iIiIiGgay3gFenl5OQDA7XZn+qGJiIhSz6YCHYUlGV8GTX2yoMiwLXxJhq+myugxjrX3wfF/P7WE59qilQjcfF9S4TkAQFER+NdvQ5patjt//yOIscB8sBeOv/zScLs+ax60N717fEdROaTX9JxPNCe3liwQ5u9zzAr0vtQ//jAr0ImIiGjyhAoULZZouEbDufcFseYZP87+cQBz/iWEgoU6IGTM80uW6VHD877tAtpoGhZNRERERJRhGQ/QGxoaAABtbW2ZfmgiIqLUU4w/SmV+IeBgOQYlz9L6P8nqZdHfZb8/GICA8YNQbcVlCH72TsDjTeoxIsqqEfyXrxofxz8M58O3AloIjv/7CcTIkOH24IduBtQJzY+EgKxtMt7HVJiDbqpAlxMq0C0z0O3arZ8uHyvQiYiIKHVUD1B2vo55nwlhxS8DWP2kH4u/H0Dtu0LIm20dr1O6wn7kjr8L2PFZN9a/2Y0dn3Oi5b9U9O8S0HmdHxERERFNQRlv4f7mN78Zr7zyCvbv34+uri5UVFRkeglEREQpI4WCiTXoMtlqXqIx5mrsJCvQRZ99gG4Wuvi9CH3wC7bjB5KhL78UoTVXw7H+z5F9SsteOH/+bSg7/mk4Vlt5BeSZy6z3MWsulIM7x88/cRjaaa0qzbQQRChg3DehAh3mLgIZqkAXIQboRERElBrOYqDqUh1Vl4aD8pGTAn2n2r33blFQutI+QO/bGr6wWAYF+rap6NumouXngOqVKDlPR+kKHaUrdeQ3SNsmXkREREREuSTjAfqSJUuwfPlybN26Fffffz++8Y1vcBY6ERFNXaYK9KTbYROdIr3m9t9JtnCPUoE+UfDq66C9/V/tRw9MQugDX4Dy+k4o7Uci+9TtzxuOkS4Pgu/9nO35ss40Bz3XK9Bt2uRL98QW7iXGG4f6ASlT9v0GANjOQGdpFxEREaVHXq1E3tUaaq/WIHUAUd7W9G62b3Kp+QS6X1TR/WL44k1XhUTpSh2lKzSUrtDhrkzTwomIiIiITkPGW7gDwBe+8AWce+652Lt3L772ta9h69at0HX7K1iJiIhymjC1cGeATpNlbv+tJ1eLba5Alw4XpMsT/loIBD9wE7SrPpnaMNedh+B1t0Gq0a/J1JdeCJTafzKqmwP0ttbcDoP9NnPmDRXoxosgRChgafl+umzbwnMGOhEREWWAUKK/ldRGBKDGnp8OAIEugfanVOz7ngsb3+nBpo+48PqPHOh6QYHmT/GCiYiIiIgmKeMV6ADgcrnwta99DY8//jgee+wx3HHHHXC5XKirq0N+fn78OwAghMC3v/3tNK+UiIgoDvMMdAboNEnS1P47WaKv07Ctr7gUobd+HMrezZDFFdCXrjqt+49G1i9A6N2fhnPt/fa3V86Kfq45QA8FITqPQdY0pnKJKSNGbcLwiTPQzV0EAMDXbwzZT4eUUSrQ2cKdiIiIsmvJvwcR8gF928fbvQ83x6/bGW5RMNyi4Pha4MI/jUJ1Z2CxRERERERxZCVAB4AnnngCTz31VGQ7EAigpaUlW8shIiKaHMEW7pQi7nxI1QExyQpsSwV6cQVkTQO0smqIky0pWGB02mUfgrL7Fah7N1tukxV10U8sKIYsKocY6I7sct/6EYSu+AhC7/40EKOyPStMFejS6TbOks8rgFRUQ/cAMdQPWV5rvJ9QEI7/+ymUvZuhL1qJ0Ls+BTgSGGkUGLWfd84Z6ERERJQDHF6gYo2OijXhLpP+TqB3q4LeLSp6NysIdEbvhJTfpMNdkamVEhERERHFlpVPJX/yk5/gH//4RzYemoiIKLVMPQxZgU6TJgTgLQYmhMm2oszUFqYZ6LIkgwMlFQXBf/0WlNs+BuEzzm7XYwXoAPRZc6GanrPj2d9B1jVBu+jtKV/q6bBUoJsry4UIt3Ef6BnfNdQHczNTZfOzcDz7u/DXx16HrG2Etvqq2A8+Ogznoz+yX1cut70nIiKiGctdCdS8RUfNW/RwI51Wgb6tpyrUtynQhsbf05au5GhHIiIiIsodGQ/Q169fbwjP6+rqcOGFF6K+vh5erxeqqsY4O72Gh4exfft2HDp0CIcOHUJPTw8GBgYQCATg9Xoxe/ZsLFu2DJdeeikKCwvj3t/+/fvxzDPPYN++fejv70d+fj4aGxvxpje9CWvWrMnAMyIionSTZdXAicPj29VzsrgamupkQbGhGttWMAC4bHpbmlq4y5IMl/AUVyD48W/A9eBXxtegqJA1DTFPk/ULAJvKddG8B8ixAB1DvYZNmVdgOUR6iyEmBOiwmVnu/NPPjduP3B4zQBdHD8D5829DaT9ifwAr0ImIiCjHCQF4GyW8jRpmvVeDHgKG9gv0bgkH6mWrGKATERERUe7IeIC+bt26yNdvf/vb8S//8i9QlPgzkTLh4MGDuOeee2xvGxgYwJ49e7Bnzx786U9/wo033ohzzz036n394Q9/wOOPPw4px2uO+vv7sXPnTuzcuRPr16/HzTffDJfLleqnQUREGaRd/mEor++E8A9DW3Ae9IXLs70kmsoKbGZom436rAG6lLYt3DNNP2cNgu+8Hs4nfgYA0Fa9Je5z0t74bqivPGOZ4W6uZM8FoqfDsC1Lq6wHmZ6vGOqzuZ/2xB5QSqj/eAyOxx+wb90+JsQKdCIiIppaFAdQtESiaImGho9rhtuCA0DPywp8hxX4DguEfALLHghkZZ1SByBsG0Dh6KMqChfqKDnX3G+IiIiIiKa6jAfozc3NAICqqqqcCs/HlJeXY8mSJZg7dy4qKipQUlICKSW6u7vx8ssvY9OmTRgcHMQdd9yB22+/HY2NjZb7ePbZZ7F27VoAQHV1Nd797nejvr4evb29ePLJJ7F7925s27YNDz30EG666aYMP0MiIkolfdEK+P/9MYiBHsjaJiDHfq7R1CK98QN0MToMWVRm3Dk8CBEyfqiY8Qr0U7S3fQLaBW+GGB1OqDJaVtTC/91H4fzld6Hu+Of4DUM5GKD3moLvsmrLMbKgxHiOzfOQHi/EqC/2gw31wfnr26G+uj7+wnQG6ERERDR9jLYJ7P2OseAkNAw48qOckEZ92xTs+3cnytdoKF+to2SZDtUNnPyzikP3OiFcEotvC6LyTaygJyIiIppOMh6ga1r4qtKFCxfmXHi+dOlSPPTQQ1Fvv+iii7Bp0ybcddddCIVCWLt2Lb785S8bjhkaGsJvf/tbAEBFRQX+/d//HUVFRZHbly9fjjvvvBNbt27FSy+9hMsvvxxLlixJzxMiIqLMKCzl7HNKCektin+QTfBqrt4GAGShAj2ivBYyMApxsiWx49150Ja90RCg52YFujFAt6tAt/wZ2gXopZUQJ01/jiNDwKmW8OLAdrge/o7tn6vesBDaeZfA+ccJ71nZwp2IiIimkfwGCSgS0MfLvodbBIoWZ77Su2u9An+7wInHHTjxOFB8jo45Hw1h/w/DH6nKgMDubzhx5pdDqHuXFufeiIiIiGiqyHiCXVoaDhiyOes8mkQC/fPPPx91dXUAgL1791puX7duHYaHhwEAH/3oRw3h+dhjXHfddZHH+tOf/nS6yyYiIqLpwlS9bGt02LJL9JvatxeWAA5nataUKd74rc+zTfQm0sK9xHiOXYBu7iAAQHQeB7QQHH/6BVw/utE2PA9d8REEvvJT61x5BuhEREQ0jahuIG+2MSz3Hc58EY6UQPd64+OWrtTQ8TfVEO5DFzhwhxMtv1Qh2c2diIiIaFrI+LvPM888EwBw7NixTD90yuTl5QEAgkHrh5WbN2+OHHPBBRfYnl9eXo6zzjoLALBr1y6MjIykaaVEREQ0lciC+BXowm8ToPcaw1ZZXJmyNWWKufU5hgaQa59Amlu4S9sW7qY2/HYXAtg8LWX/Nrh+dCMcf/0lhDS2AJWFJQjc+COE3ve58IURposjhMYW7kRERDS9eOeaAvRDNkPI02y4VWD0hPGj0/LVOhZ+O4jad1jff7X8wonX73JAshCdiIiIaMrLeIB++eWXAwAOHTqEI0eOZPrhT9uJEyfQ0tICAJg1a5bhtlAohIMHDwIIXyjgcETvkL948WIA4RD+0KFD6VksERERTS0JzEC3q0CHuQI9S/PPT4speBahAODPoYsMg36IwT7DLvsAvcSwbdeK3jyvHgCca++DcnCnZb+2aCX833oE+tJV4ztVU3cBVqATERHRNGMJ0A9nPkA3V5+7KiUKzpRQHMCZXw2h4V+tIfqJPzqw+1tOaP5MrZKIiIiI0iHjAfrChQvx1re+Fbqu45577sHAwECml5A0v9+PkydP4i9/+QtuvfXWyBz3t73tbYbjTpw4AV0PVwyZw3WzibcfP348xSsmIiKiqUgmEKALuxbufVM/QLdUbsO+/XksouskRPMeQE992Y+5yh8AZKk1QIepi4DtcwhaA3TLfSsqgu++AcHP322ZZy/NF2lmsgJ9qA+ieXduXdxARERE0453rrEjj6858y3cu18yjp8sX61BnMrxhQCa/i2EM74UBIQx7O96XsWrX3QhOJiplRIRERFRqkUvkU6ja665Bi6XC0888QS+9KUv4T3veQ8uuOAClJVZ50Fmy/PPP48HH3ww6u3vete7sGbNGsO+np6eyNfxnkt5eXnk6+7u7qTXl8g5JSUlkVnzicx3p8mb+P3l95qIaBxfH5MjikrjH+MfsXwvlX7j+wJRUjV+jFAgFAVSKEAm/wySfdz8QkhVhdDGw29leABSiX1RYuTYzc9Bffg7EFoI+qIVCH3xPkQ+4UwB80xymeeF4i20Hldo+jMc6ocihGEtdhXohvsur0Xo374HOW+p7dWuwuky7tBCGfn3JY6+DsePboQY6oOsmoPg134GmJ8vJYyvj0RE9vj6SABQOM+4HegS0AYVOBNo2JQKwX6g/zXje8nKN0jL38k575dwl4ew+1YHZHD8+P4dCnZ8xoVzfxyCe+pNV6IcxddHIiJ7fH2kdMh4gP65z30u8rWqqhgYGMCvfvUr/OpXv0J+fj7y8/MhEviwUwiB++67L51LtdXY2Ijrr78e8+fPt9w2cZa5x+OJeT9utzvy9ejoaNLruOGGG+Ie89BDD6G8vByqqqKmpibpx6DJqaqqyvYSiIhyEl8f49O0YcSruS5wCOSbfq73+/owsea6sH4uPKeOkaMj0IKDUKurITx5qV1wDJN53N6iMsgJld6lLgWuBN/D9P/tv6GdqsRW9m5Bed8JOBctT37hUfh3j8A3YdtROQvlNmvTpN/wZyhCAVQXF0Dkj4ftfboG3XJmmGvN25H/2duh2FTkjwn5ujCxh5PQQhl5rzf4i28ieGqmu+g4iqJNTyH/ozen/XFnAr4+EhHZ4+vjzKWXS2x29UKfcN2hu78cVQuc0U9KoeaNfkAff/eneoCFb6+Cw2P9zLLmI0B1UxAvXD+E4OB4NbrvkIIdn/bgkkcKUTRPtZxHdDr4+khEZI+vj5QqGQ/QOzut7S/HDA8PY3jYZq5nFqxcuRJ33XUXACAQCKC9vR0bN27Epk2bcM899+ATn/gEli83figbDI7Pn4w1/xwAnM7xN/yBQPw2nkRERDT9WaqX7Yz4LLv0nnbDtlI+NS+cUwpLoU0I0OVAb0LnyVAQ2pHXDfv0E81ACgN0veukYVupqLU9TrGZix460QLn/LMi29KuhbvLg/zrvwP3lR+MfzGpwzoDXUqZ0EWopyP4ynOG7dFH72WATkRERGmhOAWK5qro2zd+mWj/fg1V52cmQD++LmjYrlnjtA3Px1Rf6MTl/1OIf3x8EKOdE0L04zqefd8A3vTLQlQsy0ojUCIiIiKaBL5zi8Lr9cLr9Ua258+fj9WrV+OFF17AAw88gDvuuAM33HADLr744sgxE0PxUCj2LMqJYbvL5YpxpL2HHnoo7jElJSUAAE3TYl64QKdPUZTIlU0dHR3Q9Wh1ZUREMwtfH5Oka3AKASFl1EN83Z0YaGszntPbiYkf5/VKFXLsGP8oRHc3pLMQcMfukJNSk3hch8draFnef6wV+sTnGk3bEbhMc8/7jxxO7NwEqUcOYWLd0Ki3BL4o9+8sqTS0fO/ZswOyYLx3p9M/YvjzkoWlCH75QQTqmoB248UQtnr7YX732H78mDVYTzG7d6xtKfwezzR8fSQissfXRxrjrleBfePvwE7sHEThFX1pf1w9BJx43glMeMdWsGIEbW3WC1kNyoBlPwV23OTEyNHxc/29Es99uB9n3R5C+UXR3+cTxcPXRyIie3x9pMrKyshI61TJeIB+//33Z/ohU+qNb3wjtm7dio0bN+Lhhx/GihUrUFBQAADIyxtvTxqvLbvf7498Ha/du52JM9QTwReMzNF1nd9vIiIbfH1MhADyiwBfjEbuoz7j97G/G8IUHmtF5cDYMVKH0HVIqY/vy4RJPK40ty0f6kvo74zS3mrd2d+d0r9vqqnKXy+tinr/sqLOODO985jxWFMFeuCzd0LWNCT8fRKK9RcCPeAHbPanG/9NpwZfH4mI7PH1cWbLbxLAhEsYhw6JjPx96N2uIDRkrDYvuzCU0Fs1dw2w7Cd+vPZlFwb3jl8aqo8K7P2BAxf8wQ/VHeMOiBLE10ciInt8faRUyXiAXllZGf+gHLdy5Ups3LgRfr8fO3bswJo1awAAZWVlkWN6enpi3kd3d3fk62TDcCIiIpq+ZEExRMwA3TjuRvR1Gc9XVKCwJA0rSz/ptQboiRDtR637BhNr/54oYQrQpU2r9jF65SwoB3eOn9t1YsKJ0hKgw5lcNyJpNypIi939iIiIiGiq8c41Vmv7DgtICaR5ag261yuG7YKFOtxJfJzpKgXOuS+A3d9woveV8AUAar7EWXcEGJ4TERERTRFK/EPIrKioKPL1xNbodXV1UJTwt/T48eMx72Pi7bNmzUrxComIiGjK8hbFvFnECdBRXJ6VSuSUMFWgi6EYFxJMPK7DGqCjv9u67zSI3g7jjtKqqMfKSuN7O0P4rmsQ0nQldLKt1+2OZ4BORERE04w5QA/1CwRi16ucNimB7peMH5eWX5R8FZsjHzjrziCq36xBOCSW/CCIwgVs305EREQ0VTBAn4SJ1eUT2687HA7Mnz8fAHDgwIGYc9D37NkDIDw3fd68eWlaKREREU01lipsM3OA3m+qQC+uSPWSMkYWlBh3JBqg21agp/DT1REfxMiQYZcsjV6BjsJS41omnmuuPgcgk6xAh2oToIeCyd0HERERUY7z1EooHmPoPNyc3o8yR44IjBwzPkbFGi3K0bEpDmDht4I47+cBlK1kK1kiIiKiqYQB+iRs3Lgx8nV9fb3htpUrVwIARkZG8Morr9ie393djddeew0AsHTpUsPsdCIiIprZLHPAzfzmCvROw7YsmcoBuqkCPVYr+wkUmwp0MZC6Fu6it92yT8aqQM/zGneM+Ma/DlkDdDiT7OWpWlu4C40BOhEREU0vQgG8jaY27ofS27+9y1R97qqQKDiNynGhIGblua9ZIOSLejMRERERZUnGZ6CbjY6OYv369di9ezeam5sxODiIkZER5OXlobCwEE1NTVi6dCnWrFkDtzu9g4Kef/55XHTRRXC5olcB/eUvf8H27dsBAFVVVVi0aJHh9ssuuwx//OMfMTw8jN/97nc4++yzUVhYGLld13X84he/gK6Hrzx9xzvekYZnQkRERFNWnABdjJg+YTPPQJ/CFejwmlu498U/J+C3zCePnKuFbMPmZIkeY/t2WVgCuGK8L80rMJ4/OuHPzKYCPdkZ6LCbgR6j89FUJTqPQf3b7wDFgdDbPwEUlaX/MY8fgvrco0BROUJv+zjg5oWuRESUY6SEuuGvUA5sh7Z0FfQVl6d/KHgWeefqGNynwF0j4Z2rw12V3jboPRvN7du1tH17h48J7PicC+5qibPvCsCV/rc6RERERJSgrAbof/3rX7F27VoMDw9bbhsaGsLQ0BBOnjyJDRs24L//+7/x/ve/H29729vStp7HHnsMjzzyCC644AIsXLgQ1dXV8Hg8GB0dxZEjR/Diiy9i//79AMLt2q+//vrIzPMxBQUF+OhHP4qf//zn6OzsxNe//nW85z3vQX19PXp7e/HXv/4Vu3fvBgCsXr0aS5YsSdvzISIioqnntFu4l1SmekkZY23hPhAeRBnjU0vReSz6HQ72Ain4fpgr0GO2bwcgTQH6xAp0YRegO5IM0BUVUijGWerTrYW7FoLzga9AOdkCAFCO7EPgqz9L72MGRuG684bxlvv9XQh94pvpfUwiIqIkKdv+AecjtwMA1JefQqCgBPqilVleVfo03RDC/C+G4PDGPzYVlv5HEL2bNXSvV9C9QUX5mvS0Xvd3A69+wYlgr0CwV2D7p104++4g8mZxTjoRERFRLshKgK7rOn784x9HbXFuZ3h4GL/+9a+xb98+fPGLX4RI0+WfQ0NDWLduHdatWxf1mPLyctxwww04++yzbW+/4oor0Nvbi8cffxzt7e146KGHLMcsW7YMN9xwQ8rWTURERNOEtyjmzSLoN1RWC1MFOqZwC3dz9b0IBQD/CODJj3qK3fzzyG0DPSm5oED0mirQY7RvBwCYWrgL/wiga4CiAkG/9XiHzUzzeBwOYzX7NGvhrux5JRKeA4ByeFf4QgRze/wUUjf81TCv3rHxSQboRESUc5TdLxu3X10/rQN0d3lmH8/hBSov1lF5sQ6phyDTNLp83/edGD0xXpQzckzBtk+5cPZ/BmK2fCciIiKizMhKgP6b3/zGEJ4XFhZi9erVWLBgAaqqquB2u+H3+9HR0YEDBw7gpZdewsDAAADglVdewW9+8xtcc801KV/XN77xDWzbtg379u1De3s7+vr6MDQ0BJfLhaKiIjQ2NmL58uW48MIL47aT/8AHPoBzzjkHzzzzDPbu3Yv+/n54vV40NDTg4osvxpo1a1K+fiIiIpr6LFXYdvwjQH54RMx0noEOAGKoHzJWgN5xJPptAz1IycePPadZgQ6Ew19vkaVSXDpck2u7qjpNAbqW/H3kMGWXzYW2I4NpDdDFyda03TcREVGqiOEh4/Zgb5ZWMv0JJfxfOpzxxRBe/aLA6MnxBwj2COz4rAtL/yOI0hVpSu6JiIiIKCEZD9CPHTuGp59+OrL91re+FR/+8IdtA+n58+fjoosuwkc+8hH8/ve/x5NPPgkAeOqpp3DZZZdh1qxZKV1bXV0d6urqcNVVV6Xk/hYsWIAFCxak5L6IiIhoZrALkS1Gh8MBejBgmRM+lVu4w+OFVFQIfUIY7OsHKmqjniI6ordwFwM9KVmWeca6LEuuAh0Iz66X3iLrDPRk55+PMVWti1AwNRcL5Ajl8C7LPjHiS+9zDI6m896JiIhSY9Rn3B7qz8466LTk10ss+2kAr37JBd/r4yG6Nizw6s1OLLo1iKrLGKITERERZUuarqOM7vnnn4euh98AvuMd78AnPvGJuNXcLpcLH//4x/HOd74TQLgF/D/+8Y+0r5WIiIgo4+K0cAcAMTYHfaDbcpssnroV6BACMFXgmy8QMFNitHBHqgL0ZFu4u/MhzeVKp1qDW2agTzZAV03XwU6nFu6+AYij+637R4as+1JI+EesO+V0uiyBiIimg8j7wLHtwb7sLIROm7sCWPZAACXnGTsJyZDAnm87cewxNUsrIyIiIqKMB+ivvfYaAKCgoAAf/OAHkzr3Ax/4AAoKCgz3Q0RERDSdJFSB7g9/cGqefy6drkhr96lKFpguIIhTVSU6Ys9AP/0FSYhecwV6TexzhLBWoY+FvyHTDPTJzD8HwjPQJwqFJnc/OUjZtwXCJrgWaQ7QEbCZT69Pr9b4REQ0DZgD9DgXG04nUgdGTggMHpjE+Js49Cy9lXIUAGf/KIjKS0zvOaTAwbudOPwTB6/nIyIiIsqCjAfoXV3hD3qXLFkCh/mDvzgcDgeWLFliuB8iIiKiacUbP0AXI+HWnZb558UVk5unnUuSqUAf8cUMyVMSoPv6LVXjcVu4A5YAfezPzNzCXTpjd2KKRqqm4D00fSrQlT0288+B8Bz5dLKrQDd3DCAiIsoycwU6hvqmfceU3i0Ktl7nwotXuPHK+9zYf/skL0CMYcvHXdj+GReO/FaFr0Vk9FuquIDF3w2i7r3WFP/IIw7s/4EjawE/ERER0UyV8QB9dDQ8W3CskjxZY+eN3Q8RERHRtOJwQnryYx9z6oNT0W+6oHAqzz8/xVyBL3wDUY+NVX0OICUt3C3zz4UCJNAmX+aZ3utGKtBNQfekZ6BP0xbuUkLds8n2pnRXoIuAze8X0+jCBCIimib8pgr0UNBSlT7tCGBwjwJ9JHyh6HCLgExhk5jhIwLDzQr6dyg4/IATmz/ixlAaqtxjESpwxs0hNF1vfe/R9hcHdv8/JzR+FEpERESUMRkP0McC8MlWkHd3dxvuh4iIiGi6kfGq0KO1cC+ZwvPPT5GmCnTEqEAX7Udi3lcqKtDNATqKy63zx+147CvQLTPQHZOdgW6qvNJsypKkBGJcgJCUDJVhifYj1u/5GHOArmvAaAqr0m0DdFagExFRDpHSNiyf7m3cvXN1w7YeEBg5kbqAu/sl48ejrnKJgjMyX9UvBNDwCQ1nfi0IKMbH735Jxc7PuxCMPd2IiIiIiFIk4wF6bW0tAGDPnj0YGEjuA72BgQHs2rXLcD9ERERE006cOehjrTttW7hPdV7jDHQRYwa66Dhm2Da3Q09JgN7bYXyM0gTatyNGBXrQNGd70hXoxgBdmGeg97TDddu/wHPzW+D6/ieg7N86uccZk6FZ4EqU6nNgQht8AMr+rXB/6W1wf+HNcPzuLvsLCJJlE6ALVqATEVEuCQYg7H4mT/MA3VUKOEuNgbLvcPoC9LKLNIiMf2I6ru4dGpb+IAjFZXzOA7sUbL/BxUp0IiIiogzI+NvBc889FwAQDAbx4IMPQtMS+zBO13X85Cc/QejUh4Nj90NEREQ03cStQB+rPLJUoE+HFu4lxh0xAnTFVIGuNy0xbAtf/2kHq5YW7mU1iZ1omYE+FqCbZqA7JjnD01wFb2rh7vj7Y1BONgMAlKMH4PrRjXD+9BtA98nJPV6076Pd/qE+YHhwUg+j7NoY/cYJFeiOP/4EYngQQupw/PN/4fzZt0673brwswKdiIhyXJTOK9O9Ah2wVqGnKkAPDgJ9O40fj1as1qMcnTkVb9Bxzr0BOAqNIXr1mzWoniwtioiIiGgGyXiAftlllyE/PzzXc/v27fjud7+L1tbWmOccOXIE3/3ud7F1a7hyJj8/H5dffnna10pERESUFYlWoPdPxxbu5hnoSVSgn3GO9aCB3tNaj6UCvWySFehjH3ibW7ibquYTJc0Buik8Fp3G7w0AqNv+AfetH4bjz7+wb1ceS7QA3Sa0FgO9EIN9yd0/AAz1Q9m7OerNEyvQxamLA8aoO/4J50++bq3wT4bdjPUgK9CJiCh3iCizzif1c3eK8c41V6Cn5iPNnpcVQBsP44VLonRl9gN0ACg+W2LZQwG4q8LPfdb7Qqi/JjNdgYiIiIhmugQGOKZWYWEhPvaxj+GnP/0pAGDfvn34yle+gsbGRixYsAAVFRXweDwYHR1FV1cXDhw4gOZm4wdk11xzDWegExER0bQlTW3MLUajzUCf+hXoMFXfR62okhKi46hhlz53KaSiGlqbisEeyNLJf18m28IdpgB9rALd0hI8RS3cYW7h7h+xPU0EA3D85ZdQN/wVwffdCP28S8IDN+OJFaC784z7pJ58QA9A3f68fVvaMWMBt67bBgjqay8BD34NwRv+A3AleWFC0A9hF76zhTsREeWSKBXomAkBelN6Wrh3v6QatkuX61DzohycBd65Est+6sfxxx2Y+6lQQm/biIiIiOj0ZTxAB4BLL70UQ0ND+P3vfw9dD1/V2dLSgpaWlpjnKYqCj3zkI7jkkksysEoiIiKi7LC0MTcR/mFgdBjC/CHqNJiBbm3hPgBIaQ15ff0QpjbhsroeKCgBBroj+8RAD4wftyZH9JpauJdWJ3SeNLVwx1j1dMpmoMdu4R6tQi1ye087XD/7JrQF5yH0wS9CzpoX+/GiBug2Lc6ljBrgx6JsWRfz9kgFuj/6c1P3vALc/2UEP3uHNdiPJVrLebZwJyKiXBKtAn0mtHCfZ6wKHzkioAcBZZLTcABADwE9G42V7OU50L7dzFMNzPtM9LFEUgOEGvVmIiIiIpqEjLdwH/OOd7wD3/nOd7Bw4cKEjl+0aBFuu+02XH311WleGREREVGWxZuBPuKztG8HpkcLd3P7ehEK2Iaxot1YfS5VB2R5DWRxmfG4/m5Mmq4BvZ3Gx0mwhXu0CnRzICsdkwzQVeOnxcJcgW6qANcbF0MK61t/df82uL7/CTh+/yPANxD98aIE6MKuxbmU4cptPYkPoAd6oOzfZnzIc99oPGbsezgSpfruFHX/VrjuvTl6lZ4N4bMP0C0dA4iIiLJIRLuIbCYE6KYKdKkJDB85vXLsgdcEQoPG+yi/aGq1SNdDwGtfdaLlv1TI07lqlIiIiIgMslKBPmbBggW47bbbcPz4cezevRvNzc0YGBjA6OgoPB4PioqK0NTUhKVLl6Kuri6bSyUiIiLKGFkQp4W7f9javj2vILmK2xxlnoEOAGKoH9KTb9xnat8uK2cBigpZaAzQMdgz+cX091haik++Av1U+GuegT7ZAN3cwt0ccJsuOgi97eOQ5bVw/M+PoR4wBtVC1+B4fi3Uzc8i9K5PQVtzNaAYy5hEUhXoevjiAy0IKIm1Ule3/gNCjgfu0p0PbeUVUHe8ML6GsTb4NrPKZX6hoSOBcnAnXPd8EYHP/8hyMYOt4SgXD7ACnYiIcknUCvT+DC8k8xwFgLtawt8+Hnj7DgsUzJt8aty9wfh+x3uGDk/NpO8u46QEDvzQgZ4NKno2qAh0C5zxxRCr0YmIiIhSIKsB+phZs2Zh1qxZ2V4GERERUW6IU4EuRoeBfvP882lQfQ4AHq9ljjl8/UBFreEwpf2IYVtWzwl/UWSqQB/onfRSLO3bHU6gsDSxky0V6OFq6FTNQJdqnBbu5go1dx7k7PkI3nwftG3/gHPtfRA9xucnfP1w/vYOqC/8EcEP3Qw5/5wJ9x9jBrplcTJ8fCgEOBMM0Lc8Z9jWz1kDafqzjFSem8ID6c5H4Iv3wvXjL0D4xgME5fAuuO7+PAI3/Rjwxr4oJVoFOuwq7ImIiLIk2ogWMTj59ztTibdJh799PB0eblYATL7levd6Y3eeihxs3x5L808daPvr+HvCE//rQKBHYNGtQaiJvQUjIiIioiiy1sKdiIiIiOzZVWEbjA5DmFuLT4P55wDCs85Nc9Dt5npaWrhXhQN0c+gqBibfwl30dhgfo6QSUBJ7+yzNVc+RCvQUzUA3B+jmINtvbOEu3acq+IWAvvxS+G/7PUJXfRLS5vGVo6/DfecNcP7iVmDse6BFaWcaZQa60EKWUD+qnnYoB3cadmkrLgfyC43HjfoAXbdWoOflQ9YvQOBL90MWlhifS+s+uO6+MX5rW1agExHRVBAlQJ8JLdwBwDvXWG3uOzz5Fu7DxwSGW83zz6dW+3ZXhQSE8XvS9byKV292IWRt2ENERERESchKgL5z505s2bIFr776alLnvfrqq5M6j4iIiGgqiRegi9Fh6wz0kso0riizLM/fpi2p6DhmPCdKgI6BybdwN1dooyyx9u0AAFMLdzE6HG5rbmrhbhdgJyRWC3ddgzDNQIfbY9x2eRC6+joEvvN7aOddbPsQ6uZn4f72h6A++Wtr6/kxthXo+qkK9MQCdHXr342n5xVAX3y+pQ2+kDLcmt40A33sYgU5ax4CNz8AWVRuuF05+jpc//m5mH8Xos5Aj/a8iYiIsmEGt3AHAO9cY4X46QTo3S8ZPxJ1lkoULppaQ8Rnv0/D4u8GIZzGdfdvV7D9My74O6OcSERERERxZTxAP3bsGG6//Xbceeed2LZtW/wTJti2bRvuvPNO3H777Whra0vTComIiIiyLE4Ld9sZ6NOlhTsAmAJ0SwW6lNYZ6NXRKtBPp4W7qQK9tCrhcy0V6ED4Q+9UzUCPVYFuDs8BSHee7d3IiloEP3U7Al+8F3pdk+V2ERiF84mfwvnYvbbnC7sW56dauItQlLbvJuqWdYZtbdmbwpX5dt/DkSFrBbpnPGiXdU0IfPmBcLeACZQTh+H6z88CffafJIuoFehs4U5ERLlDjPrs948MzYifWeYK9JHjApr1bU9CzAF6+UUaxBTs01l1mY6z/zMINd9UnX9QwbZPuTF8ZPIXGRARERHNZBl/a/jyyy9Hvr788suTOveyyy4DAEgpsWHDhpSui4iIiChnuDxRA08A4RbufdO0hTusFejCZwo3+7osFdZ6VX34C1P1seg+GX1+dxzmCnRZmkwFepTw19wSfLIV6KbZ4mJiVbbf5pPksRbuUegLVyDwzV+HZ5+bW6cDlhbrEXYtznU9/F8i7c+1EETrXuPpK8Lv+eGxrlmMDNlUoBsr1WV1fThEN3UMUNpawyG6ubMAAESbgc4W7kRElEuitXAHAN/0r0LPbzS1LJcCwy3JB8ShoXCV9kTla6bW/POJSlfoOPeBAJxlxhDd3yaw/dMuDOxhiE5ERESUrIwH6Hv3hj8gq6qqwuzZs5M6d86cOaisrDTcDxEREdG0IwS08y6JfrOuQXQeN+ybThXo0jQD3TzXU+k4Yjze5QFOPX999jzDbSIwCnH0wKTWIXpNAXoyLdzdeZDC+GGlGPFZK9AnGaDLilrjfZ9sHv/aP2KzHo91n5nqgHbJ++D/7qMIXfi2xBZiW+0mw7PsbSrhLQKj4dbsE+i1pyrhFRXSHKKP+KzVdzYXK8jK2fB/+UHoFXWG/UrHMbj+87MQXScN+1mBTkREU4HwRw/QxWBf5haSJaoH8NSZKq2bkw+H+3YokNr4ecIpUbpy6gboAFC4QOK8nwaQN8lb+coAAO22SURBVNv4PIJ9AjtudKHn5SlYXk9ERESURVlp4Q4ADQ0Nkzq/sbHRcD9ERERE01Hoo19B8P2fR+jt/wr/tx6x3C4Gug3b5pbVU5q3yLBpnusp2k3t26vmhANbACgshV7baLhdeX3HpJYhekwt3MsSb+EORTG0FgcAjAxZKprlJFu467NMFwp0HAOC/vCG6cN1qajJtYovLEXoXZ9K7FjbCnQJKGqCAbrfus81obreFI6HK9CNLdyl+fs8prwWgS8/CL1qjmG30nUCrv/8DETnhN8nhqNVoDNAJyKiHBKjAn0mBOgAUHmJjpqrQ5h3UxBn3xNA+erkg++KNTrOf9SPeZ8LouQ8DWXn63DEbtYzJeTNklj2kwAKFxq/J/qIwGu3ONH2NEN0IiIiokRl/J3T0FD4A6+ioqI4R9obO29wMMqHXERERETTgdMF7fIPIfSOfwsHxHFM7wp0U4Bunn9eZexqpM8/x7CtvB6l/XgsoSAw2GN8nGRauAOAqbV4SivQTfPKha5BnGwJb5gr0N154xcYJMr8ZxCNbcCsAw4nEAzGbZ8vzN8PwNCe3tyeHSNDEObwwHzMRKVVCHz5ActFFaKnHa67PgPR1hreNo8JiLU+IiKiLLH8DJzI1LFnupr3mRAW/r8Q5nxQQ9lKHc7JfbyI/HqJOR/RcO79QSz94fS5YM5VBpxzXwClKzXDfqkJ7PuuC0d+p2ZpZURERERTS8YDdFUNv1ELBif35nSy5xERERFNWU5XuIo4FtPs76nMOgM9ToBebbzAwBKgH3w1PJM7CaKv09JaXJYmUYEOQJqrp7uOQwz2Gg+aZAU6PF5Le3Jx/HD4/y0BegLt280cTttZ6GaWgFlKQAJSdQB6KP78+aBNBfrEiwosFeg+awW63bz5iYorELj5fmvVfl9XuJ37iWZWoBMR0dQQqwJ9hgTo6SCmWWG2wwucdVcQVVdqltsO3+/EwfsckFO7Yz0RERFR2mX8LWJhYfiDuLa2tkmdf/LkScP9EBEREU17QgDmWdATyMKScMXvdOE1BeimD4RtW7hPoJ9hDNCFrx+irSW5NfSY5p+784AEAmUDU7DrePwBS6WzzI8T/sYgZ801bCvHD4W/MAXo0j25nqSysDT+QeaAWcrwf6ojHJ4nGaBL1RFu/z62bQ7HR4aAEdMM9Ggt3CcqKguH6HPONOwWAz3hEL23w/48uxb1RERE2RJrBjoDdJpAcQKLvh3E7A9Z34sNvKZA5zWCRERERDFlPECvr68HABw8eBA9PT1xjjbq6enBoUPhDwZnz54d52giIiKiaSRGCDqt5p/DroX7QDiUBQBdg+g8brhZr643Hl9eC1lmbLeebBt3YQ7QS6uSboNubj8uTGGzXl0P2bgoqfs03H+dqaI6SoAOd97kHmAyATpO/TmpKoSux6/gNs9An9C+HYBtG3xhDtBjtXCfqKAYgS/eC930PRdDfRDR5rWzAp2IiHKI5WfgRDNkBjolTijA/M+HMPdz4+9n8ht1nHVXAKo7xolERERElPkA/ZxzwhVBuq7jN7/5TVLnPvLII9BPtd8cux8iIiKimUDGqkAvnj7zzwEA5hbuoUAkFBbdbRCmqmbzDHTAro17kgG6qSLZHMgnJEZrcVlUhsBn/sMaGCfB3JJcOREO0C0t3F2TaOGORCvQ7Vq4y/AntlICoXgz0E0Busv4/bBWoA8Co+YW7gkG6ADgLULgC/dAn7s0ocPNFz0QERFlFVu4nxbND0hrV/Npr/4jGhZ+KwBPnY6z7w5Mem48ERER0UyS8QD9TW96E7ze8IdcGzZswMMPP4xQnA/WQqEQfvGLX2Djxo0AgPz8fFx88cXpXioRERFR7ogVoJdMrwDdUoEOQAyF56Bb5p/nFwI2x+tnnGvYVl7fMV7FngDRa65ATz5AjxbsyqIyBD9yC1BWk/R9Gu7HZqY3fAPWFu4x/u7EvP8EAnT7gPnU91kAQosTQJtnqDtNM+E9iVSgJ9kGP68AgZvutvwdscUW7lCffgTur78Hzvu+BDCcISLKHi1kvfBsohn0Gh3yAf2vCZz4k4rXf+zA8cfV+CcBOPmEig1Xu7H3e050/F1BKEZB/3RT81YdK38bgGcS14QSERERzUSOTD9gXl4ePvShD+Hhhx8GAPztb3/D9u3bcdlll2HJkiWorq6Gx+PB6OgoOjo6sGvXLqxbtw6dnZ2R+/jABz6AgoLJz4skIiIimmpihqDTrIU7PPmQigqhTygR8vUDFbU2889n27ZWN1egi94OiO42yIrahJYgekwV6KVVCS5+AptgV3qLEfjcnQCSawdvR1bPgXQ4DSG2OH7IWoGezhbu5gA8vLLw/wrF2qLdcr5pBrozXgW6dQZ6UhXoYzxeBG78Tzgf+ArU/VtjrG9mV6Aru16G848/AQCo3W3Aw99B8KYfZ3dRREQzlfnnu4mYQS3cj/2PipZfOCPbJcs1zHpv/NLy7pcUBPsE2p9S0f6Uipq3hbDwm7GLeqaTWG3b255W4J0rUXhm4hecEhEREU1nGQ/QAeDKK6/EsWPH8MwzzwAAOjs78eijjyZ87lvf+tZ0Lo+IiIgo93iih4TTroW7EOGq8oHu8V1DfZCwqUCvmmN7F7K2EbKgxNDOVBzckXiAbmrhjkm0cDevTeYVIPCFH0PWNECcbEn6/ixUB2RNI8Sx1yO7lOOHrBXoaW3hbgqYpQzn50IAqgOINlt8TNwZ6MYAXQz2hVv6TxTj30ZM7jwEP3cX8NDXoO55xf6YGV6Brv79D8btPZug7XkF+uILsrQiIqIZLEb7dmC8W89M4J1rDHl9zfEbbIZ8QN9243Hlq/WUrmuq6npRwb7vO6F6gKU/DKJ0Ob8vRERERBlv4T7mk5/8JK699lp4PIl9oOfxeHDttdfi2muvTfPKiIiIiHJQzBbu06wCHYA0zUHHWAt3UwW6HiVAhxDQ559t2KW8nvgcdNHTZlzPJCrQtfMuht64+NT51Qh8/keQ9QuSvp9Y5Ky5hm1hE6DDPckW7kWTDNDHKGrcCvT4M9BNLdzNFzbApko9GS43gp/5D2jnX2l/+wyegS46j0OxubDA8fiDgM4P1omIMk3ECdAx1JfUuJqpzBygB3sEAr2xz+l5RYEMjXcAEk6J0vP586z/VYE933ICuoA2LPDqzeH29kREREQzXVYq0MdceeWVWL16NZ577jns2LEDBw8eRCAwXuXhcrkwf/58LFu2DJdddllkdjoRERHRTCNjhKDTbQY6AMAUoAtflBno1VECdITbuKs7XohsK6/vSOyx/SMQw4PGx5lEBTryChD4yk+Avk6gsMwSDqeCPmseJk79VI4fgqyoMx7kmVwL98Qq0M0V2jL84f1YBboWBLRQ+Gs75hbuDtMMdHM4PqErwfgxp/k7gtON4LXfQfA9n4H68tNw/t9PIjfZz3ifGdQX/g/CJohRjr0OZdMz0FexKxgRUUb541Sg6xowPAh4izK0oOzJmyUhXBIyMB6I+5oVuEqjB+LdLxnnpJcs0+Hgx4w4+jsH9AnfRxkMB+rB3lBCbfGJiIiIpqusBugA4PV68c53vhPvfOc7AQAjIyMYGRlBXl4e8vImOa+RiIiIaLqZ4RXoYqgfCAUhuk2V4dEq0AHoZxjnoCvtR4CBHqCoLOZji95263omE6AD4eC4PLG28ZPx/9m77zg56vp/4K/PzOxe73e5lEuvpAGBBAgdCSDYAJWiolhQbFiwoIINsICKBQH19/WLfkHAAoqC0kFqAoSQQAopkJ5ccr3uzszn98de7nY+M7O93r2ej4ffL/PZ2dm5u729zb7m/X7LSTMd22L3VsjKWuc+WZyB7gqY5aH/IwBdjwTkZjjhAD1uBboS6EpNd7d9T1XdOPdzY6y2cA+HoD/7L9+bA/f9BoNHnZa57z0REcUl+nsd27K0AmLAuSZ6OiHHQIAudKBiqkTPG1EB+laBuiXe+0sLaHuO7du9HPbdMNZ/FzjwRNQFBlLgjZ8EMHhAYPplJoTwvz8RERHRaFVwPXnKyspQX1/P8JyIiIgoivQJ0KWmR+aFjzJqCIyeDogDuyCk88POWBXocvIcV3isbX417mOLNmebcFlRDaQ4RzzbbDVAH+iD2LPNuVMwHxXoAHQDwrJitkEXIeX+cWagu5RVIpOf6koj4FwYoxXo2suPQ/R0+N4u2vdBf+wvuTshIiJyzUCX1XWQ6vuTGK/do41rDvpW//cDXa8LhDuctzNAj9BLgAXfD2Piuabrtu23G9j4QwO2+yYiIiKiUa/gAnQiIiIi8uBXgV7TAGij8C2dUj0lejpd889lVV3sgFU3YM9Y6FhKpI27Omdb1qVYfZ4LtU2Q5VWOJa11l3OfFFu4o7wqcoFGLGGPGegSAERkBrq0Ii3cfe8fuwI9XoCuVqinTQ3Qw2OzAt148l7HtjX3KFhznGV9xoO3Az2duTwtIqKxTW3hXlIOVNU6lmJd/DTaVMxwBuB92/zfD6vt28un2yibODbmxSdC6MDsK01M+4T7wsG99xt47RsBWAN5ODEiIiKiPBqFn7YSERERjT6+Feg1o3D+Obwq0D0C9OYpcY9jzz7Csa1tXhP/wducLdxl3bj498kXISAnzoi5S8ot3DXNNYveRa1AlxKAHKkKl0gqQFdnoMcNyDMeoCsz2MdgBbrYtQXaFmenBuvkc2Ge/2nnfv09kRCdiIhyQigV6Cgth6yode7T3ZGz88k3rwp06ZOJH3za+fFn4wmsPlcJAUy71MKcr4YBzfmNPPi0jjVXBBHuytPJEREREeUBA3QiIiKiYlDqHRSOxvnngMcM9N5OiP3OAN0e1xL3OGqALna8ASgzRFXqDPSU55/niNrG3SXFFu5A/DburhnocH9y7d4nStwK9DgBuc/vRcoCzgr0mOc+SulP/s2xLWsaYR9xEuS0+bCWnu7c94m/QhzYncOzIyIaw9QW7qXlkEoFOnrac3c+eVauBOhmt0DogHu//j0CvVuV+ecnWNk8taI28T0WFlwXhhZ0fn+71mpYfXkQA/t87khEREQ0yjBAJyIiIioGfhXotaOzAh0VSoDe0+FRge4//3x4n2nzIXVj5DjShrZ1bcz7CLUCvb6AK9AByHgBeqot3JHAHHQ1YJZD/2eoAl1qOhDy7/kpQkqArs5A13TIEp/xBQBkvBnpSVIr4N0z3ke5gV7oz//HsWSd8E5g6HfIfPcnnb9PZhjG33+T01MkIhqr3BXoFa5OMWIMjdYobZbQy5Uq9C3ujzkPPuNcC9RKVM9n+/ZYmk62sfimEIwq5/epb5uG1Z8sQe82/3nzRERERKMFA3QiIiKiIsAW7l3Q9m937jMufoCOYAnktMMcSzHnoFsmtF1bnI9TyDPQEb8CPeUW7gAQN0BXA2YJR/9UPXaArs4Yl2qADsSuQvf5vUiZOgN9jFWg6y/8ByJqxq4UGswT3jWy3TQJ1innO++z8iGIN9fn7ByJiMYsrwp05f3SWGrhLjSgfLoSoHsEu2r79vrjbAjdtRspao+QOOLXIQSbnN/jwf0Cqz8VROdahuhEREQ0ujFAJyIiIioGflW4o7UCXa2oMkMQHc6+nInMQAcAe9bhjm3tDf856Nr6VRBdbc7HmTo3ocdJmG5A1jQMV/WmS06KPQM9my3c3RXoEkJiZAa6bgChQfgOJVVbuAeCrl1iVZlnugLdFaCHx1AFupTQn7zXsWQvPh5QRhiYZ3/E9X03/nqz/8+YiIgyIvoCJwCRGejq3+mejpydTyGomOGcZd671Rnqmr1Ax2qlffvxbN+eqMqZEktuG0T5VOf32ewWWPf1IKwY10gSERERFTsG6ERERERFwLcCfdTOQK+Nv0/TpISO5ZqD/uZ6d3A7RH/2X877TjsMcvy0hB4nYboB1DZlLEBHWWXMOe0ymy3c1YBZSkT6uEcF6JYZ+Z/n/ePMQAdiV6BnPEB3BvjCtgDb9tl5dBFb1rq6L1gnn+vesbIG5tsvcSzpm16Gtu65bJ4eERH19zo2ZUm5Rwv3jhyeUP5VKHPQ1Vnn7as0yPBIqC4Mifpjxsbf9UwpHQ8ceWsI1QtGvm/CkDjsO2HopXk8MSIiIqIsY4BOREREVAzG2gz00vLI/Gwfsq4ZCCb2qZ09cxGkiPrw1Ax5t5zu7YK25r+OJeu4sxM73zyL2cY9xgzxuKpjB+jCq8W5lMP5eSRAt3xbocedgY54FegZbuEeCLjXxkgbd+PJvzm27aZJsA9b5rmvder7XKMNjL/dDNis6iMiyhrPCvRa59oYauEOeATo2wRkVD6utm+vPdKGEeO6PPIWqAEO/2UI9cstQEgcdk0Y9Ut5IQIRERGNbgzQiYiIiIqBzxzr0ToDHUIAMarQ7XEtiR+rvApy0izHklcbd33Vw45AWBoBWEtXJP44eSRjBegJXmjgedwUWrhHDCXomg5hx6pAT3MGeoYr0KXhbiHvnvM+CnW3Q3v5cceSdeJ7AM3nn4vBEoTffZljSdu9DfpzD2bpBImISAx4BOjqDPSeztydUAGomO4Mce0BgYG9kfcgUgIda5T27csZ+qZKLwUW/jCMxT8LY9zp/D4SERHR6McAnYiIiKgY6IYrXJSBEqC8Kk8nlH1SaUvquC3B+eeHuOagb/YI0NX27YefBFRUJ/U4+eJXgS413T3XOwlxW+m7wmU51MH9UICuRVqg+1VxpzsDvTTDZWRe36sxUIGuP/sv5eKRIKzjz4l5H/uYM2C3zHasGf/4DRDiQFQioqxQAnRZWu662FAM9vmOqRmNgg2AUT108Z4uUT7dRnjoGgIhgGV3hLD4ZyFMeq+JkvESDccz+E2HZgD1y/y/hwP7AHsMXHdIREREYwMDdCIiIqJioVTiytrGkaByNIoVoCdTgQ7AnnOEY1vb8qqj3bTYtQXaWxsc+1jLi6N9OxCjAr20PL3nSJwW7t4V6M52qhACsHxauCc0Az1GlXmWZ6ADGP0V6LYN/an7nEtHnRqzAwQAQNNhnv9px5LoOAD9kbsze35ERATAqwK9wrtTzBiqQhcCmP+9MI7+4yBOenQQy+4IofqwkfchWhCoP8bG7C+ZOPavgyhrkTGORukYPAi88pkgXv1SAGZPvs+GiIiIKH0M0ImIiIiKhFTnoI/W9u1DslmBLgb6IHZuHt5WW0/L2kbY873nPxciOX4qpG64b0ijfTsQv4W7MMNRbdvhnH9+aAmAMP1auCcyA92/yjzWbSnxqEAX4dFdga69vhLagd2ONfPk8xK6rz3/GFiHLXWsGf/5I9DdnrHzIyKiIYMeFehllZFuM1HEGHsNrl9mo3KmhOZxDVy00XzNab6ZvcDaLwUxsFtDx8s6XvlMEIMH831WREREROnx+JSNiIiIiApSiTNAl7WjPUCv9b8tyQp01DTAHtcCbf/O4SXtjVdgTZkLWCb0F/7t2N065ixA+UC6oOkG5PipELu2OJZlSVl6xy0phwwEIcIxqrDNsLP1ulrcpen+bb1DicxAj1FlnpMW7kVYgd55AMbDd0Hbum6k04JuwJ53FMyzPwJEXWyhP/U3x13tllmQMxYm/FDm+Z+Bdt2lEEMXUoiBPhj/+j3MC7+U9pdRjLSNL0N/7M+Q9c0w3/HRjI6B0NY9B/2peyEbJ8E860NAdX3Gjk2USWLXFhgP3g4ZLIX57k8CNQ35PqXiJ6WrhTtKyyOjUiqqHRcuiZ4O159iomza8P0Aet4YqdHqeUPD6k8GsfhnYZRP5rORiIiIihMDdCIiIqJiUaoG6E15OpEc8QmepKZDNk5M+nD2rMOVAH0NrLddAO21FyC62hz7FlP79kPkpJmAEqCrF10kTQigqg5o2+e/T3SA7lGBDj1GgJ7QDPQYIXmmW7gLAWkEHPPAi2oGuhmG/ug9MP71+8gcXIW2eQ1ksAzWmR+ILHQehPbqs459rJPOTapMT06eA/uYs6A/P9LFQX/yXlgnnwc5YVpKX0bR6m5H4OdfgLCGOi4M9sO85KrMHPvgHgR+9RUIGZk9q696BOGPfhv2YUdn5vhEmWKZCP7qSoihvxta6y6Evnxznk9qFAgPQkSNngEw/L5QVtY6q87HUAt3KgxTLzXRuVZDuH3k/cPA7kiIvugnzrb6RERERMWCLdyJiIiIioQamMumSfHvpBuQNQ2OitOcyMDj+lWgy4bx3pXC8Y43+wjHtrb5FUBK6M/9y7FuT18AOX5a0sfPN3vSDPdiSXot3IH4bdydFdoSrgRdM4DQIGDbznXLdIcBSc5Az3gLdwBQqvaLpRWutu45BL/3IQT+drNneD6834YXR/5715bhQBYAZLAU1jFnJP3Y4Xd/AjJqfrywLRh/utHZ3n8M0DatHgnPAegvPTrSASDdY7/xiuNnJboOIvDzK2Dceytg+YxIIMoDsX3TcHgOAOKNV9yv/5Q8tfocgDx0kVxVrWO9WP5uZVO4K99nMLZUzZVYclsIpZOcv+vhDoFXPhtE2wv8+JmIiIiKD9/BEBERERUJ68R3Qw5V6MraRlhLV8S/k24AtU15CdDTfVy/GejJzj8/xJ6tzEHv7oDYug7amqcd69byc1I6fr7JSTPda+m2cEciAXpUhbZXYKrrkRDRUiq51epzeLdwlzFbuKdZYe9Bjpvs2Ba7t2X8MTJJ7NuBwK+uRPCXX4a2b3v8/bujui0onQFkdX1qbfHrx8M6/ULHkr7xZWirHk7+WEVMKFWfYqAPYu9bmTl2f697TUoY//4DgjdcDnFgT0YehyhdYv8O57aUgGSAni7hEaAfer1WLzhUX4vGmnAX8MxZpXjxI0Fs+52BrvWCT8EcKGuJhOiVc53fbLtfYO2VAex7iB9BExERUXHhuxciIiKiImHPXYLQNf+H0Kd/jMHv3JnR2boFya8CPdn554fu1zgJssY5Nz7wp584KkZlIAjr6LeldPx8sz0C9LRbuCN+gC6iK9C9Co51I1IhaypVsiF3gA7PGejega4sKcvKhSFqJb+2e2vGHyMjBnph/O3XCH73A9DXPuu5i3Xc2TDfdoFjTXRFVSa6Wuh7fP8TZJ79Ycj6Zufh/vxLoL8n5WMWnZ4O15K29bXMHNsjQB9+jG2vIXjth6G99FhmHosoDSJqVApl0IDzNUBq+vDYE1fHHo/XotFu30MaXrs6gJUfCOKZsyLdd3o2aXjrfwysviwIy78xC2VQsB444lch1C11dl+RlsD67wSx4096ns6MiIiIKHkM0ImIiIiKiBzXAvvwEzI/+7kAyQqfCvRxqVWgQwjYs5xV6NqOTY5t+4iTgfKq1I6fb3XNrmptWZp+BTriVaCHoyvLvSrQjchFCmqbaY8K9KRauKdSKZ0AOdEZoItCC9BtG9rzD6Lkmotg/Of/HBeADO8yfQEGv/47hD/yLVjHnuW8sbt9uJ2yCIect6URoKOkDOELvuBYEl0HYfzjd6kfs8h4VX2Kbesyc+wB/wAdAER/D4K/+RaM//uRq7MAUS5pSgU6ALZwzwS1Ar20HBBDI1NcLdw7cnJKhaR7vYbWR3X0bXN/zFlzhA1j9L9tLhhGBbDoxjDGne4eYbLllwFsudlgRwAiIiIqCgzQiYiIiKgw+bZwT60CHQBsZQ66ylp+dsrHzjshXOEvgjmege7Vwl0IANLVwl14BehJtHDPyvxzeAXo2wom/BFvrkfwhk8h+PvvQ3QecN0uq+sR+si3EPrqbZDT50fWquqdx7AtoHco6FV/Bl4XMCTBPvwkWAuPc6zpj/8FQrlQZbQSve4APWMV6EqAbs1ZArtpkms3479/R/D6j0Hs2pKZxyVKkmcFutffBkqKGPQI0IeoI2/EGKxAr5jh/xxrOL4w/oaPJVoAOOw7YUx6v/sivx13GNhwbQC2+yYiIiKigsIAnYiIiIgKkqsl6aH1VCvQ4Z6D7jhu3TjY845O+diFwJ6x0LGdart7xzGSmYHu2cN9aNlUZ6A7q5+lpnu3ZPebc56lCnRbDdDDgxAHd2flsRLW1QbjDz9A8Icfh7bVXdEsdQPmiosx+L27YR93NqBF/TOv2v3zE11Dc9CVNvpyqB1wyoSAeeGXHMcR0kbgzhsL5iKErPKqQN+zLWb79USpM9DltMMQ+ub/wlp2hmtfbc82BH/wMehP3svgknJOnYEOgDPQM0GpQJeOAL3Wue8YDNDLp/s/xxpO4PMvH4QGzLrCxIzLw67b9v1bx7qvBmCytT4REREVMAboRERERFSYSssjoWoUaQQg68elfEg5cQakT4t269izAK24ZzOap18Ae/xUAIA9ZS6sZWemf9BkAnSfsE4KARFWPkBVZ6D7tQ/Xjci8c/WYWapAR3W9a3yA2JWnNu6WCf2Ru1FyzYUwnrkfwuP7ay04FqFr/gjzvZ/1nhevG+6v51CAnsEZ6IfIpkkwz7rEsaZtXQf9uQfSPnah86r6FFJCe3N9+gdXw7OyCqCsAuGPfhuhj3zL9TsiwiEE7rwBgd98E+jtSv/xiRLR0wnR1+1e54UcaVMvokFJ1MVlyt/pMVmBPt37OVY+1UZ5C59/+SIEMOVDFuZ9KwTozp9D2/M61nwuCKs/TydHREREFAcDdCIiIiIqTEIASlWVbGpJL+TWNNgzF3veZB1XxO3bD6ltQujrv8Xg53+K0Jd+5dsGPxnSo4I5mohq4S78PqPWDSDk/ITU1cI9GKP62SsY9puNni4hICd5tHHPMe31lQh+/xIE/vxziP4e1+120ySEPnMDwp/7CeTQRRN+ZLWzjTuGAvSMzkCPYp35AVd7ceOvN3tWaI8qPkF1Juagu2agH+rAIATs485G6Bv/A3vybNf99JefQMm1H4bY/Gra50AUj2j1aN8OMEDPhMFYFejK3/qerrHR9SOKUQGUjHc/z9i+vTCMP9vGoh+FoZU6f0bVC2xo6U8bIiIiIsoKBuhEREREVLDUD4Vl8+S0j+nVxt2euQiyOfXW8AVFNyIXHuiZqaaP28I9nEALd00HQgPK/ZQA3fAPb73moGetAh3uNu7a7txWoBv33Ybgz78Abc+brttkSRnC534KoW/fAXvx8UMz5mNTA3TRdTDyHxmegT4sUALzwi87H7O3E8Z9t2bm+AXKr+rTq+1+0tQW7srzX46fitDXfgvztPe5z6ttH4I/+Qy0VY+kfx5EMYh9Hu3bAbZwzwAxoM5AH3kNkJVKBbq0gb6x13nCqPIK0K08nAl5aVhu4/BfhGBUR35OTW+zMOsLZiJvY4iIiIjyggE6ERERERUuNUAfl4EAfZY7QLeWn5P2cUctn1n0w6Iq0CGld6WhbgCmCdgjH2SrQYuMFd56zTvP0gx0AJATpzu2RS4D9N4u6P/+o+dN1jFnYvB7d8E66xIgmXnlrgC9PfIfrhnoGQrQAdgLj4W15BTHmv70PyC2vZaxxygoZtgdcA3Rtr6WfgWuXwV6tEAQ5gVfROjTP3a37bctGH+/Lb1zIIpD288K9KxxBehRLdw9us2MxTbulbPdz7PqRXzuFZKahRJH3hpC89kWDrs6DMFPpYmIiKiA8a0KERERERUse9p85/acI9I+ppw6D7K2aWS7vArWUaelfdyCoRuQNQ2R0DoTAkHYU+b6324qFehelUS6AVhmJEQHgIFeGEpIHKsNuVcFumdb9wxRK9DF3rci558DovNApHow+nymzMXgV25F+KPfBqKeu4lyV6APzUA31RbuSYTyCQi/7wrHbG4hJQJ33ui4kGLU6PVvTy96OyFad6V1eN8W7h7sw0/A4NV/gD3nSMe61rrL3QmCKIPEfr8KdIaYaVMCdBk9Az0QdLR0BwB0d2T/nArM+Lc7/7ZMeI8JLUNvhShzKqZJHPatMDSftxx8uSAiIqJCwQCdiIiIiAqWecbFsBafAFnbCHPFRbAXHJf+QY0Awh+9BnbLLNgtsxD+xPezN087H3QjErJmKkAHEP7AV2BPnuOaaw0AIjpA9ylAh64DtglYkX2Nh/4E0d3u2MV62wX+J+DZwj17PzOpBuiWCeFXWZlpjgsSAKnpCF31O8hZi1M+pHsGeqSFu1Aq0DM1A31YfTPMcz7qWNK2b4T+5H2ZfZwCIOLMdxfptnHvV8KzsnKfHYfUNSH02Rvd55FmkE8Ui/8MdLZwT5dQZqBDeQ2QSreYeK9Jo1HdUTamftREyTiJhhMtzPxMbi58o8yREtj4QwO7/pqZMURERERE6eC1mERERERUuKrqEP7MjzN+WHvuUQhd/YeMH3e0ktPmI/St/wUABH/8KWhbXh25MbqK2ba9Z3JrOoRlQZphoKMV+sN3Om62Fh0Pe+4S/8f3qjbP5kUPFdWQtY0QHQeGl8TurZATpmXvMQ9RK90DwcgM+XT4tXBXZqDHbKOfIuv0C6A/9wC0PduG14y/3wbrqFNd51XM4rVL1ra9BvvYs1I7eDgEoXYLSGSEQUkZZE0jRGfU87h1F+SkmamdB1EsUvpfaMSS0vSpFehqxXllLXBg9/CmepHaWDH94yamf5zBebHadpuBvfcb2Asg1CYw7eOckU5ERET5wwp0IiIiIiJKmDQCzoVwdAW6T5WhEJEAxTRh3P//IKLaSEuhwTzv8tgP6lWBroYHGWZPcM5B13blaA66UoGeiU4CsrrBsT3cwj3bFegAoBsIX3yl8/H7exD4668y/1j5FKfaU9uaxux3tfIUPheVeJBK1whWoFPW9HZC9HV738YK9LSJfmWMQ4nzNUBW1TpvH4Mz0Km47bxHx/Y/jLzneev3Bjb9yIDN6yGIiIgoTxigExERERFR4tQ52dGVsVJ6V6ADgAC0PdugP/NPx7J1/DmulumqnFegw6ON+57cBOjCVD4pzkiAXudc6G4HbMtd1ZzhGejDjz/nSFjHnOlY05//N8Sm1Vl5vHxQ2yVL5ecmdr6R8vxxV3AGJFaBDgbolDtin8/8c4AV6JkwmEAFepSx2MKdipvZ417b8w8Dr30jAGvQfRsRERFRtjFAJyIiIiKixKkV6KZage4doEsI6A/+ASKqElEGS2G+8+PxH9NzBnpiAWKq1DbXIlcV6JZSga5+v1OgzkAX0o5UTOeiAn1I+PzPuubWB/50o7tlfbFSqj3tWYshxcg/t4VtQWzfmNqxB5wBuhQaECxN6K42A3TKEd/27QAD9ExQWrijNM4M9DHawp2K17SPWpj9lTCgOV8vDj6t49UvBBHuytOJERER0ZjFAJ2IiIiIiBKnBLquKma/AvS9b0Hf9LJjzVpxEVDbFPch1eAVAJDlAN1WK9D373TNDM8KJVBWK5lTUlUHqXQGEN3tOZmBPqymAea7L3Msabu3QX/0nuw9Zg65KtDrx7suwki5jbtagV5W4d/pQeGqQD/AAJ2yQ2uNFaCzhXu6RLwA3dXCnRXoVHwmnWthwXVhiKAzRO9co2H15UEM7M/TiREREdGYxACdiIiIiIgSZ6gt3BOoQJcSxrP/ci5V1cI84+LEHtMjLJcJtrBOlZwwzbEtpA2x962sPiYA9wz0DFSgQzeAihrHkug8CITVFu5ZDNABWCefC3vyHMea8c//B7QX/yfiolcJqyprYc9Y4FjStq1L7dhxgrNY3AH6ntFT9U9JE7u2wPj7b6CtfAiwrcwee79/C3dhF3gFelcb9H//EfqT9xbu78dAsi3cO7J7PkRZ0nSyjcN/FoJe6Xzd6NumYfUnS9D7ZmIXkBERERGliwE6ERERERElTKqBbjgq8LW9Z6Drqx6Gtm+7Y818x8cSnuPsOe88yzPQUVoOu2GCY0ns3pbdxwTc4U0mAnR4zEHvaoNQK+qzNAN9mKYj/IGvOKrhxWA/Avf8PLuPmwtqBXplDeR0JUBPtQJdbeGexMUjrgDdtiBGwQULlIKOVgR/+AkYD/wvgv/vOwjccpW7LXgaxL4YFego4AC9vxfBGy5H4N5bELjzBhh3/SzfZ+Rmme7X65J4Ldw7sntORFlUe6TEkbeEEGx0vnYM7hNY/akgOtcyRCciIqLsY4BORERERESJc1WgR1cxu9v0aq+9AP2Rux1rdvMUWCe+O+GHlFXO8FcGShKeAZ0OqbRx13ZuzvpjCrUCXctAC3cAsrrB+TjdbTmdgT58HtMXwDr+nY41/eXHob32fNYfO5tc1Z6VNa4KdNHRmlK1vfBq4Z6oihpX4M456GOTvu55iNDAyParTyP4k88AHa3pH1zKmBXohdzC3fjP/0GLOnf9pcfyeDY+BvtdS1J5HZCVzi4jYAU6FbnKmRJLbhtE2RTn64fZJbDm80EceIYfaRMREVF28d0GERERERElLqDOQI+uQIejAl1sXQfj/t9BKNWH5vmfjbQVT5CcMA12y6zhbWvZioRnQKdDtjhnWIscBOjuFu6ZCdBRXe/YFJ1tuZ2BHsU893JIpaW8cddPczNjPlt6uxybsrIGctwUyPIqx7q2NYU27mlUoEMIdxU6A/SxqbvdtaRt34iSH34i/de27nYI5XnqUKgt3NtboT9yl3PNI6zOO69OAWoLd+VCMxEeLMyvhSgJpROAI28NoWqBM0S3BwXWfT2APf/U83RmRERENBYwQCciIiIiosSpLcV9KtDF7q0I/PVmCGXObvhdn4B9+AnJPaYQCF35a4Tf+1mEP/g1mB/4apInnRq7ZbZjOxcV6Flr4a6GK91tOZ+BPqyyBuZ5n3Ysaft3Qn/oztw8fhaoFeiyshbQNNjT5jvWtW3Jt3F3VaAnE6DDo407A/QxSfR1e6+370fwhk9BW5d6F4i4z6kCrUA37v+duzV6hmfDZ4LnxQklZY5NWVXr3odV6DQKBGuBI34RQv1xyu+mJbDx+gDe+oMOWaDX6BAREVFxY4BOREREREQJk64W7tEV6DYgBMSBPQjcfZMrmLCWnArr7I+k9sBllbBWXBxp/Z5E9Xo6ZFTVOwCIroNAV1t2H1QJ0GWGvlZZ42zhjrb9EGqole0Z6FGs5efAnrHQsWY8eHtxhrtmGEKtEB2qsJczMjAHXa1ALyv32dEbA3QC4OqSEE0M9CFw81egP3VfSoeO2b4dQCHOQBe7tkB/9l/uddtCwaVxyuuLDJYCmlJ5W1rh+nvBOeg0WuhlwMIfhdF8tvsCl33/1mEPeNyJiIiIKE0M0ImIiIiIKHGuCvSoAF1KoLsTgbt+CtHf49jNmn0EzLM+mJPW65kix7VE5q1HyXoVuquFe4Yq0NUW7gf3uPfJVQU6AGgawhdfCSlG/kkqwiEYd/+s8MKreHo7XUuH5hHb050XCYjtG9w/4zhc4Twr0CkFQh0zoLy2CNtC4I4fw/jLryIXQyVB2xcnQC/AFu7G337tvojokAKrQne/BnhcRCMEUFnrXGIFOo0imgHM+2YYkz84cqFhyTiJxT8LQS+LcUciIiKiFDFAJyIiIiKixKkV6NFtwPu6Efj7bZFK7Sj29AUwT30vECyyTzg1HXKSMgd9xxvZfUy1hbuemQAdVUqA3r7fvU+OZqAfIifPgXXq+Y41fe2z0Nb8N6fnkS7R4wzQpRDA0Oxze7qzhbsIh5KfN92fxgx0+AToxXaRAqVPaeFuvusTsJae7trNePhOBH7zLSCUeEmn2L8z9g4F1sJd2/Ai9HXP+e9QYAG6qwLdK0DHyIU7wxig0ygjBDDz0yZmXhGGUSOx+KchlDbn+6yIiIhotGKATkREREREiQsoVYuHqmmlROD+30Fr2+u43Z4wHeHzPwOh6TltEZ4pttLGXduZ3QBduCrQM9XCXQnQvQKiXFagDzHf9QnIamd7+cDdPwMG+3N+LqlyVXmWVY6MGaioht08xXFz0nPQ1fnHZckF6LYaoA/2Ad3tyZ0DFT3Rp1Sg1zQg/NHvwHz7h1376qufQPAnn014ZIVojRegF9AFG7YN46+/jr2PVWAB+qBSgV7iF6DXOrbZwp1Gq8kXWDjm7kFUzCig1xYiIiIadRigExERERFR4lwz0Icq0DsOQHtrg+Mmu348wu+/AgiWAgCkOrO1CMjJsx3bSVcPJ0sN0DM1A11p4e4pHxc4lFUi/L7POZZE2z4YD9ye+3NJlVqBroRY6qx3beu6pA4v1AA9yQp01I1zz0ZmG/cxR/Q6K9BRUQ1oGsz3fBLhS77hen3W3nwdJT/8OMTubbEPLGX8GegFFKBrLz4CbfuG2DsVWAW6q4W730U0VbXO+/W4x0sQjRaBav/b2p7X0LezeEYGERERUWFigE5ERERERAlT5+YeCnzV6kYACF/0pUhIc0iGwuBcsluUAH3vW8629ZmmtHB3fb9TVVkbaS3uQ+oGkKcLHOylK2DNXeJY0x++E2Lvm3k5n2S5QiqljbJUAnSRbAW62sI9yQp0aDpk40TnOcSrGKbCZJkw7rwBJVeejcAvv5xcJwG1Ar185LXZOv4dCF/xM8iySsc+4uBeBH/8ydjP2e52d8CrKpQW7uEQjPtucyypHTAAFFyA7mrhnmAFOnrYaYLGns5XBdZ9PYDVlwXRvYEhOhEREaWOAToRERERESXOJ0BXQ2WpG0BN49CGjAyuLMIAXbYoM9BtC2JPnIrMdGRrBrpuuIJdhzy0bx8mBMyLrnRUwArLhHHnTwqqctWX0sLdVYE+fYFjW2vdlVTw6QonfeYfx6LOQddYgV6UtHXPwXjyXojuDujrnoPx6D2J3dEMQ6hjESqqHJv2vKMR+tpvYDdMcKyL/h4E7vqp76HV6nNpBFwdDwrl91h75SloB/c41sz3fNK9Y4G1cHd3oWALdyIvvVsF1n4lCDskEO4QeOWzQbSt5EffRERElJri+wQry7Zs2YLVq1djw4YN2LlzJ7q6uqDrOurr6zF37lycdtppmDdvXsxjPPHEE/j1r+PM1Bry6U9/GqecckoGzpyIiIiIKAeUFu7iUAv38KCyX1Twa1uQug7oxdfCHaUVsBsnQjuwe3hJ27kZ1pS52Xm8LM1ABwBZVe8fqATzGKADkBOmwVpxEYz//N/wmr7xJVgvPgJ76Yo8nll8agW6rHD2lZUTp0OWlDkCTG3b67AXH5/YAyjhmUy2hTsA2ajMQWeAXpTEjjec22+tT+yOfd2upegK9OG1CdMQ+vpvEfz116BFVZ2L/f4dC7R9SoDeNAniwB7nxUAFUoGu7XR+/+zpC2AdeTICf7jeuWOhV6D7XUSjBuhs4U5jzNZbDZjdI1XnVp/A2isDmPetMJrPKIzXISIiIioevAwvyre//W1cddVVuOeee/Dqq6+ira0NpmlicHAQe/bswRNPPIFrrrkGv/rVr2CaZvwDEhERERGNNgGlIjo81MI9ToAOTS/KCnQAkGob9yzOQRfZqkBHnDno+Zh/rjDPuRSyrtmxFvjzL10tzAuN6FVbuNc6t3UD9tTDHEsJz0G3LXflcLIt3OGuQGeAXpyEEuwmGpB6jdhAeZV7DQCq6xF+3+edazEqstVxAHJcC6ApHzUVRgE6xMG9jm171mLPv0ui4CrQE+tCIZUZ6Gp3DKLR7rBvh1F7tPP3V5oC678TxI67i/AiTiIiIsqr4vwEK0va2toAAHV1dTjuuOMwb948NDY2wrZtbNq0Cf/85z/R1taGp556CpZl4Yorroh7zG9+85uoq6vzvb2hwWPeFhERERFRgZJKBToOVaCHlLng0cGvZUUClSIN0O2WWdBfeXJ4W60CzagsVqAjRoAu89nC/ZCSMoQv+AKCt141vCQ6D8C4/3cw3x//3155o1age7TKlzMWAJteHt4WiQboHrOlU6pAZ4A+OlhqgN6R2P16nRXosqTMPY4jmvparV7YE30O+9UAfTKw4WXnTgVSgS7anAG6rB8fubhLVegV6D4z0KEE6Ak/P4hGCaMCWHxjGOu/D7Q+6vzd3vLzAEIHBGZ82oTgaHQiIiJKQHF+gpUlkyZNwkUXXYRjjz0WmnLF9Jw5c3DSSSfh6quvxp49e/DMM89gxYoVmD9/fsxjTpgwAePGjcvmaRMRERER5Y7fDHRTmYEeHfzaFqAZ3kFFEZCTZzm2tZ1vjMx1zzRLCdAzeNFB7Ar0AgjQAdhHnARr4XHQ1z03vKY/9mdYx50NOXl2jHvmjyuk8gjQXXPQ31w/0pkhFnX2MZCZCvTu9sixUwjjKY/UILvXo7Lcg6sC3aN9u0NSAbrSwn3cZPdrY4HMQBdt+xzbsr7Ze7SIXWAdBwcTrEBXW7j3dkV+dkV68RpRKrQgMP+7YWyul9j1Z+dzf8cdBkJtAnOvCkPjrwURERHFwRbuUb7+9a9j+fLlrvD8kOrqalxyySXD288//3yuTo2IiIiIqDD4BegxW7jbkRbhRVryI1vmOLZFXzfQvj87D6aMipK5auGe5xnow4SAeeEXHZ0OhLQR+NONkedRIVJCTK8KdDVAF4N9EHvejHto4dW+vqQsqdMDANk40X3s1t1JH4fyTG3hPtgPhAZ9do6iPkcrfNq3H6IErkLa3r9/Uror0Ju8WrgXwO+uZQIdBxxLsmE8IDw+/ynWFu7q+Agg4YssiEYToQGzvmBi+qfCrtv2Pahj3dcCsPo97khEREQUhQF6khYsGPngY9++fTH2JCIiIiIahZQW7sK2InOaw0oLd3UGutr6vYjIhvGQZZWONS1bc9DVSs9YbZaTJKv9x0e5WvPnkWxqgXnWhxxr2pa10J97IE9nFJtage4ZYtU0wG6Y4FhKaA66V+vmVDo5BEsga5scS2zjXoS8KsF7489BF31KC/dkK9D9HrvrYCTEj2I3t7j3K4AKdNG+P3IhQBRZPx4QAlL9nSr0Fu5+nSM8Lt5hG3caq4QApl5iYe43woDufA1qe07HK58PItSRn3MjIiKi4sAAPUlmVEWIX6U6EREREdGoFfAIdM2wuwLdMQPdjFSgFyshICfNdC7tzNIc9KzOQK/zv61QKtCHWGd9ELbSdtz4268Lr5rSDLurQyvcIRYwNAc9itj2WtzDuyrQy3xmHyeAc9BHAY9gV/QkEKCrvzflyVWgA/AM0F3V54EgUDvOXdVdAAE61PbtJeUj3we1jXvBVaArrwM+FejQDUjlZyu6O7JzUkRFYsI7LCz8YRhaifN1qPs1Das/FcTAnjydGBERERU8TnxJ0uuvvz7835MmTYqxZ8Qtt9yC3bt3o6urC+Xl5Rg/fjwWLVqEM844A/X1MVooEhEREREVIM9K5XAICKvB70iALiAjwUoRs1tmQ9u8Znhb27kZ2YhYhBpS5aqFe4HMQB8WKIF54ZcR/OWXhpdETweM+26F+YGv5vHEFB7Vv14t3IFIG3d91SPD29rW+AG6OgPdt/I0AXbTJGhvvDK8LQ4wQC86HsGu6OlE3HharUCviF2BLhMM0DVX+/ZJkfbtmnNch5B2/HPMMnFwr2NbNjSPjBXRDABRXVQKvgLd/0IaWVnr7DjACnQiNB5v4/BfhLD2K0GYXSOvT/3bNay8qARL/y+Eshb3q9T+xzSE21MfP6SXSYw/23uExd4HNVh97mPr5RINx9sIxGkUQkRERNnHAD0Jtm3jvvvuG95evnx53Pu89trIhyLd3d3o7u7GG2+8gfvvvx8f+chHsGLFipTO5eDBg3H3qa2thT50JTWr5bMr+vvL7zUR0Qi+PhKNQh6VypptQbgqpwMjv/dCA4wgRDG/DkyZ7djUdm5O63XN9/XRcn4fRSCYuddPpYW3Q7C08F6nFy+HveQUaC8/Mbyk//fvkCe8E1KZKZ4vamWvFAJaZY17BjQAzFzk2NT2bIM20BuzGlgbVKrbyypS/zmNc7bW1lp3Fd7PnGISHsGu1tfp/XyLvp8SoIuK6tg/e49OI5q0XY+jtToDdIybHDmuUoEukNz7wGy8f9TalRF89eNHjq1UoGvShiyU3w0pXQG6Vlbpf35VtcD+HSP79sZ/fhCNBXWHA0fdFsYrXwhgcN9IcC0lUD5JQGjuMHvnXQa61qX++1MyTmLiO9xz2AHgzf8JYGCXdzhvVEkcc1cYJR6Td/jvayIib3x9pGxggJ6Ef/3rX9i8OTLrcNmyZZgxY4bvvs3NzVi2bBnmzJmDhobIO579+/fj+eefxwsvvIBwOIzf/va3EELg9NNPT/pcLr/88rj73HLLLWhoaICu6xg/fnzSj0GpGTduXL5PgYioIPH1kWh0kNUVaFfWmupqMFhiYCBqLVhegfKh98G2PQhjwnhodcX7OmAefiyio1Kxfweaa6shYlQCJir69bFTwFHZXtPQiJIMvZeXTY1oF8KznXJ5TS0qCvDfDNZnr0fnp08fDpCElCi9+2eo/snfIdS2y3kQ3r8V0dGkVlmD8ZM8ZkADkA11aDeCgDlS6drQuReBGbM99weA/oCO6AnTwZp6NKb4cxqcvQDR9exG296Uj0X50RMMRNdJAwCqNaA0zs+x2wwhOsKpHD8RZTHuY1eWoUNZG9dQD63BeZ/uzlbHccunz0P5+PFo13VHxXl9XR0CKT7XMvX+sbe/C9GDRsomzxh+zWs3As7zra1J+XwzTQ70o12Z3d44eSp0n/PrbmxGeMva4e0qacb8WRONKeOBCffZePzD3ejcFHm3JYTAhEnevyOBQCeQRr+hyOexHik4AEPvAOBdnW52C7T/sxpHfC32e0z++5qIyBtfHylTeClGgl5//XXceeedAICamhp84hOf8N132bJl+MUvfoEPfehDOOaYYzBr1izMmjULy5cvx5e+9CV89atfHa4Mv/3229HR0ZGLL4GIiIiIKH1erdjDIciQcwa6GNpP2kNVixlsRZ4P+tS5zio+KWG9uSHzD+RqhZ+5a56FbkDUeH+QW2gz0A/Rmyai7MLPO9asLesw+O878nRGTrLLeTmJqPKfMy8CJdBnOivnzY2rYx9frRwuq0zyDEfo46c6tu3W3ZBq5wgqbKa7jbrsaot7N6m08RY+YwaGb/do4e71XLH3vOnY1iZOGzqA8lGT7R0S5ZK13zmyQGuKGslXwDPQZX+Pa02U+Y9y0Kqdr/F2l3rJG9HYVj5Bw4o/V6FpaWHXlLW+6H69JyIiotwq7HcLBWLHjh244YYbYFkWAoEAvvjFL6Kmxv8fnOXlsa8QPOqoo/De974Xd999NwYHB/HYY4/hvPPOS+qcbrnllrj71NbWAgAsy0Jra2tSx6fkaJo2fGXT/v37YRfABwRERIWAr49Eo5CUUCP0A3t2Q+tsR3QEMWha6Dt4MDI3t7sT8mAb0DeIYhZongIRFRi1rXkBdu3ElI7l9/oYGBxAdEPPju5eyL17PY6QGqOiBlrHAdd6X9hCdwYfJ6OOOQfGf+6Gtmfb8FLv7T9Gx+yjgGqfCwJyRNv5luMf1WZZJfbG+D7qk+dCjwrNe199Hp2nvN9//9Z9jt+rAaGjN9Wfk17q/N21Lex7/RVg3OTUjkc5Z/T1uKogevbuRGec50Sg46DjdaXLBDpi3Scccr3Ot+7dA8ioC6GkRGD3m47jdpbWoGPvXgSkdKy3tR1M6nUsG+8fA3vecpxTd7Bi+PsWgHCe74HWjL7upmX/DtfPYn9XDzDgHa7petDxmtG3b1fhvrYT5dH8G4C3btfRtV74/t0unaGjVqQ+Az1YZ/keu2KeDqNx5NhWL9C9ceQV/uCaMHbv2AtNuf6U/74mIvLG10dqamoaLlzOFAbocezfvx/XXnstent7oWkavvCFL2D+/PlpH/f000/HPffcAyklXn/99aQD9ENt4RPFF4zcsW2b328iIg98fSQaPaQRcMw8t0ODEGFnY2GpByK/8+EwoGmQQhREFWI67JZZ0KMrLndsysjrmuP1UZmBLnU9o6+dsroe2LXFfQ5GsHBfozUd5kVfRvCnnx1eEv090P/8K4QvvTqPJwaIbmd1p6yoif19nDbfEW6JretgWxbg8wG91t/r2Jal5an/nMqqIMurnPOw9+2A3TjJ/z5UUKRXZXR3R/znRG+XY9Muq4x9H7WCHIAMhyMdRQ7paIUY7HfsYzVNirzOK89naVkpP28z8v5RSqDNGWJZdc3DX4/UdEeALk2zYF4PRZ+zAl1qOmw94Pv3VFTWOF5j0JPA84NoDBJBYNonIr8bfr8is7+cifd43uuHfcd5Q7gLeOas0pH7hQS6NkhUL3CP3Rk5Nv99TUTkha+PlCls4R5DW1sbvv/976O9vR1CCFx++eVYunRpRo5dU1ODysrK4cchIiIiIioahlIOY4bdAfqhfWwL0HTAoyVwsbFbZjm2tZ2bM/8gaovmTLe+r673XvdqzV9A7LlLYB1zpmNNf/5BiE2xW6Bnm+jpdGzLiuqY+9sznC3cRW8XxP6d/scfcAboKPVv3ZwIqYTlonWXz55UkCyPquPeTvdaNCkBZRRAvOdp5KIn5eMi5bHV560MBIGaxqEb1QtC/AOgnOhud/+Nip7n7mrhXkCtkwf6nNul5b4X3ACArKx1bIvujsyfExFlXKAaKJ/uDHs6X+XH9kRERPnEv8Q+urq6cO2112Lfvn0AgEsvvRQnn3xyRh9DpNEGiIiIiIgobwxn2CrMEGCGlH2GAvNDAbqW2VZa+SBbZju2xc4tma+qV+YMS/VihTRJvwC9QGegRwuf/1lIJUAO/OnGvIZdQg0vlfDKpX48pNJ2Xmxb57+/qwI9zQC9iQF6UbPdFejqRRwug/0Q6u9IeVX8x1IvelKOoe3f4diWTS2AFvmIyRW+2/kN0EXbPse21HSgJur3UP1aPb7P+SK8AvRY1AC9hzPQiYpFzUIlQF/Lj+2JiIjyiX+JPfT19eG6667Dzp2RK6ovvvhinHXWWRl9jK6uLnR3R64Cr6ury+ixiYiIiIiySq1WNsNAWA3QoyrQA8GYFXPFQq1AF4N9EAd3Z/ZBlBbuma7cl1V+FeiFH6CjpgHmuy9zLGm7t0F/9J48nRAAtQK9sib2/kK4qtC1ra/5765WoJcxQB/TPFq4i56O2PdRqs+BBCrQgbgBuqsCfdzkqBuV13uZ3xaaQmnfLuvGOS/qUi/wKqgKdPcYh1hkVa1zoacz0oWAiApe9WLn72rXWo2/vkRERHnEAF0xODiIH/zgB9i2bRsA4LzzzsN73vOejD/OI488Ajn0LigTM9WJiIiIiHLFVRVthlyV08Otx227OMLZRNQ0utvj7ngjs4/hauGe4QC9xjtAl0XyM7JOPhf25DmONeOf/w9o35+X83GFl/ECdAD2dCVA3+YfoCcbnsUjx7U4thmgFxdXJTngmm/uuo9yuxQisVEAcdqauwP0qOeWa4Z6nivQDzoDdES3bwfcAXohV6CXJFmBbobdbeCJqCDVLHJebBQ6KDCwp/gvQCUiIipWxT+IMINM08SNN96IjRs3AgDOPvtsXHjhhUkdY//+/ejt7cX06dN993nppZfwl7/8BQAQDAZx6qmnpn7SRERERES5prRwR9hdgT4cslume2Z6sRIC9uTZ0NevGl7Sdm6GvSSD7+fVgCzT37sinYE+TDcQvvhKlPxopBJdDPYj8OdfIHzZtRl7GLFrC4y/3wYAMM/9NOSEad47quFkIgH6jIXOx9rxBoLf+YD3eShtstOtQLfVCvQDuyPVqV4dIqSE/vifob/wH2BwwHlTXROsFRfBnn9MWudDSfJq4T7YD4QGfccwCLUCvbxquNV6TMrFO8KyHDG4+tx0BujK86nQWrjXNzt3UC4WEB6V/nkz6Ay/41age4yRED0dkGm+dhBR9pVNlgjUSoQ7Rl5Du9YKlE1kGToREVE+MECPctNNN2HNmjUAgIULF+K0007D9u3bffc3DAMTJ050rLW2tuK73/0u5syZg6OOOgpTp05FTU3kQ5R9+/bh+eefxwsvvDBcff6hD30I9fU+H2IRERERERUiVwV6ODIH3WMfAQlZLOFsAmTLLCAqQBc7M1iBblsQaqtjI0ct3ItgBvohcsZCmCe8C8bT/xhe0196DNbrL2Qm0LUtBG77JrR9kX8Lij1vIvS9uz1DZrUC3Su8Usmp8yCFNvyzFtKG2LMtoVPL+Az00ADQdRCoaXTtq61ficDdN3kfaM82aFvXYfA7fwLqmtI6J0qCX2vx3k4gOM7nNuUij0TmnwOxW7jbdnG3cK8v4gr0eK8BJWWQRtD5N7mnA1B+94mo8AgBVC+0cfDpkdekzrUams/M72soERHRWMUAPcrKlSuH/3vdunW48sorY+7f1NSEm2++2fO2TZs2YdOmTb73LSkpwYc//GGcfvrpqZ0sEREREVG+KAG6MEP+M9AlIDPchjyf1Dno2s7NmTu42r4dGGmFnyGypsH7hiJp4X6Iee7l0Fc/CdE7MoPc+NNPELrmj2l/LWLv9uHwHAC0/TuBrjZA/d6ZYXe4VRG/Ah0lZZCT50Bs35D8ydWmGVbXNLrCNdG6C9IjQBfbXo95KDHQB33147BOe39650SJ8wl2RU9nZK63121qBXoi888Red12xODRAXrnQYjwoPPUHAG6UuGe5yG+agt3VwV6AQforvbr8cY4CAFU1TrGWojujjw30SeiRNUsigTo5dNt1CyyUX8cw3MiIqJ84Qz0DJsxYwY+97nP4cwzz8Ts2bPR2NiIkpISGIaBmpoaLFy4EBdeeCF+9atfMTwnIiIiouKkVpSbYY8Z6FGhuRpOFDHZMtuxLQ7uBdSAKlVW2LXkmjefrsoaSNd84uKZgT6ssgbmeZc7lrT9O6E/dGfah/bqKqCGhQAiVb+KRFq4A4D59g9BJvl7YR1xsquCPGmaBtnk7KLmNwddqBfFeB3u1WfSOx9Kjk9rcdHjfi4Oc1WgJxagx6pA19T27cFSoDbqIgxXBXqBtXBXZqBL17z3wg3Q47VwB9ydMNROGURUuCa828Lx/x7AsjtCmPt1E43HM0AnIiLKl9FTCpIB99xzT9rHKCsrw4knnogTTzwxA2dERERERFR4XKGuGYr8L5oRiLTtFcIdxBQxOX5qpDIzKkwSOzdDzjky/YOrFyEAmf/eaTpQWQN0tzvXi7DNvrX8HdCfvh/atteG14wHb4d9zJmQjRNj3DM2bdcW92LIHaCroaUUIjJfOgH2klMR+u6fIHZsSihclLWNkNMXJHTsuMdqnATseXN4W2vdBc+P55V24fbsI2DPWgzjwT+M3HfTamCgN35bacoMvxbuMQJSdwV6+i3cPeefR4fmhdTCfbDf0akCKLYW7r3OhYQCdOVCnu6OzJ0QEWVVIMFrnIiIiCj7Rs8nWURERERElBuGEraGwxBK+CuNAGDbkcq+URSgwwhATpjuqFLWdm6GlZEA3auFe+a/d7KmAUIN0ItoBvowTUP4A19B8LqPjswTD4dg3PVThD9zg+fM8kQIr7b8HhXorqrO8qqkfl5yXEskeMwx1xx0nwp0V4A+rgXmmR+C/tCdwxeQCMuE9voq2EtOycapksqvhbtHN4RhfZmvQHfNP29SnscF1MJdbd8OeLRwd32thROgp1KBjqo6xyYr0ImIiIiIkscW7kRERERElBzXDPSwewa6HoiEEJoOqO1xi5xU5qB7tfxOhfCqLs10C3cAUglXgCJs4T5ETp4D69TzHWv62mehrflvysfUvH6eXi3c1Qr0ROafF4DEA3QlRNQNoKwCtnKxiLaWbdxzRfgFuzFauItepQI9wS4J6uu2iFeB7ti5cCrQXe3bq2qBYKlzp4KuQFdmoJfE7/bgqkBngE5ERERElDQG6ERERERElJxEW7jbhwL0UVSBDsCe7JyDru3wqFhOhccM9GwE6Kiud68VaYAOAOa7PgFZ3eBYC9xzEzDYn/zBejogOg64lr3mgbvmTic4/zzfEg7QbeWCDi3ye2wvWu5Y1tc+C9ic0ZoTPi3cY1YYqxXoFVmoQB83WTkhtQI9sYfMBtHmrEB3tW8HCjpAx2AGZqCzhTsRERERUdIYoBMRERERUVKkOi/bDLvbjxvGSICuhhNFzlWBvnur/2ziZHjNQM/C904NmwEUdYCOskqE3/tZx5I4uBfGA7cnfSjNq3074DkDXa3qVEOrQuUK0Hs6gP5e947qc3qoItledLzz/t3tENs3ZPIUyY9fC/esVKD7tDW3bYhWZ4BuuyrQlc18VqAfTCBAd1XbF1CArlags4U70Zhhh4DOdQI7/qSjf1dqY2mIiIgodQzQiYiIiIgoOWpV9GCfOyDRhyrQA8GUZ1EXKrvFWYEuzBDEvh0+eydBCSylEcjK9056VaAX4wz0KPayM2DNWeJY0x++E2Lvm0kdx3P+OeAzA11t4Z5gZW+eyYYJkMrzSg1EAY+RAkOBqhzXArt5ivOmV5/N7EmSN78LdZKZgZ7g81T6VaB3tLo6MrhbuBfQDHRXBXqzeydXBXoGLojKEFcL94Qq0NnCnajYvf7tAP57RglWX1aCLb8MoG0lP8InIiLKNf71JSIiIiKi5BjOCnThUb0qjUCkrXMxVzb7qayBrG1yLGVkDrpaga5noX07AFntrE6Uo6HNvhAwL/py5Gs5tGSZMO78SVLhXVIBuhpaFkkFOgJBoG6cY8mzjbtPgA4A9mJnFTrnoOdIKhXofc4KdJlyBXrk+aCp889LyoCaRuVBC3gGekP8CnQUcAW6LE1kBnqtYzvW84OICpQAZGjktbTrVX6ET0RElGv860tERERERMlRK9C92j8bgUjgorZ7HyVspY27b+vvZKgBupGlUFtt4T5KLnKQE6fDWnGRY03f+BK0Fx9J+Bh+P0evGehQK9CLZAY6ANiuOejuCnRXR4ToAF1p465t3wi0t2buBMmbT7Dr26LbtlwBOtKcge6af97U4g7MtQKqQE+ghbss1BnolgmhXryTSAt3NUDv7/EeEUJEBatmsfPCo861o6ubExERUTFggE5ERERERMlxVaD3uPfRDQhId9g+Ski1jfuO9CvQXXN3s1QVbk+dBxkVmtszFmTlcfLBPOdSyDpni+bAn3/pfZGHyjIh9mzzvs1jBrortCyiAN01Bz3ZCvRZiyHLKp03r2Mb96zzbeHe5b3u1R2kPMMButq+PbKX8qB5CtAtE+hwXtjhWYFeqAG62r4dgEykhXtVrXuRbdyJikrNImeAPrBbw+DBPJ0MERHRGMUAnYiIiIiIkiLVUHzApwIdwj1Hd5TISgW6lZsW7qioRvij34bdMhvW3KNgXvTl7DxOPpSUIfz+KxxLovMAjPt/F/euYt92CL8qTY8W7mpoWUwV6IkF6DEu6NAN2AuOcdzMNu5ZZtsQPq3QxWC/90UeXsF6whXozlBZDAfoSgv3cZM9TqhAWrh3tLq+Z54z0Au1hfugO0BPqAK9ohpS+RmwjTtRcamYIaGXOy8+6lrLj/GJiIhyiX95iYiIiIgoOQFnsOtXgQ4pi3+2tg85WalA7zoIdLWld1AlvJXZauEOwF5yCkJX347wl34J2Twla4+TD/aRJ8NaeJxjTX/8L3G7BPjOPwfcbZThrkBX5w4XMtnkrBrWkqxABwBLbeO+/kXPEJcyJF5VdK9HQNqnXORhBIFggiMb0qlAV1u42/mpQHfNPw+WAhUeF7oUaAW68KhAR0lZ/DtqOqB0GhDdHZk5KSLKCaED1QvUNu78GJ+IiCiX+JeXiIiIiIiSo7RwR7/zQ/5IhbqMVCGqwcQoIce1ONqgAxmoQlcDy1Ha/j7rhIB54RcjYeGhJdtC4E83ArZ/JawWK2BXZ6CbYXe4VcQV6Gjf7/oaRZwA3V54LKQY+UhBhAagbXo5o+dJUeKEul4Vxq4K9ESrzwF39xDLjFTBKxdb2B4Bulr9DOQpQFfnnzeMd1fHAwUboKst3GWwNOG/qa427mzhTlR0qhexAp2IiCif+JeXiIiIiIiSowS7Qm0zawQA244EMKO0Ah2aDjlppmMpVgVzQtT24dlq4T4GyKYWmGd9yLGmbVkL/bkHfO8jdm3xP6BaWe1R7Su9KlsLlKuFu5QQB/c4d3IF6EpwV1kLOWOBY0lbyznoWROnrbhni+6+bsemLK9K/PFcAboFdOyHMJ0XWni2cHfNQM9PC3fRpgTodR7t2wHX1yoKpIW76yKdRNq3H6J0xFA7ZhBR4atZ7Hzt7N4oYLHRCxERUc4wQCciIiIioqRItQJdpRuRsEXTRm+ADq856LFbhMfjmr+dxRbuY4F11gdhK0Gx8bdfu2aXHxKzg4DSwl0NK6UQQDLhZL6VVboCf9cc9DgV6IC7jbu+9pnI6AbKPPXnofIISNOpQHf9vG0T2j6lfXtJOVBd775vobZwbxjvvWOxVKAnEaCrIyXYwp2o+FQvsAEx8vopwwLdGzy6aBAREVFWMEAnIiIiIqLkxGstbgQiAYSmu6tWRxHZosxBz3QL91F88UFOBEpgXvglx5Lo6YBx363ufbvbIToP+B5KnYHuquYsryq6n5erCj1OgO5q6Q3AXuwM0MXBvRC7t2bmBMkphRbuma1ANyH273Aeb9wk75bo6lq+KtDVFu71PgG6+neqQCrQoXZ3Ka1I+K5s4U5U/IwKoGKm8wKkzrUM0ImIiHKluP6FT0RERERE+ReIHaBLfShA1/VROwMdAOzJzgp0sefNyBzpQJwKfT+uwJIt3NNlLzwO1pGnQF/9xPCa/t+/w1r+Dsjp84fXtJ0x2rcD7hnoagV6EbVvP0Q2TQLefH14O5UKdDlxBmR9s6PSV1v7DCxlvAFlQLxQ12OsQCYr0IVlAq4A3at9OwCh1mrkqwJdDdC9W7jLAq1AF/29zoWkWrgrHSYYoBMVpZpFNno3j7ym7vqbjmfe6kHVdA3jLva+z+vfCQBpXLdUOc/GlIvdr4PWALDx+vTem9YusTHxPe5jDx4Etvw8vWM3nGiheYX7C+/bLvDm79KLQJrPstCw3H3srvUCO/+U3rEnnmei9gj338n2FzXs+Ud6/46acomJylnuY7c+qaH10fSOPf1yE2UT3Mfe+6CGtufiH9vv6yYiKiQM0ImIiIiIKDnxWrgfqkAvKfOuThwl5CQlQLctiD3bIKfMTe2AbOGeFeH3XwHttechQgMAIvO+A3fegNBVvxu+wEPEa78fp4W7GlYVg/gV6MoH3F4V9kLAWnQ8jCf/NrLbq8/COuuSTJ0mDRFxWrh7BqRpVaCrVdkmxH6lhfu4Fp+TUV7389HCXcrEW7h7tKsvCGoL95JkWrjXORcYoBMVpepFNnbfO7I9sFvgrd0hNC4xfAP01sc0SDP199/WAACPAF2awP5H0gtdtTKJie/xeMx+kfaxSydKwCNAD3emf95V8200LHevh1rTP+/65Ra8LjTr353+scefYwEeAXrfm+kfe/IHTGCCe71nk5bQseuPswAG6ERU4NjCnYiIiIiIkhO3hfvQDPRASW7OJ1/KKmA3TnQsxZyjHY+lBOisQM+M+maY7/ioY0nbvhH6U/eNbCs/N6lW0IacAboaRqnzhouBK0A/kHwFOuDRxn3rOoZ12ZBCC3e1Al2mMwPdMiFa1QDdrwK9AFq493YOXzQzfBqJzkAvkBbuwtXCPZkAXalA5wx0oqJUs5gBIxERUb4wQCciIiIioqTIeBXoh1q4j/YAHRmeg24qgWW8CxUoYdbbLoA9YZpjzbjvNqCrDQAgdikB+qQZjm33DHS1hXsSwWSBsF0V6LsBeyTodFU8+wXoc5dABktH7idtaOuez9yJUkScCnTPFu5KBTqSqEB3zbwPh11dCuxEW7jL3AdArvnnmg7UNHrvrFbbF0gLd1cFejIt3JUZ6GzhTlScyiZKNJ1WIK9JREREYwx7AhIRERERUXLiVqAHICAhx0ALcrtlFvRXnhzejtsKPAbBFu7ZYwRgXnQlgj/97PCS6O9B4K83I3zJVZH59VHsafOdVenKDHShhpWjoQLdDAGdB4C6cZGFBAN0BEpgH3Y09DVPj+y67lnYx56VydOlFCrQkcEKdHFgt+s1KuEW7vkI0JX27aht9H8OF2oF+kAaFehVagv3zsjPYRSPVSEareZ9K4zGky30btUghEBlZQXKJ2gA+jz3n3KJBZnGy1j5VO+uISIATPlweiMuquZ5HztQJdM+du0R3scuaUr/2NXzvY9dNiX9Y1fM8P4bWTnbTvvYpRO9j12zOP1jB+u9j1231IZWGv/YFTPZXYGICh8/kSEiIiIiouQEYlegy6GA3VXBOArJyc456NrOzamHFK7AkhXomWTPXQJr2RnQVz40vKY//yDs6fPdweD0BcDT/xhZCKst3JUK9CKcgY6aRshAiaO6XrTugvQJ0KVapRvFXrjcEaBrr70Quf8YeA3ImRRmoKdTge4K0Pdtd2zL0nJADWmHd85/C3dXBXq9T/t2wFWBLgq1Aj2pGehKC3fbAvq6gSLslkE01umlQPMKG4ANTdMwfnzktWDvXu/9p388vWDU9zxKgBmfzM6xAzXZO3bp+Owdu2KazNqxqw+TqD4sO8euPVKi9sjsHLthuY2G5XkY3UJElAVs4U5ERERERMlJoAIdEmMiPHO1cO/tAjpaUzuYK7Ac/d+/XAu/93OQpRWONeOenzu2ZX0zZE2DY02E1BbuHc4DF2OALgRk00THkhbdojvRCnQA1iJlDnpfN8SWtWmfIkWJVxWtVJt7raVVga6EynLcZP8LhQqhhXubGqA3++/sqkDPTqiQNHUGelmF935ePLpieHYpICIiIiIiTwzQiYiIiIgoKTJegK4bkWBFDSVGIdkwwRXIajtSbOPOFu7ZV9MA892XOZbUWd92y2wgWOK8n1qBrgaTxRigw6ONe+vOkY0kAnTUNcGePMe5+6vPpHt6FC1eC/fBfiD6Qo/woKO7AIC0KtBVvu3bAVewLvJRga60cJcNMSrQ1b9VBVKBLvp7nQvJzEAPlkIGS51rnINORERERJQwBuhERERERJQcI3YLd+hGpHp6LFRQCwHZ4mzjnvIcdEsJ0NnCPSusk8+FPXm27+1y0kxI9TmuzkBXgihZhDPQAUA2qgF6dAW6EiLG+X22Fzur0LW1DNAzSu1QoVZ5A0BvVIWx2r4d6VWgu47VFCtAVyvQE3/YTEmmhbtrPEGBzEBXK9CTaeEOAKiqdWyK7vY0T4iIiIiIaOxggE5ERERERMmJU4EuNR3QtLERoGOoYjmKtnNzSscRplLxG6/Sn1KjGwhfdKXvzfbkOBXoZhhCmU1clC3c4Q5BhwN0Kd1zoOP8Pqtt3LW9b0Hs3+mzNyVLqKFuRbUrRI9u0S163QE6yioTfrxYM+8BwG6e7H+j2tk9LxXoScxAL9QKdPV1JpkKdLgv7GELdyIiIiKixDFAJyIiIiKi5ATiV6BD04E4AcxoISerFeipBejuCvSxcQFCPsiZi2Ce8E7v21pmAQFngC5sa6QCuNcdQsmKYg3QfSrQvWZAx6tInjoPsqrOscYq9AyyPS6wUSrKHQFpnzJmoLQiudeUuC3cYwXoagV6jgP00IC7S0SsFu7q11ogATqUAF2mGaCjhxXoRERERESJYoBORERERETJiVcZrWmR8HwMzEAHAFtt4b5/BzDYn/yB1BbNrEDPKvPcy10trWWgBLJpEqRagQ4Mz5cW3R3O+wiR3GzpAuIK0Pu6I/PdUwjQoWmwFi133uWVp9I9RTpEqUCXugGpdj6ICo1dFegVST5HMzgDHTK3PdzV6nMAkPXN/ndQ/1YVQgt3KV0BerIV6K4W7qxAJyIiIiJKGAN0IiIiIiJKjqZH2rT70fXInHQ1RBml5MSZjlbKQkqI3VuTP5Dawp0V6NlVWQvzvE87luzZh0fCNHUGOjDcxt31s61pKNqflWwY724D3rrLM0CXCXyNttrGfdNqiAN70jtJilAr0HUdUDofxKxAL09i/jkQ8zktyyoBtbo5mqZWoOc6QN/nfPiKGqCkzP8OhdjCPTwIoVbuJ1uBrj4/lIt/iIiIiIjIHwN0IiIiIiJKXqzqaKG7WmCPasESSGUesLbjjeSPYyot3I3iDGWLibX8HTBPez+kpsNumgTz3MsjN3hVoA8F6Nqb6x3L9pR52T7N7DECrspcvwA9kZEM9qLjIJVqfO35B9M6RRqiVkVrursCvdd/Brr6c4krVoDe1BLnAqk8V6AfVOafx2rfDrie26558/mgVp9jqA1/EtSRClDa2hMRERERkT8G6ERERERElLwYAbrUx1iAjqG52VHEzhQCdNcMdLZwzzpNg3nBFzB48xMIffdPkFPmRtY9nr/iUID+1gbHuj3tsKyfZjZ5zkFPpYU7AARKYC093Xm35x4A7BzPwB6N1J+JbrhmXEfP/RZKBbo6Lz2uWAF6c4z27Rgaa+BYyO3P3xWgx2rfDhRkBbro73Uvpt3CvSPl8yEiIiIiGmsYoBMRERERUfK8WlwPEZo+5qqn7cmzHdvazs1JH0OoLdw5Az13NN0ZGOqGe0xBaBCwTIjtGx3LcmoRV6DDI0A/kEaADsBafo5jWzuwG2LzmpTPj4aooa6mA5UxWrinWYEeq2W/HDfZ97bIuSkfNeX4AgrRrrRwr0+uAt3VLj8fBp0V6NJvtEQMrg4FbOFORERERJQwBuhERERERJS8QIxw1zASmpc8msgWZ4Audm5JPjRyVaCPre9hwVHbuIdDEHvfgggNOJbtURaga627vFtYJ/h8lFMPgz1huvOuz/4r5fOjCNfPRNddM64dLdyzWIFuj4tdgR67vXv2JVuB7rpYphBbuJeWJ/19lZXOFu6OCyyIiIiIiCgmBuhERERERJQ0GaMSTuqBMRf+2moL98E+iIO7kzuIUvUrWYGeXwHnc1yEB13zz2XDeECdM1xkZJMzDBWtuwAz7N4x0d9pIWAdd7bzri8/7jnTmZLg0cI9dgW6M0BPfga6/8z7uBXorhnoOa5Ab0tyBnohtnD3CtCTpT4/BvuAoVEUREREREQUGwN0IiIiIiJKXqxwVzfcgcRoV9Ponke8I8k27moL9zF2EULBUeeghwch3nIG6PbU4p5/Drgr0NHR6m4fLTR3W+4YrGPPdFT1isH+SIhOqfNo4R57BrqzhXtGZ6DHq0B3tXCXyT12OmwLaG91LCXdwr0gKtCdM9BlCgG69Lq4h23ciYiIiIgSwgCdiIiIiIiSFyNAl8GSsRf+CuGqQk96Drrawn2MzZEvNFIN0EOD0N7a4Fgq9vbtACCbJjq2hZQQ+3Y4d0r297mmEfaCY5yHeO6BVE4PYvtG6E//A1CqilXahhehPfeAq/I6IZYJbdUj0F56zBVcFgy1Q4Wmu2dcR3/taVege//MZXkVoLaOV6mtxnNZgd5xAEK52CBeC/dEKtDFm+uhP3Vf3Odhprgq0EtSqEAvq3S1p4++yIIoW8RbGyKv28rFLERERETFhJ/IEBERERFR8mK0cIcRHHsBOgDZMgvY8OLwttj5RlL3F2rbbJ0t3PNKmYEuBvoglIsi5LTir0BHaQVkVR1Ed/vwkrb3Lec+Kfw+W8edDX3tsyPH3LQaonWXu+I9Bm3d8wj86ssQUsIoq8Tgt/8PqBvn2k9/7B4E7r4JAGA3TULo23e4WvDHErjtm9DX/BdAJCC2Tj4P5mnvA6rrEz5G1qmhrlcL98F+IDQIBEuyVoEux7XEn8Ut1FqN3FWgu9q3B0rij1lQv1ble62tew6Bm78KYVswSssRuvqPkI0TMnG6/tQuEKm0cNe0yM896ndb9HTk8KdBY5H+9P0w/u9HENKGUVqBwe/9CahpzPdpERERESWNFehERERERJS0mPO5A8GY83NHK7tltmNbSzJAd7Vw5wz0/FIuEhFvvu66yMGeMjeXZ5Q1aqgtXAF68r/P9uITIJXQVn/uwaSOoT/xFwgZiftEfw/0Fx/x3O9QeA4AWusuaG+8kvBjiNadw+E5EGl9bjx4O0q+cR6MO2+AaN2Z1DlnjdpWXHe3cAcA9HYCUgJKgJ6xCvS4888B9wz0XAbo+5wPXd8cP/BXq7SlBOyRqnn9hf8MV7WLgT4Yf7oxMycbg6sCvawipePIqlrnQk9naidElACxZW3kdXOo64QY6IX+wkN5PisiIiKi1DBAJyIiIiKi5MWq7gyWjL0Z6ADkZGeALg7udYVYMSkt3OUYrOIvJFKpQFdDWbt5CpBsKFmg4gfoKTwXA0FYS89wHub5BxzBZDzajk3O8zrg0T7bo+W6tnlNwo8h3lzvvR4OwXjyXgSvvhCB31wNsX1jwsfMCqWFO3Qj0qJbqfYWPR3AQJ+7jXmSFeh+rz+yKc78cwDQlMA6iZ95usRBpQI9Xvt2wPvvVdT3T1/pDAD1dc9l/2vqV2agp9LCHQCUiyyiO00QZVRHK4K3fgNCea0S+97yuQMRERFRYWOATkREREREyYtVHV1aEb/ibxSS46e6Qie15XdMakDGCvT8Umaga3vedGzLUTD//BBXgL4/zRnoQ6zlZzuPe3AvtDdWJ3bnng6IjgPO+3cecO0mlJ8LANjjEgh5h2g+Afrw8aUN/aVHUXLdpQjcdAW09atyWlE9fB5qC3dNH2nRHb1fTxeE1xz48sy0cE/oe6u2cM9pBboSoDeMj38nrw4LUd9vWdvkfpwkLtJIidLCHam0cAdcXQpEd0dq50MUSziE4G3fhOg66LpJtO7KwwkRERERpY8BOhERERERJS9GuJtypVyxMwKQE6Y7lrRkAnS2cC8sSgW6yp46CuafD7HVAF25mCPVbghyylzYE2c41vRnH0jovl6/O6Kj1b3f7m0ed068A4b21gbHtt08xffr1devQvCmKxC8/qPQVj3ivuglm1wV6JGvUSpz0NHTAfQ5A3Sp6ckHsH4V6M0JtHB3XUCVzxbu8QN06fV8iWqZLz0uGvAbJ5AprhbuqQboagv3XrZwp8wz7rkJ2tZ1nrdpDNCJiIioSDFAJyIiIiKi5BkxWriXpjardTSQLbMc2wlXoEvpauGeatUvZUis5zgAe9poqkCPU1Wc6nNRCFjLz3EsaS8/7tl23XVXzwDdowJ91xb3ndVqbT+25WrNbr73cxi87q8wV1wM6RNaats3Ivi7axC85kLoT/4NCA0m9njpcM1AH/qZqBXGPZ0QvcroiPKq5LuC+My9T2gGuvpYeW3hnkgFusfzO/o55HGhhP7y49m9gEIJ0P2ei3GxAp2yTP/v32E8dZ//Du37gXAoZ+dDRERElCkM0ImIiIiIKGkyZgv3stydSIGxlQBd2/lGgne0INQ2xwzQ80qdge64TWiQk+fk8GyyS23h7pLGc9E65kxHha8IDUB/6fG49/Ps3tB5wBXGit1bXbuJBANbsXc7xGC/Y82eOg+oa4L53s9i8Af3IvyeT0FW13uf44HdCNx5I0q+cS70f/0e8GqdninqTPOh76lrtnlvp7sCPcn55wA8f+ayotrVMt6TOpc9Vy3cpcxcC/focNwjKBfdHdA2vpzsGSbMVYFektqFaa4W7j0dqZ0QkQexdR2Mu37qWJMB58VnQkqIg3tyeVpEREREGcEAnYiIiIiIkhejOlcGS3N4IoVFtsx2bIvdWxOrUvTahy3c8ysQI0CfMA0oGUUXilTVQcb6etK5mKO6HvbC45yHe/Zfce8mPC4+EbYVaVEexbOFe4IV6OIt5/xzWTcOqGkYWSivgvX2SzB4/V8R/sBXfed/i+4OBP7xW5RcdS6Me34OKG3EM0J9jTgUoHsEpK4Z6OVVyT+eV4Aer1PB8EnkqYV7X7frgggkUoHu1cI9TgU6AGjZbOM+mJkKdM8W/0SZ0HkAwVu/AWE6u+eEL/mG+3WJbdyJiIioCDFAJyIiIiKi5AW8w10JEXd29GhmT1ZauIdDEPt2xL+j8gE0AEidAXpexQjQ7WmjZ/45AECI2FXoPu28E+Vq4755DcT+nTHuYELsedPzJtEZ1ca9t8u5fUiCFejam8r8c7+59oESWCe9B6Hv/gmhy66NVKl7ndtgP4xH70bJN9+LwP9e61kdnzL1ooDhFu7OgFT0dAJ9zhbuKVWgazqkEoR7zQL3pFSg56qFu1rlKoUGWdcU/44pBuj66ic9X7szQq1AL0uxhXtVnWOTLdwpI8wwgrd9y/X6a664CPayM1x/TxigExERUTFiT0AiIiIiIkqeX3W0ro/t1uOVtZC1TRAdrcNLYucbkBOnx76fZwX6GP4+FoJYLdx9AtRiJhsnAV5t04G0f6ftRcshK2ogejtHDvncAzDffZnn/mLvW66qxuHbOlqH2+f7BtTqvHAfmlKB7heMj9xBh33UaQgtORXaxpeg/+cO6K+/4D5H24L+3APQn3sA1qLjYZ71QchZhyd0Tr5cM9C9K9DR25mZCnQg8nOP+jnYicw/BwBXAXpuKtDV9u2obUzsuetxgUjg7psg2vfDXrTcd36z6OtGyVXnej6GPXUezPM+A9mc4PdMPfZAr3Mhgy3cg9d+BObpF8A+9u0pHZPIuOfn0La86liz5h4F89zLAQyNBdn22vBtDNCJiIioGPETGSIiIiIiSpr0a+FuBLyr+cYQu2UW9KgAXdu5GfayM2LfyWQL90KjznGNNuoq0BFnDnq6F8UYAVjHnAHjsT+PHPK5B2G+8+OA5m6MJ/yCfACiY6TiUfML0GX8AF3s3wmxY5Pzbon+XIWAPe9o2POOhrljE4z/3AHtxUchpLvSWl/7DPS1z8CeuQjmmR+Eveh4z685Lp8W7upMctHTCalWoJenUIEOuAL0hMNgdQb6gd2RKvRUvu4kCKV1vqxvTuyOHn+z9Feeitz01gbXbY7H7GrzXNfb90N0tSH0td8kdg6qgUy1cK91rWk7NiFw+/UITT0sMo6CKAn6M/+E8eTfHGuyYTzCl31/+G8FK9CJiIhoNGALdyIiIiIiSp5vBbqRdrvnYueagx4jDBzeR602BGLOmacc8GnhLnUDctIsz9uKWawAXWagq4Taxl2074O28SXPfbVYvzNRAbrYlWIFengQgd9801HlLjU9fgW6Bzl5DsIf/y5C194D85TzIX2eN9qWtQj++msIfu+D0J/5Z9Ktv4VPC3fPGeh9SgV6RWoV6LJunHN70szE7lde6djWtr0G4x8pBslJEAedFegykfnnQNYu+tK2rkstOLRMCLXqPcUAXW3xf4iwLWgvPz78eOho9W1VT3SI2PY6jDtvcKzJQBChT/0AiHotstUA/QADdCIiIio+DNCJiIiIiCh5MSvQx3ajK7vFGa7GDAOHqHNEZXkVEKMCmnLAL0CfNGtU/myyWoGOSNBsKxeX6M/+y3Pf2BXoUd0d9mzz3inOzG3jnl9A2/GGY806/h2uau5kyMaJMC/6MgZ/8DeY53zUd+64tudNBP5wPUq++V7oD98JeF0848WnAl2qAWlvF9CbmQp086xLIIcex1p2RsIBurXsDMgK53kZD/4B2sqHUjqPRLkq0BsSDNCFGP46M01bvyr5O6nzz5F6BToCQd/76q+vjPyHZUJ0HmSATrF1tSF461Wu8RrhD34dcspcx5q7An133NdlIiIiokIztj/ZIiIiIiKi1AS8K9AlK9AhJzsDdNF5AOhqA6rr/e+ktAGWNY3ZODVKgvSZgW5PG33zz4HsB+gAYB13NrQ//3x4W1v9JNDfA5QpFcuxAvRDF5tI6V+BrlZrRx971cMwnrrXufuE6TDf9/k4Z5+gqjqY7/o4zDMuhv7M/TAevguifZ9rN9HRisBffgXjgdthnXwuzNPeH/s1wlWBPvQ6q1agD/a7L8hJsQLdPu7tGJy7BKK/B3LijMTvWNOI8CevQ+CmKxyV84E/XI9Q8xTIFCr9E6HOQE+4hTsQuSAhxvMmWuiLv4AsKXfPmgegP3YP9NeeHzns6ythnfSexM8DAAbdAXrKFeiIdCkQHqG82LoO6O8d83+zKQFmGMHbvum4gAkAzLddAPvYs1y7uwJ0MwR0HgCUrhZEREREhYwV6ERERERElDzOQPclx012tXGOV4XuCrxiBWmUG34V6FNH3/xzIBI2+lbhZipAP+YMx2OI8CD0lx5z7tTVBtF10PcYwzPQu9ogeju9d/IJQsW+7Qj88UeONRksRfiya4GSsvhfQDJKy2G97QIMXvdnhC69GrZPAC36umE8+AeUXHUejDt+DLF/p/fxlLb0criFu7tFt+sYqc5AB4D65kjluRBJ3c2euwTmhV9ynlc4hOCvvxYJ0rIg5RbuQFIhsjSCkNPnw154rOt/1tIVjn21DS8mXdntFXan9fysqvN+HNuCtunl1I9LY4bx519C27zGsWbNWQLz/M9436G6ATJY6ljiHHQiIiIqNgzQiYiIiIgoadJvBroRSDpoGXU03dXqON4cdNHprEBHTUOmz4qS5ROg29NGZ4AO3fBveZ2pCtWqOtiLj3ceWmnjru3aEvMQhy420Xb7VJ/DY144AIQGEfjNtyCU6t7wxV+BnDg95mOmRTdgH/t2hK75I0KfvRH27CM8dxNmCMZT9yF4zQUI3PZNiDfXO3fwaeGOskpI4fxoR/36U61AT5d18rkwTz7XsSY6WhG85SogPJjZBwsNQnS3O5YSbuEOJHfhV4wLSuz5Sx3bor/H/bOMRwnQZbA0rQvTvC6yOEQ71MadyIf+7L9gPPEXx5qsa0b4su/7/y4IAdk40bGkMUAnIiKiIsMAnYiIiIiIkucXoPuEjmONew76Gz57Rrgq0Bmg55/Hc1kGSiAnTMv9ueSIbxv3DFWgA5E27tG0LWsh9m0f3hbK74osUVpXd7dHZjbHCNC9Zu0a99zk6gRhLj8H9nFvT/DM0yQE7EXLEbry1xj82m9gHXESpMfFRkJK6C8/jpIffAyBn34O2usvAFL6t3DXNKAyToV5OhXoaTIv+CKsOUsca9q21xC444bI15UhXm3yk27hnqhYF5TUNMJWLqDSX38h8WMDEAO9zoXSiqTur5JKm/9oDNApFvHmehh33OBYk4EgQpf/wLezwfB+rjnoPt01iIiIiAoUA3QiIiIiIkqeXwv3gM/6GCNbZju241Wgu2egM0DPN68Z6HLKnIyGyYXGL0CXGfya7UXLIatqHWv6cw8M/7cactuHHe3YFlICnQfjBOjOsFlb+RCM//7ducvE6TAv+nISZ545csZChC//IULfuQPm8e/w/f7qG19C8OdfRPC6j0Ds26HcOHIfWeFfYRy5PT8V6AAA3UD4k9fCbpjgXH7uAeiP3JWxh3G1by+vSi54TqbLQpzfB3v+Msd20iG1WoGexvxzAECsAH3/DogDe9I7Po1OXW0I3npVZH55lPAHvwY5dV7cu7sDdFagExERUXFhgE5ERERERMkLeFegS79gfYyxJzsr0MWeN4FwyHtnAKLTOfNZVjNAzzuPi0HsBEKDYpaLCnToBqxlZzqXnntwOPQWO50t3O25R7lGRugvPw5t62v+jxFVgS72voXA/ylzz0vKEL7sOkCZ0Ztrcvw0mJd8A4PX/xXmGR/wDUq1HW9AO6iEnNEV0zECUgBAeR4DdACorEX4Mz+GVOZ4G3+9Gdq659M7tmVCbF0H/cm/OZaTat8OZKyFO+AO0MW214G+7oQP75qBnmaArl6wotI2vhT7AF1tEG++HvNvGKWhtwvirQ0Z7ciQNstE8LdXQ7Tvdyybp70P9rGJde1ggE5ERETFjgE6ERERERElzTco96jaHYvkJCVAty2IvW/67i+6nAE6Z6AXAI8W7vbUUTr/fEhOAnQA1vJzHNuioxXahhcBMwyxZ5vjNrtlFmRNo2Mt8OdfxJyBPjwv3LYQ+O01EIP9jpvDF3+lsFrx1zbBPP8zGPzBvQif+ynI6vr494muQI8x41oGSgpitIacNBPhj17jWBPSRuB310DsfSvFg0oEfnUlSn50GfRXnnLelEz7diCzFeizjnD8jRTShrYhTkgdLcMBerwLLLQNL/rf9voLKLnmQpT84OMIXv9R97lR6kIDMO75OUq+fDZKrv8oAj/7vOf4iXww/vIraJtWO9bs2UfAfO/nEj4GA3QiIiIqdgzQiYiIiIgoeX4z0FmBHlFWAbtxomPJt417OATR2+VYYgV6/nm2cJ822ivQW7xvyHCALltmwZ48x/kQzz4AsfctiEPhd9S+qHUG6PEfIBJCaRtegqbMVDePfyfsY89K/qRzobwK1lmXYPD6vyL8wa/BHjfZf98EA3Tks327wj7iZITf9QnHmujvQeDXX0uqQnv4vtteg+7THl3WJ1eBLpOoQI870iBYAnv24Y4l7Y3VPjt7UFu4l6RZgR4vQN/4smvsARDpnBK47ZsQ/T2R/XZvhf7y42mdC0WIzWsQ/P4lMB69G2Lo9Urf+BK019LsyJAB2vMPwnjsHsearBuH0GXXJvW3QP17Ivq6AeW9DhEREVEhY4BORERERETJ8wnQvULHsUq2OKvQtR1veO+ozD8HOAO9INQ1Q9Y2DW/azVMgx03J4wlln1Qu+hiWhbnvahW69sqT0N54xXk+DeOB8irYMxcnefChdvDbnG3e7XGTYV74paTPNecCJbBOfDdC370ToU9eB3uau/OBPfuI4f+WMxb5HsqesTAbZ5gy6+yPwDr6bY41bd92BH57zUjngATF6kJgzzrc9zbvg2WuAh1w/0ySqb4Vg7lt4S76eyJjRqL1diHw66+62smLfdvTOpeCYJlAR2vSz7eMGOyHcfdNCN74aWj7d7pu1ra9nvtziiLe2uAeeWEEEfrU9UAinTGi79cw3nVhCqvQiYiIqJhk/l/BREREREQ0+vlVmnvMjR6r7JbZjrbCYqd3gC46Dzi2pRHM/8xiAjQNoct/COPeWwBNh3ne5YA2yq9BLymDrG5wjxRIpr11gqxlK2D85ZfDFeciHILxwO2OfeyhUQjmOZcCvZ2RgN1yVsrKxokQtuUM3w9VoL+53nm8hccV15gJTYe95FSEjjwF2qbV0J+6F6J9P8xTzne0R7aOezvE/h3QXnlqZE61EJBT5iB84Zfzc+5+hED4w9+E2LcD2o5Nw8v66y9A/u3XMN/3+cQP5RHG2ROmwz7qVNhLTk3uvDLYwh0AZOMEx7ZQZ9jHolagZ7mFOwBoW9fBPnRhg2Ui8NurPQNe0XHAtVZ0LBOi8yBkeVVWLg7yIzatRuAP10OLESKLqN+JnOtuR/DWqyCUWffmB74COW1+8sfTDcj6ZogDu4eXROsuSI8LgoiIiIgKEQN0IiIiIiJKXsCnhXsBzNotFHKyUoG+czMgJSCEc8dOdf55vXsfygs57TCEv/iLfJ9GTsmmSR4BehY+Oqishb34BOirnxheUh93uItDaTnMS77heyjjnp87A/ShkF17a4NjP69K7qIgBOy5S2DPXeJ9u6bDPPdy4NzLc3teqQqWIvTpH6Hk+o9CdLcPLxuP3AU5aSbkCe9M6DBqgG6uuCipGc0OWhLP8UQC9AY1QN/r/frvQQz0OhdKKxI/N69ziVOBDgBaVLcG4y+/gr5+lfeOHa1pncuYNNgP495bYDz+l7i7+naqybahiyZE2z7HsnnK+a5uIcmQTZMAJUAnIiIiKhaj/PJ5IiIiIiLKBulbgc4A/RDZMtuxLXq7PMMHoQTonH9O+RRd2Ty8lqUqzXjBjK2MQfCldgawLaC91d3dYeronmFfVOqbEbr8h67nlnHHjyG2rE3oEGoY5/XcTViGW7jbagX6YD/Q25nY8TNdgZ5AAC92bQX6eqA/fb9r/rVjv85RUIGeQ2LTagS/9yHP8FwGgjBPea9z//Z9QE+Cz5MMMv56M/SNLzvW7FmHw3z/FWkdV/2dFAcYoBMREVHxYIBORERERETJ852BXprjEylcsmECpBJcaB5t3F0BOuefUx7ZXiFklgJ0e8ExkDHm6sqEA3Rlzq5tQXvL2b5dllZAjpuc9DlS9siZi2B+4KuONWGGYfz6a7APxGl5LmVmA/SkWrgnsG9tk3v+c7yv6ZCBzM5A96t6l1F/x4W0YfznjzDuvCH2oUZDC/dcGOiD8aefouQnn4EWVYF9iD1zEULfuh3m+z/vuiDR631CNmkv/AfGo3c71mRtE0KfvC7t137Z6PydjNW+noiIiKjQMEAnIiIiIqLk+VWgF9N84WwTwhUAih2b3fupbatZgU555BlCZmtOsG7AOuZM7/MIliYeiLoq0G33/POpc0f/DPsiZB3/Dphvu8CxJrra0H3dZZAD/f537O2C6O9xLOWsAj2RfXUDsm6cYynROegi0wG6D3vW4Y5t47E/Q1imY818+yXOc+vvAQZj/FwI2saXEPz+JTCe8K46D7/v8whd+WvI8VMjz5OJMxz7iBy2cRfbNyLwxx86z9EIIPSp64EYFzclylWBzgCdiIiIigj/9UhERERERMnzqUBnC3cntQW1ttMdoLvaTLMCnfIopwE6AOu4s73PY9LMxENNdX61bUGoFehTi3T++Rhgnv8ZWPOXOdaszWvR+8uvRuaGe3BVn2s6ZP341E8iwQp0qRsJzTEHfOagJ2JQaeFekqUAXfmeq8wVF8E86xLXOqvQfQz0wbjzRgR/+jmfqvPFCF39B1inX+h4bbMnO8e95KwCvacDwVuvgggPOpbNi78COX1BRh7C9fekoxVQHo+IiIioUDFAJyIiIiKi5PkF6Gzh7iCVD8aF1wfjnW3O7QxUfRGlKtcBupw0E7bHbHJ70szEj6FWllsWtLc2OI83jQF6wdINhD/+PdhKi/3QU/dDe+B2z7uI1p2ObVnfnNbzVG237iuJx5ANzkC/4CrQ5x/je5u14FiY530aKC13jSIB56C7aBtejMw6f/JvrttkoATh912B0JU3QzZPcd8+eY5jW2zflLXzHGaZCPz2GtdFHebJ58I6/h0ZexjZNNGxLaRMfJQBERERUZ4xQCciIiIiouQJ4ZifeogM+LR2H6PUCnSxf4er/a27Ar0x6+dF5KuyFlIN7LIYoAOAddw5rjXZMttjTx/qrOnWnRC9Xc7jsQK9sFVUI/yZH7nCWuO+W6G98pRr94zOPwcSf44nFaArFegeVcmelADd9fuYIXLSTEiPC7bs5ikIf/y7w79Xstb5N0l0tGblfIrSQC+MO29A8Gefh+ZxgYQ96/ChqvMLfDtqqBXoYu9bWa/SNu69FfqGF53nMXMRzPd/IbMPVFoBWVXnWGIbdyIiIioWDNCJiIiIiCg1XlXoDNAd5MSZkGLkn11CSojdW0dut22gy1mBLmtYgU55JERkNm8UWVGV1Ye0lq1wXZBjT5njs7cHpQI9+ncMAGRlrasamAqPHD8N4U98D1JpkR74n+9B7NriWHMH6C3pPXg2KtAbU2jhLqUrQM9EBbp5wjsd2/aswwFNg33YUufDl1Ui/JkfA+Ujv/PqRV3qRV9jlbb+RZR870MwnrzXdZsMlCB8wRcQ+vLNkM2TPe4dtW+Ls9uGsC2I3dsyeq7RtJUPwXj4Tuc51DYi9Mnr/LsLpcE9B32nz55EREREhYUBOhERERERpcbwCMu91sayYInrw3Ntx0gbd9ndAWGZjttZgU75Zp7y3uH/lvXNsOctjbF3BlRUwzz7I8Ob9sxFkDMWJn5/ZX61UOZm21PnJTy3mvLLXngcrPM/61gTg30I/PprQE/n8JqW8Qr0bLRwVwP0Pb4z3YeFBiCk7VxTW6inwDznUsiyysh56QbMd308sr7iouH29TIQjFzAoLYZr2tybIr2MV6B3t8L444fI3jT5z0virBnH4HQNX+Eddr7XRf3eCqtgD3OeQFI9PuETBI73kDgDz9wrEndQOiT1wNZeu/hDtBZgU5ERETFIbt92IiIiIiIaPRiBXpCZMssYO9bw9ti52YcilBsr1a4SrtTolyzj3s7BpsnQ7Tugr3g2KzNYI5mvf3DkLMOB7raYB9xUnKBt4gdfkrOPy8q9hkXI3hwF0KPj8yT1g7sRuA330T4ipsA3YA4kOEAPeEK9AT3g8cM9NAA0NMR+zVerT5Hhlq414/H4LfvgLZhFeSUuZCTIlXPcvIchL71v9BefBT2Uad6jk5gBfoI7fWVCPzxBxBt+1y3yWApzHMvh3XK+YkF59H3bZkN7B+pzBbZCNB7OhG49SoIpT28edGXk7tgKUkM0ImIiKhYMUAnIiIiIqKUSCMANeLiDHQ3u2U29BcfHd7Wdm7GofpC2bbfsa+srM1KC1WiZMkZC7MaqrhoGuy5S1K7b5xQ0546L7XjUn4IgYrPXg9r91ZYG18ZXtY3vgx5z89hnv9ZiA5niJurCnSZRAU6apsgNR3CtoaXxME9rpnQ0YRHgJ6xC1jqmmAfd7ZrWTZNgn3ESZDjvFuNu2egj8EAvb8Xxl9+CePpf3jebM85EuFLrkp5lIA9eTb0lx8f3tZ2ZjhAt0wEfncNtAO7Hcvmie+GdeK7M/tYCpsBOhERERUpBuhERERERJQar7CcLdxdZMssx7bYtRmwIxG6rbTCldWcf06UtDjVngzQi48IlqLqG79B+xXnQER16jCe+Kvnz1s2TkzvAbMwAx26AVnfDBEVWoqDeyGnzfe/z6AzQJeanve/q66xIl6dU0Yx7bXnEfjjjyDaParOS8pgnvtpWCefm3TVueM4k+c4tsWONyLvE9I4ZjTjvtugr1/lWLNnLIR5wRczcvxY1IsKxME9gG0l/jtHRERElCecgU5ERERERKlhC/eE2JOdLXHFQB8wFKjY7UoFek1Dzs6LaNSIEcTI2kagtsn3dipcWv04mJ/+kauzifHYnx3bsro+7SptmY0AHR5t3A/siX0HtQK9tDy5cQZZIJXfH9F5IP4s99GgvwfGH36A4C++5BmeW3OWIHT1H2CdmnzLdpXrfcJgn+PCi3RoLz4K46E7HGuyugGhT16Xk/dsrhbuZnjMXYRBRERExYkBOhERERERpcarKo4V6G41jZHW7FHEUHtWtQIdDNCJkhcj/LSncv55MZPT5yN8yTdi75Nu+3Yg8dnmSQfoExzb4mDsAN3Vwj1T7dvT4GrhHg4Bfd15Opvc0NY9j5LvfhDGM/e7bpMlZQhffCXCX/xFZp57QOR9QlWtY0ns2JT2YcWuLQjcfp1jTepGJDzP1YVFVXWQJWWOJS1q3jsRERFRoWKATkREREREqfGoQOcMdA9CwFbauGs7NgMApFqBXs0AnShZsaqH7WkM0IudvewMmGd9yPf2jISYWoLBeJYDdAz0Ou9fAAE6PP4uic5ROge9rxvGH65H8JdfglD+PgOANXcJQtf8EdbJ52WsvTqAofcJzip0bUeac9B7uxD49dcgQgOOZfOCL0LOWpzesZMhhLsKnXPQiYiIqAgwQCciIiIiopRItnBPmGsOuk8FOlu4E6UgRpAlOf98VDDffRmsRcd73mY3ZiJAz1UF+t6Y+7sr0CuSerysCATdXVRGYQtube2zQ1Xn/3TdJkvKEb74Kwh/4ReQjROz8viuOeg70wjQbQuB330bmtIG3jzhnbBOek/qx02RbGSATkRERMUnuXf+REREREREh3i1a2eA7kmtLBNDlWV2G2egE6WNLdxHP01H+GPfgfjRJ6DtedNxUy5buMtEW70f2l+dgX5wT2R+uN9ccyVAL4gKdETmoIuejuFt0TGKKtD7umHc83MYzz3gebM172iYH7oKsnGC5+2Zos5BT6cC3fj7b6G//oLz+NMXwLzwy/7PvSxiBToREREVIwboii1btmD16tXYsGEDdu7cia6uLui6jvr6esydOxennXYa5s1L/Ar21atX45FHHsGWLVvQ1dWF6upqzJw5E6effjqOPPLILH4lRERERERZFvCoQOcMdE+uCvSDe2D3dkGqM9DZwp0oeT4V6HbjRKCyJscnQ1lTVoHwp3+M4A8+BjE0g1sKATljYfrHzlYFuhK6itAA0N0OVNd77l+IM9CBoTno0RXRoyRA19Y+g8D//cjzggBZUg7zvZ+FdeK7cxI6uyrQO1ojz5WquqSOo730GIx//8F57Op6hD55fd4ucmSATkRERMWIAXqUb3/721i/fr1r3TRN7NmzB3v27METTzyBk046CZ/61KdgGP7fPtu28Zvf/AaPPfaYY72trQ1tbW1YtWoVTjvtNFx22WXQMjk3iYiIiIgoV5SwXAqRdLgwVsgJ0yB1A8Iyh9fMjashh0Kg4f1YgU6UPJ+qYMnq81FHjmtB6PM/ReD334foOADz7A9DjmtJ/8CJVpYn+zeuphFS0yFsa3hJHNwL6ROgu2aglxRIgF7T6Ngu+hbu/b0I/PFH0Ff+x/Nm67ClCH/o60BDdqvOo8nmyZCBEojw4PCatuMN2POXJXwMsWsLArdf5zyupiP0yeuAuqaMnWuyPAP0WJ0YiIiIiAoAP92K0tbWBgCoq6vDcccdh3nz5qGxsRG2bWPTpk345z//iba2Njz11FOwLAtXXHGF77Huuuuu4fB8+vTpeNe73oXm5mbs27cP//jHP7Bt2zY89thjqK6uxsUXX5yTr4+IiIiIKJNcM9CNID8M9WMEICdMd8w0Db/8lGs3BuhEKRDe4afN+eejkpy+AKHv3ZXZg2apAh26AVnfDBE1i1oc3AM5fb73/oOFWYGOWmf4KjqLtALdtqGteRqBu34C0dPpulmWlsN87+dgnfCu3L+f0XTISTMh3nx9eEnseANINEDv7ULglq9DDPY7ls0LvgA56/BMnmnSXAH6QC/Q2wlU1ubnhIiIiIgSwAA9yqRJk3DRRRfh2GOPdVWFz5kzByeddBKuvvpq7NmzB8888wxWrFiB+fPd/+jZvXs37r//fgDAzJkz8d3vfhfBYKQ6Z9asWTj66KPxne98B1u2bMH999+P0047DePHj3cdh4iIiIiooKnt2jn/PCbZMsvRAjf88pPO2wMlQGlFrk+LqPj5VaBPYwU6JUZmK0DH0Bx0JUD3U9At3KMU1Qz0gT5o61dBe/Vp6Gufhehu99zNmr8sUnVen7/P5+zJs6FFBejazjdgxdh/5I4WAv/zXWhKa3Rz+TmwTj4vsyeZAlnf7O7E0LoLkgE6ERERFTD2Do/y9a9/HcuXL/dtqV5dXY1LLrlkePv555/33O+BBx6AZUXeFF566aXD4fkhJSUluPTSSwEAlmXhn//8ZyZOn4iIiIgot9QK9EBJfs6jSNjKHHR7x2bHtqxpYAU/USo8/g0vhYA9ZW4eToaKUrZauAOQShvwWAE6lABdFkqArrZwL/QK9La90J/4KwK/+BJKvvx2BG+9Csaz//IMz2VpBcIfugrhz/8sr+E5AMjJsx3bYscbPns6Gf/4HfR1zznW7GmHwbz4ysJ4X6EbkQtJonAOOhERERU6VqAnacGCBcP/vW/fPtftUkqsWrUKQKSifc6cOZ7HmTNnDiZOnIjdu3fjxRdfxMc+9jGIQnhTS0RERESUKCVAd7V0JwfZMjv2DmzfTpQaj+ph2TwFKGNHB0pQghXoMpUAvXGiY1sc3Ou7r6sCvaQwnsNqBTo6DwK2lXjr+2yzbYi31kNf8zS0tc9A27k5/n0AWPOPGao6b87yCSbGnuz8DFHsfQsIDQJB/wsUtZefgPHg7Y41WVWH0CevL6gLG2XTJCAqNGeATkRERIWOAXqSTNMc/m+vSvX9+/ejvT1yRethh8VuFzd//nzs3r0bbW1taG1txbhx4zJ7skRERERE2aS2bGcL95jsybNi3s7550Sp8Wq/zfbtlJSsVqArlbfJVKCXFUgFujoD3baA7o78Xvg12A9t/Uporz4Tac3e1ZbwXe3GibDO/CCsE99dGBXaQ+SkmZBCQEgJABDShti9BXKae3wkAIjd2xD432udx9B0hC67tmAuCjhEnYOute5KrD09ERERUZ4wQE/S66+PzCKaNGmS6/adO3fGvD3axIkjVyHv3LmTAToRERERFRVXxTkD9NgqayFrG31nx8pqBuhEKfEI0O2p8/JwIlS0sjoDXWnhfmAPIKV3cDvQ69wukBbuqKp1z7DuPJD7C7/a9kFf+wy0V5+BtuElCDOU0N2kpsOefQTsxSfAPuxowAxDTphWUOE5AKCkDHLcZIh924eXtO2bYHkF6H3dCNzydYhB50UX5vs+DznnyGyfadJkU4tjmxXoREREVOgYoCfBtm3cd999w9vLly937XPw4MHh/25oiP0PicbGkRZY0fdLRCL719bWQh+6itpvrjtlRvT3l99rIqIRfH0kGt2E2ho0UMLf9Tjk5Dm+ATpqG/n9I0qB8Ao1py/g71ORysf7R5HgCBJhBJI/J6XyVoQHofV2AtX17uMP9ju3yyqz/z0QGoSmQQoN8HssTYucb0fryFLnQchsn9tQa3bt1Wcg1jwNbcemhO8qK6phL1oOufh42AuOBcqrAABicABi75uxv948klPmANEB+q7N7u+zbcP4n+9B27/DsWwddzbk294PrdAuDACA5smOTdG6i6/RKeC/r4mIvPH1kbKBAXoS/vWvf2Hz5sgcpWXLlmHGjBmufQYGBob/u7S0NObxSkpGPnCMvl8iLr/88rj73HLLLWhoaICu6xg/fnzc/Skz2EmAiMgbXx+JRp+B5gmIrnsKVtehke87Y+qbdwQG1j7reVvN5Bko4fePKGnmQAe6ohc0HeOOOgGitCxfp0QZkqv3jwO1deiLvxsqqmtQnuTrtGxqQrtuANbISMBGOQjD4zhtSjVxw6TJnvtlkhzohxXuht7cHPN3prNpIqyoAL3GHkRpFs5NDvQh/MrTCK98FKEXH4Nsb41/pyFay0wEl52OwLK3wZi3xPPimkS/3nzpP2wJ+lc9MrxdsvdNVCvf5747foqBtc841vRZi1D35Z9ClMT+LDJfzMMOd7xOi84DaK6tKcifQbHgv6+JiLzx9ZEyhQF6gl5//XXceeedAICamhp84hOf8NwvFBppH2UYsb+9gcDIFc7R9yMiIiIiKgaBJScDRgAwwwCA4LFn5PmMCp8+3X8us6jnP/SJUqFPmQNtXAvs/ZGRasGT3sVQhpLi2cXAS5zPebyPrUNrmgh770hVsbV/J4y5zjbb0jKB0KDzvmWVST9e0gwDWt24uF+b1tAM642RbbttX8ZOwT6wB6FVjyK88lGE1zwDhBP8jEw3YCxYiuDStyGw7HToE6dl7JzyRZ/hbNduvrkB0rIghjpMhp77Dwbu+oVjH1HTgMqrbi3Y8BwA9OYprjVr33YYU+fm4WyIiIiI4mOAnoAdO3bghhtugGVZCAQC+OIXv4iamhrPfYPBkbmPpml67nNIOBz2vF8ibrnllrj71NbWAgAsy0Jra+JX7FLyNE0bvrJp//79sG07z2dERFQY+PpINNrpEFf9DtrKhyAnzULHktOBvXvzfVKFrbIJfu/82y0Bye8fUWq+cgv0x/8CWVaJ0Cnno4e/S0UrH+8ftZ6ehD4g6+0fRFcKzy2jdhy0qAC9c/N62LOXKgfvcv19aO3uy93f1QOxRwXqpVWInhTfu+vNlL4XAIZas2+A9urTEK8+DW17Eq3Zy6thLzwW8vATYS88FqHyqpHuAYmcz+AAxMGDkIEqoBAD5yrlfcJAH/atfQkYPwXYsw2Bn34R0Q3apaYj/InvodXWC/49WKCmEaJzZIzNwfVrIEu8P18lb/z3NRGRN74+UlNT0/BI60xhgB7H/v37ce2116K3txeapuELX/gC5s+f77t/dNv2eG3ZBwdHriyO1+5dFW++uoovGLlj2za/30REHvj6SDRKtcyG1TI78t9SRv5H/pomQQZKIMKDrpus6nqAr5NEqalugP3uT45s83dpVMjZ+0eR2KxMW9NSOh+7YTwcj3Bgj/s4/T3u+5WUFsxzWdQ0OAJ0tLcm970IDUBbvwraq09DX/ucI0iNx26eAnvxCbAWHw85cxEQ3TEg2e+PtCFsG1LaBfO9daisg6xugOiKuqBh+0bYVbUI3vw1iAFnm3/zvZ+FNfvIwvxaFLJpkvPnvm8H/32YBv77mojIG18fKVMYoMfQ1taG73//+2hvb4cQApdffjmWLl0a8z7RwfbBg7Gv3j1wYORNY7KBOBERERERFSFNh5w0A+LN9Y5lKQRQWZufcyIiGuu8ZmWXV0H0dcfdLxGyYYJjWxzc49pH9Pe671hSQKMIapscm6IjgQC8vRX62megvfo0tA0vQiTYml1qOuxZh8NefDzsxSdANk9O5YyLlj15NvTXRj5T1LZvhL7yP9D2bXfsZx1zJqzT3p/r00uZbJoEbF4zvC1ad+XxbIiIiIhiY4Duo6urC9deey327YvMdLr00ktx8sknx71fS0vL8H/v2hX7jeDu3bs970dERERERKOX3TILmhKgo6ou5WCGiIjSJIRrSdY0ZjBAH+98OI8AHUplsSwpA7TMtqFMh6xtdGyLTo9RgbYNsWMT9FefhvbqM9C2b0z8+OVVsBccC2vx8bAXHAtUVKd7ykVLTp4NvPb88Lb+2J9dnWvsyXMQ/uDXPZ+7hcpumuToYsAAnYiIiAoZP6Hx0NfXh+uuuw47d+4EAFx88cU466yzErrvuHHjUFdXh/b2dqxfvz7mvodur6+vR1NTU8x9iYiIiIhodJAtc9xr1exIRUSUN2bYtSRrG4E925yLqQbojRMd2+LgnsjIk6jwUww6A3SUlKf0WNkia5QAvbsj8n2zLWjrX4y0Zl/3bGKV6UMirdmPh7X4BHdr9jHMPjQaZ4gansuKGoQu/wEQLMnlaaVNNk1ybIsDDNCJiIiocPGdqWJwcBA/+MEPsG1b5B9J5513Ht7znvckfH8hBJYuXYqHHnoIu3btwqZNmzBnjvsDsk2bNg1XqB999NEQRXTFKBERERERpc6ePMu1JmsYoBMR5YsIDbgXlcAYQOZauIdDQHc7UF0/sqhWoJcWWIBe6y78CPziS9C2rnMFvL7H0HTIWYsjVeaLT4BsnpLp0xwV5BT354jDtwkN4cu+DyjPqWLgDtD3AJbJCyeIiIioIGn5PoFCYpombrzxRmzcGGkxdfbZZ+PCCy9M+jhnn302NC3yrf3973+PUMg54ykUCuH3v/89AEDXdZxzzjlpnjkRERERERULOckjQI8OUYiIKLc8AnTPC5tSDfpqGiCV+6pt3IUSoKPAAnSUV0EGgo4lfeNLccNzWVYJa+npCH3sOxi88V8IfflmWCsuZngeg2yaFGnh78E8/zOw5x2d4zPKDFeAblsQ7fvzdDZEREREsfESvyg33XQT1qxZAwBYuHAhTjvtNGzfvt13f8MwMHHiRNf6xIkT8a53vQv33XcftmzZgquvvhrvfve70dzcjH379uHvf//7cIX7O9/5TkyYUHxXjRIRERERUYrKKiAbJ0Ic2D2y5lXpSEREuRFyh8CyrNK9lmqArumQ9c2Omc/iwB7I6QtG9unvcd6n0AJ0ISJz4aP/dvmwx02GPVRlbs9azArjZGk65KSZEFvXOZatZWfAOj35Qp+CUVEDWVoBMdA7vCRad7lGHBAREREVAr6DjbJy5crh/163bh2uvPLKmPs3NTXh5ptv9rztwgsvRGdnJx5//HFs27YNN910k2uf0047LaUKdyIiIiIiKm72jIXQo0IIe8LUPJ4NEdHYZi85Fbjv1uFtWVUHeFUA63rKjyEbJgDRAfpBZxCtbVnr3L+q8DqTyIkzAI8AXWo65MxFsBafAHvx8ZDj+TctXfaMhdCiAnS7ZTbCH/o6UMwjIIWAbJoEsWPTyFLrLuCwpXk8KSIiIiJvDNCzRNM0XH755TjmmGPwyCOPYMuWLeju7kZVVRVmzpyJFStW4Mgjj8z3aRIRERERUR7YZ38YxuZXINv2w56xEPaRp+T7lIiIxizZPBnmCe+C8fQ/IIOlCH/gqxB93e4d06ikds1BP7h3ZCMcgrbuecft9vzCCxXNsz4EbctaiN5OyLJK2AuOiYTmC48DKqrzfXqjivm2C6C98hS0A7thT5yO8OU/BIKl+T6ttMmmSYAaoBMREREVIAboUe65556MH3PJkiVYsmRJxo9LRERERETFS06aidpbH4fdcQCttg4ILd+nREQ0ppkf+jrMcy6NhJSVNdBefNS9U1oB+njHtjgwMgNd2/QyxODIDHQpBKxFx6f8WNkiZy7C4HV/hujpgKwfz9bs2VTfjNB37oBob4WsGwco8+eLlWsOOgN0IiIiKlB8p0tERERERJQHoqwCelkFsHcvYNv5Ph0iIqpvHvlvzxbumaxAjwrQ1/zXue+0+UBNQ8qPlVVllZ7z4SkLAiWQ41ryfRYZxQCdiIiIigXLHIiIiIiIiIiIiKLITAfojUqA3rYXkBKQEvqapx23WUecmPLjEBUyzwBdyjydDREREZE/BuhERERERERERETRSsvda5msQA+HgK42iLc2QHS0Om6zDz8p5cchKmS2GqAP9gHd7Xk6GyIiIiJ/DNCJiIiIiIiIiIiiBUsze7yaRkglgBcH90B/1Vl9bo+bDDl+amYfm6hQ1I1z/x6wjTsREREVIAboREREREREREREUWSJRwW6FU79gJoG2TDesSQO7nHNP7cPPwEQIvXHISpkmg7ZONGxxACdiIiIChEDdCIiIiIiIiIiomilHjPQw2kE6HC3cdc2vgxt52bHmnU455/T6KbOQTce+F/oD/8JaG/1uQcRERFR7qU+vImIiIiIiIiIiGg08mrhnmZbd7UCXX/+387bK2shZy5K6zGICp1sdAbo2r7t0P7ySxh//RXs2UfCXrYC1pJTgYrqPJ0hERERESvQiYiIiIi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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Scatter plot"
      ],
      "metadata": {
        "id": "a0n9tH0-jGeP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.scatterplot(x = 'horsepower', y = 'combo_mpg', data = auto)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "fRxl6wTejE5J",
        "outputId": "55a5bc7a-cd57-438b-c0eb-ea73fea058e8"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.scatterplot(data = auto, x = 'horsepower', y = 'combo_mpg', size = 'compression-ratio')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "fjswpuhcjuy4",
        "outputId": "019ab826-9d39-4c8c-9e17-b46c7b117165"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.scatterplot(data = auto, x = 'horsepower', y = 'combo_mpg', s = 20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "c6qguPtcmndA",
        "outputId": "5ae437ba-f002-45de-b045-9204f2deaf23"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.scatterplot(x = 'horsepower', y = 'combo_mpg', data = auto , hue = 'fuel-type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "zeno8CC3rUtq",
        "outputId": "2dddea09-e7e1-46c7-b33b-cf74eced8e05"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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MwMV1XSqFHOk67km/PI8BxVdfhBq3uCjNfQnDNPH5fENaIDYMAzuTwvrwvZri7SUf4KT6MOINNcWXy2XKvT1kvV4aIxGOmdG+9OEE18V1bJJ9fRSLxZrmhqXvz+P3U5r7Us1zlF59geDEKTXHD5TXMCj+9/ma40uvvUzC5xvyhztERERERERERERERERgFBbq582bxwcffADAXnvtVXV8Nptlzpw5zJmz+jbPzc3NnH766cyYMWOVxxcuXMjChQtXG2+aJkcffTTHHHNM1fmJDDbHcT5abV3biush4bq4her2Ul8hvLg0dvkHaYZKtS3vVxVfa6F+GcuySKdSazXHqhiGAazde3QKeUzTGKyUVsswwF2LrQ6WXW/L3rOIiIiIiIiIiIiIiMhQGnWF+kcffZT7778fwzCqLtSfe+65vPDCC7zxxht0dHSQTCbJZrP4/X7i8TiTJk1iu+22Y5dddiEQCKwU39TUxLe//W3eeust5s2bR29vL5lMhnK5TDgcZty4cUyfPp19992Xtra2wXrLIqOPYWKEwyt+KhIlst+hRPaZhdnUiuHz4+QylF97mew9t1J+89WPx4YiAHVZGW0Gw2se9CmM0NL49vZ2lixZMhgpDRr3o44GZqj292iGIzhObZ0RquG67lrlaYQj/fOIiIiIiIiIiIiIiIgMtVFXqF+mlmLLuHHjGDduHIceemhN5/R6vey8887svPPONcWLyFK26xLcagcwTYxAkIbTvkl430PAdcg/+i8q//4XVMqY8QZCu+7DmF//mfK8N0j+6beUXnqG4IztcW2bSqUypHm6rosnFsc7YSOs996pOt67wUQ8iUYqnYvxtoxhbFsrrukZMQV713WxyyUCW25H8YWna5ojsPWOWHUoflsuBLbZqeb4wJbbYZfLansvIiIiIiIiIiIiIiJ1MWoL9SKy7kqn07S0tBLa+yDinzkJT3MrqT9dTu6hu3HzuRXH3vAH/JvNIH7MqbT+5DL6fvsLooefgGXbQ1507ejoYGxrC9GDjyH5u4uqjo/OOhq3UmbJV4/GE28kevDRxI45hfa2NpZ0dg5BxtXLl8pEZh1N6m+/B6u6Bx98UzYjMGUzuru7hyi7j+XyeVonb4J/6nTKb86tLtjrJXrwMeRLpaFJTkRERERERERERERE5BOGfgNnEZEqlctl7HKZxq98BzMcoeN/v0B29s0rFen7x7/+Ct0//V8yt15H4//8EN/4CWRzqx472FyPl8gBh2FEolXFGaEIkQM/g9WxGMpl7O4OUtddRdcPzwTbpn3MyNgeI5fLYUaihPeaWXVs7PATqBSLlMvlIchsRZVKhUqxQPTwE6uODe++P2Y8Tj6fH4LMREREREREREREREREVqZCvYiMSBXHwfB66DrvG9hLPhhQTOq6q8g9cCeuZVEsFoc4w6Wy2SyG10fLuReDd4BNSjwemn/wSwyfn95fX7DCodIrz9Pzi3MwPV7GjBkz+AlXyXEc8vk8jad/F9/EjQccF97/UCL7HUK2UBjC7FaUyReI7H0QkZlHDDjGu+FkGs/8PoVcHtu2hzA7ERERERERERERERGRj6lQLyIjks80yd51M9aH71cVl/rLlQCEQqGhSGsl2WwWy3UJbLEtrT+5AiMa+9TxRiRK6wWXEdxqR9K3/pnym/9daUzxP09QfOV5DHdk7JeeSqepAK0XX4N/+tZrHB897HiavnkemUyGQh0L9cVikUwmQ+P//JDoZz4LhvGp4/2bzaDt4mupGCbJdLpOWYqIiIiIiIiIiIiIiGiPehEZgYLBIKbPS/bef1Qd66T6yD/+IOGd9qpbK/Ouri5aW1sJTN+acdfdR37ObLJ330Jlwbz+Mb6JGxM95BjC+x+G4fGSuuEaMjf8YbVzZu+6ieYtt6WhoYFkMlmHd/HpepMpGhJxxlx0DcVXXyR7540Unn4EPlqFbkSiRPY7lOjhJ+AbuwHpdJpsNlv3PDOZDK7r0vjlbxM97Hiyd91E7sG7cLOZpQNMD6Gd9yR6+AkEt9yOYj5P3wj4+oqIiIiIiIiIiIiIyPpFhXoRGXGCwSClV57H7lxcU3zu/ttp2/sgPOl03dqZd3V1EYlEiMViRA44jOjBR+MUcriFAkYwhBmO4FbKVD54n55fnYf1zpufOl/hmX/j5nMEQ+G65L8mruvSl0yRLxQJbzSV5u//Eteq4GSzGB4TMxLDdV0KpRJ9nZ1YljVsuWazWYrFIuFogsQX/oeGL34TJ5fFtWzMSBTD56NUKNDT00OpVBq2PEVEREREREREREREZP2lQr2IjDgmYA1wX/pVsT4q8JumWdd9x3O5HLlcDoD29nbwB3G6OnC6OijPe53k/13cvwJ9jWwbu7cb7wYThzDj6pVKJUqlEp5MBr/fj2l6wAU7laJUKuG67nCnCIBlWaTTaTKZDIFAAI/HA6YHJ5ejXC5rP3oRERERERERERERERlWKtSLyMi0Nvuzj5BiMcU8S04/bqVPe9rG4ttwMkYojFsqYH24COuDhQD4Np1OcJudMGMJzFi83hkPmG3bdd1/vlau61IsFoc7DRERERERERERERERkRWoUC8iI44DeJrbao73NLUuncdZi2L/IDBCYYxAALdUAtMkuP1uRA89ltB2u640ttLxIWY4ghmNYxjGCsfaW1ooVCqkUql6pS4iIiIiIiIiIiIiIiJDSIV6ERlxSqUSDdvujNnQhJPsrTo+su8sKsXisLY3z2QyxGMxwnvMpPji07Sc9xv8U6ZRfPEZun/2HYovP4dbyOPbaCptv/w/fGPGUZr7Ipk7b6L44tO4+RyGP4B/6hZEDz2W8C57Ew746UtntEJcRERERERERERERERkHadCvYiMOMViETcaJTLzCDI3/6mqWCMcIbzfoWSKpSHKbmByuRyxaJToUZ8jftJXcUtFFp9+HNZ77/SP8U7YiLaLr8FJJen87leovPPmCnO4pSKlV/5D6ZX/4GlupfmcX9C42QyShrFOtJ0XERERERERERERERGRVTOHOwERkU9yXZd8qUTsiBMxG5qqio0fcyp4feTz+SHKbuAc18U3fiJuqUDn2V9coUiP18+YS67FSfXR8a1TVirSf5Ld00XnuWdQ+u/zNMSieL16zkpERERERERERERERGRdpUK9iIxI2WwWNxSm9Se/xYwlBhQTOego4sefRjqTwXXdIc5wzTKZDJgGXRechZNZcX/5+Ge/hBmJ0X3BWQNv729V6P7Z2Tj5PInEwL4mIiIiIiIiIiIiIiIiMvKoUC8iI5LjOPQkU5gbTKLt0usI7rQnmKu+ZXla22n42tk0feMHpNPpEbGaHiAcDFB4+lHsJR+sdCwy8zMUX3yaysL5Vc3pFnLk7r0Nv0e3bxERERERERERERERkXWVeieLyIhl2zbdfX00xBtoPe/XWD1d5O65lcr7C3DLJcxEA+Hd9iO4w244FYu+vr4Rs3e71+slEArTOfvmlY75t9wOb2MTfb9d+dhAZO/9B7FjP08sFlu6al9ERERERERERERERETWKaOuUH/aaadx2mmnDXcaIjJIHMehN5nCk8kSiUSIHv9FPH4/AK7jUC4V6etLUiwWhznTFfl8PtxKhdLLz610LLTjHgAU//NETXPbXUuwFi3EP2bcWuUoIiIiIiIiIiIiIiIiw2PEFOrL5TILFiwgk8lQKBQIhULEYjEmTZqE/6OinIisv2zbJp1Ok/7oY8MwRsQ+9KtjmiZOcdUt+M14ArdcAtuueX4nm8Ycu0HN8SIiIiIiIiIiIiIiIjJ8hrVQ7zgOjz/+OA888ADz5s3DcZyVxpimyZQpU5g5cya77bYb5mr2qBaR9ctILtLD0vwMX2DVxwp58PrAMKDG92EEQyP+ayAiIiIiIiIiIiIiIiKrNmyF+iVLlnDZZZfxzjvvfOo4x3F46623eOutt7jnnnv45je/SXt7e52yFBGpjW3bmMEQ3nEbYn34/grHKgvmYZgmvsmbUHnnrarnNj6at7QWK/JFRERERERERERERERk+AzL8vTOzk7OP//8lYr0gUCAcePGsdFGGzFu3DgCgRVXo77zzjucf/75dHZ21jNdEZGqlUolrFKJ6KyjVzqWu++fOMUC0YOPqWnu8N4HYfj9pNPpNQ8WERERERERERERERGREWdYVtT/5je/IZlMAktb2++3337st99+TJo0CcMw+se5rsvChQuZM2cODz74II7jkEwm+c1vfsOFF144HKmLiAxYvlQietCRpP56NW6ptMKx4vNPEd73EJJ/vAw3n6tq3uhhx2NZNrZW1IuIiIiIiIiIiIiIiKyT6r6i/umnn+5fSR+Px/nZz37Gl770JSZPnrxCkR7AMAwmTZrEF7/4RX7+858Tj8eBpSvrn3nmmXqnLiJSlXw+D/4Ajd/44UrH+v7wawyPh6ZvXQDmwG/F8eO/iG/ixmRz1RX3RUREREREREREREREZOSoe6H+2Wef7X/9jW98g4033nhAcRtttBHf+MY3+j9++umnBz03EZHB5DgOfakU4b0OpPGb54HH8/GxriUk//BrQjvvRdN3fgpe3xrnix33BRKnnE6hUKBQKAxl6iIiIiIiIiIiIiIiIjKE6t76/u233wZgwoQJzJgxo6rYGTNmMHHiRBYuXMi8efOGIj0RkUFVKpXo7eujcd+DCWy5Ldk7byQ3ZzZuLkt29s0QCNBw6pkENptB9q6byD1wF04m1R9v+AOE9tif2GEn4JsyjXw+3791iIiIiIiIiIiIiIiIiKyb6l6oT6WWFqAmT55cU/ykSZNYuHBh/zwiIiNdqVSiu7eXSKyBxBfPIvGF/6E8/w3cbAYjHMG1LDwtY0h8/uskTj2T8rzXcTIZjFAY/+RNMEJhbMsimUxqJb2IiIiIiIiIiIiIiMgoUPdC/TKu6w7XqUVE6s6yLFLpNOlMhlAohG/CxhiGgeO6ZIolCn1JAOLxOL6NN8NjGLiuS9m2SXd3Y1nW8L4BERERERERERERERERGTR1L9QnEgk6OztZsGBBTfHL4hKJxOAlJSJSJ67rks/nV3tcbe1FRERERERERERERERGP7PeJ5wyZQoA7733Hq+++mpVsXPnzmXhwoUAbLzxxoOem4iIiIiIiIiIiIiIiIiIyFCre6F+p5126n99+eWX9xfe1+S9997j8ssv7/945513HvTcREREREREREREREREREREhlrdW9/vvPPOTJo0iQULFpBKpfjBD37AzJkz2WeffZgwYcJK49977z0eeeQR7r///v49midPnqxCvYiIiIiIiIiIiIiIiIiIrJPqXqgHOOusszjvvPNIp9NYlsU999zDPffcQzAYpKWlhUAgQKlUoqenh0KhsEJsPB7nrLPOGo60RURERERERERERERERERE1lrdW98DjB07lvPPP3+lFfTFYpFFixYxf/58Fi1atFKRfuLEiVxwwQW0t7fXM10REREREREREREREREREZFBMywr6gE22GADLrzwQh577DEefPBB3nnnHRzHWWmcaZpstNFGHHDAAey+++54vcOWsoiIiIiIiIiIiIiIiIiIyFob1qq31+tln332YZ999qFYLLJw4ULS6TTFYpFgMEg8HmfixIkEg8HhTFNERERERERERERERERERGTQjJjl6cFgkKlTpw53GiIiIiIiIiIiIiIiIiIiIkNqWPaoFxERERERERERERERERERWV+NmBX1IiKy7mhoaCAQCGAYBgCu65LJZMjn88OcmYiIiIiIiIiIiIiIyMg3Igr1r7zyCq+++ioLFiwgnU5TKBQIhULEYjEmT57MFltswYwZM4Y7TRGR9V5bWxse18Xw+bC6O7H7usHjxdvWTiKRIB6NULZsent7hztVERERERERERERERGREWtYC/VPPvkkN9xwA52dnasd88orr3DHHXfQ2trKiSeeyG677VbHDEVEBMDv99OUSGDgkn/0X2Tvvpnym3M/HuDxENppT6KHHk9wq+1pH9PGko7V39tFRERERERERERERETWZ8NSqHcch6uvvppHH310wDFdXV1cfvnlvPjii5xxxhmYpjmEGYqIyDJer5fmRAI72UPXD8/EWrRw5UG2TeHJhyk8+TChnfei+XsX0j5mDEs6OuqfsIiIiIiIiIiIiIiIyAg3LIX6a665ZoUivdfrZZtttmHTTTelpaWFYDBIsVikp6eHt956ixdffJFKpQLAY489hs/n46tf/epwpC4ist5paWrEyWboPPuL2F1rLrwXnv433T/9Di0XXEpbW9undk0RERERERERERERERFZH9W9UP/aa68xZ86c/o/32GMPTjnlFOLx+GpjMpkM1113XX9x/6GHHmKPPfZg8803H/J8RUTWZ+FwGNPro/uKXwyoSL9M8fknyc6+meiso4cwOxERERERERERERERkXVT3fvHP/jgg/2vDzzwQL7+9a9/apEeIBaLceaZZ3LggQeuch4RERka8Xgcu7ebwjOPVR2bvedWDJ+PpqamIchMRERERERERERERERk3VX3Qv2bb74JQCQS4eSTT64q9uSTTyYSiawwj4iIDB3DccjefQs4dtWx1vsLKP73eQJezxBkJiIiIiIiIiIiIiIisu6qe6E+mUwCMH36dHw+X1WxPp+P6dOnrzCPiIgMDa/Xi+H1Unrj1ZrnKL/+Cq7jDGJWIiIiIiIiIiIiIiIi6766F+qXrYiPxWI1xS+LWzaPiIgMDa/XC4BbKtQ8h1OsPVZERERERERERERERGS08tb7hGPHjiWVStHT01NT/LK49vb2wUxLRGTYxeNxQn4/pmmA6QHHwXVsipZNOp3GqWFleiAQIBgK4/P58XpMHNelYllUSkXy+fynzmlZFgBmOFrzezLDUXBrDpchEgwGiQSD+HxeDI8X17axLIt8qUShUMB19U0TERERERERERERERlKdS/U77LLLrzxxhvMnTuXdDpNPB4fcGwqlWLu3Ln984iIjAaNjY0EfV4wPRSfe5zi80/h5LMYgSD+qVsQ2XsWodZWKrZNd3f3gOYMBoOEozGCfh8vLUoy5833SRUr+D0mG7dEOXzLsbRGYxQLBdLp1CoLs5Zl4VYqBLfekeLzT9b03oLb7wreuv9TI6sRiUSIhkKYXi/F/zxB6j9PLnetbUl874OIR6Pki0XS6fRwpysiIiIiIiIiIiIiMmrVvXqyzz77cP/99/Phhx9yxRVXcM455/S3V/40lmVx1VVXUalUGDduHPvss08dshURGVotLc34fH4y/7ie7F03Y3ctWeF47r5/krz2UiL7H0bilDMY09pCV0/vp66Ej0QiJBIJ7vrvYv763Hu805NbacyVj81n5rQxfH3PjWlsaibZt+o5HdMkctBnSP31atxSqar35p+2Jf5JU8jlVj6/1F88HicSCZP5x18/5Vr7zdJr7eQz8DU20Jtc9UMcIiIiIiIiIiIiIiKyduq+R30gEODss8+mra2Nl19+mR/+8Ie89tprnxrz2muv8aMf/YiXXnqJtrY2zj77bILBYJ0yFhEZGs3Nzfi8Xnp+cQ6pP16+UuF0GTebIXv73+n8zmkYpSKtTU2rnTMUCpFIJPj1Q2/zk/teX2WRHqBkOdz16mJOuf45egoWicYmDMNYaVwymcQIhgnvc0jV7y92xIm4lTKpVKrqWBlcsViMSDhEzy++O7Br7ezT8FoWjYlEnTMVEREREREREREREVk/GO4QLJW79dZb1zgml8vxr3/9q38P5ObmZjbZZBNaWloIBAKUSiW6u7uZN29ef6tnr9fLzJkziUQiABxzzDGDnfqoZNs2HR0dw53Gess0Tdrb2wFYsmRJTfuMy+gTCARobm6m97e/IHffPwYc55+6BW2X/JF8obBSAdwwDNrGjOFv/3mf3/57/oDnHN8Q4m+n7IBdypPNZlc63j6mDcO26fzuVyi/NXdAc0YPPY7G08+hVCrR09Mz4Fxk8Hm9Xtra2mq81q4lmUpTKBSGMMOho/uviMjw0P1XRGT46B4sIjI8dP8VERkey99/10VD0vr+lltuqTqmp6dnjcUcy7K45557+j9WoV5E1lWxWAyrczG5+/9ZVVz5zVcpPPUwwR324JPr1MPhMBXb5Y9PLahqzg+SBW596QNO2Hb8Kgv1Szo6aW9rpfXC39Hzy+9RfO6J1U9meogdeyoNp5yBbdsq0o8A4XB4La61fxPedud1tlAvIiIiIiIiIiIiIjJS1b31vYjI+s40TXwek+xdN0ENTU2ys2/G4/evtAVIIBTm7rmLyZXtquf8x8sf4PN6VrutyJLOLvD5ab3gMsb89m9EDjgcIxDoP242NhM/4YuMu+4eEiefjmVZ6uQxAhiGQTgYWItr7SYCoTBe75A81yciIiIiIiIiIiIist4akr+8a6W7iMjqhcNhDI+X3IOza4ovvfI8Vk8X4UiMYrEILG1vHvT7mP3qqvceX5MPU0VeWpRkWnOwf85PWtLRQUNDA8GJU2j8nx/SdNZ5OMUChunB8PtxLQvXNEmlUuTz+ZrykMHl9/sxvb61vtaCweAquy2IiIiIiIiIiIiIiEhthqRQf+yxxw7FtCIio4LH48G1KjjpZM1z2N0dmLFE/8emubRBSkdm1UX2gVicLjKtZdUr6pdJJpPA0gJwLBbD9Cz9Z8QuFunt7a353DI0TNPErazltdbTiTlu4uAlJSIiIiIiIiIiIiIiQ1OoFxGRNai+C/mIUi6Xtf/8+mIdv1ZFREREREREREREREYi7VEvIlJntm1j+HyY8cSaB6+Gp2UMjuP0f7zsdVvs01fEf5r2WLCmfcxl5HIcZxCutbYVrjUREREREREREREREVl7KtSLiNRZPp/HtS0i+x1aU3xgy+3wNrdSKBT6P2dZFsVyhUOnt9c059h4kG02bFjt/vSybiqXyzhWZa2vtVKpNMiZiYiIiIiIiIiIiIis31SoFxGpM8dxqNgO0cNOAMOoOj566LE45fIKhXqAUiHPoVuMJeL3VD3nUVuNo2LZKtSPMq7rki+WiNR8rR1HuZCnUqkMQXYiIiIiIiIiIiIiIuuvYd+jfv78+cybN4/Ozk4KhQKWZQ0ozjAMTj/99CHOTkRkaGQyGZrHjCVywOHk/nXHgOP8m04ntMs+FMvllY7l83misRif32kiVz72zoDnHJcIcsw2G1AuFtY8WNY5+XyeaM3X2t4k0+khzE5EREREREREREREZP00bIX6J598khtvvJGOjo6a51ChXkTWVX6/H9d1afz6D3DSSQpP/3uNMb5JU2j5yeW4joNprtwQxXVdMuk0n995Et25Mje9sGiNc7ZFA1x57NZ4cEhmszW9FxnZLMsik8nUdK2VSqWVOjeIiIiIiIiIiIiIiMjaG5bW93/729+47LLL1qpILyKyLgsHAhSfe5zKogU0//ASEl/4Bp6WMasca0SiRA8/gbZf/QlcyNxxA37Pqm/f+XyedDrNd/bblB8dOI2JTeFVjgt4TQ6Z3s51p2xPS9hLqq8X13UH7f3JyJLJZMgXCjT/8OIBX2uW10dfKlXnTEVERERERERERERE1g91X1H/0ksvceedd/Z/HI1G2WabbZgwYQLRaHSVq0RFREaTQCCAx+8nO/tmis8/RfO5FxM74rPEjjqZwrOPUvzPU7j5LEYgiH/qFkT2PRg8XsoL59F59pcxw2HiR51EPB4nvYq25NlsFsuyOHBaK4fPGMcL7/cx580uUsUKfo/Jxq0RjthiLGG/l0KhQF9vSkX69UAqncaybaKHn/jRtfYYxf88ucK1Ft73YDA95AsF0pnMcKcsIiIiIiIiIiIiIjJq1b1Qf9999/W/3mWXXfja175GMBisdxoiIsPG7/cDUHzxWQB6fn42BMM0fP5MwnsdSGj73cDjBdvGLZcoPPs4fdf8BqdrCQBOMY/1/gJ87Rus9hzFYpFisUggEGBqS5gtxm6Mz2NiOy6WZVMuFehM5nEcZ+jfsIwYuVyOXC5HKBQiPGMHGrbbFcPrxbUt7IpFplAkn8/rwQ0RERERERERERERkSFW90L9/PnzAWhoaODMM8/E5/PVOwURkWHl8XhwSiVw7I8/WcyT/N3FJH938YDmcHLZAXUgKZVKlEqlWlOVUapQKGjveRERERERERERERGRYVT3Qv2ywsD06dNVpBeRUcnn8xEOhfCaBgYGLi6W45IvFKhUKjiOgxEKgmFAjSuXjVBIq54HIBQKEQwE8Hz0sQOULYt8vvZuAg0NDQT9/qUPWriAaeAYJqlUar1+KCIQCJBIJHAwll7WBngMKJdKJJPJ1cZ5vV7i8Tg+08RwHVzANU2KpfIqt3YQERERERERERERERkN6l6ob25uZsmSJQQCgXqfWkRkSAWDQaKhEP5QiMqihZRefhankMcIhghstQOtG06mXChQtm0Mw8Q/ZTPKb79W9XmMUATvuIkULWsI3sW6zzAMotEo4UAA0+ul+PxTlD5YiOvYeBJNRHfdh1hrK4VikUw2i23ba54UaG1txQsYPh/FV1+g8s5buOUyZixOaOe9aGpqwrUtsvkC2Wx2aN/kCBKJRAhHo3hNk1Sxwr/f7iZVrOD3mGzSGmW7CY34AkFwbLq6uvrj/H4/DfE4Hq8Xt5in8PjD2Kk+DI8X74aTiGyzM5FggLLt0NPTM4zvUERERERERERERERk8NW9UD9x4kSWLFnCkiVL6n1qEZEhE41Gicfj5J98iOTtN1Ca++JKY/ybb0XsiBOJ7r4/TqVM5JBjKF/6k6rPFdn3YAyvl3Rf32CkPqqYpklTIoEXl8xtfyF37z+xezpXGGNceSHhvQ4kdswptLSNpTeZolKpfOq87W2tGBhkZ99M9t7bsBYtXOF435UXEtplb2JHnUxsymb4fD761oPvT0NDA4FgiDc7M1z/7Hs88nYXlrNip4cJjSGO2no8x22zAW1jxtDV2UkoFCIRjWJ9+D69t/2FwqMP4JZX7EbgaW0nOusookecyJjWFrp6emvugiAiIiIiIiIiIiIiMtIYbp17J8+dO5ef/OQneDweLr/8clpaWup5+vWSbdt0dHQMdxrrLdM0aW9vB2DJkiUqNI1CkUiERCJB75UXkrvntjWPP/AzNH7jXLAqfHjyLJxMauAnMwzaf3crtI2lq7t7LbIefQzDoLmhATOfoevcM7DeX/Dp4wNBmn/w/whstSPdfX1Yq+lQ0N7WBpUyXef/D+W5L316EqaHxjO+S+TAz5DL50d16/Z4PE44EmH2q4v5xf1vYq/h14kZ4+JcdszWBL0mHlwKzz1G7/87d6UC/Sf5Jm5M68+vgmiMjq7qrnndf0VEhofuvyIiw0f3YBGR4aH7r4jI8Fj+/rsuMut9wunTp7Pddtth2zZXXHHFGlcxioiMZF6vl0QiQfKa3wyoSA+Qu/92ktdfDYZJ0zk/A9Oz5qCPJE49E++4DUlnMrWmPGpFo1G8rkPXD05fY5EewC0V6f7Z2VTmv0FjPLbKMc3NzRiGQfcFZ625SA/g2PRdeSGFx+cQCQYxDKO6N7EOCYbCPPJ2Fz+77401FukBXvkwzVm3vQws/dr3XPi9NRbpASoL59N17hkYtk1zc/Na5y0iIiIiIiIiIiIiMhLUvVAPcNZZZ7H11lvz+uuv873vfY/nn39eT5iJyDopEolQWbyIzO1/ryoue9MfsdMpglvtSMuPLsEIBD89wDBIfP7rxI/9PPlCgVJpzQXO9U0kGCBz23UrtaX/VJUyfVf/P3zBEH6/f6XDftMg//C9lF59YeBzui59/3cxGNDU1DTwuHXIsgcYLn7wLappy/PyBynunrsE2x+E1XQwWJXKwvlkbv87fnNYfm0RERERERERERERERl0dd+jHsDv9/O9732P2267jVtuuYWLLroIv9/PuHHjCIfDA5rDMAzOO++8Ic5URGT1DMMgFAiQuusmqGEXkcxN15L4yrcJbrsLY/90F9l7bl1pT3UjHCGy36FEDzse79gNyOVypFJVtMpfT4RCIQzTQ/b+26uOrcx7g9K81wmPnUC5XO7/fCwWw/D5yd59S9VzOsle8o/PIbzrvlXHrgsMj4+H3+6iO1de8+BPuOXFRRwxYxwNp59D8uqLBhyXu+8fxI/7AvF4fFRvKSAiIiIiIiIiIiIi64dhKdQD3HHHHdx77739H5fLZRYsWDBc6YiIVC0YDGIAuTmza4rPPXQ3DV/6Ful8nmAwTPzYzxM//jSsRe/h5DIYwRC+8RPA48WybXr7+rSSfjVCgQCFZx/D6eupKT539600fuNckss9BBEOh6ksfIfyW3Nrm/PefxDZ60CCwSDFYrGmOUaiQCCA32vyz5c/qCn+zc4sb3Zk2GTvg6oq1NtdHRSff4rg1jugMr2IiIiIiIiIiIiIrOuGpVD/u9/9jocffng4Ti0iMmhM08TOpHGzte0X7+Zz2Okkhi9AT8/SAnM8Hsc3ZhymaeI4DgXLJt3bp+1B1sA0oPz+uzXHVz5YiGGa/V93WNoxofLe/LWaE8Dn842qQr3P5wNgYW++5jne7ckxpaGx6jhr0QICM7av+bwiIiIiIiIiIiIiIiNF3Qv1jz/++ApF+nHjxrHLLrswYcIEIpEIHo+n3in1y+fzvPjii8yfP5/58+fT29tLOp2mXC4TiUTYYIMN2Gabbdh3332JxWJrnO/NN9/k/vvv54033iCVShEOh5k0aRJ77bUXu+++ex3ekYgMJcMwwK6s1RyuVQFfoP9jtfSujcFHX8tVMJta8DQ0Y3g8ONk0VseH8MkHHz6KNQzj4885zmrnHJBVzTkKLHs/llP9dg/LWI6LU8PXxbUHvq+9iIiIiIiIiIiIiMhIVvdC/Zw5c/pfH3LIIXzuc5/DNM16p7FK8+bN47LLLlvlsXQ6zWuvvcZrr73GnXfeyTe+8Q223nrr1c518803c9ttt+Eut291KpXi5Zdf5uWXX+bxxx/n29/+Nn6/f7DfhojUieM4mNE4GEZNe9RjGJjROE5Fxce15bjgSTR9/Amvl9Cu+xI95BiCW2y7wlhryQdk7/0HuX/dgZNOAmDGl67uXqFzgWniaWypOSczsXTOSDBIOBwmnU6Tz9e+Cn2ksG0bgMawj54a9qgHaAj58NRQdDfjDbij7MEHEREREREREREREVk/1b1Q/+67S1sTt7W1jagi/TLNzc1Mnz6djTbaiJaWFhoaGnBdl56eHp5++mmeffZZMpkMF110Eb/4xS+YNGnSSnM88MAD3HrrrQCMGTOGI488kgkTJtDX18c999zD3LlzeeGFF7j66qv55je/Wed3KCKDpVwuYzY0ENx2F4rPP1l1fGCrHfFEopQ7O4cgu/VL2bYJ774ffb+/hMBmW9F8zs8xE40UnnmUrgu+ifXhIlzbwtPQRHiPA4gf+3kSn/sqqb/9nswtfya850zKhcIKD1dVKhUCW26LmWjESfVVnVN49wNwLYv0bX8lOvMwEg1NxKNRlqzj3+98Pk8kFmf/TduY11X9dgOJoJedJjVRmfd6dYE+P+Fd96WsbSBEREREREREREREZBSoe6F+2Uq8adOmjbgi/RZbbMHVV1+92uO77rorzz77LJdccgmWZXHrrbfyne98Z4Ux2WyWv/3tbwC0tLTw85//nHg83n98u+224+KLL+b555/niSeeYP/992f69OlD84ZEZEhZlkUpnyd62HE1Feqjhx1HqZDHsrSifm3l83mibW0kPnc6sc98lsIzj5L8w6+xuztWGGcv+YDyG/8ldd1VRA87nsQpZ+AZM47wngeQyuZWGNvb20t7ayuRmUeQueXP1SXk8RA99FjsVB/p664g/derCe+xP43f/BHtra0s6epay3c8vAzX4ehtxnPNUwuqboF/2JZjMQzo+X/fryouvPv+GOEI6e7uquJEREREREREREREREaiulfKGxuXtgIezr3oV2cgDw7suOOOjBs3DoDXX195NeCcOXP6WxufdNJJKxTpl53jS1/6Uv+57rzzzrVNW0SGUa5YJLj9rvg22rSqON/EjQntuAf5YmmIMlu/2LZNqVQkdtRJ5B66m55ffm+lIv3y3FKRzK1/oeeiHxA98DO4hkmhUFhxjLt0H/XY4SdgRGNV5RPZ71DMRCPJa36z9BOOTf7f99N59hfBtmgfM6bq9ziSpFIpEkEfh205tqq4iN/DidttiFEqYXd8OPBAn5/YMadgW5YebBERERERERERERGRUaHuhfpNN11azFq0aFG9Tz1oQqEQsLQt8ic999xz/WN22mmnVcY3Nzez5ZZbAvDqq6+uVBwSkXVHsVikXCzS8pPf4hkzbkAxntZ2Wn56BeVSST//g8hwoTzvDfquuBDcga3yLjw+h/Tf/4DBqsf39fVhxhO0/ujXGMHQgOYMzNiexjO/j53spfDov1Y4Vpn/Jr0X/xDT4yEWq674P5KUSiVs2+ac/Tdlp0lNA4oJeE1+deQMGsN+zGCQ0J4zB3Yyj4fm7/wE34aTSGUya5G1iIiIiIiIiIiIiMjIUfdC/f777w/A/Pnzee+99+p9+rX24YcfsmDBAgDGjx+/wjHLspg3bx6w9IEEr3f1OwtsvvnmwNJi//z584cmWRGpi95kCicUZsyl1xHcaU9YXXcOwyC4w+6Muex63EiU3mSyrnmOZh6PB38wuLRFvWNXFZu560Zc2+l/CGt55XKZdC6Pf9qWtF10Db4p01Y7jxEIED30OFp/egVOqcji0w5b5bjC0/+msvh9IuFwVXmONJ2dnbiOy6VHz+CEbTcg4F39rxRT26L84cRt2Wp8gkIuS6VcpvmcnxM/8UsY4chq47wbTqL1J78ltMs+pLM5SiV1oBARERERERERERGR0aHue9RPmzaNWbNmce+993LZZZdx/vnnr9QefqQplUr09vby/PPPc8cdd2DbS4tABx988ArjPvzwQxzHAVYu4n/S8sc/+OADtthii0HOWkTqxXVdevqSNMTjtJ73a6yuDrJ330zpvy/gFvIYwRCB6dsQPfx4vK3tFHI5kn1J3AGu+pY1i0QiS1ewP/NY1bFuNkP+kfuI7HlA/9Yly8vlcti2TeOEybRf9lfKb79OdvbNVBbOxy2XMGMJQjvtSeSgIzGCIazebpacdhjYq39gIHvHjTR8+dt4vd51upV7V2cHra2tfGufTfjaHhtx5yuLeeTtLlLFCgGvyUbNEY7ZZgOmj41TsR0y6RSFQoFsNktjYyPxE79M/LgvkJtzN/nHHsBJ9YHXi2/8RCKzjiK45XY4lTLJdFrdJ0RERERERERERERkVKl7oR7glFNOwe/3c8cdd/C///u/HHXUUey00040NQ2sfW49PPLII1x11VWrPf6Zz3yG3XfffYXP9fb29r9e03tpbm7uf93T01N1fgOJaWhowOPxAGCuboWvDLnlv/b6PoxuqUyGbD5POBwl/rmvYXp9/cccq0KhVKavqwvbtjEMA8MwhjHb0cVvmhSemFP1avplCk/MITrzcDye9CofoCiXy3T09BKNRglP3oTGb/4IY7mfZ7dSwepcTO9lP6U898U1n+/Jh2j82tlEo1HS6XRNOY8UPT09eL1eGhoaOGab8Zy4/Yb9xxzXxXEccrkcmY/a1i+7D6ZSKTKmSTweJ7z/oURnHdUf57ouTqVCJpMhl8utEFcN3X9FRIaH7r8iIsNH92ARkeGh+6+IyPBY1++5dS/Uf/3rX+9/7fF4SKfT/PnPf+bPf/4z4XCYcDg8oOKVYRj89re/HcpUV2nSpEl85StfYcqUKSsdW361XzAY/NR5AoFA/+tisVh1Hqeffvoax1x99dU0Nzfj8Xhob2+v+hwy+Nra2oY7BRkmptdHxOsjEll9m2+pnVspU0gna453PoodM2bMgGNKb84l99BsrMWLKP33eSiXBxxrp1MA/f/ujVamYWB6PHgjkaqufcMw8Pj9xPx+YrHYoOSi+6+IyPDQ/VdEZPjoHiwiMjx0/xURkYGqe6G+q6trtcfy+fwq2w4Phx122IFLLrkE+GglZUcHTz31FM8++yyXXXYZn//859luu+1WiKlUKv2vP21/egCf7+OVtuUqijsiIrJqxnIdDKrmqz7WyabIzb6lptMZNZxPRERERERERERERERGj2Fpfb8uiHxi9d+UKVPYbbfdePTRR7nyyiu56KKLOP3009l77737xyxffF/TnsPLF/X9fn/V+V199dVrHNPQ0ACAbduf+oCEDC3TNPufouzs7MRxnGHOaN0TiUQIBwJ4/H7sVB+V9xdAuYTZ0IRv8iZgWVRcl2Qyqa/veqohHsc3ceVOJwPl23AjXMemo3Ng98q2tjZ8EzYCw4BVtMpf8/kmA5DNZslms1XH1yoQCBCPxzFxwYXyO2/iZNOYwTC+SVMwgiFcxyFfLNY1r6Gi+6+IyPDQ/VdEZPjoHiwiMjx0/xURGR7L33/XRXUv1F9xxRX1PuWg2nPPPXn++ed56qmnuPbaa9l+++2JRqMAhEKh/nFramdfKpX6X6+pTf6qLL/H/UDoF4ORwXEcfS+q1NLSgt/vp/jiM/TOvpnis4+vsA+5Z8w4ogcdSfTgo2ltbKQ3nV7h50vWD4VSiYYddsXT3Ibd01l1fPTQYykUigP++cxms8Rb2wlstSOll56p+nyRWUfhVMp13Z8+Ho8TCQWxe7tJ3XUTuQfu7G/5D2AEAoT3mEn08BOIbLQpfr+f7u7uuuU31HT/FREZHrr/iogMH92DRUSGh+6/IiIyUHUv1Le2ttb7lINuhx124KmnnqJUKvHSSy+x++67A9DU1NQ/pre391Pn6Onp6X9dbdFdZH3R0tyMzzTpuehc8v++f5Vj7I4PSf3lSjL//CstF1xG08bT6EkmtaXEeqZQKBCPRIgc9BnSf/t9VbH+qdPxT96EVBWdR7LZLLFQiOhhx1ZdqDejcSJ7H4RtmFXFrY1YLEYkHKbw+Bx6fn0+VFb++XBLJXIP3kXuwbuIn/BFEiefTktLy6gq1ouIiIiIiIiIiIiIjBT1qxKMIvF4vP/18i3lx40bh2ku/ZJ+8MEHnzrH8sfHjx8/yBmKrPvi8Tj+QICei1dfpF+ek07Rde4ZVBYtoCkRX+N4GX3ypRKxo07GN2ngLfCNQJDGM79PuVBYYUuSgSg7DqGd9iK0y94DDzIMGs74LpjmGh/oGiwej4doKEThmUfpufjcVRbpPyl947Wk/vo7fD5ff9cYEREREREREREREREZPCrU12D54srybeu9Xi9TpiwtEL311lufuk/9a6+9Bizd137jjTceokxF1l1hv5/8ow9QeHzOgGPcQp7eS36E6fMTiUSGMDsZiTKZDBXXpfUXV+PbaNM1jjfCEVouuAzPhI3oq6EFfU9PD65j0/zdCwnutOeaA0wPjWd+n/AeB1CqWJ/6b8RgamxsBMem9zcXQBVt19I3XIP13rtEIuGhS05EREREREREREREZD2lQn0Nnnrqqf7XEyZMWOHYDjvsACxtw/zMM6tuh9zT08N///tfALbYYosV9rYXEQiFQph+P5nZN1UdW3n3bUpv/JeIfq7WS73JFJY/QNslf6ThS9/CO27DlcYYkSjRw0+g/cob8U3bkt5kCtu2azrfko5OXNOk5YeX0PTtH+OfOn3lQT4/4X1mMeY3fyEy8wjKlUrdVtMD+AzIPXQPbi5bdWzmzhsxDQOvt+475YiIiIiIiIiIiIiIjGrD/pf3YrHI448/zty5c3n33XfJZDIUCgVCoRCxWIzJkyezxRZbsPvuuxMIBIY0l0ceeYRdd90Vv9+/2jGzZ8/mxRdfBKCtrY3NNttsheP77bcf//znP8nn8/z9739nxowZxGKx/uOO43DNNdfgfLSq8fDDDx+CdyKybotGo1QWLaA896Wa4rN33UTTd36KaZr9P2uyfnBdl56+JNFolPDBxxA78iSKr76A9cF7YFmYDU0Ed9gNTA+FYpFsX1/NRfpllnR00NraSnjPA4jsdwjld9+mMu913HIJIxIjtP2uGOEouA7ZfJ5MJjNI73bNotEohs9P9u5ba4rPP3IvDV/+Fg0NDdqrXkRERERERERERERkEA1rof7uu+/m1ltvJZ/Pr3Qsm82SzWZZvHgxTz75JH/961859thjOfjgg4csn1tuuYXrrruOnXbaiWnTpjFmzBiCwSDFYpH33nuPxx57jDfffBNY2ub+K1/5Sv+e9MtEo1FOOukk/vCHP9DV1cUPfvADjjrqKCZMmEBfXx933303c+fOBWC33XZj+vRVrL4UWc+ZuBTfeLXm+PK81zEMA5/PR6lUGsTMZF2x7N+QQCBAaKNpeDeahgE4QKZQJJ/P47ruoJ2vq6sLgEQiQXjSFLwbTgLHxfB4cIBkMkmxWBy08w2U3+/HdRwq775VU7xbLGB9+D6eidqiRURERERERERERERkMA1Lod5xHC699NLVtoZflXw+z1/+8hfeeOMNvvWtb2EYxpDkls1mmTNnDnPmrH5f7ObmZk4//XRmzJixyuMHHHAAfX193HbbbXR0dHD11VevNGabbbbh9NNPH7S8RUYV18Ut1V7UXBb7yQdpZP1TKpXq+rBGKpUilUrV7XxrYhgGWBVYi4cS3GJhEDMSEREREREREREREREYpkL99ddfv0KRPhaLsdtuuzF16lTa2toIBAKUSiU6Ozt56623eOKJJ0in0wA888wzXH/99ZxyyimDnte5557LCy+8wBtvvEFHRwfJZJJsNovf7ycejzNp0iS22247dtlllzW24T/uuOPYaqutuP/++3n99ddJpVJEIhEmTpzI3nvvze677z7o+YuMFq5hYkRjax64GmZkaaza3kstotHo0i1LLAvD5wPAdRxc28bm49Xz6wLHcTBCIfB4oMYW/2Y03t99IBQKEQ4E8AcCGB4Prutil8sUymVyudyI+Znz+/2EQyGCy/1b3dbSTKFUJp/PU6lUhjE7EREREREREREREZFhKNQvWrSI++67r//jWbNmceKJJ66y8D1lyhR23XVXPvvZz3LDDTdwzz33AHDvvfey3377MX78+EHNbdy4cYwbN45DDz10UOabOnUqU6dOHZS5RNYntuMQ3HYX8PqWrgauUnD73XAtS23vpSrBYJCGWAzT58Pu7SZ77z+ovPcOrlXBE28gtNu+BLfblbFtrdgYdHZ2DnfKa1QoFAiFQgS325Xis49VHe9pHYN3g4lULIsxrS2YHg+Fpx+l95l/42TSGP4A/smbEJl1FNExbRTyBVLp9KBuK1ANv99PIhrBFwxRmvc6qQfuwu7pBMPA0zaWyIFH0jphMuVCgWQmg2VZw5KniIiIiIiIiIiIiEjdC/WPPPJI/4q7ww8/nJNOOmmNMX6/n1NPPRWfz8cdd9yB4zg8/PDDfO5znxvqdEVkGKRSKVpbWgjvti/5f99fXbBpEj3seCojZGWvrBui0SixcAi7u5PeP/yawrOPg7PiCvTcv+7AM2Yc8aNPJnrIsbS3t7NkyZJhynhgisUiTqVC7LDjairURw46Chwbv99P+rbryN5x49LC93IKjz1A6u+/J7zbfiS+/G1aGhvpSSbrvro+GAzSmEhQfOkZeq67msq811cak7397/g324rEF75By9Qt6E0mKZfLdc1TRERERERERERERASg7hs4//e//wWWFkWOP/74qmKPO+44otHoCvOIyOhjWRa2ZRE78iSocp/50M57421p698uQ2RNfD4fsVCIyvsL6PjWKRSe/vdKRfpl7I4P6bvq/9F31S8xTZMxY8bUOdvqlSyL4La74J2wUVVxRihM9OBjwOOl56JzSf3x8pWK9P0si/y/76fzmydDXzdNDQkMwxiE7AfG7/fTmEiQe+BOui84a5VF+mXKr79M1w++RvGpR2hqaMDrHZZdgERERERERERERERkPVf3Qn13dzcA06dPr/qP416vl+nTp68wj4iMTplcDt/GU2n46ncGHOObuDFN374Aq1zSKlkZsJaWFpx8lq4ffR0nnRpQTPbuW0nf/CdMlhb6R7K+vj6cSoXW8y/FTDQOLMjrpeUHF2GGI2TvuW3AnS3snk66fngmXtclEomsRdbVSUQjFF96lr4rL4SBrOS3LHou+RGV+W+Q+OgBQBERERERERERERGReqp7ob5YLAL0r4yv1rK4ZfOIyOhUKBTI5QtEDzmWpm+djxH69KJfYJudaLvkWlyvl87unjplKaOCbZO54wacvuqum/QtfwbboqmpaWjyGkS9qRSe5lbG/OYv+CZN+dSxZmMzrT+7ksBWO+BYFsnf/6qqc9lLPiB33z8JBwJrk/KA+f1+fMEQ6euvHliRfhmrQvpv/0cgHNaqehERERERERERERGpu7r/ZToajZJMJmteEd/T09M/j4iMbul0GsdxiO1zMKE9DiD/4Gyy9/2DynvvgG1jRmKEdtuX6OEn4J80BatcpktFeqlCW1sbGEv3n6+Wm8+Rm3M3kf0PHYLMBle5XKYnlaKpqZX2K2+k+MrzZO+6ieKLT+MW8hj+AP5NNid62HGEdt0XXAfHccjd8XewKlWfL3vPbcSOPIlAIECpVBqCd/SxcChEef6blN9+rerY4gtPY3UuJhyOabsMEREREREREREREamruhfqx44dSzKZ5LXXXiOdThOPxwccm06nefXVV/vnEZHRL5vNks/nSSQShGceTvSQYwBwXQfDMHEdB9uy6Ovro1AoDHO2sq4xTZPi809VvZp+mdycu4nOOopoNEo2mx3k7AZXuVxmSVcXDQ0NBDebQfOW22IYRv/PEoBTKVO2LNLpNK2treQevqemc1kfvkfprdcIjp845IX6oN9P6sG7agt2XXIP3kXkqJNRmV5ERERERERERERE6qnuhfqtt96a119/nUqlwlVXXcXZZ5+Nx+NZY5zjOPzud7/Dsqz+eURk/eA4Dn19fQCEQiG8Xi+GYeA4DoVCAdu2hzlDWWfZFnZPR+3hvV0A61Tr9GQyCUAgECAUCmGaJo7jUC6Xyefz/ccA7J6ums9jdy/B2GDS2qa7RqbP1/99qIXd043pWXe+fyIiIiIiIiIiIiIyOtT9L9P77bcfd9xxB/l8nhdffJGf/OQnnHbaaUycOHG1Me+99x5//OMfef311wEIh8Psv//+9UpZREYQrZqvXiAQIBgMYpomruti2zaZTGa40xpBjLUIXYvYT4jH4/j9/v6HUEql0pCu0i+VSmte7b42788wMQbx67OGk9UeahqAO2iZiIiIiIiIiIiIiIgMRN0L9bFYjJNPPpn/+7//A+CNN97gnHPOYdKkSUydOpWWlhaCwSDFYpHu7m7eeust3n333RXmOOWUU7RHvYjIGsTjcUIBPx6fH7dSxsllMXx+jGiUaChI2XZIp9NUKtXvQT5qeLx428fXHO5tW7oNS61fQ6/XS2NjI17A8PlwCnncUhFPKEwgHicWClJ2XJLJZF07RziOszS/trFU3n27pjm87eOpfDTPUHIq5f7vQy28re046sohIiIiIiIiIiIiInU2LL1e9913X7LZLDfccEN/MWDBggUsWLDgU+NM0+Szn/0s++yzTx2yFBFZN3k8HlqbGjG8PorPPU529s0UX3ga3KWrhj3NrUQOPJLoIcfQ0txMvlAglUoNc9bDw3EcAjO2x9Pajt21pOr4yMzDcStlcrlc1bGxWIxoOIRbKZO9/w6y99yKtWhh/3H/1C2IHnoc4T1n0tbURDKbrVtHiUqlglUqEdn/MJJ/+HXV8b7Jm+CfvAnp7u4hyG5FhXKFyIGfIfOP66sP9ngIzzyCQsUa/MRERERERERERERERD6FOVwnPvzww7nggguYNm3agMZvttlm/PjHP+awww4b4sxERNZdpmnS2tSIk+xjyRnH0/3jb1F8/qn+Ij0s3Xc8/fff8+Eps8je/ncikQgNDQ3Dl/Qw6uzsBMcmOuuoqmPNeAPhPWZiG9X/UxqPx4lGIhSeeYwPTzqQ5O9/tUKRHqD85qv0/uo8Pvz8IVQWzqMhFiMYDFZ9rlrlSyUiB34GI1D9OaOHHEulWKRcLg9BZivK5/P4NphIYIttq44N7bQnnkQj+Xx+CDITEREREREREREREVm9YVlRv8zUqVP58Y9/zAcffMDcuXN59913SafTFItFgsEg8XicyZMns8UWWzBu3LjhTFVEZJ3Q2tSIm07R+b+fx+7p+vTBtk3y2ktxK2Vix36ecji8fhYsPV6ihx1P7oE7sRYvGnBY4pQzwICe7p6qThcIBIiEghSefIie//cDWEN7eKevh85zvkzbxdfQOGFjFheLVZ2vVvl8nlhrK/HjTyN13VUDjvNN3oTwfoeSqePq/3IhT+IL36Dzu18Ba2DbEBihMPGTT6dUyNd1WwERERERERERERERERjmQv0y48ePZ/z42vcIFhERCIVCePwBOv/fD9ZcpF9O6rqrCGy1PdGNpq2Xhfru7m5aGhpo/flVdH7/a9gdH64xJv65rxE56Egsy6q6yJtIJHAyaXouOW+NRfpl3FKR7h9/m7F/uovm5mZ6eqp7OKAWjuOQymRoOP407HSS7O1/X2OMd8PJtPz0CiqWVdN2ALVKZrK0TJlG8/cuXPrwQ+XTV/IboTAtP/o1nrEb0NfbV6csRUREREREREREREQ+Nmyt70VEZHBFIxHKC+dTmvti1bGZ22/A4/Ph8/mGILORrVKp0JfJ4GlqZcyl1xM95BiMUGSVY/1Tt6D5h5cQP+GL2LZNV9fAH4hYxgNkZ9+8xmLyJ9k9nRSefAifaVR9zlrl83lSqRSNX/42Td/5Kb6Npq5ynBmNE/3MSYz59Z+xg2F6U6m65QhgWRa9yRTB7Xej7ZJrCe60J5ir+BXH4yG0+360/fov+DabQW8ypdX0IiIiIiIiIiIiIjIshmVF/csvv0ylUsHv9zNjxowBx73yyiuUy+Wq40RERjvTNPF6PfTdeWNN8YWnHsbJpIjH43VZrT3SFItFum2b5qYmGr56NokvnkX+oXuovP8ubrmMJ95AaI/98U/eBLdSplKp0N3dXfV5mpqawDDI3vfPmvLMzr6F8B4HEIlE6rZiPZfLYds2sV32oX2fWZTemkvhyYdxshmMQAD/RpsS2nMmGCb5YpF0enhWqJfLZbr7+oiPm0jreb/G6ukk/+Dspd0lDANPWzuR/Q/DjDdQLBTo6+tTkV5EREREREREREREhk3dC/WLFi3iF7/4BQCzZs2qquD+wgsvcO+992IYBpdeeint7e1DlaaIyDolEAhgmB5KLz9X2wSWRemV/+Dfee9BzWtdUqlUWNLRgc/no6mpifB+h2IYgGHgOg54vBQ+KvDWyuv1Yi1+H6evtochSq++gOvYBAKBuraWLxaLFItF/H4/kfGTiJ7wRUyPF9dxsB2bdC5PoVDAdd265bQqS1fWJ/FkMkQiEcJHnIjHu/RXHduyyFcs8p2dKtCLiIiIiIiIiIiIyLCre6H+6aef7n+9//77VxW73377ce+99+K6Lk8++SRHHXXUYKcnIrJOMj9q8+0Uat9j3snnMQa4Z/poVqlU6OjoGJK5DcPAzq9dgd0tFTE9w7NFQblcplyurmX/cLBtm3Q6TdY0+x/q6+7uwdH1LSIiIiIiIiIiIiIjRN0L9a+//joAbW1tbLDBBlXFbrjhhrS2ttLV1dU/j4iI0F+ANIKhmucwQyHcVe3rLYPGdV3MYHjFT5omwe12IXLAEXjHjscIhnHzWSoL5pO99zbKb/x3heFGIIhTrtQx6495vV7C4TB+08A0TVzXxXYh/9GK+5HCNE3C4TBBnxe3svTBgqZEnEK5Qj6fH/aV/yIiIiIiIiIiIiIiw9L6HmDixIk1xU+aNImurq7+eUREZOlKZ9dxCGy+NfklH1Q/gWkSmL41llqCDynbtvGP2wAznsBJp4geehyxIz+Lt30Dii89S/G5J3BLJYxwhOA2OzHmV3+iPP9N0jdeQ+HJh/FvOh3D9FAu16/tPYDf7ycWCRMIhaksXkTxqUdwshnw+/FvPJXG7XbFsSrkiiWy2Wxdc1uex+MhFo0SCgVxCgUK/76PQvfHe9TH9jiAeDRKvlgkk8lohb2IiIiIiIiIiIiIDJu6F+qX/QE/Ho/XFL8sLpPJDFpOIiLrOtu2sW2L6GHHkX/o7qrjgzvugaeplb7u7iHITpZJJpO0tTQTmfkZfBtOIrzPLLL33EZ29s1YixauMDb1J/BP3YLoESfScu7FJK+7Ct+4CbiVcl2L4eFwmEQ8TvHFZ+j8x/WUXnp2pTGe1nais44ieuTn8Hu99KVSdV+17vV6aW5owOnuoO/3fyT/6L9wy6UVxiT/7xLCe88ifvxpBBob6UkmtV+9iIiIiIiIiIiIiAyLuhfqPR4PlmVRqdTWtrfWOBGR0S6XL5DYdDq+KdOozHujqtjY4SdgryP7j6/LbNvGwSB2/GkYHg/dP/lfiv95YrXjy2++Su9F51Ke+xKNZ3wX17ap1LGwHAwGaWhoIH3TH0ldd9Vqx9ldS0hddxWFZ/5Ny0+voCERpy+ZqlueHo+H5sYGKm/8l+4ffxu3sOqOA24hT+7e2yg8MYeWn15B84aT6e7r08p6EREREREREREREam7um9GHIvFAFiyZElN8YsXL15hHhERWSqXy+GUyzR/90LMWGLAcdHPfJbgVjuQG0F7jI9m+XweTzhC7yU/+tQi/fKyd99C8rqrwDRJp9NDnOFShmHQEI+TvfvWTy3SL6/85ly6zz+LYCBAOBwe4gw/1hCLYX/wHt0//tZqi/TLc9JJun90Jm5fNwn9PiEiIiIiIiIiIiIiw6DuhfoJEyYAMG/ePHp7e6uK7e3tZf78+QBssMEGg56biMi6rjuZxNPaTttF1+BpGbPG8bFjT6Xxy9+mUCgM697i6xOfx0Pxv89TePLhquIyt/wFJ9lLMBgcosxWFA6HwbZI/vm3VcWVX3+Z/CP3EwkGhiizFXm9XgLhMKk/XoZbyA84zkmnSF9/NcFQCNOs+69DIiIiIiIiIiIiIrKeq/tfprfaaisAHMfh+uuvryr2uuuu629Pu2weERH5mGVZ9CSTeMaOZ+w1/6TxrPPwTdlshTFGOEL00ONo//0/SJz6dQqFAn19fcOU8frF4/EQCIXI3nlT9cGOTXb2zYQD/sFPbBXCgQD5h+7Bza95hfonZe++GV8whM/nG4LMVhQOh7E6F1N84emqY/OPz8HJZYlEIkOQmYiIiIiIiIiIiIjI6tV9j/q99tqLm2++mVwux5NPPkk0GuXUU0/F6119KpZl8ec//5mnnnoKWPpH+b333rtOGYuIrFsqlQqdPb3E43HCex9E9IDDsft6cDJpDL8fT3MrmB4s26avr4+iWt7XTTAYxMllKDz975ris/ffTuLk0wkEApRKpUHO7mNerxdfMEjv/bfXFF9+cy7l9xcQamyhUqkMbnKfEPL7yfzjn+C61QdbFfIP3Elw1tFkBj81EREREREREREREZHVqnuhPhQKccIJJ3DttdcC8K9//YsXX3yR/fbbj+nTpzNmzBiCwSDFYpHOzk5effVV5syZQ1dXV/8cxx13HNFotN6pi4isMxzHIZlMAksfbgqGIhjhKK7rUq5YpNO9/R1KpH48Hg9254fg2DXFO309OOXykLdq93g8AFQWv1/zHNYHCzGb2wYrpdUyfT6sD9cizyWLMD96vyIiIiIiIiIiIiIi9VL3Qj3AzJkzWbRoEffffz8AXV1d3HjjjQOOnTVr1lCmJyIyquTzefL5ge/dLUPLrbFI38+xMQxjcJJZE3stHuawrbrkaRgGrMVDJ65tY5h1+nqu4zweD36/f+kDJ7ZNpVLBsqzhTktERERERERERERknTQshXqA0047jQ022IC//e1vA2q7HAwGOemkk5g5c2YdshMRERl8juPgaWiuOd4IBDCDIZx8YRCzWtmybguexiasQvV71AN4mlqx6tC1wbEqeBqaao73NDThWGv58MQoF4lEiIRCeLxejOW6ObiOg21Z5AoFcrnarhMRERERERERERGR9dWwFeph6er43XbbjQcffJCXXnqJefPmUS6X+4/7/X6mTJnCNttsw3777UckEhnGbEVERNZOuVwm3tKGf+p0ym/OrTo+vOeBuI69wr+VQ6FSqeBUyoT3nEn6xmurjve0jcU/bQtyfcnBT+4TSuUy4X1mkb37lpriw/seQslWoX5VvF4vzQ0NePx+Sm/NJXXXzZT++zxuIY8RChHYYluihx1PYuoWxEIhupNJrbAXERERERERERERGaBhLdTD0lVaRxxxBEcccQQAhUKBQqFAKBQiFAoNc3YiIiKDp1wuUykWiB56PL1vnld1fPSIEygUiv0r3odSvlQmcuhxpG/+M1TZrj960JE4FWtAHXPWVr5QpHmzGfgmTaGyYF5VsYEtt8M3fgLJrq4hym7d5fV6aWlsxOnpouOX36P89msrDsimyT98L/mH78U3ZRot3/slrS1j6OrrU7FeREREREREREREZADMNQ+pr1AoRFNTk4r0IiIyKuWKJcJ7zsS7wcSq4oLb74Z/8qbkC0Pb9n6ZXC6Hp6GJyAGHVRVnNjYTOeQY8qXSEGW2olKpRKVYJP7ZL1cXaJrET/gi5UKeSqUyNMmtw1oaG7C7ltDxrVNWLtJ/QmXeG3R861Ssjg9paWzAMIw6ZSkiIiIiIiIiIiKy7hpxhXoREZHRLJ9fWhhu/dlVeFrHDCjGN2Uzmr//S/K53JC3vV/Gtm2y2SyNZ36P4Ha7DCjGjCVo/ekVuD4/2Wx2iDP8WDqXI7TLPiROPXNgAYZB4xnfI7DldqSy2lv9kxKJBIbpofu8b+CkkwOKcTIpus77BoZpkkgkhjZBERERERERERERkVFAhXoREZE6602lcGMJxlx6PaFd9gbTs8pxRiBA5KAjabv4GsqOSzKVqmuemUyGQqFIy/mXEjv6FIxwZNUDDYPA1jvS9us/Y46fQE8yheu6dcuzVCqRTKWIHXMqTd/5KZ728asd691gIs0/vITIzCPoS6W0mn4VQj4fhScfwlq8qKo4u+ND8o89SNA77DsriYiIiIiIiIiIiIx4+kuqiIhInTmOQ3dfHw3xOC0/vASrt5vc7FsovfkqbqmAGY4Q3Honwgd+BjMUIpfPk05nhiXXZDqN5TjETzmD+ElfIf/QPRSe+TdONovh9+ObvCnRQ4/FN3YDSvk8fb19OI5T9zwLhQKO49Cw276E9z6Q4gvPkHvwLpyeLjAMPK3tRA48guCW22GVivT09dWtO8G6JBQKYfr9ZGffUlN8dvYtRPY+iFAoRKFO2zSIiIiIiIiIiIiIrItUqBcRERkGruvSl0qRzmaJRCLETvwSCZ+v/7hVKpErlch3dg1L4Xt52WyWXC5HOBwmvM/BRGcd1X/MsSzyxSJ9nZ1YljWMWS5dWd9RKhEMBglvthUty7Xsd12XUqFAT08PpVJpGLMc2QKBAE4+R+nVF2qKL7/+Mk42QzAYVKFeRERERERERERE5FOoUC8iIjKMbNsmnU6TBgzDwDRNHMepa+v4gXBdl1wuRy6XwzAMDMMAGPaHCFalWCxSLBYx02na29sB6OjoGJG5jjSmaeJkkms1h5NNYzQ0D05CIiIiIiIiIiIiIqOUCvUiIiLDzOfzEY/H8Xg+3qu+UqmQTqexbXsYM1s113VH3IMEg6W5uRm/34/ruv0PI1iWRVdX1zBnVh+u62L4/Gs1h/HR129t+P1+mpqaln4PXBc++l7k83lSqdRazS0iIiIiIiIiIiIyEqhQLyIiMkwikQjRUAjT58NJJym/9RpuIYcRjRPYfCvaWluwLJt0JqN27UNszJgxmI6N4fNTfvctrA8XAS6e1nYCm05nbGsrrsdDT08PlUpluNMdMpZlEYwnMBuacJK9Vceb8QRmogm7xrb3sViMSCSC4TpgW5TmvoyT7sMIBPFtPI1ISxshvx/HMOjs7KzpHCIiIiIiIiIiIiIjgQr1IiIiw6CxsZFQKERp7ktk7ryBwlOPwHKr541giPDeBxE74kSaxk8km8+TyWSGL+FRyufz0dzYgOHY5B64i+w9t1J59+0VxnjHbUh01tFEZh1FS0MDyWx21O6/ns1miYZCRGYeQebmP1UdHzngCMAlm81WHdvc3Izf48Hu7iBzx43kH7wLJ5v+eIBhENx2F6KHHU9oh91ob29nyZIlVZ9HREREREREREREZCQwhzsBERGR9c2yIn3ymt/Qec6XKDw+Z4UiPYBbLJC7758sOfNEcv+6nWgkQjQaHaaMR6+WhgbcbIaOb3+evisvXKlID2B9+D7Jay9lyZknYHUtoSEaxefzDUO2Q891XSqOQ+yw48Cs8tdE0yR62HFUbAfHcaoKbWpqwu/1UnjucZZ89Riyt/9txSL90uQoPv8k3Rd8k56Lf4jhOrS3t1eXo4iIiIiIiIiIiMgIoUK9iIhIHYVCIYLBIMk/Xk7mn39bc4Bj03fFheQfvodYJILXq2Y4g6W9vR3XqtD5va9SeeetNY63Oz6k63tfwcmkaGlsGPoEh0k6ncZsaCZx6plVxcVP+iqelraaOj8EvB6KLz9Hz4XfxS2veZuH/CP30fvrCzBNk7a2tqrPJyIiIiIiIiIiIjLcVKgXERGpo2gkQuW9d8jcdl1VcX1X/hK3XCIejw9RZusXn8+H4bqk//Z/WO+/O+A4u6eLvt//CjxeIpHIEGY4fMrlMvlCgfgxpxI/6SsDiomf+CUSJ3yRQqFIqbTmQvvyxowZA6ZJ728uWKmzxKfJP3IfheeewHTdqs4nIiIiIiIiIiIiMhKoUC8iIlInHo8Hr9dL9o4bqo51S0Vy99+O3+MZgszWP01NTfDRvvTVKjz1ME4mNaofmkilUuTzeeInfIm2X/2R0J4z4ZPdHLxeQrvvT9vF1xI/6avk83mSyWTV5zIch8JTj+D0dlcdm519M6bPRyKRqDpWREREREREREREZDipf66IiEidxGIx3HKJ/CP31RSfvfc2Yp/5LJFIhFwuN8jZrV8M2yb/6L9W3gd9ICyL3L3/IHbUyYOf2AiSTCYphULENppG8zk/x8mkKb32Em4+hxEKE9h8K8x4A3al0l/Yr1Y8Hsf0+cjefWtNORZfeAqru5NwcyupVKqmOURERERERERERESGgwr1IiIideLxeLAWv49bKtYUby1aiGtZ2qd+EBgGlN9d8770q1N+5y0Mn28QMxqZCoUChUIBr9dLPB7Hv/1uGK6LaxhYtk26u5tKpVLz/H6/H4BKrd8Lx6Hyzlt4mltrzkFERERERERERERkOOgv/SIiUnemaeK6Lu56tre0YRi45er27/4kt1LGMIwVPufxeDBNE8dxsKvY43u9tpbfi2WxhmEMynVsGAaGYeA4zlrPNVi5LP8zalkWvb29Q3IuALdcrnkOt1zbgy8iIiIiIiIiIiIiw0mFehERqYtAIEAkFCQQCn9cnHMcisUCuXyB8loU6tYVrutixtZiX3PTgxEM4uTy+P1+EokEXlhhZbdbqWCxdI/x9eFrWivXcTCjtX8vzGgc13HWqkjv9XoJRyIEgyG8HrP/84ViiWIhT7FYrNvDLKZpEolECAf8ePyB/s9bpRL5Uol8Pj8kDxEsm9OMxrGLhZrmMGPan15ERERERERERETWPSrUi4jIkAoEAiSiUbyBAMVX/kPvg3dhd3eCYeBtG0tk5hG0bDaDSrFIKpsd1cXlUqlEfOyGeMdNwPrwvarjgzvujmGYhAIBIuEwbiFP5v5/UvrvCx/vG77FtkQPOpLmpiYc26ajq2sI3skoYHoI7bI3mZv/VFN4aOe9cGvsXuDxeIglEoSDQd7vy3Prs/N5tztH2XZoCPnYd9NW9t20jWgsTi6bqWnv94EyDINELEYoHMbJZcndcQOluS/hFgsYoTDBGdsTPfAzxNpayeXypDOZQT1/JpPB7/US2mmPmvapN2MJAptvtd515xAREREREREREZF1nwr1IiIyZEKhEA2JBIUnH6Lr+quxFi1c4XgJyP3rDnyTppA47X9o3nonepNJSqW1aw8/UmWzWaKhENGDjyZ5zW+qjo995rO4lQqGVaHvql+Sf+S+ldq3F597nNRff0d4r5k0fu0c2tta6erpVUv8T6jYNoFNp+PbeCqV+W9WFetpbiW0y17YTvXFYa/XS0NjEx+kS1x0x4v8572+lcbMeauLpvDbfHb7CZy600Q8Hg+ZQS6Qw9IifXNDAx7HovfXF5B/7AGwVtxvvvjsY6Suv4rwPgfT8JX/xdvQQG8yOWg5lMtlXMMgevgJNRXqI/sfCqY5JG35RURERERERERERIaSueYhIiIi1fP7/TQkEmRv/zs9F35vpSL98ioL5tF9wVnkHrqbpoYGfMu1ch9tyrZN5MDPYMara9ft22hTAptthVsq0vmd08j9647V77FeKZN/cDYd3/48biFPa3PTIGQ+uvT09OBWysSOOrnq2OjhJ4Dj0NnZWVWcaZokGpt4qyvHF/76n1UW6ZfpzVe44tH5nHf3a8RiMSKRSNV5rkljIoGnXKTzW58n//A9KxXpl3FLJXL3/ZPOs7+I33BpTAxuq/lSqYRvg0kEt9ulqjgjECB6+Am4hjmqO3GIiIiIiIiIiIjI6KRCvYiIDIlENErhmUdJXnvpwAIch77Lf07ptZeIRwe/KDlSJJNJDJ+flvMvxQgEBxRjNrXQ+svfY3i9dP34LCoL5g0oznrvHbovOAvT66OxsXFt0h6VLAwiex9E7MiTBhwT2nMm8WNOxTGq/xUqGo2SKdmcddvL5MoD63Bw72tL+N3j7xCNxTDNwfu1LRgMEggG6TrvG1gfrP4hmuVV5r9J90/+l1AkQiAQWHPAAOXzeVzLovm7F+LdcPLAgjwems75OZ6mVnWLEBERERERERERkXWSCvUiIjLo/H4/vmCQ9N9/X12gY5P++x8IhMJ4vaNzdxbHcehNp/FP2Yy2i6/FO27DTx3vn7YlYy69DsMfoPjyc5Rfe7mq85Xf+C/FF54iMEq/nmujq6sLx3Fo+NK3SHzhGxjB0OoHe33EjjyJ5nN+jmPbdHR0VHUuwzAIhEL87T/vkypaVcX+/T/vU7YcQqFPya9KkVCQwrOPUZn3RlVxpVf+Q/G1lwmHBvaQyUAkEgmcbBr8Acb86k8Et9v1U8d7mltp/fHlhHbYAzud1D5OIiIiIiIiIiIisk5SoV5ERAZdJBSi9OarVN55q+rY0iv/obL4fSLh8BBkNjKUSiV6kkm8EzZi7B/+SevPriS4056YDU0YwRBmUwvh/Q5hzGV/Zcyv/oQRa8DwesnedVNN58vcdTOmz0cwOHjF1dFiyZIlWJZF7KiTGfe3f9Hw1e/g22hTjGgMIxzBu+EkEqecwbi/3k/itG/iui5LqizSAx8V2Q3uenVx1bGFis1dry4mEBqcnwmv10sgFCZ71801xWfvuolgKDRoK/w9uGRn30LXd7+CEQjS+pPLaf+/24geciyeljEYoTBmvIHA1jvSfO7FjP3zbAJbbktx7ot0fuc08HrVMUJERERERERERETWOVqEJCIigy4QCJB66J6a4/Nz7iZyzKmDmNHIUy6XWdLVRSwWIzx9G1q32WmF467jYFsWyWSSUCiEr1yi8MxjNZ2r+J8ncAp5otEoxWJxMNIfVTo7O/H7/TQ1NRGddTSxw09Y4bhrVcDjJZlMUigUajqHPxDg6Xd7SBVWvQ/8mtz7WgfHbbshHo9nrVu9BwIB7Gya0svP1hRfePIhsG0CgUDNX49lotEohtdH/t/3Y334HouO2Jnmn11BcMYONHztOzSe8d0VxjuVMk42w4ff+gIseR+A8puv4t9k87XKQ0RERERERERERKTeVKgXEZFBZ3q92H09Ncfbfb2Y60mr9kwmQyaTwefz4fP5ME0Tx3Eol8tY1tIW6ZFIBCfVB06NBVrHwcmkMBpbBjHz0aVcLrNkyRJgaSt2r9eLYRhYHz0ssbZcDLpy5Zrje/NLY03TXOtCvWmaOKlecN3aJrAsnFxuUFbUL9viYvn7Rc8Pvw6Af7d9aTjyZMyGJtxintKb/yX521+sNIfd04VvU2OtcxERERERERERERGpp/WjCiIiInXlui6sRRHP8Ji1FxGXY5omwWCwv6Doui6lUqm/AD6SVCoVKpXVr7Y21rYoOkhtykeDQCBALBbDMJYWd13XJZPJUCqVAEilUkNyXtOovZi8NrGrntCzlvEmOAP7GY1EIvj9/v6HUCzLIpPJAB/dKwA8K1+f5SceovOJh9Z8As9avhcRERERERERERGRYaBCvYiIDDqnUsHbPr7meM+YcWu1atjn8xEJhwkFg7i2jZPqxbVtzFiCRKKNUj5PrlhcZ9rAO46DN96AEQzhFqtvNW4EAnjijZQdZwiyW3ckEglCfj+G14tbKi7tUgB4Eo00NTXh2hbFcmVQVtB/kuE6TGgM1Rw/LhEEWOvV9Mvm8DQ2g9cHVvWt+I1IFDMSwU6u/oEG0zRJJBIEvB5Mnx872YtbyOMNBAg2NBENBSnbSztHAHjbx1OZ90ZN78c3bsOPC/4iIiIiIiIiIiIi6wgV6kVEZNAVymUiBx1J5ta/VL8y3uslcsAR5Cu1rXqPxWLEYjHKC+fTd8cN5B+5D7f0UUHeMAhsvSOxw0+gcfvdKJeK9CZTI77Il0wmaWttIbz3LHL3/aPq+PBeB4HXS7qn9u0I1nWtrS14PF5Kc18ic9dNFJ56GJZ1VvB4CO2yN9HDjie8xbYE/X6WdHYO6vmLxSLbbtjE+IYQHySrf9jiyK3GUSiWcAbhYYtisUgiHie8+37kH7mv6vjIvofgOm5/B4JPCgQCNCbiYNvk7r+d3D23UVk4v/+4p7mVyEFHEj3kWPzROK5tEzngcJI1FOr9m2yOb8JG/Sv0RURERERERERERNYV6oMrIiKDLp/P42sfT2CrHauODe26L2YsRi6Xqzo2FosRjYTpvfxndJxxPLn7b/+4SA/gupRefIbuH3+Ljm+ejLdUpLmhob8F+khl2zaO6xI7/Pia4qOHn4DrOJ/aWn80c20Lw7LoOv+bdJ7zJQqPPfBxkR7Atik8Poeu736Frh99HWyL9ra2Qc2hWCxSqlgcvdW4qmObI3722aSVYiE/KLk4jkOxUCB6+Ak1xUePOIFCsbjKB1wCgQBNDQkqb73G4lMPIXn1RSsU6WHpnvLpv/2eD0+ZRW7ObDBNIgcdiREKV51L5JBjcCplFepFRERERERERERknaNCvYiIDDrLsijl8zSc9j8YgeCA44xojMTJp1MsFKpeORwKhYjFYvRech65+29f4/jKO2/S+Z3T8FgVEvF4VecaDrlcHt/EjYnMPKKquPC+h+CfvAnZ/OAUeddJLnT/6BsU//PEGocWX3iarnPPwMClbZCL9aVCnmO22YCNmiNVxZ219xQcx6VQqH4l/urkCgUCU7cgtMcBVcVFDj4a39gNya3memqKxym//Tpd556Bk1l9a3wALIu+y35K7v7bMQyTxm//uKpc/FOnE9lnFtbIboghIiIiIiIiIiIiskoq1IuIyJBIZjJ4Jkym+Ue/wgiueW9uMxqn9Se/xWxpI5WufnVsNBQk9+Bs8v++f8Ax1uJF9F3xc0LhMB6Pp+pz1lM2m8WyLBq//gNCu+8/oJjQrvvQdNaPsCyLbDY7xBmOTK5lkb7hD5TmvjjgmPLrr5D66+/wGAzqdZHNZsG2uPK4rZnUtObV4wbw7X02YeZmY0inkoOWB0C5XCabydD8nZ8S3HGPAcWE9z6IxtO/SzqdxrJW3poikUiAadD987Nxy6tui78qfVf+Erunk/AuexM/8csDivFNmUbrT36LC3R3dw/4XCIiIiIiIiIiIiIjhQr1IiIyJGzbpjeZwj99G8Zcej3hfWaBz7/SOCMQIDLzCNou/yueyZvQk0xVvZre7/fjC4bI3HVj1XkWnnoEO9lHOFx92+166+zsxHZdWr7/SxrP/D6+iRuvcpx3w8k0nvFdmn9wEY67NG591NjYCAZk7/tn1bG5+28H16WhoWFQc0r29RLxwp8/tz2n7jiRxrBvpTEGsNOkJq48bmuO23YDUsnkaveDXxvpTIZ8sUjLj35Fw9fOxrvBxFWO803ehMb/+SHNZ/+MbC632oc+Qj4f+ccfwumtsnDu2GTvugkcm/hJX6HlvF8T2GLbVQ71NLcS/+xXaLvoWgiE6Orpre5cIiIiIiIiIiIiIiOE4a5qg1EZVWzbpqOjY7jTWG+Zpkl7ezsAS5YsqboAKbKu83g8xKNRgqEQTi5L/pH7sHs6wTDwto0lvPdBGIEAhUKRdCZT089IQyKBZ/H7dH7zczXlGD/xy0SP/wIdXevGytzm5mb8poHh81N67WWKLz+Lm89jhMMEttyO4Bbb4lYqVFx3vV5t3N7aQuHJR+i96Ac1xTf9708I7bE/S4bguojH4wSCIQzD4KG3uni3J0fJdmgI+dh/ahvjEiHyxSL5bJZyuTzo519eOBwmGgrhDQQo/vd5Sq++8NH1FCG4zU4Epm1JpVgkWyistv1+MBikqamJznO+XFX3gmXMWIJx19+HBXhwMX1+KosWUnjyIZxsBsMfwLfxVEI77QGOg42x3j6AIrIu0O+/IiLDR/dgEZHhofuviMjwWP7+uy7yDncCIiIyutm2TV8qhZnJEIlECOx3KKZpAOC4LtmKRT6VXqv/wHgNg+Irz9UcX5r7IgnfVzFNc534j1RPTw+wtNV4aNPN8U2ZhoGBiwuGSS6XI5Vaw/7g6wHDMCm9+nzN8aVXXyC818xBzOhj6XQaI5MhFAqx+6QEe2zUiGEYOI6LY5Xp7OxcZXv5oZDP58nn8wQCAcIbTSM8ZTMM08R1HCxn6cMea3pYwO/347oOpddeqikHJ5Oi8sEC3LET6OrpIRqNEmkfT/SIz2IYH1/bpXKF3l6tohcREREREREREZF1nwr1IiJSF47jkMlkqH73+TUzDHDz+Zrj3UL+o3mMwUqpLlKpFCrHfwrT7P/e1sIp5ME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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.scatterplot(x = 'horsepower', y = 'combo_mpg', data = auto, style = 'fuel-type', hue = 'fuel-type', s= 30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "id": "JHYtE1NHrx0n",
        "outputId": "103c5823-394e-4976-9c2e-a035b691ac9e"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bar plot"
      ],
      "metadata": {
        "id": "tLoMfNfauAgu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5))\n",
        "sns.barplot(x = 'fuel-type', y = 'combo_mpg', data = auto) #It will gives average mean values\n",
        "#The black line represents the fluctvations in our data"
      ],
      "metadata": {
        "id": "PTrjsR9Gs21i",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "outputId": "1ba6a06a-2a7d-45e2-8ae8-46c424132dd7"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto.groupby('fuel-type')['combo_mpg'].mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "tv1l3Okm5oA6",
        "outputId": "858c5bdc-fac8-4524-bcc2-08b13a3fbb03"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "fuel-type\n",
              "diesel    32.525000\n",
              "gas       27.494595\n",
              "Name: combo_mpg, dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>combo_mpg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuel-type</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>diesel</th>\n",
              "      <td>32.525000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gas</th>\n",
              "      <td>27.494595</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'fuel-type', y = 'combo_mpg', data = auto, estimator = 'median') #it will gives the median values\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "Ysy84-pF6U4l",
        "outputId": "b4e4dbc7-0b08-4e60-d683-9f81ced20f2e"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto.groupby('fuel-type')['combo_mpg'].median()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "wXfaIJT07CqH",
        "outputId": "2d2b0f36-67d7-47ba-ebbc-8f6c98fff32e"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "fuel-type\n",
              "diesel    31.0\n",
              "gas       27.0\n",
              "Name: combo_mpg, dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>combo_mpg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuel-type</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>diesel</th>\n",
              "      <td>31.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>gas</th>\n",
              "      <td>27.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'fuel-type', y = 'combo_mpg', data = auto, estimator = 'var') #it will gives the Variance values\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "46CvYneI60DL",
        "outputId": "f02df7ee-22b5-4bb4-c217-b55178f64d11"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'body-style', y = 'combo_mpg', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "j7Oo8D9V7NeJ",
        "outputId": "3c54bd3c-ed39-4b97-88fe-b5d805be4e4e"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'body-style', y = 'combo_mpg', data = auto, hue = 'fuel-type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "EUmiebU68IDL",
        "outputId": "41a88fe5-44c5-40e0-f044-50fcf02b33b6"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'body-style', y = 'combo_mpg', data = auto, order = ['hatchback','sedan','wagon','hardtop','convertible'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "7e4NfiQB8omD",
        "outputId": "aa9d765f-a18c-4bc9-f810-57512b6ffbc2"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto.groupby('body-style')['combo_mpg'].mean().sort_values(ascending = False).index"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YZZ4H8zJ9pjU",
        "outputId": "9d30bb56-e132-48d9-9d4d-41e4861c01fd"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['hatchback', 'sedan', 'wagon', 'hardtop', 'convertible'], dtype='object', name='body-style')"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "desc_order = auto.groupby('body-style')['combo_mpg'].mean().sort_values(ascending = False).index\n",
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'body-style', y = 'combo_mpg', data = auto, order = desc_order)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "wdb83ReL-Oy6",
        "outputId": "8e29161b-fcb0-4678-8226-8499ca445211"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.barplot(x = 'price', y = 'make', data = auto) #Horizontal Barplot\n",
        "plt.xticks(rotation = 90)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "id": "GWAE1WHp-f3y",
        "outputId": "cb346ca5-79cb-457a-b2c7-7d0de9426709"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "desc_order = auto.groupby('make')['price'].mean().sort_values(ascending = False).index\n",
        "plt.figure(figsize = (12,8), dpi = 200)\n",
        "sns.barplot(x = 'price', y = 'make', data = auto, order = desc_order)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 714
        },
        "id": "7heDO-DY-84j",
        "outputId": "7d2bd008-ffed-40ee-d1c3-b17b4b432157"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='price', ylabel='make'>"
            ]
          },
          "metadata": {},
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "desc_order = auto.groupby('make')['price'].std().sort_values(ascending = False).index\n",
        "plt.figure(figsize = (12,8), dpi = 200)\n",
        "sns.barplot(x = 'price', y = 'make', data = auto, order = desc_order, estimator = 'std')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 714
        },
        "id": "uGfNrrFEAgIt",
        "outputId": "d71da07a-e4c9-4469-afa1-466036b39bed"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='price', ylabel='make'>"
            ]
          },
          "metadata": {},
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Count plot"
      ],
      "metadata": {
        "id": "ema_RjNOAI5t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.countplot(x = 'fuel-type', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 519
        },
        "id": "vNmZId_vACRM",
        "outputId": "c1518c16-1f06-4fee-b7a1-ce25edc2133f"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='count'>"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto['fuel-type'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "62C1UHNABIML",
        "outputId": "a8fd73d1-405e-4eff-8510-86a961f3ff6c"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "fuel-type\n",
              "gas       185\n",
              "diesel     20\n",
              "Name: count, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fuel-type</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>gas</th>\n",
              "      <td>185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>diesel</th>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.countplot(x = 'body-style', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "id": "kUQF3i3OBUDW",
        "outputId": "a0c01b12-cd6b-40c1-9aa4-79de6151f71d"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='count'>"
            ]
          },
          "metadata": {},
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto['body-style'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        },
        "id": "9iSUNwjqBj6h",
        "outputId": "f00ae386-28cd-44bb-ade6-6f288019e10a"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "body-style\n",
              "sedan          96\n",
              "hatchback      70\n",
              "wagon          25\n",
              "hardtop         8\n",
              "convertible     6\n",
              "Name: count, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>body-style</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>sedan</th>\n",
              "      <td>96</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>hatchback</th>\n",
              "      <td>70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>wagon</th>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>hardtop</th>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>convertible</th>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.countplot(x = 'body-style', data = auto, hue = 'fuel-type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "xmy7I87vByPD",
        "outputId": "bfdab0a0-2037-4c59-9427-c687c33a421b"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='count'>"
            ]
          },
          "metadata": {},
          "execution_count": 39
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Box plot"
      ],
      "metadata": {
        "id": "PoGHqULoCimC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.boxplot(y = 'price', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "nKhrFa7eCUsM",
        "outputId": "516e4b71-a899-4712-abcf-ed91f79b349f"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "q1 = auto.price.quantile(0.25)\n",
        "q2 = auto.price.quantile(0.50)\n",
        "q3 = auto.price.quantile(0.75)\n",
        "iqr = q3 - q1\n",
        "print(q1,q2,q3,iqr,sep='\\n')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "usqxMJXNCzgz",
        "outputId": "d3c429ac-e1dd-4b77-ea31-0edc929085f9"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "7775.0\n",
            "10295.0\n",
            "16500.0\n",
            "8725.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "upper = q3 + 1.5 * iqr\n",
        "lower = q1 - 1.5 * iqr\n",
        "print(upper,lower)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mfINRWOQDUX-",
        "outputId": "8524734b-a848-4b06-a22f-904aba17578f"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "29587.5 -5312.5\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "auto[auto['price'] > upper]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 659
        },
        "id": "iLT1SBmzD5sZ",
        "outputId": "71f56885-7cdd-4059-eb37-b9d62da7432f"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     symboling normalized-losses           make fuel-type aspiration  \\\n",
              "15           0               NaN            bmw       gas        std   \n",
              "16           0               NaN            bmw       gas        std   \n",
              "17           0               NaN            bmw       gas        std   \n",
              "47           0               145         jaguar       gas        std   \n",
              "48           0               NaN         jaguar       gas        std   \n",
              "49           0               NaN         jaguar       gas        std   \n",
              "70          -1                93  mercedes-benz    diesel      turbo   \n",
              "71          -1               NaN  mercedes-benz       gas        std   \n",
              "72           3               142  mercedes-benz       gas        std   \n",
              "73           0               NaN  mercedes-benz       gas        std   \n",
              "74           1               NaN  mercedes-benz       gas        std   \n",
              "126          3               NaN        porsche       gas        std   \n",
              "127          3               NaN        porsche       gas        std   \n",
              "128          3               NaN        porsche       gas        std   \n",
              "\n",
              "    num-of-doors   body-style drive-wheels engine-location  wheel-base  ...  \\\n",
              "15          four        sedan          rwd           front       103.5  ...   \n",
              "16           two        sedan          rwd           front       103.5  ...   \n",
              "17          four        sedan          rwd           front       110.0  ...   \n",
              "47          four        sedan          rwd           front       113.0  ...   \n",
              "48          four        sedan          rwd           front       113.0  ...   \n",
              "49           two        sedan          rwd           front       102.0  ...   \n",
              "70          four        sedan          rwd           front       115.6  ...   \n",
              "71          four        sedan          rwd           front       115.6  ...   \n",
              "72           two  convertible          rwd           front        96.6  ...   \n",
              "73          four        sedan          rwd           front       120.9  ...   \n",
              "74           two      hardtop          rwd           front       112.0  ...   \n",
              "126          two      hardtop          rwd            rear        89.5  ...   \n",
              "127          two      hardtop          rwd            rear        89.5  ...   \n",
              "128          two  convertible          rwd            rear        89.5  ...   \n",
              "\n",
              "     fuel-system  bore  stroke  compression-ratio horsepower peak-rpm  \\\n",
              "15          mpfi  3.62    3.39                8.0      182.0   5400.0   \n",
              "16          mpfi  3.62    3.39                8.0      182.0   5400.0   \n",
              "17          mpfi  3.62    3.39                8.0      182.0   5400.0   \n",
              "47          mpfi  3.63    4.17                8.1      176.0   4750.0   \n",
              "48          mpfi  3.63    4.17                8.1      176.0   4750.0   \n",
              "49          mpfi  3.54    2.76               11.5      262.0   5000.0   \n",
              "70           idi  3.58    3.64               21.5      123.0   4350.0   \n",
              "71          mpfi  3.46     3.1                8.3      155.0   4750.0   \n",
              "72          mpfi  3.46     3.1                8.3      155.0   4750.0   \n",
              "73          mpfi   3.8    3.35                8.0      184.0   4500.0   \n",
              "74          mpfi   3.8    3.35                8.0      184.0   4500.0   \n",
              "126         mpfi  3.74     2.9                9.5      207.0   5900.0   \n",
              "127         mpfi  3.74     2.9                9.5      207.0   5900.0   \n",
              "128         mpfi  3.74     2.9                9.5      207.0   5900.0   \n",
              "\n",
              "     city-mpg highway-mpg    price combo_mpg  \n",
              "15         16          22  30760.0      19.0  \n",
              "16         16          22  41315.0      19.0  \n",
              "17         15          20  36880.0      17.5  \n",
              "47         15          19  32250.0      17.0  \n",
              "48         15          19  35550.0      17.0  \n",
              "49         13          17  36000.0      15.0  \n",
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              "126        17          25  32528.0      21.0  \n",
              "127        17          25  34028.0      21.0  \n",
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              "      <th>symboling</th>\n",
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              "      <td>113.0</td>\n",
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              "      <th>70</th>\n",
              "      <td>-1</td>\n",
              "      <td>93</td>\n",
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              "      <th>126</th>\n",
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              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>hardtop</td>\n",
              "      <td>rwd</td>\n",
              "      <td>rear</td>\n",
              "      <td>89.5</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.74</td>\n",
              "      <td>2.9</td>\n",
              "      <td>9.5</td>\n",
              "      <td>207.0</td>\n",
              "      <td>5900.0</td>\n",
              "      <td>17</td>\n",
              "      <td>25</td>\n",
              "      <td>32528.0</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>porsche</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>hardtop</td>\n",
              "      <td>rwd</td>\n",
              "      <td>rear</td>\n",
              "      <td>89.5</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.74</td>\n",
              "      <td>2.9</td>\n",
              "      <td>9.5</td>\n",
              "      <td>207.0</td>\n",
              "      <td>5900.0</td>\n",
              "      <td>17</td>\n",
              "      <td>25</td>\n",
              "      <td>34028.0</td>\n",
              "      <td>21.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>porsche</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
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              "      <td>rwd</td>\n",
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              "      <td>89.5</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.74</td>\n",
              "      <td>2.9</td>\n",
              "      <td>9.5</td>\n",
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              "      <td>5900.0</td>\n",
              "      <td>17</td>\n",
              "      <td>25</td>\n",
              "      <td>37028.0</td>\n",
              "      <td>21.0</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>14 rows × 27 columns</p>\n",
              "</div>\n",
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              "          + ' to learn more about interactive tables.';\n",
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              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.boxplot(x = 'fuel-type', y = 'combo_mpg', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "lhX7h0UlEHgm",
        "outputId": "3194d041-774a-4474-ed14-299f56660bd6"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 44
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "temp = auto[auto['fuel-type'] == 'gas']\n",
        "temp[temp['combo_mpg'] > 43]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 196
        },
        "id": "M-cc5lc2EivJ",
        "outputId": "0a48e86f-438b-4484-a26b-32a4a08791d8"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    symboling normalized-losses       make fuel-type aspiration num-of-doors  \\\n",
              "18          2               121  chevrolet       gas        std          two   \n",
              "30          2               137      honda       gas        std          two   \n",
              "\n",
              "   body-style drive-wheels engine-location  wheel-base  ...  fuel-system  \\\n",
              "18  hatchback          fwd           front        88.4  ...         2bbl   \n",
              "30  hatchback          fwd           front        86.6  ...         1bbl   \n",
              "\n",
              "    bore  stroke  compression-ratio horsepower peak-rpm  city-mpg highway-mpg  \\\n",
              "18  2.91    3.03                9.5       48.0   5100.0        47          53   \n",
              "30  2.91    3.41                9.6       58.0   4800.0        49          54   \n",
              "\n",
              "     price combo_mpg  \n",
              "18  5151.0      50.0  \n",
              "30  6479.0      51.5  \n",
              "\n",
              "[2 rows x 27 columns]"
            ],
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>symboling</th>\n",
              "      <th>normalized-losses</th>\n",
              "      <th>make</th>\n",
              "      <th>fuel-type</th>\n",
              "      <th>aspiration</th>\n",
              "      <th>num-of-doors</th>\n",
              "      <th>body-style</th>\n",
              "      <th>drive-wheels</th>\n",
              "      <th>engine-location</th>\n",
              "      <th>wheel-base</th>\n",
              "      <th>...</th>\n",
              "      <th>fuel-system</th>\n",
              "      <th>bore</th>\n",
              "      <th>stroke</th>\n",
              "      <th>compression-ratio</th>\n",
              "      <th>horsepower</th>\n",
              "      <th>peak-rpm</th>\n",
              "      <th>city-mpg</th>\n",
              "      <th>highway-mpg</th>\n",
              "      <th>price</th>\n",
              "      <th>combo_mpg</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2</td>\n",
              "      <td>121</td>\n",
              "      <td>chevrolet</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>hatchback</td>\n",
              "      <td>fwd</td>\n",
              "      <td>front</td>\n",
              "      <td>88.4</td>\n",
              "      <td>...</td>\n",
              "      <td>2bbl</td>\n",
              "      <td>2.91</td>\n",
              "      <td>3.03</td>\n",
              "      <td>9.5</td>\n",
              "      <td>48.0</td>\n",
              "      <td>5100.0</td>\n",
              "      <td>47</td>\n",
              "      <td>53</td>\n",
              "      <td>5151.0</td>\n",
              "      <td>50.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>2</td>\n",
              "      <td>137</td>\n",
              "      <td>honda</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>hatchback</td>\n",
              "      <td>fwd</td>\n",
              "      <td>front</td>\n",
              "      <td>86.6</td>\n",
              "      <td>...</td>\n",
              "      <td>1bbl</td>\n",
              "      <td>2.91</td>\n",
              "      <td>3.41</td>\n",
              "      <td>9.6</td>\n",
              "      <td>58.0</td>\n",
              "      <td>4800.0</td>\n",
              "      <td>49</td>\n",
              "      <td>54</td>\n",
              "      <td>6479.0</td>\n",
              "      <td>51.5</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2 rows × 27 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-097125e1-ef49-4da5-a5e2-d758708b67f7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-097125e1-ef49-4da5-a5e2-d758708b67f7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-097125e1-ef49-4da5-a5e2-d758708b67f7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.boxplot(x = 'body-style', y = 'price', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "uw5lVbGuE76c",
        "outputId": "d2b704f3-8b54-4b4a-855a-f73645cdf5d2"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 46
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
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tVp0/f14ZGRluAWHpaijr97//vaqqqtSiRQvde++9uuWWW9SyZUtdunRJX375pbZv366vv/5ab731ln7961+71fj888+NMEDLli31wAMPKCkpSRUVFTpw4IDWrFmjP/7xjyovL/f6Gmw2m0JCQtSnTx/17t1bHTp0UFRUlEpKSpSTk6P169frzJkz2r59u9q2bVtjsOpafrcAQGNzfK+rqqpSenq62ywozoP90tUga/VAwOHDhyVdnU3FOfxqs9nUsmVLDRo0SMnJyWrbtq1CQ0N18eJFHTt2TBs2bFBZWZneeOMNLViwwOPsjMeOHdOf//xn2Ww2hYeHa9KkSerTp49CQ0OVmZmpzz77TEuXLvX5PV2S/v73vxthgDZt2uj+++/XrbfeqvLycu3bt0/r1q3TlStXNH/+fP3+97/3ebHK//zP/+jYsWMaNGiQRo0apVatWqmoqMiY5SY3N1fvv/++fvnLX/rsCQCulT/O2VSXmZmp7du3Ky4uTpMnT1ZiYqLxWeKwZ88e/dd//ZckqVmzZrr//vuN4Ni3336rFStW6M033/Q6I8GiRYuMcymS9PDDD7uda3fu0Wazaf78+crIyJB09TPunnvuUZs2bVRQUKAtW7Zo7969ys7O1iuvvKKFCxf6DOe+/vrrOn/+vMaPH68hQ4aoWbNmOn36tFasWKGcnBzt2rVLLVu21BNPPOG1BlCfGEUB0CjWrVtnDDIMHjxYv/jFLxQaGuqyTv/+/fWDH/zAmFpTkg4cOGAMPtx+++164YUXXAZ0+vTpo+TkZC1dulQlJSX64IMPfCYDjx07pmeeeUYjR440nuvSpYv69eun559/XmfOnNGmTZv0gx/8wCWdN2LECK1YsUJ2u107duzweqWnY3YAk8nkFgg4ePCgEQb42c9+pjFjxrgsT0pK0ogRIzR//nx9++23WrZsmfr16+c1JXj69Gm3Ol26dDEex8bGGtOIhoeHq1OnTl7fl7rIzMzUuHHjjCn9HPsdPHiw3nnnHW3evFmZmZn64osvdPfdd9ep9ttvv60rV67o1ltv1Ysvvuj2ha5Pnz4aMGCAMe10ampqjTMpAGh8J06c0G9/+1uXK3y6dOmivn37aubMmSoqKtKGDRvcflxOnTpVbdu2dZvSOTExUUOGDNHdd9+t3/72t7JYLFq7dq0efvhhY53Y2Ng6HfcqKir05ptvGoPpzz//vEu/ktStWzeNHTtWFy5c8FonJydHrVu31pw5c1zCYklJSUpKStJLL72kqqoqbdy4UdOmTfNaJzMzU/369dP/+3//z+W47wgSfPTRR7pw4YI+/vhjPfrooy7bdu7cWe+8847HafwdU/bNnz9fBw8e1D//+U+NGjXKLbB1rZ/TvmRlZWnu3LkqLCyU2WzWb37zG5fPKQBwOHbsmC5duiRJevbZZ91mAEhOTtbw4cP1+OOPuwzKW61W41jet29f/cd//IfbNPoDBgxQjx49tHTpUu3Zs0cHDx50uXqzqKhIy5cvl3T11jKvvvqqy1WZPXv2VN++ffXqq6/6vHopJiZGb7/9tlq2bOm27Pbbb9f48eO1ZMkSpaamatWqVbrvvvs83vrA+T25lt8tANCYunTposjISJWWlurw4cMugYDKykpjUGXAgAHav3+/Dh8+rEmTJrnUcIQGqodGx4wZo4ceesgt1NulSxcNGjRI9957r1588UUVFBTo008/9ThLy3/+53/KZrMpNDRUv/vd79S1a1djWVJSkoYMGaLf/va3OnXqlNfXmJWVpVWrVkmSOnbsqFdeecXle/dtt92mPn36aN68ebJarVq6dKl+//vfe6137NgxPfzww3rwwQddnu/bt69+//vfKy0tTV999ZUsFovPabcB4Fr545xNdWfPnlWnTp308ssvuxxTHTMLWK1W/ed//qekq2GAuXPnugS/kpOTNXDgQM2aNcu45UF1nTp1chmwj42N9XmeaMOGDcbn1siRIzVjxgzjtXbp0kUDBw7UP/7xD3366afKy8vTP//5T7fzM84yMzP17LPPuowRJCYmaujQofrd736n06dPa+3atRozZky9nbcHfKnbpZsAcA1sNpvx4ykuLk7PPPOM2yCDQ1BQkMuAiiOBHRwcrOnTp3u8GnzcuHG6/fbbJV1NDjpOJnoyePBgl5NqDqGhobrnnnskXZ0C6OzZsy7LO3XqZHwwOwb9q7Pb7cY0yz179nSbReCzzz6TJN1xxx1uYQCHsLAwPfnkk5KuTn/kSMp70qtXL691GlKLFi30+OOPe1z2xBNPGD9YHeGH2jp69KgxHdOMGTO8/vDt27evhgwZIkkep6kC4H/33nuv2+C6JEVFRRlXp2dlZenKlSsuy+Pj433e37lTp07GcW/v3r3X1eO2bduMz4sf/vCHHvt1qOm+pNOmTfM4c0z37t2VlJQkSS4pd09CQ0P105/+1OOgzoMPPmhctbR582ZZrVaX5Waz2WMYwCEkJMT4kZqfn+82LeD1fE57c+zYMb300ksqLCxUXFycXnnlFcIAALxyDhr16NHD63rBwcEug+hffvml8vPzFRoaqmeeecYtDOAwbtw443icmprqsmzr1q1GyOCxxx7zOEVzr169NHbsWJ+vISIiwmMYwMFkMulHP/qRgoKCVF5eboSwvLnW3y0A0JiCgoKMwZvqswEcP35clZWVatasmRECOHr0qGw2m7FOUVGRsrOzJbkHAtq0aeNzRsC4uDjjYo19+/a53Zbx+PHjxvfee+65xyUM4ODr/IbDhg0bjNo/+9nPvIZwHb9zHNNme9OlSxc98MADbs+bTCbjfaqqqjIGpQCgvt0o52x+/OMfez2XsXfvXuOczfe//32Ps8B06tTJLVx1PRzjEGazWT/+8Y89vtapU6cas9ls2rRJlZWVXuv179/f4wzCkZGRxu1q7Ha7vvjii/poH6gRgQAADe67777TxYsXJUljx46t9X0uq6qqjB+Uffr08Tkg4zhBV1VV5XMQfcSIEV6XOQ9UON/bx8HxAf7dd995PPGWnp5uXEVafT9Xrlwx+nIMZnvToUMHRUdHS5LPH4CevlA0hqFDh3o92RoREaGhQ4dKks6cOVPrq0ilqz/gJal9+/Y1piIdJ4pPnDjh80otAP7h6/jkONba7XadP3/eZ52SkhLl5ubqzJkzxj2THT8Wz5496zYwXheO2wCEh4fXOMjjS/PmzdW/f3+vyx2v19PnirPevXt7HWgPCgrSqFGjJF19T06ePOmzVmVlpS5cuKCzZ88a75uz6oGAa/2c9uabb77R3LlzdfnyZbVv315z5sxR+/btr6smgMDmPAhffcDeF8f3x549e9Z4FaXj+2P179eHDh2SdPV4PmjQIK/be7rdii9Wq1UXL150ORYXFBQY3/NPnz7tc/vr+d0CAI3JcXw9efKkysrKjOcd53O6d++ubt26KSwsTJcvX3b5buocIvAV0JWunlc5f/68y2+DsLAwSVJpaanbbwvH8V2Sx4CVQ//+/Y1jsyeOOh07dvQYKnBwnr3Qed/VDR8+3OuAGsd3AI3hRjhnExcX5zMI7DiOmkwm43yIJ3fddZfPkEJtFRQUGAG1oUOHut2q0SE4OFijR4+WJF2+fNnnDDO+fj8kJSUZF374+swA6hO3DADQ4JwHHhzJ8drIy8szrtZxXNHjjfOPsjNnznhdz/l+dNVFRUUZj51/xDoMHz5c//jHP4zbBlSf9sgxc0BoaKjuuOMOl2XfffedkSh/44039MYbb/h4Nf/H14D6LbfcUqsa9a2m/xZJSUlGojIrK8vjVVaeOAa4zp07V+M9VR2qqqpUUlLi855UABpfbY+1paWlbsuzsrK0evVqffPNNz6PgXa7XZcvX77m//8dn01dunTxGnKqjfj4eLfp9505Xq+n1+osMTHR53LnY29WVpaSk5NdlpeVlWnt2rX68ssvdebMGZcrr6orLi52+fe1fk57snv3bm3atElWq9Xr7V8AoLru3burbdu2ysvL0/vvv6/t27dr8ODB6tGjh5KSkrxeIZqZmSlJSktLq/X3x+qfLY6BqVtvvdXn1PudO3dWSEiIzxObVqtVGzdu1Pbt23Xq1Cmf61Y/Fld3Pb9bAKAxOQbyHfd+dtw2wPlWAKGhoeratasOHz6sw4cPq3PnzpJkXDhhNps9Xv2Zn5+vVatWaf/+/crPz/fZR3Fxsdq2bWv823F8Dw0NNQZdPAkKClLnzp09DshUVlYaU1HXdC6kc+fOCg4OVlVVlc/zUr6CsjX9VgKA+nAjnLOp6by24xjepk0bn+cUzGazWrduXWN4oSbOx21f4a/qyz2dn3Go6TxPYmKizpw5o5ycHFmtVp+z4gD1gb8wAA3OYrEYj31No1ldSUmJ8bimAR/nQWfn7apzpMc9cU4TehpIadWqlbp3766jR4+6BQKsVqt2794t6er9nqtPd1RUVOSzf2+c75Fana/poRtSTQM7zv+tfP23qK4h3iMA/uFrgN3XsXbz5s169913az3zR0VFxbU1qP/7bKrL55InNYUJHK+3+hSm1V3P59z58+f1yiuv1PoHcPX37Vo/pz1xBMJCQ0OVkpJCGABArYSEhOi5557Ta6+9puzsbGVmZhqD/WFhYerRo4dGjRqlYcOGuYSwnI9ftVX9GOg4ptZ0vAoODlZUVJTXE58lJSWaO3dujbO4eOujuuv53QIAjalLly6KiIhQWVmZDh8+rL59+8pqtRozsjgCA7fddpsRCHC+hYDkfrsASfr666/1xz/+sda/+asfVy9fvizp6uCWrwCvJK8zBDhqSDV/Xw8JCVF0dLQKCwt9ngvx9fvBuU+O7wAayo1wzqam89q1/Y4uXT0+X28gwPm4XdM+azsOUdvzPHa7XSUlJbW+qA64VgQCADQJ9TH1T30YMWKEjh49qvPnzysjI8NIAKalpRlX+Xia3tP5C9TTTz/tNTlYnXMqs7qaftA2lIb6b+F4j2655Rb9/Oc/r/V2tbmXNYAbX3Z2tvHDskWLFpo8ebJ69eqlNm3aKCIiwkhKb968We+8846kmgfZm5LrOba+9dZbOn/+vEwmk0aPHq0777xTCQkJMpvNCgkJkclkks1mM4JsDfm+DR48WHv27FFlZaUWL16sF1980etUewDgrEOHDnrttde0b98+7d+/X0ePHlVubq4qKiqUlpamtLQ0rV69Wi+88IJxcs3x/bFfv376t3/7t+va//V+x122bJkRBhg0aJDuuusu3XLLLWrRooVCQ0ON+tOnT9fFixcD6jMMwM0tODhY3bp1U1pamjErwIkTJ1RRUaFmzZrp1ltvlfR/g/5Hjx6VzWZTSUmJcTvG6oEAi8WiP/3pTyovL1dERIQmT56sPn36KD4+Xs2aNTN+G3z77bd65ZVXJAXWbwMAuNHU9zmb2p7X9seYQH3t80YZzwAcCAQAaHDOqbpLly75nJbImfNgeE33onde7msQ/XoNGTJE7733nqxWq7Zv324M7DtuF9CsWTOP95J2TpuHhYWpU6dODdZjQ6vpSn7n5XX5b+F4j8rKypr0+wPg2qSmpqqqqkpBQUGaPXu218+Kusw84ovZbNbFixd16dKleql3va71cy47O1vp6emSpAceeMDtdjYOvt63a/2c9uTee+9VcnKyPvzwQ2VkZGjevHn6zW9+o4iIiGuuCeDmERQUpMGDB2vw4MGSrh6TvvnmG61fv14nT57UyZMntXTpUqWkpEi6ejy8dOmSrFbrNX9/bN68uQoLC2v8juu4VZUnV65c0Zdffinp6m3Gnn32Wa91nK82BYBA0bNnT6WlpenkyZMqKyszggHdu3c3Bn26du2q0NBQXb58WVlZWcrNzTUGi6oHAnbv3m0cL3/961+rd+/eHvfr6zuu4+rTkpIS2Ww2n4NP3m7j4nwFa20+Jxx1GvK8FAD4Q2Ofs3Ecf2szo+y1zjrrzPm4XVO92o5DFBYWqlWrVjXWMZlMfG6gUfjn8lIANxVHGlz6v+ngaqNt27bGFEYnTpzwua7zcl/3hrteUVFRxv3wdu3apaqqKpWVlWnfvn2SrgYGQkND3bbr3LmzkQo8duxYg/VXXUMkEWv6b+GY3lWq238Lxz0Ez58/X+PAGIDA47hf2y233OJzQLqmqZhre9xzfDadPHnyhrj1iPOxs6blzoNezve5GzZsmNftfb1v1/o57c2UKVP0wx/+UJKUnp6uefPm3RDvMYCmp2XLlrrrrrs0d+5c41h14MABY/pRx3OZmZmyWq3XtA/HMfW7777zOf3p6dOnve4jNzfX2NbXsTg7O1tlZWXX1CcA3MgctwWoqqpSenq6EQhwHugPDQ01Lqo4fPiwsU50dLTbuQPHzAFRUVFewwCS7+/QjpqVlZUu35mrs9ls+u677zwuCw0NVbt27STVfC7k1KlTxmdBQ56XAgB/qK9zNrXl+I5+/vx5r6Et6eqMMvn5+V6X1/YckfNx+/jx4z7Xdf488BVKru15nvj4eGOGBaAhEQgA0OBuueUWxcXFSbo6bVBtT4IFBwcbPx4PHjyoixcvel138+bNxjaOH6INxXFLAIvFooMHD2rv3r3GQMfw4cM9bmM2m9W1a1dJV2cTuJb7nV4LRzihsrKy3mru3r3b6z2gysrKtGvXLklXp32ty72oBw4cKOnqdFJr1qy5/kYBNCmOaZ99DRxfunTJCGB5U9vj3oABA4z9bdy4sS6tNoiDBw96na3AZrNp69atkq6m5J0H8J1vSePr83XDhg1el13r57QvDzzwgH7wgx9IuhoymD9/fo33ywYAb0JCQozfBVVVVcZVo47vj1euXNGWLVuuqfbtt98u6erVTPv37/e6nuP3hifOQQJfn2NffPHFNXQIADe+Ll26GBd0HDx40LgQovr5Gcex3DkQ0KNHD7cBG8dxtbKy0u0e1g7l5eXatm2b154cx3dJPtc7cOCAz8EmR50zZ874DAU4f0447xsAAkF9nbOpLcdx1G63G+dDPElNTfV5awLnC/d8nSeKjY01gg67du3yel7EZrMpNTVVkvv5mep89X3ixAkjZMFnBhoLgQAADS4oKEhTpkyRJF28eFFvvfWW16trbDabCgoKjH/ffffdkiSr1ap33nnH43abN29WWlqapKv3Lq7LIPS1GDBggHE/5O3btxu3C4iNjXWb5s7Zgw8+KEkqLS3Va6+95nO60MrKSq1bt+66B09iYmIkXU1T1tf99AoLC/Vf//VfHpf913/9lzGt0oQJE+pUt0+fPkpKSpIkrVy50ph21ZusrKx6+5IJwP/i4+MlSTk5OR5nUikvL9ef/vSnGo+LtT3ujRgxQrGxsZKk5cuXGyckPfEVSKsvlZWVWrp0qccTnp999pmysrIkSXfddZfLD1rH+ybJ+FFa3YYNG3weL6/nc9qX73//+3rooYckXT3pu2DBAkIBADw6evSocnNzvS63Wq3GcToiIsK41cmoUaOMQNPf/vY3n8dySS5XrTqMGjVKYWFhkqQPPvjA40xVR44c0aZNm7zWjY+PNwaztm7d6vHzZ9++fVq3bp3P/gCgqQoJCVG3bt0kXT1HU15ermbNmrkNlDgHAhwDIZ7Ooziuyi8vLzcuOnBms9n0zjvv+Lz9V3Jysm655RZJ0rp16zxe8WmxWPTBBx/4fG0TJkwwjvF/+ctfdOXKFbd10tLSjEBAUlKScW4DAAJFfZ2zqS3nc/wff/yxzp0757bO2bNn9cknn/isEx0dbVx9n5eX53NdxziExWLRe++953Gd//3f/zVmsRk7dqzHmYId9u3b5/H8dllZmd59911JV2cwGD9+vM++gPrCPBQAGsXdd9+t/fv36+DBg9qzZ4/+4z/+Q3fffbeRIi8sLNTx48e1c+dO3XnnnZo6daokqX///hoyZIh2796ttLQ0vfjii7rvvvuUkJCgkpISffnll8bVQFFRUXr88ccb/LWEhYXpjjvuUGpqqvbu3WsMmtx5550+70nXv39/TZw4UWvWrNHRo0c1c+ZMjR8/Xt27d1d0dLTKysqUm5ur9PR0ffXVV7p8+bJGjx59Xb1269ZNqampKioq0gcffKCRI0eqWbNmkq7OptC6des610xMTNSGDRt0/vx5jR8/XnFxcbp48aI2bNhgBDNuvfXWa/oy8+yzz+o3v/mNSkpKtHjxYm3fvl3Dhg1Tu3btFBQUpKKiIp06dUr79+/X8ePHdd999xlXhgFo2kaOHKl169bJbrdr/vz5mjx5srp3766wsDCdPHlSn3/+uXJyctStWzeft16p7XEvLCxMzzzzjF599VWVl5drzpw5GjFihAYPHqzY2FhZrVZlZ2fr66+/1r59+/T3v/+9QV9/YmKi9u/fr1mzZmnSpEmKj4+XxWJRamqq8QMyLi7OGGB3uPXWW9WxY0edOXNGGzdu1OXLlzVy5Ei1bNlSFy9e1Pbt27V79+4a37dr/ZyuydSpU2Wz2fTJJ5/o0KFDWrhwof7f//t/Pn80A7j5HDp0SB9//LF69Oih/v37q1OnTjKbzaqoqFBOTo6++OILnTp1SpI0ZswYBQcHS7p6xc/MmTP18ssvq6ysTK+88oqGDRumwYMHq02bNrLZbCosLNTJkye1Z88eZWVl6cknn3QZfIqJidEPfvAD/e1vf1N+fr6ef/55fe9731NSUpIqKyv19ddf6/PPP1dsbKzKy8s9zvQVHR2tfv366cCBA/rmm280d+5cTZgwQa1bt1ZRUZG++uorpaamqm3btrp8+XKjzRYGAI2pZ8+eOnjwoDFg3r17d7dzJF27dlVoaKhKS0uN5zzN8jh06FD94x//UGVlpf785z/ru+++U+/evdWsWTOdOXNG69at08mTJ2v8jvvjH/9YL730kiorK/XKK69o0qRJ6tu3r0JCQnTy5El9+umnKiwsVOfOnb3eNqBTp06aPHmyVq5cqdOnT+u5557T/fffr1tvvVXl5eXat2+f1q5dK5vNppCQED399NPX8O4BwI2tvs7Z1FZISIimTZumP/7xj7p8+bJefPFF3X///S7BshUrVki6GlbwFi4ODg5WYmKijh07pi1btqhz587q3LmzERKIiopSVFSUpKsBsB07digjI0Opqam6cOGCJkyYoDZt2qiwsFCbN2/Wnj17JF291XH18zPVJSYm6k9/+pOOHDmiIUOGqFmzZjp9+rRWrFhhBBzuvvtuI7wGNDQCAQAaRVBQkFJSUvT2229r9+7dysnJ0fvvv1+rbZ955hnZbDbt2bNHp06d0ptvvum2TsuWLfXCCy8YV3s2tOHDhys1NdVlmiTHrQR8efzxxxUVFaWPP/5YhYWF+t///V+v64aHh/sMGNTGnXfeqc8++0x5eXlas2aNy1T8rVu31ttvv13nmg8//LBWr16tb775Rt98843b8oSEBD333HPGidq6iI+P19y5c/Xaa6/pzJkz2r9/v8+pWx2DfACavqSkJE2dOlUfffSRLl++rOXLl7utc99996lTp04+f1zW5bjXq1cvPffcc3rjjTd0+fJlpaamer3KvqHdfffdOnLkiFJTU7V48WK35S1bttSLL77odtwzmUz6+c9/rpdfflmXL1/Wrl273K6i6tSpk371q1/ppz/9qdf9X8/ndE0efvhh2Ww2ffbZZ0pLS9OiRYuUkpLCPfIAuLDb7Tpy5IjPq/wHDhyoRx55xOW55ORkvfTSS3r99dd18eJF7dixw5jByxPHTF/OJk+erAsXLmjt2rUqKChwuyIoOjpaM2fO1Ouvv+617lNPPaXf/e53unDhgg4dOqRDhw65LG/VqpVSUlI0b948rzUAoCmrfqW/pyv/w8LC1LVrV+NYHxUV5fH+y3FxcXrqqaf0zjvvqLKyUitWrDAGfhyGDRumsWPHas6cOV576t69u6ZPn66//OUvKi8v1yeffOJyNWlwcLCeeuopHT16VN99950xY0x1jzzyiMrKyrRhwwbl5eVp6dKlbus0a9ZMM2fOVOfOnb32AwBNVX2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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "temp = auto[auto['body-style'] == 'sedan'] #These are the outliers in our data\n",
        "temp[temp['price'] > 35000]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "1m6vow6iHJVO",
        "outputId": "7b663d52-2bbd-49c4-f69a-3c7e860933e6"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    symboling normalized-losses           make fuel-type aspiration  \\\n",
              "16          0               NaN            bmw       gas        std   \n",
              "17          0               NaN            bmw       gas        std   \n",
              "48          0               NaN         jaguar       gas        std   \n",
              "49          0               NaN         jaguar       gas        std   \n",
              "73          0               NaN  mercedes-benz       gas        std   \n",
              "\n",
              "   num-of-doors body-style drive-wheels engine-location  wheel-base  ...  \\\n",
              "16          two      sedan          rwd           front       103.5  ...   \n",
              "17         four      sedan          rwd           front       110.0  ...   \n",
              "48         four      sedan          rwd           front       113.0  ...   \n",
              "49          two      sedan          rwd           front       102.0  ...   \n",
              "73         four      sedan          rwd           front       120.9  ...   \n",
              "\n",
              "    fuel-system  bore  stroke  compression-ratio horsepower peak-rpm  \\\n",
              "16         mpfi  3.62    3.39                8.0      182.0   5400.0   \n",
              "17         mpfi  3.62    3.39                8.0      182.0   5400.0   \n",
              "48         mpfi  3.63    4.17                8.1      176.0   4750.0   \n",
              "49         mpfi  3.54    2.76               11.5      262.0   5000.0   \n",
              "73         mpfi   3.8    3.35                8.0      184.0   4500.0   \n",
              "\n",
              "    city-mpg highway-mpg    price combo_mpg  \n",
              "16        16          22  41315.0      19.0  \n",
              "17        15          20  36880.0      17.5  \n",
              "48        15          19  35550.0      17.0  \n",
              "49        13          17  36000.0      15.0  \n",
              "73        14          16  40960.0      15.0  \n",
              "\n",
              "[5 rows x 27 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-aef715d4-be84-4c1c-bc35-707816895853\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>symboling</th>\n",
              "      <th>normalized-losses</th>\n",
              "      <th>make</th>\n",
              "      <th>fuel-type</th>\n",
              "      <th>aspiration</th>\n",
              "      <th>num-of-doors</th>\n",
              "      <th>body-style</th>\n",
              "      <th>drive-wheels</th>\n",
              "      <th>engine-location</th>\n",
              "      <th>wheel-base</th>\n",
              "      <th>...</th>\n",
              "      <th>fuel-system</th>\n",
              "      <th>bore</th>\n",
              "      <th>stroke</th>\n",
              "      <th>compression-ratio</th>\n",
              "      <th>horsepower</th>\n",
              "      <th>peak-rpm</th>\n",
              "      <th>city-mpg</th>\n",
              "      <th>highway-mpg</th>\n",
              "      <th>price</th>\n",
              "      <th>combo_mpg</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>bmw</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>sedan</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>103.5</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.62</td>\n",
              "      <td>3.39</td>\n",
              "      <td>8.0</td>\n",
              "      <td>182.0</td>\n",
              "      <td>5400.0</td>\n",
              "      <td>16</td>\n",
              "      <td>22</td>\n",
              "      <td>41315.0</td>\n",
              "      <td>19.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>bmw</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>110.0</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.62</td>\n",
              "      <td>3.39</td>\n",
              "      <td>8.0</td>\n",
              "      <td>182.0</td>\n",
              "      <td>5400.0</td>\n",
              "      <td>15</td>\n",
              "      <td>20</td>\n",
              "      <td>36880.0</td>\n",
              "      <td>17.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>jaguar</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>113.0</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.63</td>\n",
              "      <td>4.17</td>\n",
              "      <td>8.1</td>\n",
              "      <td>176.0</td>\n",
              "      <td>4750.0</td>\n",
              "      <td>15</td>\n",
              "      <td>19</td>\n",
              "      <td>35550.0</td>\n",
              "      <td>17.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>jaguar</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>two</td>\n",
              "      <td>sedan</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>102.0</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.54</td>\n",
              "      <td>2.76</td>\n",
              "      <td>11.5</td>\n",
              "      <td>262.0</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>13</td>\n",
              "      <td>17</td>\n",
              "      <td>36000.0</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>mercedes-benz</td>\n",
              "      <td>gas</td>\n",
              "      <td>std</td>\n",
              "      <td>four</td>\n",
              "      <td>sedan</td>\n",
              "      <td>rwd</td>\n",
              "      <td>front</td>\n",
              "      <td>120.9</td>\n",
              "      <td>...</td>\n",
              "      <td>mpfi</td>\n",
              "      <td>3.8</td>\n",
              "      <td>3.35</td>\n",
              "      <td>8.0</td>\n",
              "      <td>184.0</td>\n",
              "      <td>4500.0</td>\n",
              "      <td>14</td>\n",
              "      <td>16</td>\n",
              "      <td>40960.0</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 27 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aef715d4-be84-4c1c-bc35-707816895853')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-aef715d4-be84-4c1c-bc35-707816895853 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-aef715d4-be84-4c1c-bc35-707816895853');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Violinplot"
      ],
      "metadata": {
        "id": "pfQUo37NHyzo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.violinplot(y = 'price', data = auto) # a small dot in the middle it represents the median value"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "LH3JKRHEHfNH",
        "outputId": "30558b1d-7536-4ab5-a43f-f074645726b0"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.violinplot(x = 'fuel-type', y = 'combo_mpg', data = auto)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "MjOOQKt3H-7w",
        "outputId": "9dc7756f-499e-428f-faba-f8c386bd822e"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='fuel-type', ylabel='combo_mpg'>"
            ]
          },
          "metadata": {},
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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0c/jwYWXJVwddWIHuGKmb8VRYWMjecgAAAACQxjZv3qy6+npdb8Vlm2CzGCPdZMfkep7WrFkTbBgAAFowCnQAAJBWYrGYSktK1NN4Mhfx4UYP4ykcDuvIkSPJCwcAAAAAaDF839eqVatkSboh4PHtCcMsV1lGWv3VV3LdYFfEAwDQUlGgAwCAtFJcXCzP99XDurD9zxN6NuyDXlhYmIxYAAAAAIAWJj8/X4cOHdJgK64OpnlMJ8sw0rVWTFXV1dq2bVvQcQAAaJEo0AEAQFpJ7FueKMAvVM+GAp590AEAAAAgPS1ZskSSdGszWX2ecLMdl5G05Isv2HYMAIALQIEOAADSSmLFeM+LXB2QOJ8V6AAAAACQfg4fPqydO3fqMuOq30VOOEu2zsbXMCuuwsOHtXv37qDjAADQ4lCgAwCAtFJUVCRJ6n6RK9Dby1cb+SpiBToAAAAApJ3E6vPbnVjASU7vdvt4rkROAADQeBToAAAgrZSUlKiT8ZVhLu46xkjdjKfyinK5rpuccAAAAACAZq+yslJbNm9WT+Np4EU+nN1Uelq+Blqu8vLytH///qDjAADQolCgAwCAtBGJRHT06FF1VXI+4OhqfLmup4qKiqRcDwAAAADQ/C1btkye7+t2OyZzkQ9nN6U7WIUOAMAFoUAHAABpo7S0VJLULUn703VrWGlQUlKSlOsBAAAAAJq3mpoarV2zRp2Mr6FW855Gdqnx1Ne42p6dreLi4qDjAADQYlCgAwCAtJEo0LsaPynXS1wncV0AAAAAQOu2ZMkSRWMx3WHHZDXj1efS8a3H7rRj8iUtWrQo6DgAALQYFOgAACBtnFiBnqQ96hLXoUAHAAAAgNavqqpKX61apU7G13ArHnScRrnCOr4KfcuWLSosLAw6DgAALQIFOgAASBvJXoHe2fgyokAHAAAAgHSwePFixeJx3W1HZTfz1ecJxkj3Osf3Ql+4cGHAaQAAaBko0AEAQNooLS1VSFIHJadAt43U2XgU6AAAAADQylVWVmrN6tXqajxd08z3Pv+uAcbTpcbV9u3bdeDAgaDjAADQ7FGgAwCAtHHkyBF1NJ5MElcKdJKvmpoaxWKx5F0UAAAAANCsfP7553I9T3e3gL3Pv+vkVeifffZZwGkAAGj+KNABAEBaiMViOnbsWNJWnyd0aBgHX11dndTrAgAAAACah7KyMq1ft049jKdhLWz1ecJllqcBxtXOnTv1zTffBB0HAIBmjQIdAACkhUTB3TFJ+58nJAr0o0ePJvW6AAAAAIDmYe7cufJ8X/fYsaRONEu1+xpWoc+ZM0e+n9x7YwAAWhMKdAAAkBaOHDki6dvCO1k6Gk8SBToAAAAAtEb5+fnKzs7WpcbV4Ba6+jyhr+VpqBXXvn37tHXr1qDjAADQbFGgAwCAtJAouBOFd7IkRsJToAMAAABA6+J5nmbNmiVJetBp2avPEx5wYrIlzf30U8VisaDjAADQLFGgAwCAtJAouJO9B3pHRrgDAAAAQKu0adMmHTx4UNdYcfWxkvswdlA6GV+32jFVHjmi5cuXBx0HAIBmiQIdAACkhaqqKknJH+HengIdAAAAAFqdaDSqefPmydG3e4e3FnfYMbU1vhYvXqzq6uqg4wAA0OxQoAMAgLRQV1cnScpK8si9rIZ/r6+vT+6FAQAAAACB+fLLL1VVVaXb7NiJyWOtRaaR7rWjikQi+uyzz4KOAwBAs0OBDgAA0kI4HJYkZSZ5hLtlpAxRoAMAAABAa1FRUaEvvlis9sbX7XbrWn2ecJ3lqofxtHbtWh04cCDoOAAANCsU6AAAIC0kCu6MJrh2pvwTBT0AAAAAoOXyfV8zZsxQLBbXg3ZUGUmeYtZcWEZ6xInK931NmzZNntc69ngHACAZKNABAEBaCIfDypRkmuDDj0zjKxxmBToAAAAAtHRff/21cnJyNMC4Gmq5QcdpUpdZnq614jp48KC++uqroOMAANBsUKADAIC0EA6HldlE+9ZlyFe4nhXoAAAAANCSRSIRzZgxQ7aOr85uigewm5sRTlRZRpo/b56qq6uDjgMAQLNAgQ4AANJCOBxWRpL3P0/IlBSLxxWPx5vk+gAAAACAprdw4UIdPXpUd9gxdbOa5v6xuWlrpAfsiMKRiGbPnh10HAAAmgUKdAAAkBYi4bAym6pAb1jZzj7oAAAAANAyHT58WMuXLVMX4+kOOxZ0nJS6znLVz7javHmz9uzZE3QcAAACR4EOAADSgud7aqrpe4nr+n56rFAAAAAAgNbE8zxNnTpVnu/rEScqJw1Gt5/MGOlRJyojadq0aYpGo0FHAgAgUBToAAAgTaTZJyAAAAAAgEZZtmyZ9u3bp6utuAZaXtBxAtHT8nWbHVN5ebnmz58fdBwAAAJFgQ4AANJGU68PN4aSHgAAAABakpKSEi2YP1/tjK+HnfReeX2PHVN342nF8uXKz88POg4AAIGhQAcAAGmhKcvtRDFPgQ4AAAAALYfneZoyZYrirqsf2lG1SfNbOsdIjzc8RDBlyhRGuQMA0pYTdIDm5ic/+Umjjhs2bJj+4z/+46zHbN26VUuWLFF+fr6qq6vVsWNHDRo0SA899JBuuOGGJKQFAACNZdT0K9ABAAAAAC3HyaPbr7TdoOM0C30tT7fbMa0tL9e8efP0/PPPBx0JAICUo0BvAp7n6b333tOXX355yvcrKytVWVmpjRs3asSIEfrrv/5rWRZDAAAASAlWoAMAAAAAGjC6/czutmPK82ytXLFC119/vQYNGhR0JAAAUooC/QweeeQRPfLII2d8PSsr64yvTZ069UR5fvnll+upp55Sr169VFJSorlz56qgoEBffvmlOnbsqJ///OdJzw4AAL6PFegAAAAAAElyXVdTJk9W3HX1jMPo9u9KjHKfFMvSlMmT9c//8i/KzMwMOhYAAClDgX4GHTt21GWXXXbe5x0+fFjz5s2TJA0aNEi///3vlZGRIUm64oordPPNN+s//uM/lJ+fr3nz5mnEiBHq3bt3UrMDAIDvy8jIUCweaZJrR31z4j0AAAAAAM3bokWLtG//fl3D6PYz6mt5usOOaU1FhWbOnMlCMABAWmF+eJJ99tlnct3jv3S99NJL3/sgPTMzUy+99JKk4086zp8/P+UZAQBIR23atlXEb5plBRFJGaGQHIdnEwEAAACgOdu7d68WL16szsbXI4xuP6u77Zj6GFfr1q3Tli1bgo4DAEDKUKAnke/72rhxoySpX79+Gjx48GmPGzx4sPr27StJ2rRpk3yfgbIAADS1Nm3aKKymKdDDMmrTpk2TXBsAAAAAkBx1dXWaNGmSjO/raSeiTEa3n5VtpKdDUWXo+LalFRUVQUcCACAlKNCTqLS0VEeOHJEkDR069KzHDhs2TJJUWVmpsrKyJs8GAEC6a9OmjWKS3CZ4bi0iozZt2yb/wgAAAACApPB9Xx9//LGOHj2qe+yo+lpe0JFahC7G1yNOROFwWJMmTToxfRUAgNaMOaNnsG7dOq1du1ZlZWWyLEudO3fW4MGDdf/99+uaa6457TmHDh068XW/fv3Oev3ECvTEeT179kxOcAAAcFqJFeIRScmuusO+UU9WoAMAAABAs7V27VplZ2erv3F1ux0POk6Lcq3tqsCLK6egQJ9//rkee+yxoCMBANCkKNDP4OQyXJKKi4tVXFyslStX6pZbbtFvf/tbtf3OSrOTR9h069btrNfv3r37ac9rrMac07lzZ9m2LUmyLIYNAADSW+LndlhGbZW8ZehxX3Ibrs/PWwAAAABofoqLizVz5ky1MdKToagsRreftx84URXGbH3++ecaMmSIrrjiiqAjAQDQZCjQvyMzM1M33XSTrr32WvXr109ZWVmqrq7Wzp079cUXX6impkYbN27UK6+8on/913+V43z7H2E4HD7xdVZW1jnf53TnNdZvfvObcx4zZswYdevWTbZtq3fv3uf9HgAAtCY9evSQdHy1uEzyCvTET/EuXbrw8xYAAAAAmpn6+nr913/9l2KxmJ5yIuqQxPvBdJJppKeciCbHsjRx4kSNHDlSnTt3DjoWAABNggL9O9555x21a9fue98fPny4Hn30Uf3hD39QQUGBdu7cqcWLF58yriYajZ74+uRi/XRCodBpzwMAAE2jU6dOkqRaP7lLDY41XC9xfQAAAABA8+D7vsaMGaNDhw7pVjumwTb7d1+MfpanB+yolh45olGjRunf/u3fTkxABQCgNaFA/47TlecJnTt31v/4H/9D//AP/yDXdbVo0aJTCvSMjIwTX8fjZ99HJxaLnfa8xhozZsw5j0k8Aei6rsrKys77PQAAaE0SD7dVK7kFerV/fGx7RkaGiouLk3ptAAAAAMCFW7ZsmdasWaNLjasH7Ni5T8A53WLHddi3lJOTo7Fjx+qZZ54JOhIAIM316NEj6Q90UaCfp169emn48OHaunWriouLVVlZqa5du0o6dWz7ucayRyKRE1+fa9z76Zxrj/Xv8jzvvN8DAIDWJLFCvDrJK9AThXznzp35eQsAAAAAzcQ333yj2bNnq73x9Uwowr7nSWKM9JgTVWnM0pIlS9S/f39dd911QccCACCprKADtESXXHLJia8rKytPfH1yqV1RUXHWa5SXl5/2PAAA0DQSk1mSXaDX+N8W6AAAAACA4FVXV+uDceMkz9MzTkTtKc+TKsNIzzsRZRhp8uTJKikpCToSAABJRYF+AYw5/W9cJxfrhYWFZ73G4cOHT3seAABoGp06dZJlzInCO1kShXyXLl2Sel0AAAAAwPlzXVcTJkxQdU2NHrCjutRiUlhT6Gb5etyOKBKJaNy4cadMXAUAoKWjQL8Ahw4dOvF1Yny7JPXs2fPEh+e7du066zUSr3ft2lU9evRogpQAAOBklmWpY6dOTbAHujl+7Y4dk3pdAAAAAMD5mzNnjvbu3auhVly32PGg47RqQ2xXt9oxFRcXa8qUKWxrBgBoNSjQz1Npaam2b98u6fh+6CcX6MYY3XLLLZKOr0DPzc097TVyc3NPrFC/+eabz7iiHQAAJFeXLl1U41vy/eRds8Y3x1e3W/xaBQAAAABBWr16tVasWKEextMPnaj42LXp3W/H1N+42rZtmxYtWhR0HAAAkoJPek+yadMmua57xtePHj2q1157TfH48ScXf/CDH3zvmMcee+zEB+jjx49XNBo95fVoNKrx48dLkmzb1uOPP56s+AAA4By6desmT0raKvS4L1XLUrdu3ZJyPQAAAADAhcnNzdUnn3yitsbXj0MRZVKep4RtpGdDEXUxnhYtWqTNmzcHHQkAgIvmBB2gORk/frzGjh2r2267TYMHD1bPnj2VkZGh6upq7dy5U1988YVqamokSUOGDDltgd63b1899dRTmjNnjvLz8/W73/1OTz/9tHr16qWSkhJ9+umnKigokCQ9+eST6tOnT0r/jgAApLOePXtKkip8o07m4pehH/WN/JOuCwAAAABIvbKyMn0wbpyM5+n5UCQp93tovDZG+rET0cR4G02ZMkXdu3dX//79g44FAMAFo0D/jiNHjmjRokVnHTdz22236W//9m8VCoVO+/oLL7ygqqoqLVu2TAUFBRo9evT3jhkxYoReeOGFZMUGAACNkCi6K31LA3Xxe7NV+tYp1wUAAAAApFZdXZ3ee/dd1dXX6wknokss9uEOQjfL1zNOWNNjWRr73nv6//1//5+6dOkSdCwAAC4IBfpJfvvb32rnzp3Kzc1VSUmJampqVF9fr6ysLHXr1k2DBw/W/fffr8GDB5/1OpZl6Te/+Y1uu+02LVmyRPn5+aqpqVGHDh00aNAgPfzww7rhhhtS9LcCAAAJvXr1kiRVekayL/56Fb455boAAAAAgNRxXVcTJkxQSWmpbrdjutY+8/acaHoDLU8POVF9UVOjsWPH6u///u+VmZkZdCwAAM4bBfpJhg0bpmHDhiXtejfeeKNuvPHGpF0PAABcnO7du0v6duX4xWIFOgAAAAAEw/d9zZ49W7t379aVVlz327GgI0HSTVZc5ZbR1kOHNHnyZL300kuyrOTcgwMAkCr85AIAAGkjMzNTnTt3VmWSfgWq9I1s21LXrl2Tcj0AAAAAQOMsXbpUK1euVE/j6SknKmOCTgRJMkZ62IlpgHGVnZ2tWbNmyffZkx4A0LJQoAMAgLTSs2dPVflGsSTcv1f4lrp36y7bTsI8eAAAAABAo2zcuFFz585VJ+PrJ6GIMijPmxXbSM+FIuppPK1cuVJLly4NOhIAAOeFAh0AAKSV3r17Szq+evxi1PlSvYx6NVwPAAAAAND0du/erSlTpqiNkX7qhNXBsLq5Oco00k9CEXU0vubOnauNGzcGHQkAgEajQAcAAGmlT58+kqSyi9wHPXF+4noAAAAAgKZ18OBBjXv/fVmepx85YXWzKM+bsw7G10+dsLKMNGXKFO3evTvoSAAANAoFOgAASCsU6AAAAADQ8lRUVOjdd95RNBrV005El1he0JHQCN0tXz92wrI8T+Pef18HDx4MOhIAAOdEgQ4AANJKYoT7xRbo5d7xEfAU6AAAAADQtI4dO6YxY8aouqZGjzhRDbbdoCPhPFxieXrKiSgajerdd95RRUVF0JEAADgrCnQAAJBW2rZtq06dOqn8IvdAL/Mt2balHj16JCkZAAAAAOC76uvrNWbMGJWWluoOO6Yb7XjQkXABrrJdPexEVV1TozfffFNVVVVBRwIA4Iwo0AEAQNrp06ePqnxLkQvcLs/3jxfoPXv2kuM4yQ0HAAAAAJAkRSIRvfvuuzp48KBusGK6z44FHQkX4SY7rnvtqCoqKvTWm2/q2LFjQUcCAOC0KNABAEDa6du3rySp/ALHuNfIKCLD+HYAAAAAaCKxWEzjxo3TN998o6utuH7gxGQubpAYmoE77bhus2MqLinR22+/rfr6+qAjAQDwPRToAAAg7SSK7wsd417ms/85AAAAADQV13U1ceJE7d69W4OtuJ5wopTnrYQx0gN2TDdYMR06dEjvvPOOIpFI0LEAADgFBToAAEg7ieK77AJXoJd71inXAQAAAAAkh+d5mjJlirZv367LjaunnagsyvNWxRjpB05MV1txFRQU6P3331csxnh+AEDzQYEOAADSTq9evWQklXkX9qtQoninQAcAAACA5PF9X5988ok2bdqkS4yr50IROZTnrZIx0hNOVIOtuPbs2aOJEyfKdd2gYwEAIIkCHQAApKHMzEx1695dZRf4q1CZbxQKhdStW7ckJwMAAACA9OT7vmbNmqXVq1ert/H041BEGZTnrZplpKedqC43rrZv365JkyZRogMAmgUKdAAAkJb69OmjWt+ozj+/83xfKvdt9enTR5bFr1IAAAAAcLF839fMmTO1YsUK9TSefhoKK4vyPC04Rno+FFF/42rr1q2sRAcANAt86gsAANJSYvx6+Xnug35URnExvh0AAAAAksH3fc2YMUMrV65UL+PpZ6Gw2lKep5WQkX7cUKJv27aNEh0AEDgKdAAAkJYSBXjZeRboiX3TKdABAAAA4OIk9jxftWqVehlPL1Cep61EiT6goUSfMGECJToAIDAU6AAAIC2dWIHund+nM+X+8eN79+6d9EwAAAAAkC48z9Mnn3yir776ipXnkHS8RP9RQ4menZ2t8ePHKx6PBx0LAJCGKNABAEBa6t69u4ykyvNcgV7RcHyvXr2aIBUAAAAAtH4nl+e9G8rzNpTn0Kkl+vbt2zVhwgRKdABAylGgAwCAtJSRkaEuXbuq4jx/Har0jRzHUZcuXZooGQAAAAC0Xp7nadq0aVq9erV6N4xtpzzHyRIl+uUNJfoHH3ygWCwWdCwAQBqhQAcAAGmrV69eqvGNon7jjvf94yvWe/ToIcvi1ygAAAAAOB/xeFyTJk3S2rVr1du4lOc4o5CRng9FNNC42rFjh9555x1FIpGgYwEA0gSf/AIAgLTVs2dPScdXlTdGnaSwzInzAAAAAACNE41GNW7cOG3ZskWXGVc/D0Uoz3FWiZXoQ6y48vLy9Nabb6quri7oWACANECBDgAA0laiCK9o5D7o7H8OAAAAAOcvHA7rnXfeUU5OjgZZrn4SiiiT8hyNYBvpaSeqa6249u3frzfeeEPV1dVBxwIAtHIU6AAAIG0livDKRhboiZXqrEAHAAAAgMapra3VW2++qb1792qoFdfzTkQhynOcB8tIjztR3WzHdPjwYb3x+uuqrKwMOhYAoBWjQAcAAGmrR48ekqQjjRzhfqShaE+cBwAAAAA4s6qqKr3xxhvaf+CArrPiesqJyqY8xwUwRnrIjulOO6bSsjK9Pnq0SktLg44FAGilKNABAEDa6tSpkyzLqLqRBXriuK5duzZlLAAAAABo8SoqKvT666+rqKhIt9gx/dCJyqI8x0UwRrrPiekBO6ojR4/q9dGjVVhYGHQsAEArRIEOAADSlmVZ6typs6rV+ALdti116NChiZMBAAAAQMt16NAhjfrjH1VeXq677agetGMylOdn9WksQ+OjWfo0lhF0lGbvdieuR52oao4d0+ujRys3NzfoSACAVoYCHQAApLXOXbqoxrfk+ec+tlqWOnfuIsviVygAAAAAOJ3c3Fy9/vrrqq6p0SNOVPc4ccrzRqj0LRX7lip97jcb4wY7rmediGKRiMaMGaMtW7YEHQkA0Irw0xgAAKS1Ll26yJNUe45V6J4v1fhGXbp0SU0wAAAAAGhhtmzZojFvv614JKLnnIhusuNBR0IrNsR29UIoLMdzNXHCBK1YsSLoSACAVoICHQAApLVEIV51jn3Qa2Tkn3Q8AAAAAOBby5cv14QJExTyPf0sFNZVtht0JKSByyxPv3Dq1d74mjlzpubOnSvfb8SIOQAAzoICHQAApLVEIV5zrgK94XUKdAAAAAD4lud5+vTTTzVr1ix1ML5+4dTrUssLOhbSSE/L14uhsLoZT0uWLNGUKVPkujzAAQC4cBToAAAgrXXu3FlS4wv0Tp06NXUkAAAAAGgR4vG4Jk+erKVLl6q78fTnobB6WKz+Rep1MsdL9H7G1YYNG/Tuu+8qEokEHQsA0EJRoAMAgLTWtm1bSVLkHHugJ267E8cDAAAAQDqrq6vTmDFjtGnTJl1iXP0iFFZHQ3mO4LQx0s9CEV1pxbV79269/vrrOnr0aNCxAAAtEAU6AABIa23atJEkhc9xXLhhBXrieAAAAABIV+Xl5Rr1xz8qLy9PQ6y4XghF1ObszyQDKREy0nNOVDdaMR06dEivvfaaDh06FHQsAEALQ4EOAADS2okC/Rwj3BMr1CnQAQAAAKSzgoIC/fG111RSWqo77JiecaIKUZ6jGbGM9IgT00N2VFVVVRo9erRycnKCjgUAaEEo0AEAQFpLFOLn2hkt3DCJkBHuAAAAANLV1q1b9ac//Um1tbX6oRPR/U5MhvIczZAx0i1OXM87EfnRqN577z2tXLky6FgAgBaCAh0AAKS1zMxMGWPOuQI9zAp0AAAAAGnK93198cUXGj9+vGw3rp+GwrredoOOBZzTYNvVn4Xq1VaeZsyYoZkzZ8rzvKBjAQCaOQp0AACQ1owxatOmzYkR7WfCCHcAAAAA6ch1XX388ceaN2+eOhlfLzr1utyigETL0cfy9ctQWD2MpxUrVuj9999XJHKuOXQAgHRGgQ4AANJeVmamov7Zj4n6kmUZhUKh1IQCAAAAgIDV1tbq7bff1rp169THuPplqF49rHPcPAHNUCfj68VQWJcbVzt27NDo0aN15MiRoGMBAJopCnQAAIBGY3M/AAAAAOmhuLhYr736qvLy8nSVFdefhSJqxy0RWrBMI/0kFNENVkyFhYV6deRIFRQUBB0LANAMUaADAIC05/m+zDk+CDI6vu8fAAAAALR2OTk5+uNrr6m8okJ32zE960QVojxHK2AZ6dFQTI84UR07dkxvvPGG1q9fH3QsAEAz4wQdAAAAoCWgQAcAAADQ2vm+r2XLlunTOXNkS3rGiWio7QYdC0i6m+y4uhlPs+NZmjJlioqLi/Xkk0/KslhzCABgBToAAIB8z2v0cHZKdAAAAACtUSwW00cffaQ5c+aovfH1Yqie8hyt2gDL0y9D9epmPC1dulRjx45VfX190LEAAM0ABToAAEh7vs69u3nidQp0AAAAAK1NdXW13nzzTa1fv159jatfherV2+LeB61fV+Prz0NhDbJc5eTkaNQf/6iysrKgYwEAAkaBDgAA0p7v+41egQ4AAAAArcnBgwf16quvqqCgQNdYcf1ZKKL23CAhjWQZ6UdORLfZMRWXlOi1V1/Vnj17go4FAAgQBToAAEh7ruue85ciq+EDpHg83uR5AAAAACAVNm7cqFGjRuno0aN6wI7qCScqh/Icacgy0ggnpsediCL19Xr77bf15ZdfMoUOANIUBToAAEhrruuqvq5ObXT2m+K2Da8fO3YsFbEAAAAAoMm4rqtZs2bpww8/lOPG9dNQWLc7cRnKc6S54barX4TCai9Pc+bM0YcffqhoNBp0LABAilGgAwCAtFZbWytfUjtz9gI98ToFOgAAAICWrKamRm+99ZaWL1+uHsbTr0L1Gmh5QccCmo2+1vH/XVxiXG3atEmjRo1SRUVF0LEAAClEgQ4AANJaTU2NJKntOQr0xAr0xPEAAAAA0NIcPHhQr44cqb1792qIFdefh8Lqco57ISAdtTfSz0MR3WjFVFhYqFdHjlRubm7QsQAAKUKBDgAA0lqiEG93jhHuiRXoFOgAAAAAWqLEfudHjh7V/XZUzzhRZTCyHTgj20g/CMX0mBNRuK5Ob731FvuiA0CacIIOAAAAEKQTBXojR7hToAMAAABoSVzX1aeffqrly5cry0jPhcIaxMh2oNGus131MGHNimdqzpw5OnTokF544QVlZGQEHQ0A0EQo0AEAQFo7McL9HCvQGeEOAAAAoKWprq7W+PHjlZ+frx7G03OhiLoysh04b4l90WfHMrVp0yYdPnxYf/EXf6EePXoEHQ0A0AQY4Q4AANJaVVWVpOP7m51N+4YPmRLHAwAAAEBz9s033+iVl19Wfn6+hjbsd055Dly4xL7oN9sxHT58WCNHjtTXX38ddCwAQBOgQAcAAGnt8OHDkqRu5uwjDNtJypJ/4ngAAAAAaI5839eKFSv0xhtv6FhNjR6yo3qa/c6BpLCN9LAT01NORG44rLFjx2r+/PnyPLZFAIDWhBHuAAAgrRUWFqqz8c75YZIxUk/j6WBpqaLRKHudAQAAAGh2IpGIpk6dqs2bN6ud8fVsKKJL2e8cSLqrbVc9Tb1mxjO1ePFi7d+/X7/85S/Vvn37oKMBAJKAFegAACBtVVdX69ixY+p1jtXnCT0tT77vq7i4uImTAQAAAMD5KS0t1WuvvabNmzfrUuPq16F6ynOgCfWwfP0qFNaVVlx79uzRyFde0f79+4OOBQBIAgp0AACQtgoLCyUdX1neGInjEucBAAAAQHOQnZ2tkSNHqri4WLfYMf0sFFF7RrYDTS7LSM87Ud1vR3X06FGNHj1aa9aske/7QUcDAFwERrgDAIC0ldjPvKdp3I1t4jj2QQcAAADQHLiuq/nz52vp0qUKSXrGiWio7QYdC0grxkh3OHH1sTzNiWdq6tSpKigo0I9//GO2fwOAFooCHQAApK0TK9AbOdawu/FkxAp0AAAAAMGrqqrShAkTlJ+fr27G03NORN0tVr0CQRlgefp1KKzZsQytX79eBw4c0F/8xV+oZ8+eQUcDAJwnRrgDAIC0dfDAAWXKVyc17kOmkJG6Gk+HDh2S67KqAwAAAEAwcnNz9crLLys/P19Drbh+FQpTngPNQEfj6xehiG62YyoqKtLIkSO1devWoGMBAM4TBToAAEhLlZWVKikt1WWWK3MeewP2N67C4bD279/fdOEAAAAA4DQ8z9PixYv11ltvqfbYMT3iRPW0E1UG+50DzYZtpIedmJ5xIvKjEY0fP16zZs3iQXwAaEEo0AEAQFrauXOnJGlQI8e3Jwyy3FPOBwAAAIBUqK2t1dixYzV//nx1kKcXQ2HdZMfP64FgAKkz1Hb1K6dePYyn5cuX64033tCRI0eCjgUAaAQKdAAAkJYSBfhA6/yeAO9vebJFgQ4AAAAgdfbv36+Rr7yinJwcDbJcvRSqV9/zfBgYQOp1s3z9MhTWNVZcBQUFeuWVV7R79+6gYwEAzoECHQAApJ1YLKbc3Fx1N546mfPbJzBkpMuMq0OHDqm6urqJEgIAAACA5Pu+Vq1apdGjR+vIkSO6z47qx05EbVl1DrQYISM94UT1QyeicG2txrz9thYuXCjP4yEYAGiuKNABAEDa+eabbxSNRk+MYz9fifN27dqVzFgAAAAAcEI4HNbEiRP1ySefKNOL64VQWHc6jGwHWiJjpOttV38eqlcn42vhwoUaM2aMampqgo4GADgNCnQAAJB2cnJyJOmiC/TEdQAAAAAgmQoLC/XqyJHasmWLLjWufh0KawAj24EWr7fl66VQvQZbce3Zs0evvPyy8vPzg44FAPgOCnQAAJBWfN/Xjh1fK0PSJebCPoDqavnqYjzt3rVL0Wg0uQEBAAAApLV169bptddeU2lZme6wY/p5KKIO57n1FIDmK8tIzzlRPWhHVVNdrT+98YaWLFnCSHcAaEYo0AEAQFrJy8tTeXmFhlhx2Rcx+nCY5SociWjbtm1JywYAAAAgfUWjUU2ZMkUfffSRHDeuHzth3e/EZDGyHWh1jJFudeL6s1BY7eRp7ty5ev/991VbWxt0NACAKNABAECaWbNmjSTpejt+Ude5ruH81atXX3QmAAAAAOmtpKREr732mtavX6++xtWvQ/W6wmY1KtDaXWJ5+nWoXgONqx07dmjkK69o//79QccCgLRHgQ4AANJGTU2NsrdtU0/jqe8Fjm9P6GR8DbJcFRQUqKioKEkJAQAAAKSbzZs369WRI1VUVKRb7Jh+EYqoEyPbgbTR1kg/CUV0rx3VkSNHNHrUKK1YsUK+z/8PAEBQKNABAEDa2LBhg1zP0/V2XCYJYxCvt46vQk+sagcAAACAxorFYpo2bZomTpwoxaJ61onoISd2UVtNAWiZjJHucuL6WSisLN/VzJkzNX78eNXX1wcdDQDSEgU6AABIC77va82aNXIkXW1d3Pj2hCssV+2Nr40bNigajSblmgAAAABav7KyMo0aNUqrV69WL+PpV6F6DbHdoGMBCFj/hpHulxlX27Zt08iRI3Xo0KGgYwFA2qFABwAAaSEvL09lZWUaasWVlaQVHZaRhltx1dXXa9u2bcm5KAAAAIBWLTs7+0QpdoMV05+HwurKyHYADdob6WehiO60YyovL9cfX3tNa9asYaQ7AKQQBToAAEgLq1atkiTdYCdn9XnC9Q3XW7VqFTezAAAAAM4oHo9r1qxZGjdunNxwWE86ET0aislhZDuA77CMdJ8T009DYYW8uKZOnaoPP/xQkUgk6GgAkBYo0AEAQKt38OBBZWdnq59x1dd4Sb12J+NrqBXX/v37tXPnzqReGwAAAEDrUFlZqTdef13Lly9Xd+PppVC9rmFkO4BzGGh5+nUorEuMq02bNunVV19VUVFR0LEAoNWjQAcAAK3eZ599Jun409umCVZ33G3HZCQtWLCAVegAAAAATpGTk6NXXn5Z+/bv17VWXL8MhdXN4r4BQON0NL5+HoroNjumkpISvfbqq9qwYUPQsQCgVaNABwAArVpBQYFycnLU37jqbyV39XlCd8vX1VZchw4d0vbt25vkPQAAAAC0LK7rat68eXr33XcVra/XY05ET4SiymBkO4DzZBtphBPT805EVjymyZMn6+OPP1Y0Gg06GgC0ShToAACgVVuwYIEk6V4n1qTvc7fz7Sp0z2uaoh4AAABAy1BdXa233npLX3zxhboYT78M1es6RrYDuEiDbVcvherV23hau3atRo0apbKysqBjAUCrQ4EOAABarby8POXm5mqg5eqSJlp9ntDF+BpuxVVcXKwtW7Y06XsBAAAAaL7y8vL0yssva+/evRpixfVSKKyejGwHkCSdja8XQ2HdaMVUWFioka+8ouzs7KBjAUCrQoEOAABaJd/3T+x9fq+dmpFmdzkx2ZIWLlwo12V1CQAAAJBOPM/TF198oTfffFPHamr0kB3VM05UmYxsB5BkjpF+EIrpKSciNxLRuHHjNHv2bD6LAIAkoUAHAACtUk5OjvLz8zXYiqtPilZ7dDK+rrdiKisr09q1a1PyngAAAACCV1dXp7Fjx2revHnqIE+/CIV1ixOXoTwH0ISutl39KlSvbsbTsmXL9MYbb+jo0aNBxwKAFo8CHQAAtDqRSEQzPvlElqT77Kbd+/y77nJiyjTSvLlzVV1dndL3BgAAAJB6Bw4c0CuvvKycnBxdbo7vT9yvibeQAoCE7pavX4XCutqKq6CgQK+8/LL27NkTdCwAaNEo0AEAQKuzaNEiVR45ojvsmLqneK/BdkZ6wI6qPhzW7NmzU/reAAAAAFLH932tXr1ao0aNUmXlEd1rR/XTUERtWXUOIMUyjPSkE9UPnKjqa2v19ltvadGiRfI8HuYBgAtBgQ4AAFqVwsJCLfvyS3Uxnu5M8erzhOutuPoZV5s3b9auXbsCyQAAAACg6USjUU2ZMkXTpk1TphfXC6Gw7mJkO4AAGSPdaMf1YqheHY2vzz77TGPHjlVdXV3Q0QCgxaFABwAArYbneZo6dao839cPnKicgD68MkZ61InKkjR92jRFo9FgggAAAABIurKyMo364x+1YcMG9TWuXgqFdTkj2wE0E30sXy+F6jXQcpWTk6ORr7yigwcPBh0LAFoUCnQAANBqrF69Wvv379fVVjzwD7B6Wr5us2OqqKzU559/HmgWAAAAAMmxY8cOjRw5UoWHD+tGK6ZfhCLqaFK7bRQAnEsbI/3EiehuO6qKykqNGjVK69atCzoWALQYFOgAAKBVqKqq0ry5c5VlpAed5rHi+y47ps7G19KlS3X48OGg4wAAAAC4QJ7naf78+XrvvfcUD4f1pBPRD0Ix2YxsB9BMGSPd48T1k1BYjhvXRx99pKlTpyoWC2a7OwBoSSjQAQBAi+f7vj755BOFIxGNsCNq10w+xAoZ6REnIs/z9PHHH8t13aAjAQAAADhPx44d05gxY7R48WJ1MZ5+GarXNTa/2wNoGQZZnl4K1au38bRmzRqNHj1alZWVQccCgGaNAh0AALR4a9as0fbt29XfuBpuNa8PsgZZnq6x4tq/f78WLVoUdBwAAAAA5+HAgQMa+cor2rNnj6604vpVKKyeFiPbAbQsnY2vF0NhXWfFdfDgQb3yysvavXt30LEAoNmiQAcAAC1aUVGRZs2aqTZGejIUlWkmq89P9ogTVWfja/Hixdq7d2/QcQAAAAA0wvr16zV61CgdPXpU99tRPe9EldUM7zcAoDEcIz0WiuoxJ6JIXb3GjBmjJUuWyPd5KAgAvosCHQAAtFixWEyTJk5ULBbXY3ZEHUzzvOnLNNJTTkTG9zVp4kTV1dUFHQkAAADAGbiuqxkzZmjKlCkKea5+GgrrDifeLB/WBYDzdZ3t6sVQWO3lae7cuZo4caIikUjQsQCgWaFABwAALdbcuXNVePiwbrRiGtzM9yDsZ3m6x47qaFWVPv74Y57wBgAAAJqhmpoavfnmm1q5cqV6Gk+/CtXrcssLOhYAJFWfhn3RLzWutmzZolGjRqmioiLoWADQbFCgAwCAFiknJ0crVqxQD+NphBMLOk6j3G7HdZlxlZ2drbVr1wYdBwAAAMBJDhw4oJEjRyo/P19DrbheDIXVuZlOuQKAi9XOSD8LRXSTHdPhw4c18pVX2BcdABpQoAMAgBanurpaUyZPliPpaSeiUAsZpWgZ6alQVG2MNHPmDJWUlAQdCQAAAICkDRs2aPSoUao6elQP2FE97USV0ULuMwDgQtlGesSJ6XEnokj98X3Rly5dytQ8AGmPAh0AALQonudp0qRJOlZbqxFOVD2slnVT18H4esyOKBaLa8L48YpGo0FHAgAAANKW67qaOXOmJk+eLKdhv/Pb2e8cQJoZbrv6RcO+6J9++in7ogNIexToAACgRZk/f75yc3M12IrrRisedJwLMth2daMVU+Hhw5o6dSpPdgMAAAABqK2t1dtvv60VK1aw3zmAtNf3O/uiv/766zpy5EjQsQAgEBToAACgxdi2bZuWLFmirsbTE060Ra8KeciJqZ9xtWnTJq1cuTLoOAAAAEBaKSkp0Wuvvaa8vDxd1bDfeRf2OweQ5hL7ot9gxXTo0CG99uqr2rdvX9CxACDlKNABAECLUFRUpCmTJyvDSM87EWW24PJcOr7P2LOhqNoZX7NnzdLevXuDjgQAAACkhV27dum1115TeXm57rJjepb9zgHgBNtIj4ZiesSJqqamRm+8/ro2bdoUdCwASCkKdAAA0OzV19dr3PvvKxKN6gk7ou4tbN/zM+lgfD3nRCTf1wcffKCjR48GHQkAAABotXzf14oVK/TOO+8oHg7raSeie51Yi55sBQBN5SY7rp+GwnI8V5MmTdL8+fPleWxzASA9UKADAIBmzfM8ffjhhyotK9OddkxX2W7QkZLqEsvTQ05Ux44d07hx4xSLxYKOBAAAALQ6rutq+vTpmjlzptrJ05+FwhrWyu4tACDZLrc8/blTry7G0+LFizV+/HhFIpGgYwFAk6NABwAAzdrixYu1Y8cOXW5c3WO3znL5Riuua6249u/fr5kzZwYdBwAAAGhVamtr9fbbb2v16tXqbTz9KhRWX4tVlADQGN0sX78MhTXAuMrOztbo0aN15MiRoGMBQJOiQAcAAM3Wjh07tPCzz9TZ+Ho6FJHVSkcrGiM96kTV23has2aNVq9eHXQkAAAAoFUoLS3Va6+9pry8PA2x4vpFKKwOpnVsCQUAqdLGSD8JRXSjFVNhYaFeHTlSBw4cCDoWADQZCnQAANAsFRUVaeLEiXIkPeeE1aaVlucJjpGeC0XU1vj65JNPlJeXF3QkAAAAoEUrKCjQqD/+UeXl5brLjukZJ6pQK7+vAICmYhvpB6GYHmnYhu6N11/Xjh07go4FAE2CAh0AADQ7x44d03vvvqtIJKInnYh6WaldIfJpLEPjo1n6NJaR0vftZHw970Qkz9MH48apvLw8pe8PAAAAtBbZ2dn605/+pPq6Oj3uRHSvE5OhPAeAi3aTHdfzTlh+LKaxY8fqq6++CjoSACQdBToAAGhW4vG4xo0bp4rKSt1rR3WV7aY8Q6Vvqdi3VOmn/lelSyxPP3Qiqq2r03vvvaf6+vqUZwAAAABasmXLlumDceNkuXH9JBTW8ADuKQCgNbvS9vRnobDaytP06dM1d+5ceZ4XdCwASBoKdAAA0Gz4/vHx5fn5+RpqxXWnHQ86UiCG265utWMqLi7WpEmTuAkFAAAAGsHzPM2cOVOzZ89We+PrRadel1v8Lg0ATaGP5enPQ2F1M56WLFmiSZMmKRaLBR0LAJKCAh0AADQbK1eu1Nq1a9XbuHrciab1iMUH7JgGWa5ycnI0b968oOMAAAAAzVo0GtX48eO1YsUK9TDHS52eKd4KCgDSTWfj68VQWJcaV1u2bNHbb7+turq6oGMBwEWjQAcAAM3Crl27NGvWLLU3vn4UiiqUxuW5JFlGetqJqLvxtHTpUq1fvz7oSAAAAECzVFtbqzfffFPZ2dkaYFz9IhRWR0N5DgCp0MZIL4QiGmrFlZ+fr1F//KMqKyuDjgUAF4UCHQAABK6kpETjx4+X7fv6kRNRBz7skiRlGulHoYjaGGnq1Kn65ptvgo4EAAAANCtVVVV6/fXXtW/fPl1rxfWTUERZaf4wLgCkmmOkp52obrdjKikt1ehRo1RSUhJ0LAC4YBToAAAgUHV1dXrvvXcVDof1uBNRH/YoPEUX4+tZJyzfdfX+++/zFDcAAADQoKysTKNG/VHFxcW6zY7pcScqm/IcAAJhjPSAE9ODdlRHq6o0evRoHThwIOhYAHBBKNABAEBgXNfVBx98oLKyct1lxzTMdoOO1Cz1tzw94kR17NgxjR07VpFIJOhIAAAAQKAKCwv1+ujRqqw8ovvsqB6wYzKU5wAQuFuduB53IqqrrdWf/vQn5eXlBR0JAM4bBToAAAjMnDlzlJubq8FWXPfYsaDjNGs32HHdaMVUWFioyZMny/NYqQ8AAID0VFBQoDdef13VNTX6gRPVnU6c8hwAmpHhtqtnnYjikYjGjBmjHTt2BB0JAM4LBToAAAjEmjVrtGLFCvU0np50onzg1QgPOTENMK6ys7O1aNGioOMAAAAAKbdr1y699eabioTDetqJ6EY7HnQkAMBpXGW7+nEoLBOP6/2xY7Vx48agIwFAo1GgAwCAlNu7d6+mT5+utsbXj0IRZVCeN4ptpGdCEXUxvhYtWqStW7cGHQkAAABIma1bt+q9d9+VF4vpeSfMFlAA0Mxdbnn6WSisDPma/OGHWrlyZdCRAKBRKNABAEBKVVRUaNy4cZLn6Tknok7GDzpSi9LGSD9ywso00uTJH+rgwYNBRwIAAACa3ObNmzVhwgQ5vqcXQmFdYbOlEQC0BP0sT79w6tXO+JoxY4aWLVsWdCQAOCcKdAAAkDKRSETvvfeeamtr9agT0aUWH3pdiO6Wr6ftsOKxuMa+956qq6uDjgQAAAA0mc2bN2vSpEnKlK+fOfXcRwBAC9PD8vWLUFgdjK/Zs2dTogNo9ijQAQBASvi+r48//lhFRUW62Y7pOsYtXpRBtqcH7KiOVlVpwoQJcl3+8wQAAEDrc3J5/oJTrz4WE6wAoCXqYnz9nBIdQAtBgQ4AAFJi+fLl2rJliy4zrh60Y0HHaRVuteMaasW1d+9ezZs3L+g4AAAAQFJt2bKF8hwAWpGulOgAWggKdAAA0OT27t2rT+fMUXvj65lQRJYJOlHrYIz0mBNVd+Ppyy+/1JYtW4KOBAAAACTFli1bNHHixIbyPEx5DgCtxHdL9OXLlwcdCQC+hwIdAAA0qaqqKo3/4APJ9/WsE1E7yvOkyjDSc05EmUb66KOPVFRUFHQkAAAA4KJs2bJFk04pz9nzHABak5NL9FmzZlGiA2h2KNABAECTicfjGjdunGqOHdNDTlSX8MFXk+hm+XrCjigajWrc+++rvr4+6EgAAADABdm+fbsmTZyoEOU5ALRq3y3RV61aFXQkADiBAh0AADSZOXPmaN++fbrGiutGKx50nFZtsO3qDjum0rIyTZkyRb7PiEsAAAC0LHl5eZowfrwcn/IcANJBokRvZ3zN+OQTtqYD0GxQoAMAgCaxceNGrVy5Uj2Np0edqAyj25vcvXZMA4yr7du3a8mSJUHHAQAAABrt4MGDeu+99+S7rn4UCqsv5TkApIWu5vhDUxlG+nDSJO3evTvoSABAgQ4AAJKvrKxM06ZNU5aRngtFFKI8TwnLSE+HIupofC2YP1/79u0LOhIAAABwTqWlpRrz9tuKRiJ62omoP+U5AKSVnpavHzthGc/T+++/r/379wcdCUCao0AHAABJ5bquJk6cqGg0qkftiLoYRomnUlsjPeVE5Pu+Jk6cqHA4HHQkAAAA4Iyqqqr09ltv6VhtrR51IrrKdoOOBAAIwKWWp2ecsGLRqN4ZM0bFxcVBRwKQxijQAQBAUi1cuFAHDhzQcCuuoXz4FYhLLU932jFVVFRoxowZQccBAAAATquurk5vv/2WKo8c0X12VNdz/wAAae1K29PjTkS1dXV6+623dOTIkaAjAUhTFOgAACBp8vLy9MXixepiPD3sRIOOk9butmPqa1xt2LBBmzdvDjoOAAAAcIpoNKp3331XRUXFusWO6Q47HnQkAEAzcK3t6kE7qqMNE0pqa2uDjgQgDVGgAwCApKitrdWHkybJSHrKiSqDfc8DZRnpqdDx/x6mTZumysrKoCMBAAAAkiTf9/Xxxx+roKBAV1txPWjHZLh/AAA0uNWJ63Y7ppLSUn3wwQdyXSaUAEgtCnQAAHDRfN/XtGnTdLSqSvfYUfW1vKAjQVIX4+sRO6JwOKyJEydywwkAAIBmYfHixdq8ebMuNa4ec6KU5wCA77nfjmmIFVdeXp5mzJgh3/eDjgQgjVCgAwCAi7Z+/Xpt27ZNlxlXtzN6sVm5xnI1zIqroKBAixcvDjoOAAAA0ty2bdu0YMECdTK+ngtF5FCeAwBOwxjpCSeq3sbT6tWrtWrVqqAjAUgjFOgAAOCiHD16VLNmzlSWkZ4MRWXxAVizYoz0AyeqTsbX559/rsLCwqAjAQAAIE0dPHhQH344SRlG+rETVlvuHQAAZxEy0vOhiNobXzNnztSuXbuCjgQgTVCgAwCAC+b7vqZPn65wJKIH7Yg6GsZpNUdZRnrUicjzPH388cfyPEbsAwAAILWqqqr03nvvKR6L62k7rB4W9w4AgHPraHw970Rk+77Gjx+vkpKSoCMBSAMU6AAA4IJt3bpVO3bs0ADj6lqL/bWbs4GWp2utuA4cOKDly5cHHQcAAABpJBqNauzYsaqqqtIIO6orbB7oBAA0Xl/L0xNOROFwWO++845qa2uDjgSglXOCDtCSTJ48WXPnzj3x53//93/X1VdffdZztm7dqiVLlig/P1/V1dXq2LGjBg0apIceekg33HBDU0cGAKDJ1NbWasaMGQpJejQUlWH8YrM3wokqP2ZrwYL5Gj58uLp37x50JAAAAKSBGTNm6MCBA7rOiusWOx50HABACzTUdlXuR/VVRYUmTZqkv/mbv5FlsUYUQNPg/10aad++fVqwYEGjj/c8T++8847+8Ic/aOPGjaqsrFQ8HldlZaU2btyoP/zhD3rnnXcYoQoAaLHmzJmjY8eO6V47qi6Mbm8R2hrpYTuqWCyuqVOnyvf57w0AAABNa8OGDVq3bp36GFePODx4CwC4cHfbcV1hudq1a5eWLl0adBwArRgFeiN4nqd3331XruuqU6dOjTpn6tSp+vLLLyVJl19+uf7+7/9e/+///T/9/d//vS6//HJJ0pdffqmpU6c2WW4AAJrK7t27tX79evUxrm5mBUmLMtRydYUVV25urjZs2BB0HAAAALRixcXFmj5tmjKN9EwoKofyHABwEYyRHnci6mh8LZg/X/n5+UFHAtBKUaA3wsKFC5Wfn69+/frpgQceOOfxhw8f1rx58yRJgwYN0n/+53/qrrvu0hVXXKG77rpL//t//28NGjRIkjRv3jwVFxc3aX4AAJIpEolo2tSpsiQ95kRl8SFYi2KM9AMnpgxJs2fNUnV1ddCRAAAA0ApFo1GNHz9e0VhMj9sRdWZqFQAgCdoa6WknIvm+JkyYoJqamqAjAWiFKNDPoby8XNOmTZMk/dVf/ZUc59zbxn/22WdyXVeS9NJLLykjI+OU1zMzM/XSSy9JklzX1fz585OcGgCAprN48WJVVFbqdjumnhYfgrVEHY2vB5yo6urr9emnnwYdBwAAAK3QjBkzVFRUpFvsmK6y3aDjAABakUssT/fbUVVVVWny5MlslQsg6SjQz+H9999XOBzWfffdp2HDhp3zeN/3tXHjRklSv379NHjw4NMeN3jwYPXt21eStGnTJvYgBQC0CCUlJfpy6VJ1Nr7utGNBx8FFuMGKq49xtXHjRkaeAQAAIKlO3vf8Ae4bAABN4NaT9kNfsmRJ0HEAtDIU6GexZs0abdmyRe3bt9eLL77YqHNKS0t15MgRSdLQoUPPemyikK+srFRZWdnFhQUAoIn5vq+ZM2fK9Tw9ZEcVYnR7i5YY5S5J06dPPzE9BwAAALgYZWVlmj5tmrIa9j23uW8AADQBY6QnEvuhL1iggoKCoCMBaEUo0M+gtrZWEyZMkCT92Z/9mTp27Nio8w4dOnTi6379+p312MQK9O+eBwBAc5Sdna3du3frCsvVlYxgbBX6WJ5usGIqKirSqlWrgo4DAACAFs7zPH300UeKxmL6IfueAwCaWJuG/dB939eUKVMUjUaDjgSglTj3ht5pavLkyTp69KiuuuoqjRgxotHnVVRUnPi6W7duZz22e/fupz3vfN/nTDp37izbtiVJlsWzEgCACxeJRDR71izZkh5yuBlpTe51Ytodc/TZggW6+eabG/3QIAAAAPBdK1asUH5+voZacQ3hoVsAQApcYnm61Y5pQ2mpFi5cqGeffTboSABaAQr009i1a5e+/PJL2batv/qrv5IxjZ81FQ6HT3ydlZV11mMzMzNPe15j/OY3vznnMWPGjFG3bt1k27Z69+59XtcHAOBkU6ZM0ZGjR3W3HVMXVpG0Km2NdL8d1cKI0aJFi/R3f/d3QUcCAABAC1RUVKR5c+eqnfH1CA/dAgBS6F47pr2erS+//FIPPPCAhgwZEnQkAC0cy5K/Ix6P67333pPv+3r88cd12WWXndf5J48IcZyzP58QCoVOex4AAM1JYWGh5s6dq87G1+12LOg4aALXWa76GFcrV67Uzp07g44DAACAFsZ1Xb355puKxmL6gR1VW/Y9BwCkUMhITzhRyff11ptvKhKJBB0JQAvHCvTvmDVrlgoLC9W9e3f96Ec/Ou/zMzIyTnwdj8fPemws9m0JcfJ5jTFmzJhzHtO5c2dJx29iysrKzuv6AABIku/7euutt+S6rh5yogrxQVirZIz0AyemCTFbY8aM0b/8y7+c2AYGAAAAOJelS5dqz549GmbFdRWj2wEAAejXMMp9fXGx3n//fT3//PNBRwKQIj169Ej6Z5kU6CcpLCzUnDlzJEm//vWvzzmC/XROPudcY9lPfgrqfN/rXPurf5fneed1PAAAkrRx40bl5ubqSiuuK/kgrFXrY3m60YppS1GRlixZoocffjjoSAAAAGgBSktLNW/ePLUzvh5mdDsAIECJUe7Lly3Tddddp4EDBwYdCUALRYF+kgULFigej6tXr16KRCJavXr19445ePDgia937Niho0ePSpJuuukmZWVlnVJsV1RUnPX9ysvLT3x9voU4AABNra6uTrNnz1ZI0sMOo9vTwX1OTHtijhYtWqgbb7yR308AAABwVr7va8aMGYrH43rKYXQ7ACBYjpEed6KaFMvS9OnT9U//9E9M2ANwQSjQT5IYqV5SUqLXX3/9nMfPnDnzxNdvvvmmsrKydMkll5z4XmFh4VnPP3z48ImvTz4PAIDmYN68eTp27JhG2FF1Mn7QcZACWUZ6yI7q05jRjBkz9Nd//dcyhk9BAQAAcHpff/21du/erYGWq8EWE6sAAMHrZ3m63opr2+HDWr16te69996gIwFogaygA7Q2PXv2VJcuXSRJu3btOuuxide7du2qHj16NHk2AAAaq6CgQKtXr1ZP4+kWOx50HKTQUMvV5cZVTk6OsrOzg44DAACAZioajWrWrFmyJT1sR8VzlwCA5uI+J6osIy2YP181NTVBxwHQArEC/SS//e1v9dvf/vasx0yfPl0zZsyQJP37v/+7rr766lNeN8bolltu0eLFi1VYWKjc3FwNHjz4e9fJzc09sUL95ptvZnUXAKDZcF1XU6dOlSQ96kRl8SMqrRgjPRKK6v1oG82cMUNDhgxRVlZW0LEAAADQzCxdulSVlZW6w46pq8XEKgBA89HWSPfaUS0OS/Pnz9fPfvazoCMBaGFSXqDv3Lnzos63LEtt2rRRu3bt1L179ySlSq7HHntMS5Ysked5Gj9+vH7/+98rIyPjxOvRaFTjx4+XJNm2rccffzyoqAAAfM/y5ctVVFSkG6yY+lle0HEQgK7G1112VCurq7VgwQI9//zzQUcCAABAM1JRUaEvvvhCHYyvO+1Y0HEAAPieG6y4so2jdWvX6s4771T//v2DjgSgBUl5gf773/8+adfKysrS5Zdfrrvvvlt33313s1kd1bdvXz311FOaM2eO8vPz9bvf/U5PP/20evXqpZKSEn366acqKCiQJD355JPq06dPwIkBADiuqKhIn322QG2Nr/sdPghLZ7fZceV4jlauWKFrr732tBN1AAAAkJ5mz56teDyuB52oMphYBQBohiwjPeJE9WEsSzM++UT/+D/+hyyLXY0BNE6LHuEeDoe1a9cu7dq1S7NmzdJ/+2//Tddcc03QsSRJL7zwgqqqqrRs2TIVFBRo9OjR3ztmxIgReuGFF1IfDgCA00hMSInF4nrGiSiLD8LSmmOkJxpuND+cNEn/85//WR06dAg6FgAAAAK2d+9ebd++Xf2NqyGWG3QcoEV7P5qlOv/4zXd9w/dKfaM3Im3U1vj6y4xwcOGAVuASy9PVVlw5Bw5o69atuummm4KOBKCFSPnjNkOHDtWwYcM0bNgwOc6p/X2HDh00YMAADRkyRAMGDFDHjh1PeT0UCmnYsGEaPHiw+vbte8rTQhUVFfrDH/6gHTt2pOTvcS6WZek3v/mN/uVf/kU333yzunTpIsdx1KVLF9188836X//rf+lv//ZveeIJANBszJo1S8XFxbrFjukKm9HtkPpanu63o6qqrtaUKVPkefxzAQAAkM5839f8+fMlSQ84MRkeugUuSp1vVKvj//J0/H9QXsOfE8U6gItznxOTLWnBggVyXR78AtA4xvd9P9VvGg6H9fbbb2v9+vVq06aNnnjiCd17773q2bPn944tKyvTypUrNX/+fNXV1en222/Xb37zG2VlZSkajWrdunWaNm2aysvLJUldu3bVG2+8oVAolOq/VrPluq5KSkqCjgEAaMa2bNmiCRMmqLfx9GIoLCfN79PHR7NU7FvqbTy9lOZP/Pu+ND2eqW88W88884xGjBgRdCQAAAAEZOfOnXrnnXd0lRXXc6Fo0HGAFu+NSBvV6vQ34O3k6+8y60/7GoDz80U8pE1uSC+88ILuvPPOoOMASLJevXrJtu2kXjOQ5c9vvvmm1q9fr969e+vVV1/Vj370o9OW55LUo0cPPf/88xo5cqR69+6tdevW6c0335QkZWRk6N5779XLL7+sfv36SZIqKyu1YsWKlP1dAABo6crLyzX144+VYaSnQ5G0L89xKmOkJ52I2htf8+bO1f79+4OOBAAAgAB4nndi9fm9dizgNAAANN6ddkwhSYsWLlQsxs8wAOeW8gJ9w4YN2rhxo4wx+sd//Ed17969Ued1795d//iP/yhJ2rhxozZs2HDitfbt2+uv//qvT/x527ZtSc0MAEBrFY/HNXHCBIUjET1qR9TVpHwwDVqAtkZ6yonI9TxNmDBB9fWsggAAAEg32dnZOnTokK6x4upucd8AAGg52hnpZjumo1VV+uqrr4KOA6AFSHmBvnz5cknSlVdeqQEDBpzXuQMGDNDgwYNPuU7CkCFD1Lt3b0nSvn37LjIlAADpYcGCBdp/4ICGW3FdbbMPFM6sv+XpLjumiooKTZs2TQHsAgQAAICAuK6rzxYskCXpHoeVewCAluc2O6ZMI32xeLHC4fTerg/AuaW8QE+M/UyMXD9fifNONz708ssvlyTV1NRcYDoAANLH6tWrtXTpUnUznh522L8Q53a3HdOlxtWWLVu0cOHCoOMAAAAgRTZv3qyS0lJdb8XUmalVAIAWqI2RbreiOlZbq5UrVwYdB0Azl/IC/ejRo5J0wftMxOPxU65zsnbt2p1yDAAAOL3169dr+rRpamd8Pe9ElMG+52gEy0jPhCLqYjwtWrRIixcvDjoSAAAAmpjv+1q6dKksSXc4fOYGAGi5brLjyjLSiuXL2QsdwFmlvEBv27atJGnv3r0XdH5eXt4p1zlZNHp89VyHDh0uMB0AAK3f5s2b9dFHHynLSD9zwurG/oU4D+2N9PNQRJ2Mr/nz52vZsmVBRwIAAEAT2rVrl4qKijTMiqsjq88BAC1YppFusGKqOXZMGzduDDoOgGYs5QX6ZZddJkkqLi7W6tWrz+vc1atXq7i4+JTrnKy0tFQSBToAAGeSnZ2tDydNUqZ8veDUqwflOS5AR+Pr56GwOhhfs2fP1qpVq4KOBAAAgCaydOlSScf3jgUAoKW72Y7JlvTll1/K87yg4wBoplJeoN91110nvn7nnXe0du3aRp23bt06vfPOO6e9jnR8JPy+ffskSb169br4oAAAtDI5OTmaMH68HPn6qRNWb8pzXITOxtfPnbDaGV+ffPKJ1q1bF3QkAAAAJNn+/fuVl5engZarntw/AABagfZGusaKq7S0VDt27Ag6DoBmykn1G95///36/PPPtW/fPkWjUY0ePVoLFy7UPffcoyuvvFLdunVTZmamIpGIKioqtHfvXq1atUq7d+8+cY0BAwbo/vvvP+W6mzdvVjgcliQNHTo0lX8lAACavT179mjc++/L8jz9JBRWX4snbHHxulrHS/TJ8Sx9/NFHchxHN998c9CxAAAAkCSJ1ee3s/ocANCK3GbHlO05Wrp0qYYPHx50HADNUMoLdMuy9M///M/6/e9/f2Ic+549e7Rnz55Gnd+zZ0/9z//5P2VZpy6eX7dunbp37y5JuvXWW5MbGgCAFmzv3r167713JdfVj0JhXUp5jiTqbvn6mRPWR/E2mvzhh3IcR9dff33QsQAAAHCRysvLlZ2drT7G1WWGewgAQOvRzfI12Iort6BA33zzjQYOHBh0JADNTMoLdEnq2rWr/u///b8aP368vvrqq0afd9ddd+mll1467R7n//AP/5DEhAAAtHy+72vdunX65JNP5Mfjej4U1gDKczSBXpavF5ywPo5nacL48Xr8iSf04IMPfu+BRwAAALQcq1evlu/7utWJy5ig0wAAkFy32nHleo6++uorCnQA3xNIgS5J7du313//7/9dzz33nJYtW6acnBwdOHBA8Xj8xDG2bat///4aNmyYHnjgAV1yySVBxQUAoEWJRqOaPn26NmzYoDZGeioU1kDKczShPpannzlhzYpnat68efrmm2/0i1/8Qu3atQs6GgAAAM5TLBbTunXr1Nb4uspyg44DAEDSXWI8dTeetm7dqueee07t27cPOhKAZiSwAj2hX79++sUvfnHiz3V1dQqHw8rKylLbtm0DTAYAQMtUUlKiDz74QEVFReprXD0TiqqT8YOOhTTQx/L0Uqhe8+KZysnJ0chXXtFLv/61+vfvH3Q0AAAAnIft27ertrZWd9hx2aw+BwC0QsZIN9hxfRG3tH79ej344INBRwLQjDS7uZpt27ZV165dKc8BALgAW7Zs0asjR6qoqEi32DH9IhShPEdKtTXST5yI7rOjOnLkiEaPGqUVK1bI9/nnEAAAoKVIbLl4nR0/x5EAALRc11hxhXR82xLPY3IjgG81uwIdAACcv1gspunTp2vChAlSLKpnnYgecmKsFkEgjJHudOL6WSisLN/VzJkzNX78eNXX1wcdDQAAAOdQXFys/Px8XW5cdeFhXABAK5ZlpGFWXOXl5crLyws6DoBmpNkV6OFwWEeOHFE4HA46CgAALUJFRYVGjx6tr776Sj2Np1+F6jXEZp9CBK+/5enXoXpdZlxt27ZNr776qgoLC4OOBQAAgLNYvXq1JOlGVp8DANLADQ0/7xLTVwBAagZ7oJeWlmrp0qXKycnRvn37FIvFTrwWCoU0YMAAXX311RoxYoR69eoVYFIAAJqfr7/+WpM//FD14bCus+J62IkqxKpzNCPtjfSzUESr3JDWlJXptdde049//GPdfvvtMoZ/WAEAAJqTeDyujRs3qr3xdYXFQ7kAgNavj+Wpt/H09ddf69ixY2rfvn3QkQA0A4EV6OFwWB9++KGWLl16xj0xY7GY8vLylJeXp08//VQjRozQiy++qDZt2qQ4LQAAzUtlZaU+/fRTbd26VSFJTzgRXcuqczRTlpHuc2LqZ1zNd7P08ccfa+vWrXr22WfVp0+foOMBAACgwa5du1RXV6fb7LgsnnUEAKSJa6y4lriWtm7dqnvuuSfoOACagUBGuFdXV+t3v/udlixZcsby/Lt839fSpUv1r//6r6qqqmrihAAANE+RSETz58/X//k//6mtW7eqn3H1y1A95TlahCtsTy+F6jXQcrV79269/F//pU8++UTHjh0LOhoAAAAkbdy4UdLxIgEAgHQxzI7L6NufgwCQ8hXovu9r5MiROnDgwInvDRw4UPfee68GDx6s7t27KzMzU5FIRBUVFcrNzdXKlSuVn58vSTp06JBeffVV/ed//meqowMAEBjP87Rx40bNmzdX1dU16mh8PeBENdRyxRRstCSdjK+fhiLK9ywtjWdo1apV2rRxox794Q91zz33yHEC32EIAAAgLdXV1WnHjq/Vw3jqaTVuwQsAAK1BOyNdbrn6Zt8+lZWVqUePHkFHAhCwlH9CuWrVKuXm5h5/c8fRX/zFX2jEiBHfOy4rK0udOnXSwIED9eijj2r58uUaO3as4vH4iVL93nvvTXV8AABSLj8/X7NmzdLBgwcVknSvHdWtdpy9ztGiDbI8DQiFtdVz9FVEmj17tlZ/9ZWefe45DRs2jP3RAQAAUiw7O1vxuKtrbFafAwDSzzVWXN94tjZt2qQf/vCHQccBELCUj3BftWrVia/PVJ6fzv3336+//Mu/PO11AABojSoqKjR+/Hi9/vrrOnjwoK614vqbjHrd5VCeo3WwjXSzHdffhOp0sx1TeVmZ3n33XY0ZM0ZFRUVBxwMAAEgribG1w9geCgCQhq60XIUkbdq0qdFbDwNovVJeoO/fv1+S1LNnz0aX5wkPPPCAevbsecp1AABobRL7nP/f//N/TtrnPKwnQlF1MPwCj9anjZEedmL6y1C9Bp20P/r06dPZHx0AACAFjhw5or1796q/cdWRew4AQBrKMNJVVlxlZWWnbEEMID2lfIR7bW2tJGnw4MEXdP7gwYNVWlp64joAALQWJ/Y5nztX1TXsc470083y9RPr2/3Rv/rqK23etIn90QEAAJrY9u3bJUlDWX0OAEhjQ624dniOsrOz1b9//6DjAAhQyj+F7Ny5s8rLyxUKhS7o/MR5nTt3TmIqAACCE41GtXHjRi1ftkwlpaXsc460d+r+6L5mz56tZcuW6f7779cdd9yhNm3aBB0RAACgVcnOzpYkDbbY/xwAkL4GWJ4yJW3btk1PPvmkDCtagLSV8gK9f//+Ki8v16FDhy7o/MLCQknSZZddlsxYAACkXE1NjVatWqWvVq3Ssdpa2ZKut+K624kxqh1pL7E/+tVWXGvckLYdPao5c+Zo4cKFuvPOO3Xfffepa9euQccEAABo8WpqapSfn69Ljat29AQAgDTmGGmQFdfO8nIdPnxY/fr1CzoSgICkvEC/7777tHnzZu3du1cFBQW6/PLLG31uQUGBcnNzT1wHAICWqKSkRMuWLdOGDesVj7tqY3zdZcd1kx3jAyvgO9oY6UEnprvsmLa5jjZFfS1btkwrli/X9TfcoBEjRvBgJQAAwEXYvn27fN/XVYxvBwBAQyxXOxvGuFOgA+kr5QX6bbfdpptuukmbN2/WqFGj9K//+q/q2bPnOc8rKyvTqFGjJEk33nijbr/99qaOCgBA0vi+r7y8PC1btkw5OTmSpC7G061OXNdajGoHziXLSLc7cd3ix7XLs7XBDWnLli3asmWLBg0apBEjRujqq6+WZVlBRwUAAGhREuPbKdABAJAGWq4cHR/j/thjjwUdB0BAUl6gS9Lf/d3f6a233tKGDRv0T//0T3riiSd07733qlevXt87trS0VCtXrtT8+fNVX1+vW2+9Vb/97W8DSA0AwPlzXVdbtmzRsmXLTmxfcqlxdZsd1xWWK7ZSAs6PbaRrbFdXW672+5Y2uCHl5+crPz9fPXv00P0PPKBbb71VGRkZQUcFAABo9urq6pSbm6s+xlVHtpECAEChhjHue4qLVVJSctreCkDrl/IC/fe///23b+44CofDmjFjhmbMmKGOHTuqe/fuysjIUDQaVXl5uaqrq085/tixY3r55ZfP+h7GGP3bv/1bk/0dAAA4l/r6eq1Zs0Yrli/X0aoqGUlDrbhus+PqY3lBxwNaPGOkAcbTACuics9ooxvS12Vlmj59uhbMn6+777lH99xzjzp27Bh0VAAAgGZr165d8jxPg1l9DgDACYMtV3s8Rzt27KBAB9JUygv0nTt3nvG16urqUwrz74rH42c9HwCAoFVUVGjFihVau2aNItGoMiTdasd0sx1XJ1Z0AE2iu+Xrh1ZU9/pRbXZD2lJfq88//1xLly7RLbfcqvvvv199+vQJOiYAAECzk9he6kqLAh0AgISBliuj4z8nH3zwwaDjAAhAICPcAQBoTWKxmHbs2KH169dr165d8n1fHY2vu+yYrrPjymJMO5AS7Yx0rxPTHX5MOzxHG1xHa9eu1dq1a3XFFVfotttu0/XXX6/MzMygowIAAATOdV3t3LlTnYyv7jzsCwDACW2N1M+4+iY/X3V1dWrbtm3QkQCkWMoL9H//939P9VsCAJB0vu/rwIEDWr9+vbZs3qy6+npJx3+5vsmJa4jlyqY4BwIRMtINdlzXW3Ht9Wxtch3t3btXe/fu1SeffKLrr79et912mwYNGiTLsoKOCwAAEIh9+/aprq5ON1pxGe5dAAA4xSDL1SHX1u7du3XjjTcGHQdAiqW8QB82bFiq3xIAgKSpqqrSpk2btH79ehUXF0uSOhhfd9pxXWPF1c1i5QbQXBgjXWm7utJ2VeUb7XBtfR3ztGHDBm3YsEHdunbVrbfdpltvvVXdunULOi4AAEBKJca3X8H+5wAAfM8VlqsVrrRjxw4KdCANMcIdAIBzON2IdkfSMCuu4XZc/Y0nixUbQLPWyfi6y4nrTj+uQt/SdtfRrspKLVy4UAsXLmTEOwAASDs5OTkKSepvvKCjAADQ7PQwx7do3LlzpzzPY4IdkGYo0AEAOA3f93Xw4EGtX79emzdtOmVE+7VOXEMtl73NgRbIGOkS4+kSK6qH/aj2eLa+/s6I9xtuuEG33XabBg4cyA0yAABolY4cOaKioiJdYcXlcF8DAMD3GCMNMnFtravT/v37dfnllwcdCUAKUaADAHCS6upqbdy48Xsj2u+w47qWEe1AqxIy0jW2q2tOGvG+PeZr/fr1Wr9+vbp166Zbb72VEe8AAKDV2b17tyRpoMXqcwAAzmSg5Wmrd/znJgU6kF4o0AEAaS8xon3Dhg3atXOnPN+XLWlow4j2AYxoB1q9k0e8H/Itfe062lVRcWLE+5VXXqnbbrtN1113HSPeAQBAi7dr1y5J0uUW+58DAHAm/S1Xlo7/3PzhD38YdBwAKRRogV5eXq41a9Zo7969KisrU11dnVy3cb+4G2P0pz/9qYkTAgBaK9d1tWfPHm3btk3bs7NPjGjva1wNd1wNteKMaAfSkDHSpcbTpVZUD/lR5TaMeM/Ly1NeXp6mT5+ua6+9Vtdff72GDh2qjIyMoCMDAACcF8/zlLtnjzobT10NE7YAADiTTHN8O8f9+/errq5Obdu2DToSgBQJpECPRqOaNGmSli5dKs9jVBQAIDVOKc23b1ddXZ0kqSMj2gGcRsZpRrx/HfO0efNmbd68WZkZGbqGMh0AALQwBw4cUF19va5i9TkAAOd0ueXqoGsrNzdX119/fdBxAKRIygt0z/P0hz/8QTt37kz1WwMA0pDrusrNzdXWrVu/V5rfYsc11HLV13gyrDYHcBYnj3gv9Y12e452naZMv+GGGzR06FCFQqGgIwMAAJxWYnw7+58DAHBuAy1PK93j+6BToAPpI+UF+hdffHFKeX7ttdfqrrvu0qWXXqr27dvLtu1URwIAtDKU5gCaijFSL+OrlxXTvX6MMh0AALQ4e/bskdHxfV0BAMDZ9Tae2hhfu3ftku/7MnygCKSFlBfoK1euPPH1iy++qCeeeCLVEQAArRClOYBUo0wHAAAtTTgc1r59+9TXuMrk3ggAgHMyRhpgXO06ckTl5eXq0aNH0JEApEDKC/TDhw9Lki699FLKcwDARTlXaT7EctWP0hxACjSqTM/M1DXXXEOZDgAAApOfny/P8zTAZnw7AACNNcBytctzlJubS4EOpIlA9kCXpCuuuCLVbw0AaAXOVJp3oDQH0EycsUyPUqYDAIBg7dmzR9LxIgAAADROf+t4r7Vnzx7dddddAacBkAopL9B79OihgwcPynX5RR0A0DjRaFR79uzR9u3b9fXXX1OaA2gxGlumX3311Ro+fLiGDRumrKysoGMDAIBWas+ePQpJ6mdYgQ4AQGN1Mb46GV95ubnyPE+WZQUdCUATS3mBPnToUB08eFD79+9P9VsDAFqQ+vp65eTkaPv27dq5c6ei0agkxrMDaLnOVqZv2bJFW7ZskePYuuqqIRo+fLiuueYadejQIejYAACglaiurlZRUZEGGlc291EAAJyXAcZVdl2dCgsLdemllwYdB0ATS3mB/sMf/lBffPGF9u/fr927d2vIkCGpjgAAaKaqq6v19ddfKzs7W3m5uXIbtv3oZjxdZbsabLnqTWkOoBX4bple7hvlerb2uI5ycnKUk5MjY4wGDhyo4cOH67rrrlPXrl2Djg0AAFqwvLw8SYxvBwDgQgywXGU37INOgQ60fikv0Pv27asf//jHmj59ul5//XX97ne/U9++fVMdAwDQTJSXl2v79u3Kzs7WvoIC+Q3f72PcE6V5N8s/6zUAoCUzRuphfPWw4rpLcR31jXJdW7merW/y85Wfn6/Zs2frkksu0XXXXafhw4erd+/eMjxNBAAAzkOiQO9PgQ4AwHlL/PzMy8vTgw8+GHAaAE0t5QW6JD3//POyLEvTp0/XP//zP+vhhx/W7bffrksuuURt27YNIhIAIEV839fhw4eVnZ2t7du36/Dhw5IkI+ky42pwQ2ne0VCaA0hPnY2vW524blVcdb6U59na4znad+iQDh06pAULFqhHjx4aPny4hg8frv79+7P/GgAAOKfc3D3Kkq9e3GsBAHDe2hmpu/GUv3evXNeVbdtBRwLQhAIp0CXp2WefVWZmpiZOnKgFCxZowYIF53W+MUZTp05tonQAgGTyPE8FBQXavn27tm/froqKCknHfwhdacU12HJ1heWqLYspAeAUbY10ne3qOttVxJfyveMr0/PLyrR06VItXbpUnTp21LUNY96vuOIKbuIBAMD3VFZWqrz8/8/enUdXVd97H//svc85mSAMAQIBkgBhCAnzPKnMQh2KY9VqrVqHqtXe3j7PfXqHtve2vR2sbW2rbW9tq23Vq+IsM6jIJHOAJBASZsIYhhAynLOH548MakVlSM5Oct6vtVxNyNknH7oWyd77s3/fX5n6mQ5bYgEAcJEyDEcbwmHt27dPvXr18jsOgCbkS4FeWVmpX/7yl8rLy7vo9/A8npYFgObMtm0VFRVpy5Yt2rp1i86cqZAkxclTjlm7yry36SjEzRsAOC9xhjTQcjTQcmR7Ye1xTRW5Ae08c1orVqzQihUrlJiQoJzcXA0ePFjZ2dkKhUJ+xwYAAM3Ah+PbXZ+TAADQcmWYrja4tb9XKdCB1i3qBXo4HNb3v/997dmzJ9rfGgDQxGpqalRYWKi8vDzlb9um6poaSVKS4WmYaauf5SjDcGVRmgPAJQkYUpblKssKy/Wkg56pHa6lompP69at07p16xQMBpWdna0hQ4YoJyeHrZIAAIhhDQW6wf7nAABcrPS6fdCLioo0Y8YMn9MAaEpRL9DffvvthvLcNE1dccUVmjBhgtLT09WmTRv2bwSAFqayslL5+fnKy8tTYWGhIpGIJKm94WpI3X7m3Q2XMYEA0ERMQ+ppuOppuprqRXTEM1TkBlRkuw1bZ1imqX79+2vIkCEaNGiQ2rZt63dsAAAQJZ7naefOnUqUp07sfw4AwEVLMKRUw9XuXbsUiUQUDAb9jgSgiUS9QF+1alXDxw8//LDGjx8f7QgAgEt05swZbd26VXl5eSrasUOOWzsGsLPhqr/lqL9pq7PhUZoDQJQZhtTV8NTVjOgyRVTmGipyLe1wLRUWFqqwsFD/+7//qz59+mjIkCEaPHiwOnTo4HdsAADQhMrKynTy5Ells/85AACXLMN0dMS2tXfvXmVlZfkdB0ATiXqBfujQIUlSVlYW5TkAtCAnT57Uli1blJeXp5KSEnle7cqFboaj/nUrzVNMVjMAQHOSYnoaZ9oaJ1unPUNFTm2ZXlxcrOLiYs2dO1cZGRkaPHiwhg4dqs6dO/sdGQAANLL68e3p7H8OAMAlSzccrVVQO3fupEAHWrGoF+iBQECRSETp6enR/tYAgAt07Ngxbd68WVu2bNHevXslSYaknoajflZtcZ7MCEAAaBHaGZ5GBWyNkq2znrTTtbTdCWjv3r3au3ev3nzzTXXr1k1Dhw7VkCFD1K1bNxksUwMAoMVj/3MAABpPT9OVodrfr7NmzfI7DoAmEvUCPSUlRQcOHGjYIxcA0Hx4nqdDhw5p8+bNysvLa5gaYkrqbTjqb9nqazpKok8BgBYtyZCGWo6GWo6qPam4bsz7rkOHNP/QIc2fP1+dOnVqKNPT09Mp0wEAaIHq9z9PMjx15OFnAAAuWbwhpRqO9uzZwz7oQCsW9QJ96NChOnDggIqLi6P9rQEA5+B5nvbt29dQmh8/flxS7S+Ifqat/qajLNNRPL0JALRK8YaUaznKtRyFvbB21ZXpxcePa8mSJVqyZInat2unIUOHavDgwerTp49M0/Q7NgAAOA/Hjh3T6dOnNZD9zwEAaDQZpqvDtq3du3erX79+fscB0ASiXqBPnz5dixYt0qFDh7R27VqNHj062hEAIObVl+YbNmzQ5k2bdOr0aUlSSNLAutK8t+koxA0WAIgpIUMaYDkaYDmyvbD2uKZ2uAHtLD+l9957T++9957aJCVp8JAhGjFiBGU6AADNXMP4dpPx7QAANJYMw9EHdfugU6ADrVPUC/SuXbvqa1/7mp588kk9+eSTSkxMVG5ubrRjAEBMOnz4sDZs2KANG9br+PEySVKC4WmI6aifaSvTdBWgNAcASAoYUpblKssKy/Wk/Z6p7Y6losoKrVq1SqtWrVK7du00YsQIDR8+XD179mTMOwAAzUz9BMh0w/U5CQAArUePj+yDDqB1inqBfvz4cQ0cOFB33XWXnnnmGf3gBz/QyJEjNXbsWPXs2VOJiYnnfeOtU6dOTZwWAFq+EydOaOPGjdqwfr0OlpZKql1pnmvaGmjZyjRcWfQdAIDPYBpShuEqw3Q1w4tov2eqwLG0vfyUli1bpmXLlqlL584aPmKERowYodTUVL8jAwAQ8zzP086iIrU1PHVg/3MAABpNnCF1Mxzt3btH4XBYoVDI70gAGlnUC/QHH3zwE3+2bt06rVu37oLexzAMvfDCC40VCwBalTNnzmjz5s1av369du/eLUmyVLuneY7pqI/pKEhpDgC4CIZRu4ot3XQ13Ytot2uqwA2o6NgxLViwQAsWLFCPHj0aVqZ36NDB78gAAMSko0ePqvzMGeWw/zkAAI0uw3RV6rjavXu3+vfv73ccAI0s6gV6Y/E8npwFgI+qqqrS1q1btWHDBu3Yvl2u58mQlGk4yrFs9TMdxXPTBADQiKyPjHkPe2EVu5YKXEslBw7owIEDeuP119W7Tx+NHDlSQ4cOVVJSkt+RAQCIGUVFRZLY/xwAgKaQbjpa7dTug06BDrQ+US/QGbsOAI0nEomooKBAGzZsUP62bYrYtiQpzXCUE3A0wLTVhtIcABAFIUMaaDkaaDmq8sIqci3lOwGVlJSopKREL730kgYMGKARI0Zo8ODBiouL8zsyAACtWsP+5yb7nwMA0Nh6GK5MsQ860FpFvUD/7W9/G+1vCQCtiuM42rlzpzZs2KC8zZtVXVMjSepsuBpo2RpoOWrP/nYAAB8lGNIQy9EQy9EZz1ChU7syvaCgQAUFBQoGgxo0aJCGDx+u7OxsBYNBvyMDANCqeJ6nnTt3Ktnw1F5cHwIA0NhCDfug71VNTQ0PiQOtTIsd4Q4Asebw4cNatWqV1q9fr4qKCklSO8PTMMvWQNNWF5ObIgCA5qet4Wl0wNZo2TpRV6bn2642btyojRs3KiE+XsOGD9f48eOVnp7ud1wAAFqFw4cPq6KiQrnsfw4AQJPJMF0ddFzt2rVL2dnZfscB0IhaXYFeXFysgwcPSpIuv/xyn9MAwKWJRCLasmWLVq5c2TB+L9HwNMKyNdB01N1wuRkCAGgxOhqeJgRsjfdsHfUMFbgBFdR4WrVqlVatWqWePXtq4sSJGj58OE/vAwBwCerHybL/OQAATSfddLSqbh90CnSgdWl1Bfry5cu1cOFCGYZBgQ6gxTp+/LhWrVqlNatXq+LsWUlSL8PRcMtWlunIpDQHALRghiGlGp5SzYiu8CLa45na5ARUtH+/nn/+eb36yisaPWaMxo8fr7S0NL/jAgDQ4nxYoLP/OQAATaWH4coS+6ADrVGrK9DreR6jjAG0LI7jKD8/XytXrtT2wkJ5ql1tPtayNdSy1YF9zQEArZBhSL0MV73MsM54EeU5ljaHPS1fvlzLly9X7969NWHCBA0dOpS90gEAOA+u62rnzp1qb7hqx3UkAABNJmhIaYaj/fv2qaqqSgkJCX5HAtBIWm2BDgAtxalTp7R69WqtWrVKp0+fliT1rFtt3s90FGC1OQAgRrQ1PE2sG/Fe4lra5AZUsmuXdu3apVfmztWYsWM1YcIEde7c2e+oAAA0W6WlpaqsrFRfVp8DANDkMkxX+x1Pu3btUk5Ojt9xADQSCnQA8IHrutqxY4dWrlypbVu3yvU8xUkaaUU0zLTVyWSVAAAgdpmG1Ndy1NdydMozlOcEtLnqrJYtW6Zly5apf//+mjhxonJzc2VZlt9xAQBoVtj/HACA6MkwHa2o2wedAh1oPSjQASCKzpw5ozVr1mjVqlUqKyuTJHUzHA0P2Mo2HQVZbQ4AwMe0NzxdHohoohdRkWtpkxPQjh07tGPHDiUnJ2vcuHEaP368OnTo4HdUAACaBQp0AACiJ81wFZBUVFTkdxQAjYgCHQCi4ODBg1qyZIk2b9okx3UVlDTUjGiYZasrq80BAPhcliFlW46yLUdlrqFNbkBbz5zWwoULtWjRIuXk5Gjq1Knq06eP31EBAPCN4zgq3rlTKYarNjygDQBAkwsYUg/D0d4DB3T27FklJSX5HQlAI6BAB4AmVFpaqvnz5ysvL0+S1NlwNTxgK8e0FcfNDAAALkqK6WmaGdHlXkTb61alb9u2Tdu2bVP//v01e/Zs9erVy++YAABE3YEDB1RdU6OBrD4HACBqMkxHexxLxcXFGjJkiN9xADQCCnQAaAKHDh3S/PnztXnzZklSd8PRpEBEmYYrg+IcAIBGETSkQZajQZajg66p9+1gw3j3AQMGaPbs2crMzPQ7JgAAUbNjxw5JUqbp+pwEAIDYkWG6klM7xp0CHWgdKNABoBEdPnxYCxYs0KaNG+VJSqsrzntRnAMA0KS6m66+FKrRgboiffv27dq+fbsGDhyoWbNmKSMjw++IAAA0ufr9z3uyAh0AgKjpZrgKiX3QgdaEAh0AGsGRI0e0YMECbdywQZ6kboajSVZEvU2KcwAAoqmH6eqWjxTpBQUFKigoUE5OjmbNmqX09HS/IwIA0CQikYh2lZQo1XCVyHUoAABRYxpSuumo+MgRnT59Wu3atfM7EoBLRIEOAJfg6NGjWrBggTZs2CDP89S1rjjvQ3EOAICv6ov0/XVFen5+vvLz85Wbm6tZs2apZ8+efkcEAKBR7dmzRxHbVobF6nMAAKItw3BULEtFRUUaNWqU33EAXCIKdAC4CMeOHdPChQu1bt06eZ6nVMPVpEBEWaZDcQ4AQDPS03R1a6hGe+uK9G3btmnbtm0aPHiwZs2ape7du/sdEQCARlE/NjbDoEAHACDaMk2nYR90CnSg5aNAB4ALUF5erjfffFPr1q6V63nqUlec96U4BwCgWcswXaUHa7TXqy3St2zZoi1btmjIkCG65ppr1LlzZ78jAgBwSXbs2CFTUrrp+h0FAICY09nwlGh4Kioqkud5MrhZDLRoFOgAcB48z9O6dev0yty5qqyqUue64rwfxTkAAC2GYUiZhquMYI321BXpeXl5Kiwo0FVXX63LLrtMpmn6HRMAgAtWVVWlfXv3Ks1wFOIaFQCAqDOM2ikwhSdP6vjx4zykDbRwFOgA8DlOnjypF198Ufn5+QoZ0pWBsIaaNsU5AAAtlGFIvQxXmcEabXctLbI9vfLKK9q0aZNuvfVWpaam+h0RAIALUlxcLNfzlMn+5wAA+CbTdFToBrRjxw4KdKCFY3kFAHwKz/O0atUq/fePfqT8/Hz1Nhx9LVilYRblOQAArYFhSNlW7e/3gaat3bt36yc//rEWL14sx6GAAAC0HPX7n2cyvh0AAN/U/x7esWOHz0kAXCpWoAPAOZSVlen5559XUVGR4g3pC4EaDWJcOwAArVKiIV0bDGug42iBE9Kbb76pzZs367bbblNaWprf8QAA+Fw7duxQUFKaQYEOAIBf2hue2huudu7cKdd12SIMaMFaXYF+11136a677vI7BoAWynVdrVixQm+88YbC4bD6mrauDITVhuIcAIBWr6/lqKdZpaV2SFv279fPfvpTzZg5UzNmzJBlWX7HAwDgnE6fPq3Dhw+rt+nI4toVAABfZRqONldW6sCBA0pPT/c7DoCL1GwK9HA4rD179ujMmTOqqqpSQkKC2rZtq8zMTIVCIb/jAYgBx44d03PPPaeSkhIlGJ6uDYSVzapzAABiSrwhfSEYVrZra74dp/nz52tLXp5uve029ezZ0+94AAB8Qv2Y2F4G248AAOC3TNPVZrf29zMFOtBy+Vqg16/0XLx4sYqLi+W6nxwzZZqmsrKyNGPGDE2YMIGRFwAaned5evfdd/XWW28qErGVbdqaHggrieIcAICY1dt0dU+wSu/YQW0qLdXPH3tM06ZP16xZs1iNDgBoVhoKdJMCHQAAv2XU/T7esWOHpk+f7nMaABfLtwL98OHD+tWvfqVdu3Z95utc11VRUZGKioo0b948PfLII+ratWuUUgJo7Wzb1gsvvKC1a9cqyfB0dSCs/hY3HQAAgBRnSFcGI8p2Hc2z47Ro0SLt379fX/3qVxUfH+93PAAA5HmeduzYoTaGp06G53ccAABiXqIhdTUclZSUKBwOM2EZaKF8Wc599OhRffe73/1EeR4XF6e0tDT17t1baWlpiouL+9jXd+3ape9+97s6evRoNOMCaKUqKyv15JNPau3atepuOLonWEV5DgAAPiHDdHV3sEpZpq3CwkL96pe/1KlTp/yOBQCADh8+rPLycmUabD8GAEBz0ct05Ti1JTqAlsmXFei/+MUvGm44maapqVOnaurUqcrMzJTxkbN9z/O0d+9eLV26VEuWLJHrujp16pR+8Ytf6L//+7/9iA6glSgrK9PvnnpKR44eVbZp66pAWAFuNgAAgE8RMqTrA2EtcTxtKC3Vz3/+c91///3q3r2739EAADFs+/btkqRMxrcDANBs9DIdrXaC2rFjh7Kzs/2OA+AiRH0F+po1axpWnicnJ+sHP/iB7rnnHvXq1etj5bkkGYahzMxM3X333frhD3+o5ORkSbUr0T/44INoRwfQSuzZs0c/f+wxHTl6VOOsiK6lPAcAAOfBNKQZgYimWWGdPn1av/zFL1RQUOB3LABADGP/cwAAmp/uhquAPnzQDUDLE/UCfe3atQ0fP/zww+rTp895Hde7d289/PDDDZ+vWbOm0bMBaP02b96sJ554QmfPntWsQI2uCEQYcwcAAC7IqICt6wM1csJh/eH3v9eKFSv8jgQAiEGRSETFO3eqs+GqDde1AAA0GwFDSjcclZaWqry83O84AC5C1Av0nTt3SpLS09M1ePDgCzp28ODBysjIkCQVFxc3ejYArZfneVq2bJn+/Kc/yXRs3RSs1lD2OwcAABepn+Xoy8FqJcjViy++qNdee02u6/odCwAQQ3bv3q1wJMLqcwAAmqH638+sQgdapqgX6KdPn5Yk9erV66KOz8zM/Nj7AMDncV1XL730kl577TW1NTzdHqhSb5Mb3AAA4NJ0M119JVitToZb+6Den/+scDjsdywAQIyovyHfmwIdAIBmpzcFOtCiRb1Ar+d5nl/fGkAMcV1Xzz//vFasWKGuhqs7gtXqYvLzBwAANI52hqfbg9XKNBzl5eXp6aeflm3bfscCAMSAwsJCBST1MHhAHACA5ibF8NTW8LR9+3amlQEtUNQL9Hbt2kmS9uzZc1HH1x9X/z4A8Gk8z9Mrr7yiDz74QGmGo1uD1WprUJ4DAIDGFW9INwVrlGXaKiws1LPPPivHYTUgAKDplJeX6+DBg+ppOAqy/zkAAM2OYUi9DEcVFRUqLS31Ow6ACxT1Aj0rK0uStG/fPm3btu2Cjs3Pz9fevXslSX369Gn0bABal7feekvLly9XquHqpmCN4ripAAAAmohlSHMCYWUajjZv3qznn3+eVQYAgCazY8cOSYxvBwCgOavfB72wsNDnJAAuVNQL9DFjxjR8/MQTTzQU4p9n3759euKJJxo+Hzt2bKNnA9B6LFq0SIsXL1aK4ermYLUSKM8BAEATCxjS9cEadTccrV27VnPnzmXrKgBAk6i/EZ9JgQ4AQLOVSYEOtFhRL9DHjh2rzMxMSdLp06f1ne98R88884z27dt3ztfv27dPzz77rP7f//t/OnXqlCSpV69eFOgAPtV7772nt956S+0NT7cEa5REeQ4AAKIkVDfOPdVw9f777+vNN9+kRAcANCrXdbW9sFBtDU+d2aYMAIBmK9GQ0gxHu3ftUnV1td9xAFyAgB/f9NFHH9V//Md/qLy8XLZta968eZo3b57i4+PVqVMnxcXFqaamRmVlZaqqqvrYscnJyXr00Uf9iA2gBVizZo3mzp2rNoanW9jzHAAA+CDekL4UrNbfIvFasmSJ4uLiNHPmTL9jAQBaiQMHDqji7FkNMR0ZPDAOAECz1tt0Veq42rlzpwYNGuR3HADnKeor0CWpW7du+u53v6v09PSP/Xl1dbUOHDigkpISHThw4BPleUZGhr73ve+pa9eu0YwLoIXYtGmTnn/+eSUYnm4JVKs95TkAAPBJoiHdEqxRe8PT22+/rXfffdfvSACAVqJ+DCz7nwMA0Pz1Zow70CL5sgJdknr06KH//u//1vvvv68lS5Zo165dcl33E68zTVO9e/fW9OnTNXHiRAUCvkUG0IwVFhbq2WeeUUievhSoVieT8hwAAPirbd1EnL9F4vXKK68oMTFRo0eP9jsWAKCFKywslCH2PwcAoCXoZriKl6eCggJ5nieD8TFAi+BrGx0IBDR58mRNnjxZ1dXV2rt3r8rLy1VdXa34+HglJycrIyND8fHxfsYE0Mzt3btXTz/9Rxmuq5uC1epKeQ4AAJqJ9kbtw31/sxP03N//rqSkJOXk5PgdCwDQQlVWVmrP7t3qbjiK5/47AADNnmlIvUxHhSdO6OjRo0pNTfU7EoDz0GyWc8fHx6t///5+xwDQwhw5ckS/e+opRcIR3RCoVg/zk5MsAAAA/NTJ9HRjoFrPR+L1pz89rYceeli9evXyOxYAoAUqKiqS63nqbbH6HACAlqK36ajQDaigoIACHWghfNkDHQAaw6lTp/Tkb3+rs5WVmh2oUZZFeQ4AAJqn7qarOcFqORFbv//d73To0CG/IwEAWqCCggJJUh/GtwMA0GKwDzrQ8lCgA2iRzp49qyeffFInT53SZCuswTx9DwAAmrk+pqsvBGpUWVWlp558UidOnPA7EgCgBfG82v1TkwxPqQZblwEA0FK0MaSuhqvi4p2qqanxOw6A89AsRrhv2bJF27Zt0549e1ReXq6qqiolJCSobdu26tWrl3JzczV48GC/YwJoJsLhsP7whz/o8OHDGm1FNDZg+x0JAADgvORajiq9sJaePq2nnnxSjzz6qNq0aeN3LABAC3Dw4EGVl5drsOnIYP9zAABalN6mo8O2qZ07dyo3N9fvOAA+h68F+qpVq/T888/r6NGjn/qaLVu26PXXX1fnzp11yy23aMKECVFMCKC5cRxHf/7zn7V7927lmramWBG/IwEAAFyQ0QFbZ2VozdGj+v3vf6+HHnpIcXFxfscCADRzjG8HAKDl6mM6WuUEVVBQQIEOtAC+jHB3XVe//e1v9atf/eozy/OPOnbsmJ544gn95je/keuyzzEQixzH0bPPPqv8/Hz1MR3NDoR56h4AALRIV1gRDTZt7d27V7///e8Z4wcA+Fz5+fkyJGVSoAMA0OKkGa4SDE8F+fnyPLZiAZo7X1ag//GPf9Ty5cs/DBEIaNiwYerXr586deqk+Ph4VVdXq6ysTEVFRdq0aZMikdpVpu+//76CwaDuu+8+P6ID8Ilt23rmmWeUl5enDMPRnECNLMpzAADQQhmGNCsQVsSWCouL9bvf/U733Xef4uPj/Y4GAGiGKisrtWfPHvUwHMVzLQwAQItjGlIvw1HByZM6fPiwunXr5nckAJ8h6gV6QUGBli5d2vD5pEmTdMcddyg5OflTjzlz5oyeffbZhtJ92bJlmjRpkgYOHNjkeQH4LxKJ6M9//rO2bdumTMPRDcEaBblhAAAAWjjTkK4JhGXYUkFJiZ566indf//9SkhI8DsaAKCZKSwslOd56mOx+hwAgJaqj+mowA2ooKCAAh1o5qI+wn3JkiUNH8+cOVMPPfTQZ5bnktS2bVs9+OCDmjlz5jnfB0DrFYlE9PTTT2vbtm3qbTi6kfIcAAC0IqYhXR0IK9e0tXv3bj3529+qsrLS71gAgGYmPz9fkpTF+HYAAFqs3qYjQx/+XgfQfEW9QN+xY4ckKSkpSbfffvsFHXv77bcrKSnpY+8DoPUKh8P6n//5HxUUFCjLdHR9sEYBynMAANDKmIb0hUC4dk/0ffv029/+VmfPnvU7FgCgmXAcRwUFBWpneOpksGcqAAAtVaIhdTcc7Sop4cFpoJmLeoF+6tQpSVJOTo6CweAFHRsMBpWTk/Ox9wHQOoXDYf3hD3/Q9u3b1de0dV2A8hxA0/pjOF5P1CToiZoEHfVqf+Ac9Qw9UZOgP4bZkxhA0zINaXYgrGFmRPv379dvfvMbVVRU+B0LANAM7NmzR5WVlcoybBlcFwMA0KJlmY5cz1NhYaHfUQB8hqgX6PUryNu2bXtRx9cfV/8+AFqfmpoa/e53v1NRUZH6m7bmBMKyuEkAoIlVeobOqvY/V7U/dNy6zys9fggBaHqGIc0MRDTcjOjgwYP69a9/rTNnzvgdCwDgs/oxr+x/DgBAy9enbjsWxrgDzVvUC/Ru3bpJksrKyi7q+Prjunbt2miZADQfJ0+e1BNPPKHi4mJlm7aupTwHAAAxxDCkGYGIRlkRHTp0SL94/HEdOnTI71gAAB/l5+crKCnDcP2OAgAALlFnw1Oy4amgoECuy+92oLmKeoE+btw4SbUn/+Xl5Rd07OnTpxueyql/HwCtx65du/TYz36m/fv3a5gZ0TWU5wAAIAYZhjTVimiiFdbxsjI9/vjj2rZtm9+xAAA+KCsr06FDh5Rp2mxrBgBAK2AYUpZhq7KyUrt37/Y7DoBPEfUCffLkyUpLS1MkEtFvfvMb2bZ9XsfZtq0nn3xSkUhEaWlpmjx5chMnBRBNq1ev1q9//WudrajQzEBYVwYjMrk5AAAAYpRhSJMCtuYEauTW1Oh//vAHLV68WJ7n+R0NABBF9Q9Q9TUZ3w4AQGuRVbctCw9KA81X1Av0uLg4ffvb31aXLl2Ul5enf/u3f1NBQcFnHlNQUKB///d/1+bNm9WlSxd9+9vfVnx8fJQSA2hKjuNo7ty5ev755xVyHX0pWK3h1vk9WAMAANDaDbAc3R6sUlvD05tvvqlnn31W4XDY71gAgCipv7GeRYEOAECrkWG4CknatnWr31EAfIpAU7zpyy+//LmvGTlypBYtWqTdu3fr+9//vlJSUtS3b1916tRJcXFxqqmp0fHjx1VcXKzjx4/Xhg0ENHLkSK1atUqSdMMNNzRFfABRcvbsWf35z39WUVGROhuubgjWqL3BqioAAICPSjU93Rms0quROG3YsEFHjx7VPffcow4dOvgdDQDQhKqqqlS8c6fSDEdJTGgDAKDVCBhSL9PWjqNHdfToUXXp0sXvSAD+QZMU6C+99NIFH1NWVqaysrLPfI1t25o3b17D5xToQMt16NAh/c8f/qDjZWXqZ9q6OhBWiBsCAAAA55RkSLcEa7TIDmrz/v167Gc/0z1f+5p69erldzQAQBMpLCyU47oNY14BAEDrkWU62uEGtG3bNk2ZMsXvOAD+QdRHuAPA1q1b9fjjj+t4WZkmWhFdR3kOAADwuSxDujIQ0YxAWBUVFXriiSe0Zs0av2MBAJoI+58DANB6ZZmODLEPOtBcNckKdFaGAziXSCSit99+W+8sW6aApDmBGg3gSXoAAIDzZhjSCMtWJ8PVq3a8nnvuOZWUlOi6665TQkKC3/EAAI3EcRwV5OerneGpM1udAQDQ6iQaUnfD0a6SEp09e1ZJSUl+RwLwEU1SoN94441N8bYAWrD9+/frr3/9qw4fPqyOhqsvBmqUanITAAAA4GJkmK6+EqzS65GQPvjgA+0sKtJtX/6y+vbt63c0AEAjKCkpUWVVlUZatgwmtgEA0Cr1NR0dcCzl5+dr9OjRfscB8BFNUqADQD3HcbR06VLNnzdPjutqpBXRFVZEQW4AAAAAXJIOhqfbgzVa7QS04uRJ/ebXv9YVkyfrqquuUjAY9DseAOASbN26VRLj24FY8KMf/eicf/7D7/y/KCcBEG19TUfvOLW/9ynQgeaFAh1Akzl69Kj+9te/as/evWpreLoqWKNM0/U7FgAAQKthGdLEgK0+pqs37ZDeeecdFRYU6PY77lDPnj39jgcAuAie52nr1q2KNzz1NLiGBgCgtUoxPaUYrgoLCxWJRHgQGmhGKNABNDrP87RixQq9/tprCkciyjVtTQ+EFc+qcwAAgCbRzXT11WC13nOCWnfkiH7+859r1qxZmjZtmizL8jseAOAClJaW6sSJE8oxHVlcRwOt3ne+851z/jm7IQOxoa/paE04rKKiIuXk5PgdB0Ad0+8AAFqXU6dO6amnntJLL70kyw5rTqBGVwcpzwEAAJpa0JCmBSK6NVitNp6jt99+W7/8xS905MgRv6MBAC7Ali1bJEn9GN8OAECrV//7vn77FgDNg+8r0EtKSlRcXKyjR4+qqqpKtm2f13GGYeiBBx5o4nQALsSGDRv00osvqrKqSlmmo1mBGrWhOAcAAIiqDNPV3cEqLbFD2rpvn37605/o2mu/qIkTJ8o0eYYaAJq7rVu3ypLUiwIdAIBWL81wlWR42rp1i2666Sau2YBmwrcCfdWqVXrhhRcuaTUEBTrQPJw4cUKvvPKKtmzZopCk2YEaDTYdGZTnAAAAvog3pKuCYfV1HM23Pb388svavHmzbrzxRnXr1s3veACAT3HixAkdOHBAfUxHcVxTAwDQ6hmG1NewtflMhfbs2aPevXv7HQmAfCrQ//73v+uNN97w41sDaES2beudd97RwgULFI5ElGE4mhUMq4Ph+R0NAAAAkvpbjnqYVVpoh7SjuFg/+clPNGXKFM2cOVNxcXF+xwMA/IMPx7ef34RGAADQ8vUzHW12g9qyZQsFOtBMRL1A37x588fK8zZt2mjYsGFKT09XmzZtfB1PUVlZqU2bNqmkpEQlJSU6ceKEysvLFQ6HlZSUpB49emjYsGGaMmWK2rZt+7nvt2PHDi1cuFDbt2/X6dOnlZiYqMzMTF1++eWaOHFiFP5GQNMpKirSSy+9pCNHjijJ8HRlIKyBrDoHAABodpIM6bpgWCWOrUVOnJYsWaL169fr+uuv1+DBg2VwAgcAzUZ9gd6X8e0AAMSMDNNVSNKWLXm69tpruUYDmoGoF+gLFixo+HjcuHG6//77FR8fH+0Y51RcXKxf/epX5/xaeXm5CgoKVFBQoDfeeEMPP/ywhg4d+qnv9eKLL2ru3LnyvA9X4p4+fVp5eXnKy8vTihUr9E//9E8KhUKN/dcAmlR5eblee+01rV+/XoakkVZEk6yI4vmdDgAA0Kz1sVzdY1ZpjRPU6lOn9PTTT2vgwIG64YYb1KlTJ7/jAUDMq6ioUElJiXoYjpK4xgYAIGYEDKmPaavweJkOHTqktLQ0vyMBMS/qBXpJSYkkqX379nrwwQcVDAajHeEzpaSkKCcnR71791anTp3Uvn17eZ6nsrIyrVmzRmvXrtWZM2f005/+VD/60Y+UmZn5ifdYvHixXn75ZUlSamqq5syZo/T0dJ08eVLz5s1Tfn6+Nm7cqKeeekqPPPJIlP+GwMVxXVcrVqzQW2++qeqaGqUZjmYGwupqMq4dAACgpQga0qRARDmmrUV2SAUFBfrRj36kGTNmaOrUqc3u+gwAYsm2bdvkeZ76W6w+BwAg1vQzHRW6AW3ZsoUCHWgGol6gV1VVSZJycnKa3c2Z3NxcPfXUU5/69fHjx2vt2rV67LHHZNu2Xn75Zf3zP//zx15TUVGhv//975KkTp066Yc//KGSk5Mbvj5ixAj97Gc/04YNG7Ry5UpNmzZNOTk5TfMXAhrJnj179OKLL+rAgQOKN6RZgRoNYVw7AABAi9XR9HRzsEY7XEtLHE/z5s3TunXrdMMNNyg7O9vveAAQkxrGt1OgAwAQc/qYjizVng9ceeWVfscBYl7UNxxPSUmRJMXFxUX7W3+u89l/ffTo0Q1P/xQWFn7i60uXLlVlZaUk6bbbbvtYeV7/Pe65556G7/XR/eCB5ubs2bN64YUX9IvHH9eBAwc02LR1X7BSQy3KcwAAgJbOMKQBlqOvBas02oro+LFjeuqpp/SnP/1Jp06d8jseAMSUmpoabd++XV0MVx0MJr0BABBr4gwp03R04MABlZWV+R0HiHlRL9AzMjIkSYcPH472t240CQkJkqRIJPKJr61bt67hNWPGjDnn8SkpKRo0aJCk2vFc9avygeaiflz7D37wA61atUqdDVe3B6v1hWBYiRTnAAAArUqcIU0NRHRXsEo9DEebN2/WD3/wAy1evPic1zwAgMZXUFAg27bVz7T9jgIAAHzSv+48oH4qDQD/RL1AnzlzpiRpx44dOn78eLS//SUrLS3Vnj17JEndu3f/2Nds21ZxcbEkqV+/fgoEPn1C/sCBAyXVlvD1+8IDzUFRUZF+8pOf6MUXX5RdeVZTrbC+GqxWD9P1OxoAAACaUBfT05eDNfpCoEZWpEZvvvmmfvTDHyovL0+ex2pIAGhK9TfK+5uMbwcAIFb1NR0ZokAHmoOo74Gek5OjESNGaMOGDfrNb36jf/3Xf212e6H/o5qaGp04cUIbNmzQ66+/LsepvZiZPXv2x15XWloq160tGf+xXP9HH/36wYMHlZube0GZzmeER/v27WVZlqTzG0+P2Hb8+HG9+uqrysvLkyQNNW1dFggriRXnAAAAMcMwpMGWo35mlVY5Qa07cUJPP/20+vbtqxtuuOFzr3MAABfOtm3lb9um9oarzoxvBwAgZiUaUk/D0a5du3T27Fm1bdvW70hAzIp6gS5Jjz76qH7+859r8+bN+pd/+RfdeuutGjZsWLMqed999109+eSTn/r1L37xi5o4ceLH/uzEiRMNH3fs2PEz379+L3jp/Mrwf/TAAw987mueeuoppaSkyLIsde3a9YK/B2JDVVWVXnnlFb355puybVs9DUfTAmF1NbloBwAAiFXxhjQlENFQ09YyJ6idO3fqxz/+saZPn66bb75Z7dq18zsiALQamzZtUnVNjYZYjgweYgcAIKb1Mx3tcyzt3btX06ZN8zsOELN8KdBDoZD+5V/+RXPnztVLL72kn/70pwqFQkpLS1NiYuJ5vYdhGPqP//iPJk76SZmZmbr33nuVlZX1ia99dC/z+Pj4z3yfuLi4ho+rq6sbLyBwnlzX1bvvvqvn/v53nTp9Wu0MT1MCYfU3uWAHAABArY6mpxvMsHa7tpbYIS1atEgr3n9fN918s6688srP3LYKAHB+PvjgA0m1N8wBAEBs62c5WuJIa9eupUAHfOTb3Y7XX39d8+fPb/g8HA437C3eHIwaNUqPPfaYpNpsR44c0erVq7V27Vr96le/0p133qkRI0Z87JhIJNLw8efdSPro2PpwOHzB+Z566qnPfU379u0lSY7j6NixYxf8PdB6lZSU6OWXX9b+/fsVlHSZFdZoy1aQ4hwAAADn0Mt0dXewWpvcgN6vlv7yl79o3rx5uv7665WTk+N3PABosVzX1Qdr1ijJ8NTdcP2OAwAAfNbO8NTVcJSXl6fdu3crISHB70hAs9e5c+eGLa0biy8F+u9+9zu98847fnzr85aUlKSkpKSGz7OysjRhwgQtX75cv/3tb/XTn/5UDzzwgK644oqG13y0FLdt+zPf/6NleygUuuB8Hx0Bfz7q92ZHbDtx4oTeeOMNbdy4UZKUa9q6IhBRW/ZYAwAAwOcwDWmEZWugaet9J6iNR4/qqaee0sCBAzVnzhylpqb6HREAWpySkhKdqajQMNNmGhwAAJBUO5XmsOMoPz9fw4cP9zsOEJOiXqCvWLHiY+V5Wlqaxo0bp/T0dCUlJTX6EwKN7bLLLtOGDRu0evVqPf300xo5cqTatGkjSR97EujzxrLX1NQ0fPx5496BSxUOh7V06VItWbJYkYitNMPRtEBE3U0erAAAAMCFSTCkGYGIhpu1Y90LCgq0fft2XXbZZZo1axYrJADgAmzZskVS7bhWAAAASepvOlru1J4nUKAD/oh6gb506dKGj7/whS/oy1/+skzTjHaMSzJq1CitXr1aNTU12rx5syZOnChJ6tixY8NrTpw48ZnvUVZW1vDxha4mB86X53nasmWLXn3lFZ04eVJtDE9XBsLKYZ9zAAAAXKJOpqebgzUqdk0tdUJ69913tX79el199dUaM2ZMi7vOA4Bo8zxPW/LyFCdPGYxvBwAAdVIMTx0NV/n5+YpEIh+bfgwgOqJeoO/evVuS1KVLlxZZnktScnJyw8cf3Vs8LS1NpmnKdV0dPHjwM9/jo1/v3r1744dEzDt06JDmzp2roqIiWZLGWRGNtyIKUZwDAACgkRiG1Ndy1dus1jonoJUVFXr++ee1cuVK3XjjjcrIyPA7IgA0W6WlpSo7cUI5piOLa3UAAFDHMGrHuK+pqVFRUZFycnL8jgTEnKi3145TO5JqwIABLbI8lz6+uvyj49cDgYCysrIkSUVFRZ+5D3pBQYGk2n3T+/Tp00RJEYuqqqr0yiuv6Cc/+YmKioqUZTq6J1SlKwKU5wAAAGgaliGNDdi6N1SlHNPWvn379POf/1x///vfVV5e7nc8AGiW8vLyJNXeIAcAAPio+vOD+u1eAERX1BvsDh06SFKz3+v8s6xevbrh4/T09I99bdSoUZJqS8wPPvjgnMeXlZVp69atkqTc3Fz2CESjcF1Xa9as0X/913/p3XffVTvP1o2Bat0YrFFHw/M7HgAAAGJAW8PTNcGwbg9WK9Vw9cEHH+gH//VfeueddxoepgYA1Nq6ZYsCknpToAMAgH+QZrhqY3jaumWLXJetXoBoi3qB3q9fP0nSgQMHov2tP9e7776rcDj8ma956623tGnTJkm1Y+izs7M/9vWpU6cqMTFRkvTcc8/pzJkzH/u667r64x//2PAD75prrmms+Ihhe/fu1S8ef1zPPfecwhUVmmyFdU+wWlkWv1gBAAAQfT1MV3cGq3VloEZGuFqvvvqqfvzjH2vHjh1+RwOAZqGsrEwHS0uVadpMiwMAAJ9gGFJfw1bF2bPas2eP33GAmBP1PdCnTZum999/XyUlJdq3b98nVnD76aWXXtKzzz6rMWPGaMCAAUpNTVV8fLyqq6u1b98+vf/++w03fAKBgO69995PjKFv06aNbrvtNv3P//yPjh07pu985zu67rrrlJ6erpMnT+rtt99Wfn6+JGnChAnsXYFLUl5erjfffLNh2kGOaWtyIKK2rDgHAACAz0xDGmY5GmBW6X0nqI1Hjui3v/2tBg8erDlz5iglJcXviADgm/rJhIxvBwAAn6av5WiTG9TWrVvVu3dvv+MAMSXqBfqAAQM0a9YszZ8/X7/61a/03e9+V8nJydGO8akqKiq0dOlSLV269FNfk5KSogceeECDBw8+59enT5+ukydPau7cuTpy5IieeuqpT7xm2LBheuCBBxotN2KL67pauXKl3nzjDVXX1CjVcDUjEFYPkxXnAAAAaF4SDGlGIKKhpq3FdkhbtmxRQUGBZs6cqWnTprXo7b0A4GJt27ZNkpRFgQ4AAD5FhuEqpNoH76699lq/4wAxJeoFuiTdcccdCoVCev311/Wtb31L1113ncaMGaOOHTv6EafBv/7rv2rjxo3avn27jhw5olOnTqmiokKhUEjJycnKzMzUiBEjNG7cOMXFxX3me910000aMmSIFi5cqMLCQp0+fVpJSUnKyMjQFVdcoYkTJ0bpb4XW5tixY3r++edVXFysBEO6MlCjIaYjk5FvAAAAaMa6mJ5uDdZou2tpqePp7bff1ubNm3XbbbepR48efscDgKiprKxU8c6d6m44SuJaHgAAfIqAIfU2bW0/elRHjhxRamqq35GAmGF4nhfVWc8PPfRQw8cnTpyQ43z4pG1iYqISExNlGJ9/9WAYhn796183ScbWxnEcHTlyxO8YuESu6+q9997TW2+9qUjE1gDT1oxAmIttAGgkT9Qk6KzO/UM1SZ6+EVcV5UQA0HrVeNI7dlCb3KBM09T06dM1Y8YMBYNBv6MBQJNbt26d/vrXv+oKK6xxAdvvOAB8xHUogM+zzbH0ph2na665RtOmTfM7DtAspaamNvp0u6ivQD927Ninfq2yslKVlZVRTAO0DEeOHNHf//537dmzR4mGp6sCYQ2wGPMGAACAlinOkK4MRjTAdTTfjtPChQuVl5en2267TRkZGX7HA4Amxf7nAADgfPUxHRmqPX+gQAeix5cR7gDOj+M4WrZsmebPmyfbcZRj2poWCCuRVecAAABoBTJNV3cHq/SeE9T6w4f1+OOPa8qUKZo1a5ZCoZDf8QCg0TmOo+2FhepguEoxozoUEgAAtEAJhtTTcLRn925VVFSoTZs2fkcCYkLUC/Tf/OY30f6WQIt08OBBPffcc9q/f7/aGJ6uDNSor+X6HQsAAABoVCFDmh6IaIDpaJ4d0tKlS7Vlyxbdeuut6tOnj9/xAKBR7dq1S9U1NRrEVDkAAHCeskxH+xxLhYWFGjVqlN9xgJgQ9QK9c+fO0f6WQIti27YWLVqkRYsWyXVdDTFtTQmEFc+qcwAAALRiPU1XdwWr9b4T1Npjx/TEr36lSZddpquvvlpxcXF+xwOARlFQUCCpdhwrAADA+ehjOlrm1J5HUKAD0cEId6AZOXr0qP70pz+ptLRUyYan2cEa9TJZdQ4AAIDYEDSkKXWr0d+2Q1q+fLm2bdumu+66S+np6X7HA4BLlp+fr6CkngbX+gAA4PykGJ7aGZ4KCwvluq5M0/Q7EtDq8a8MaCZ27Nihnz/2mEpLSzXMjOieYBXlOQAAAGJSmunqq8FqjbciOnnihH75y19q48aNfscCgEty4sQJHT58WJmmrQBT5gAAwHkyDKmPYauyslJ79uzxOw4QEyjQAZ95nqfly5frqSefVLi6WtcEanRlMKI4LqYBAAAQwwKGdHkgopuC1bIcW3/5y1/09ttvy3V5yBRAy5Sfny+J8e0AAODC1Z8/1G8HA6Bp+T7Cvbq6WitWrFB+fr52796tM2fOqKqqSgkJCWrbtq169eql3NxcTZw4kX3v0Oo4jqOXX35ZK1euVJLh6YZgjdJYdQ4AAAA06G26+kqgSi/ZcVq4cKEOHz6sL3/5y1wfAmhxCgsLJUl9uO4HAAAXKMN0FVBtgX7VVVf5HQdo9Xwt0N9++229/PLLqqys/MTXKioqVFFRoUOHDmnVqlX629/+phtvvFGzZ8/2ISnQ+M6ePas//elP2rlzp7oarq4P1ijZ8PyOBQAAADQ7KaanrwSr9VokTnl5eTp+/Li+9rWvqWPHjn5HA4Dz4jiOinfuVEfD5dofAABcsKAh9TAc7T1wQGfPnlVSUpLfkYBWzZcR7q7r6vHHH9ezzz57zvL8XCorK/XMM8/o8ccfl+dxoYGW7fDhw/r5Y49p586dGmDa+nKwmgtoAAAA4DMkGNJNwRoNNyM6ePCgfv7YY9q9e7ffsQDgvOzfv1/VNTXKNBjfDgAALk6G6ciTVFxc7HcUoNXzZQX6X//6V33wwQcNn7dt21YTJkxQ//791aVLF8XFxammpkZHjx5VUVGRVq5cqfLycknSBx98oL/+9a+64447/IgOXLKCggL95c9/VnVNjSZZYU2wbBnsdw4AAAB8LsuQZgYj6ux4WlRRoSeeeEK33HKLRo8e7Xc0APhMRUVFkmrHrwIAAFyMDNOVHGnHjh0aMmSI33GAVi3qBfqBAwe0YMGChs9nzZqlW2655Zz712VlZWn8+PG69dZb9fzzz2vevHmSpPnz52vq1Knq3r171HIDjWHFihV66aWXZHme5gRqNMDiyXMAAADgQg23bHU0XL1qx+tvf/ubjh8/znZfAJq1Dwt07gMAAICL081wFacPzysANJ2oj3B/99135bq1T9tec801uvPOO89Znn9UKBTSV77yFV177bWSakfAv/POO02eFWhMO3bs0EsvvaQkubo9WEV5DgAAAFyCTNPVV4JV6mi4WrBggdatW+d3JAA4p0gkot27dqmr4SqBCXQAAOAimYbU07R19OhRnTp1yu84QKsW9QJ969atkqQ2bdro5ptvvqBjb7rpJrVp0+Zj7wO0BCdPntQzf/mLTM/T9YEadTXZ7xwAAAC4VB0NTzcFaxRnSP/7wgsqLS31OxIAfMLu3bsVsW1WnwMAgEuWadQuUGUVOtC0ol6gHz9+XJKUk5OjQODCJsgHAgHl5OR87H2A5i4SiehPf/qTKs6e1fRAWGnsdwYAAAA0mg6Gp6utGoUjEf3xj39UVVWV35EA4GP27NkjSeppcD8AAABcmp51D+TVn18AaBpRL9Crq6slqWEl+YWqP67+fYDm7tVXX9XevXs1yLQ11LT9jgMAAAC0On0tR+OtiI4fP66//e1vDduGAUBzUH+DO40V6AAA4BJ1NjwFRIEONLWoF+j1BfjFriAvKyv72PsAzdnatWu1YsUKpRquZgbCMtjrDAAAAGgSk6yIMg1HW7du1dKlS/2OAwCSJM/ztGfPHrU3XCVxTwAAAFwiy5C6Go5KDx5UOBz2Ow7QakW9QO/WrZskqaCgQOXl5Rd0bHl5ubZt2/ax9wGaq4MHD+p///cFxRvSnGCNglwoAwAAAE3GNKRrgzVKNjy99dZb2rFjh9+RAEAnTpxQRUWFujG+HQAANJI005Xredq/f7/fUYBWK+oF+tChQyXV7gv95JNPynHOb3yV67r63e9+J9u2P/Y+QHNUXV2tp//4R0Uitq62qtXB8PyOBAAAALR6iYY0J1Aj0/P0l7/8RadOnfI7EoAYVz9etTsFOgAAaCT15xWMcQeaTtQL9KlTpyoxMVGStGnTJv3nf/6n9u7d+5nH7Nu3T//5n/+pDRs2SJISExM1bdq0Js8KXKzNmzfreFmZxloRZVlcJAMAAADRkma6mhII6+zZs1q9erXfcQDEuA/3P+feAAAAaBz15xUU6EDTCUT7G7Zt21a33367fv/730uStm/frv/zf/6PMjMz1b9/f3Xq1Enx8fGqrq7W8ePHVVRUpN27d3/sPe644w72QEezVlBQIEkaYtk+JwEAAABizyDT1lKFVFhYqFmzZvkdB0AMKy0tlSEplRXoAACgkbSVp0R5Ki0t9TsK0GpFvUCXpClTpqiiokLPP/+8XPfDJ2U+72kZ0zR16623avLkyVFICVwcx3G0vbBQHQxXHRndDgAAAERdnCH1NBzt3bNHFRUVPIANwDdHjhxRO8NVwPA7CQAAaC0MQ0oxXB08flyRSETBYNDvSECrE/UR7vWuueYafe9739OAAQPO6/XZ2dn6/ve/r6uvvrqJkwGXZteuXaquqVEf0/E7CgAAABCz+piOPEmFhYV+RwEQo6qqqlReXq4UHq4HAACNLMVw5Xqejh8/7ncUoFXyZQV6vf79++v73/++Dh48qPz8fO3evVvl5eWqrq5WfHy8kpOT1atXL+Xm5iotLc3PqMB5qx/fToEOAAAA+Ke36WiZU3t+PmrUKL/jAIhBR48elVR7gxsAAKAx1T+gd/ToUXXr1s3nNEDr42uBXq979+7q3r273zGARlFQUKCgpHQukAEAAADfdDI8JRuethcWynVdmaZvA9gAxKgjR45IokAHAACNr/78ov58A0Dj4g4C0IhOnjypQ4cOKcO02d8MAAAA8JFhSH0MW2crK7V3716/4wCIQR8W6IxwBwAAjSvFrD2/oEAHmoYvK9Dz8vIUiUQUCoU0ePDg8z5uy5YtCofDF3wcEC3149m6cHEMAAAA+C7V9CS39jy9V69efscBEGPq9yTtwAp0AADQyNrJkymxBzrQRKJeoB84cEA/+tGPJEmzZs26oCJ848aNmj9/vgzD0C9/+Ut17dq1qWICF6V+r5FjHsvPAQAAAL8ddWvPy9kTEIAfzp49K0lK9DkHAABofQxDSjS8hvMNAI0r6iPc16xZ0/DxtGnTLujYqVOnSpI8z9OqVasaNRfQGJKTk9WhQwcd8iy/owAAAAAx75BnKhAIKC0tze8oAGJQRUWF4uXJ5Bl7AADQBBLkqaKiwu8YQKsU9QK9sLBQktSlSxf16NHjgo7t2bOnOnfu/LH3AZqb9PR0VXiGzrAKHQAAAPCN40lHPUvdu3dXIODL7mUAYtzZs2eVwBZvAACgiSTKU1VlpVyX7WKAxhb1Av3AgQOSpIyMjIs6PjMz82PvAzQ36enpkqRDbtT/eQEAAACoc9Qz5ejirz0B4FJ4Xu1I1URRoAMAgKaRYHjyJFVWVvodBWh1ot7w1Y+TSE5Ovqjj6487c+ZMo2UCGlP9DbpDHgU6AAAA4JfSuvPx+gdcASCawuGwbNtmBToAAGgyCXUP6rEPOtD4ot7wWVbt3tCRSOSijr/Y44Bo6dmzpwxJpaxABwAAAHxTPxGKFegA/FB/IzvB5xwAAKD1SqjbRZYCHWh8Ud8Irm3btqqpqdHhw4cv6vhDhw41vA/QHCUkJKhrt27af+iQjruGOpk8bQ4ALcWPfvSjc/75D7/z/6KcBABwKc560k4voKTERHXu3NnvOAAAAAAAoAWJ+hLZ+vF5xcXFOnHixAUde+LECZWUlEiSevTo0ejZgMZy9dVXy5E03w7Joz8HAAAAomqRHVK1J33hqqtkmkyGAhB9gUDtmhXH5xwAAKD1cuv+t/68A0Djifq/qiFDhmjjxo1yXVd//etf9cgjj5z3sc8++6xc1214H6C5ys3N1fDhw7Vx40ZtdAMaYdl+RwIAnIfvfOc75/zzpCjnAABcvCLH0nY3oD59+mj8+PF+xwEQo+q3MHQ/53UAAAAXq/5BvfrzDgCNJ+qP4l9++eVKSqq9Db1q1So9/fTTsu3PLhdt29Yf//hHrV69WpKUmJioK664oqmjApfk+uuvV2Jigt61QzrtGX7HAQAAAFq9ak9a6IQUsCzdcsstrD4H4Jv6G9msQAcAAE3FqZt+S4EONL6o301ISEjQl770pYbPFy1apEcffVSvvvqqioqKdPr0adXU1Oj06dPauXOnXn31VT366KNavHhxwzE33XST2rRpE+3owAVp27atrr/+BoUlLWCUOwAAANDk3rFDqvAMzZo9W126dPE7DoAY9mGBzgP1AACgabh15xkU6EDj82VjhBkzZujAgQNauHChJOnYsWN64YUXzvvYWbNmNWU8oNGMHDlSGzZsUEFBgfJdS7kWz54DAAAATWGva2qzG1CPHj00ZcoUv+MAiHENI9x5mB4AADQRRrgDTce3eXZ33XWX7r77bsXHx5/X6+Pj43X33Xfr7rvvbuJkQOMxDEM33XSTQqGQljghVXLhDAAAADS6iCfNs+NkGoZuueUWbiAB8J1pmkpMSNBZVqADAIAmcrZu69j6bZMBNB5fVqDXmzFjhiZMmKAlS5Zo8+bNKi4uVjgcbvh6KBRSVlaWhg0bpqlTp/JDAC1Sx44ddfXVV2vu3Ll6KRKnLwVrFMf1MwAAANAoHE96zY7TKc/QtGlT1bNnT78jAYAkqVPnzirdVyXPkwzuAwAAgEZ2UoaSk5MVFxfndxSg1fG1QJdqn4y59tprde2110qSqqqqVFVVpYSEBCUkJPicDmgckyZN0oEDB/TBBx/o5UicbgrWKMjFMwAAAHBJXE96ww6p2LU0cOBAzZ492+9IANCgc+fO2rdvnypkqK0YSQcAABqP40mnPFO9O3f2OwrQKvk2wv3TJCQkqGPHjpTnaFVM09Qtt9yi4cOHa59naW4kTjbXzgAAAMBF8zzpbTuk7W5Affv21V133aVAwPdnxAGgQadOnSRJJzyeoAcAAI3rtAx5qn1gD0Dja3YFOtBamaap22+/XYMGDdJuz9JrdkgOJToAAABwwTxPWmAHtc0NqFevXrr33nsVCoX8jgUAH1N/Q/skBToAAGhkJ93a84v6B/YANC4KdCCKLMvSnXfeqQEDBminG9CbdkguJToAAABw3jxPWuoEtdkNqmfPnrr//vvZ8w9As/Rhgc7tNwAA0LhO1tV7rEAHmgZn8ECUBYNB3XPPPcrKylKhG9A8OySPEh0AAAA4L8udoNY5QXXr1k1f//rX2f4LQLPVpUsXSdJhl9tvAACgcdWfX6SmpvqcBGidOIMHfBAKhXTvvfcqMyNDW92AFtlBSnQAAADgc6yyA1rlBNWlSxc9+OCDSkpK8jsSAHyqpKQk9ezZU/s9S2Gu+QEAQCPxPGmXZym5bVt169bN7zhAq0SBDvgkPj5e9z/wgHr06KGNblDzGOcOAAAAnJPnSe/aQb3nhJTSsaMefPBBJScn+x0LAD5Xdna2HEn7WIUOAAAayVHP0FnPUPbAgTIMw+84QKvE2Tvgo8TERD344IPKyMjQFjeguXacIpToAAAAQAPXk+bZIa2uW3n+8De+oQ4dOvgdCwDOy8CBAyVJu1zL5yQAAKC1qD+vyM7O9jkJ0HpRoAM+S0pK0kMPPaTs7GwVu5aej8SpihIdAAAAUMST5tpx2uIGlJGRoUcffVQdO3b0OxYAnLeMjAzFx8drl0eBDgAAGscu15JhGOrfv7/fUYBWiwIdaAbi4uJ07733avTo0TroWfprJF7lHqNXAAAAELuqPOn5SJyKXUvZ2dl66KGH1KZNG79jAcAFsSxLAwYM0EnP1Amu8wEAwCWq8aQDnqWMjAwlJSX5HQdotSjQgWbCsizddtttmjp1qso8U89G4nXM5eIaAAAAsafcM/TXSLwOepZGjx6te++9V3FxcX7HAoCLUj9etchhFToAALg0xa4lV4xvB5oaBTrQjBiGoWuvvVZz5szRGc/Q3+wEHXD5ZwoAAIDYccw19GwkXmWeqalTp+q2226TZVE6AWi5hgwZolAopI1uUC5btgEAgEuw3gnIkDRq1Ci/owCtGs0c0AxNnjxZd9xxhyKGqecj8drJU+oAAACIAQdcU3+zE3TGMzRnzhxde+21MgymMgFo2RITEzV27Fid9gwVuVzfAwCAi3PQNVXqWRo0eLA6derkdxygVaNAB5qpkSNH6t777pMZCmmuHaetlOgAAABoxUrc2odHI4apO+64Q5MnT/Y7EgA0mssuu0yGpHVOwO8oAACghao/j7jiiiv8DQLEAAp0oBnLzs7Www8/rITEBL1lx2k9F9oAAABohQodSy9H4mUEA7r3vvs0cuRIvyMBQKPq0qWLcnJzdcCzVMpWbQAA4AKd9gxtdwPq0aOH+vTp43ccoNXjjB1o5jIyMvTII48quW1bLbZDWmkH5LFnGgAAAFqJPMfS63acQvHxevDBh5Sdne13JABoEvWrxViFDgAALtQGJyBPtdu/ss0V0PQo0IEWoFu3bnr0m99USkqKljshveMEKdEBAADQ4q21A5pnxykpKUnf+MY31Lt3b78jAUCT6du3r9LS0rTdDeiUx41vAABwfqo8Kc8NKjk5WcOGDfM7DhATKNCBFqJTp0569NFH1bVrV33gBDXfDsmlRAcAAEAL5HnScjuopU5I7du10yOPPqoePXr4HQsAmpRhGJoxY4ZcSYvtoN9xAABAC/GeHVS1J02dOlWBAJNsgGigQAdakHbt2umRRx5Renq68tyA3rBDcijRAQAA0IJ4nrTECWqlE1Tnzp306De/qdTUVL9jAUBUDBs2TP369VOxG1CRY/kdBwAANHOlrqlNblDdunXTZZdd5nccIGZQoAMtTFJSkh566CFlZWWp0A3oZTtOEUp0AAAAtACuJ71th7TeCSotLU2PPPKoOnbs6HcsAIgawzB00003ybIsLXZCCnM9DwAAPoXrSQvtkCTp5ptvlmXx8B0QLRToQAsUHx+v+++/X7m5udrlWnrVjmOcOwAAAJo1z5Pm2yFtdQPKzMzUN77xDSUnJ/sdCwCirkuXLpo2bZrKPUMrHUa5AwCAc9voBnTYMzV27Fj17t3b7zhATKFAB1qoUCiku+++Wzk5OSpxLS22g/Io0QEAANBMrXYC2uIGlJGergcffFCJiYl+RwIA30yfPl0pKSla6wR1zDX8jgMAAJqZCk9a7oSUmJiga665xu84QMyhQAdaMMuydOedd6pHjx7a6Aa1zgn4HQkAAAD4hALH0ntOSB07dtDX7r1XcXFxfkcCAF+FQiHdeOONciUtsENMlQMAAA08T1pih1TjSddcc63atGnjdyQg5lCgAy1cXFyc7rvvPrVv105LnZCKHPZBAQAAQPNxwDX1lh2n+Ph43Xff/YxtB4A6AwcO1LBhw3TAs/Q+o9wBAECdTW5AhW5AvXr10tixY/2OA8QkCnSgFWjXrp3uu/9+xYVCesOO0yGXf9oAAADw30nP0Mt2nDzT1N13361u3br5HQkAmpWbb75ZnTt30ionqB08EA8AQMw74JpabIfUpk0b3XnnnTJN7vUDfuBfHtBKdO/eXV+96y7ZhqGX7Did9thDDQAAAP6p8qQXI3Gq8gzdfPPN6t+/v9+RAKDZSUxM1D33fE1xoZDecuJ0nP3QAQCIWWc8Q6/YcZJp6q677lKHDh38jgTELAp0oBUZOHCgbrjhBp31DL0UiVMNe6gBAADAB44nvRKJ0wnP1IwZMzRu3Di/IwFAs9WtWzd9+fbbFfakl+04VXMtD8SMRMNTkmr/M1X7j9+s+zzR4IcBEEtsT3olEtJZz9B1112nrKwsvyMBMY0CHWhlJk2apMmTJ+uYZ2q+HfI7DgAAAGLQe05Q+zxLw4cP1+zZs/2OAwDN3pAhQzRjxgyd9Ey9acfJozcDYsI9oWp9I65K34irUpe6wryL4ekbcVW6J1TtczoA0bTYDqrUszR69GhNmjTJ7zhAzKNAB1qha6+9VpmZmSp0AzrIfugAAACIolOeofVOUJ1SUnTbbbexZx8AnKfZs2crOztbxa6l952g33EAAECUbHIsbXaD6tmzp26++WYZBlu6AH7jTgbQCpmmqS9+8YuSpHfsIE+uAwAAIGres4NyJF19zTUKBimAAOB8maapr3zlK+qUkqKVTlAbnYDfkQAAQBPb4VhaZMepTVKS7rnnHq6hgGaCAh1opXr37q3Bgwdrv2epmFXoAAAAiILDrqECN6CM9HQNHTrU7zgA0OIkJibq/gceUHLbtlpoh7TJsfyOBAAAmkiRY+k1O07BuDjde9996tChg9+RANShVQNasauvvlqmYehdJySXVegAAABoQp4nLbNDkqRrrr2WsYMAcJG6dOmih7/xDbVt00YL7DhtpkQHAKDV2elYetWOUzAU0te//nVlZmb6HQnAR1CgA61Yamqqxo0fr+OeqS0uF9wAAABoOrs8U3s9S7m5uerbt6/fcQCgRUtNTdXD3/iG2rRpo/l2nPIo0QEAaDV2OqZeseMUCIX0wNe/rl69evkdCcA/oEAHWrlZs2YpFArpfSekMKvQAQAA0ARcT3rXDskwDF199dV+xwGAVqFr1656+OGH1SYpSfPsOG2hRAcAoMUrdky9ascrEArqgQceUO/evf2OBOAcKNCBVi45OVlTpkxRhWdosxPwOw4AAABaoSLX0lHP1NixY9WtWze/4wBAq9GtWzc99PDDSkpK1Nt2nLZSogMA0GLtck29YsfLCgZ1//0PqE+fPn5HAvApKNCBGDBp0iRJ0j6Pf/IAAABofHvc2vPMiRMn+pwEAFqftLQ0PfTQw0pKrC3RN/BwPAAALU6hY+nlSLzMYED33X+/srKy/I4E4DPQpgExoG3bturYoYNKPUseY9wBAADQyA55poKBgNLS0vyOAgCtUvfu3fXQww+rbdu2WmSHtMgOyuX6HgCAZs/zpJV2QK/ZcQrGxem+++5X3759/Y4F4HNQoAMxIj0jQ2c9Q2dk+B0FAAAArYjtSUc9S9179JBlMVoYAJpK9+7d9a1//md1T0vTBieol+w41VCiAwDQbNme9KYd0nInpI4dO+ib//RP6tevn9+xAJwHCnQgRmRkZEiSDrn8swcAAEDjOeqZcvXh+SYAoOl06NBBj37zm8rJydEu19KzkXid8nhQHgCA5qbSk56PxCnfDahXr1761rf+Wd26dfM7FoDzRJMGxIj09HRJteM1AQAAgMZSWnd+WX++CQBoWnFxcfra176myZMn67hn6plIvA7wsDwAAM3GcdfQM5EEHfAsjRw5Ug899JDatm3rdywAF4CzayBG9OzZU4ZYgQ4AAIDGVX9+SYEOANFjmqbmzJmjm2++WdWGpeci8cp32EYDAAC/7XZNPWsn6JRnaPbs2br99tsVDAb9jgXgAgX8DgAgOuLj49UlNVWHjhyW50kGE94AAADQCA57puLj4tS5c2e/owBAzJkwYYI6deqkPz39tN6olo57EU2yIjK55gcAIKo8T1rvBLTUCckKBHTnl7+s4cOH+x0LwEViKSoQQ5KSkmTLoDwHAABAo7E9KTExUabJ5SUA+KF///76p299S506ddIqJ6i/R+J0mn3RAQCImkpPetkOaYkTUps2bfSNb3yD8hxo4bjDAcSQ6upqhQzP7xgAAABoRUJG7XkmAMA/qamp+va3v60RI0bogGfpT5EEbWekOwAATW6va+rpSIKK3YAGDBig//sv/6LMzEy/YwG4RIxwB2JIVVWV4jwKdAAAADSeOHk6XlMtz/NkMOoIAHyTkJCgO+64QwMGDNBLL72oV8PSMDeiqYGIgvx4BgCgUbme9L4T1ConKNM0de01V2vy5MlM5gJaCQp0IIZUV1UpmYtmAAAANKI4Q3JdT+FwWHFxcX7HAYCYZhiGxowZo8zMTD3zzDPadOCA9kcsfTFQo84mD9QDANAYTnuGXo+EdNCz1CklRV+5805lZGT4HQtAI+JRGCBGeJ6n6poaxYkLZgAAADSeUN35JWPcAaD5SE1N1Te/+U1dccUVOu6Z+kskQRudgBhKBwDApdnuWHo6kqCDnqWRI0fq2//n/1CeA60QK9CBGBEOh+V5nkI8cQ4AAIBGFPeRAr1du3Y+pwEA1AsGg7ruuuvUv39//e1vf9PCs9Ie09SVgbASmU4HNDsdDfdj/wugeQl70lI7qM1uUKFQSF++6SaNHj3a71gAmggFOhAj6lcEMVQTAAAAjSmuroRhBToANE85OTn6l3/5Fz377LPasXOn9kcsTbfCyjYdGRTpQLNxbTDsdwQAn2KXa2qBHafTnqEePXrozjvvVJcuXfyOBaAJMcIdiBEnTpyQJLUxWIEOAACAxtOmbgV6/fkmAKD5adeunR588EHNmTNHdiCk1+04vWyHVO7RoAMA8GkqPenNSEj/G4nXGcPSzJkz9c1vfpPyHIgBrEAHYsSRI0ckSSmMgQIAAEAjSjFdyfnwfBMA0DyZpqnJkydr8ODBeuGFF7Rjxw7tCwc0ORDWMNNmNToAAHU8Typ0LS12Qqr0DKWnp+vWW29VWlqa39EARAkFOhAjPizQWYEOAACAxtOp7vySAh0AWoaUlBR9/etf19q1a/XqK69oYZVUYFiaFQgrxeSeAQAgtpV7hhbaQRW7AYWCQc256ipdfvnlMk0GOgOxhAIdiBGHDx+WJHViBToAAAAaUVt5CurD800AQPNnGIbGjBmj7OxszZ07V5s2bdLTkQRNtMIaY9myWI0OAIgxnidtcgN6xw4pLKlfv3665ZZblJKS4nc0AD6gQAdixJEjR5RkeIrnIhgAAACNyDCkFMPR0aNH5bouKzMAoAVJTk7WV7/6VY0cOVIv/u//6r3ychW6Ac0OhNXN5AF8AEBsKHMNzbdD2u9ZSkxI0I3XXafRo0fLYH8TIGZRoAMxIBKJqKysTOni4hcAAACNL8XwdDgS0cmTJ1mhAQAt0KBBg5SVlaU33nhDK1eu1DOReA01I7osEFEi3QEAoJUKe9IqJ6i1TlCOpKFDh+qGG25QcnKy39EA+IwCHYgBx44dk+d5SuHpcQAAADSB+m2Cjhw5QoEOAC1UQkKCbr75Zo0YMUIvvviiNh0+rMJIUJdZYQ0zbZkU6QCAVsLzpHzX0jtOSBWeoY4dOui666/X4MGD/Y4GoJmgQAdiwOnTpyVJyYbncxIAAAC0RvXnmfXnnQCAlisrK0v/9//+X61YsULz3n5bi6qlTUZA0wNhZfBgPgCghTvkGlpsh3TQsxQMBjRr2nRNnTpVoVDI72gAmhEKdCAGhMNhSVKIp8UBAADQBOpvNdWfdwIAWjbLsnT55Zdr+PDhmjdvnlatXKnnIvEaYNqaEoioHQ/oAwBamLOe9J4dUp5bW4sNHz5c11xzjTp27OhzMgDNEQU6EAOqq6slSSFxgQsAAIDGF6orUurPOwEArUPbtm118803a/z48Zo7d66279ql4nBAY6yIxlkRBXlQHwDQzDmetMEJaIUTUo2k7mlpuv6GG5SVleV3NADNGAU6EANqamokfbgyCAAAAGhMwbr/rT/vBAC0Lj179tQjjzyijRs36vXXXtPK06e11Q1oshVWtunIoEgHADRDu1xTS+yQyjxTSYmJuvaqqzR+/HiZpul3NADNHAU6EAPqb2QGGbEGAACAJlA/6YgR7gDQehmGoREjRig3N1dLlizR0iVL9LptaKPhaHIgou7sjw4AaCaOuYbedUIqdi2ZhqHLLpukWbNmKSkpye9oAFoICnQgBjTsge5zDgAAALROobqVh6xAB4DWLy4uTl/4whc0duxYvfbaa8rLy9OzEUv9TVuXWxGlmDy8DwDwR7ln6H07qK1uQJ6kfv366brrrlNaWprf0QC0MBToQAxgD3QAAAA0pfrzTPZAB4DYkZKSorvvvlu7du3SG2+8oR27dqnIDWiIGdHEgK22TMEDAERJlSetdoJa7wTlqHaf86uvuUbZ2dky2GcEwEWgQAdiQEJCgiTptGeoCyU6AAAAGlm5V3tTqv68EwAQO3r37q1HHnlE27Zt05tvvqnNhw9rWzioUVZEY62I4uktAABNJOJJ652A1rghVXtSx44d9YUvfEEjRoxgn3MAl4QCHYgB2dnZWrBggUpcS30t9iQDAABA4yp2LUm1550AgNhjGIYGDRqknJwcrVu3Tm+//bZWnzqlzW5Q48ywRli2AhTpAIBG4nrSFtfS+05IFZ6hpKQkXX/llRo/fryCwaDf8QC0AhToQAzIyMhQYmKidlWdledFxNQaAAAANKYS15JpGBowYIDfUQAAPjJNU2PGjNHw4cP1/vvva9HChVpWJa13g5pkhZVrOjK5JwEAuEieJxW5lt5zgirzTIVCIc2cPFlTpkxhGhaARkWBDsQA0zSVnZ2tDRs2qMwz1Il9yAAAANBIKj2p1LPUJ6sPN60AAJKkYDCoKVOmaOzYsVqyZInee+9dvR0xtNZwdbkVUZbp8HA/AOCC7HNNvWMHVepZMk1TEyeM15VXXqnk5GS/owFohSjQgRiRk5OjDRs2qNi11Mm0/Y4DAACAVmK3a8lT7fkmAAAflZiYqGuuuUaXXXaZFixYoNWrV+tl21RXw9EkK6I+pkuRDgD4TPtdU+/bQe31areNGjZsmL7whS+oS5cuPicD0JpRoAMxIjs7W4Zqx2uOFQU6AAAAGkdJ3f7nAwcO9DkJAKC5at++vb70pS9p8uTJWrBggTZu2KCXbEvdDEeTAhH1NijSAQAfd6CuON9TV5zn5ORo1qxZSk9P9zkZgFhAgQ7EiKSkJGVkZmrfnj2q9KRELkwBAABwiWxP2uVZ6tChg7p27ep3HABAM5eamqqvfOUrmjFjhhYuXKhNGzfqxYil7nVFeiZFOgDEvIN1xflu78MHdWfNmqWMjAyfkwGIJRToQAwZMWKE9uzZozftON0YqJHJRSkAAAAukudJC+2QqjxD44cPl0HjAQA4T926ddOdd96pGTNmaMGCBdq8ebNeiFjqYTi6LBBRhun6HREAEGWHXFPvO8GGCVcDBgzQrFmz1KtXL5+TAYhFFOhADJk0aZK2b9+u/Px8vesENSUQ8TsSAAAAWqj1TkBb3IAy0tM1e/Zsv+MAAFqgtLQ03XXXXTp48KDmz5+vLVu26LmIpfS6FenpFOkA0Ooddg297wRV7NbWVf369dPs2bPVu3dvn5MBiGWG53me3yHQtBzH0ZEjR/yOgWaiqqpKv3j8cR0+ckRXBWo0yHL8jgQAzcITNQk6q3OvnkySp2/EVUU5EQA0X7tcUy9G4pWcnKx//va31a5dO78jAQBagf3792v+/Pnatm2bJCmjrkjvSZEOAK3OEdfQCieoorriPCsrS7Nnz1ZWVpbPyQC0NKmpqbIsq1HfkwI9BlCg4x8dO3ZMP3/sMdVUVem2YLW6cyEKAPpjOF6VXm2BXiXJlSFTnhIkJRqe7glV+5oPAJqLMtfQs3aCbCugRx55hL0IAQCNbt++fZo/f77y8/Ml1Rbp4wMRZbBHOgC0eKWuqVVOQDvrivPevXtr9uzZ6tevn8/JALRUFOi4KBToOJcdO3boqSefVIJcfTVYrbYGPwoAoN6fw/E67Jnqarj6KsU5ADSo9qRnIvE64Zm64447NHLkSL8jAQBasT179mjBggUqKCiQJHU3HI23IupjUqQDQEuz3zW10g5qt1dbcvXu3VtXXnml+vfvL4Mf6gAuAQU6LgoFOj7N8uXL9fLLL6ur4erLwWoFOU8BAEkU6ABwLq4nvRSJ0y7P0rRp03TNNdf4HQkAECP279+vRYsWKS8vT5KUargab0XU33Qo0gGgGfM8aY9XW5zvryvO+/fvr5kzZzKqHUCjaYoCPdCo7wagRZk0aZJKS0u1atUqvWWHdFUgTIkOAACAT3A8aYkd1C7PUm5urq666iq/IwEAYkjPnj11991369ChQ1q8eLE2bNigV21TnQxX46yIBpqOTO5nAECz4XlSsWtppRPQobriPDc3VzNnzmQLKAAtAivQYwAr0PFZbNvWk08+qeLiYnU0XF0VCLMnOoCYxwp0APjQMdfQW3ZIhz1LXbt21Te/+U0lJCT4HQsAEMOOHTumJUuWaO0HH8hxXbU3PI23wso1HVkU6QDgG9eTdriWVjlBHfVMGZKGDhumGTNmqHv37n7HA9BKMcIdF4UCHZ8nEolo3rx5WrZ0qSRpjBXRJCuiABedAGIUBToA1N78WusEtNwJyZE0duxYzZkzh/IcANBsnDhxQsuWLdOqVStl246SDU9jrIiGmDYT9gAgihxPKqgrzk94pkzD0MhRozR9+nSlpqb6HQ9AK0eBjotCgY7ztWvXLv3tb3/T8ePH1dlwdVWgRl1NfkQAiD0U6ABi3Ym6VecHPUvJbdvqlltvVU5Ojt+xAAA4p/Lycr3zzjt6//33FQ6HlWR4Gm1GNMyyFUeRDgBNJuJJW92APnCCOuUZsixLY8eO1bRp05SSkuJ3PAAxggIdF4UCHRciHA7rzTff1HvvvSdT0ngrrPGWzQg0ADGFAh1ArPI8aYMb0Dt2SLakkSNH6vrrr1dSUpLf0QAA+Fxnz57Vu+++q/fee0/V1dWKkzTCimikFVES9zUAoNFUe9ImJ6B1blBnPUPBYEDjx0/QlClT1KFDB7/jAYgxFOi4KBTouBhFRUV67u9/14mTJ9W1bjV6Z1ajA4gRFOgAYtEpz9C8SEh7PUtJSUm6+eabNXToUL9jAQBwwaqqqrRq1Sq9s2yZys+cUUDSYDOiMQFb7Q3ubQDAxarwpPVOUBudoGokJcTH67LLL9dll12mtm3b+h0PQIyiQMdFoUDHxaqqqtLrr7+uVatWyZI0yQprjGXL5KltAK0cBTqAWOJ5Up5raakdp7CkIUOG6KabbuIGGACgxYtEIlq7dq2WLlmi42VlMiQNNG2NsyIsEgCAC3DSM/SBHdAWNyhHUnJysiZPnqwJEyYoPj7e73gAYhwFOi4KBTouVUFBgZ5/7jmdLi9XmuFoWiCi7qbrdywAaDIU6ABixTHX0DInpF2upYT4eN1w440aOXKkDIMnJgEArYfjOMrLy9PiRYt0sLRUkpRl2hpn2erB/Q0A+FRHXUOrnaAK3YA8SZ07d9bUqVM1atQoBYNBv+MBgCQKdFwkCnQ0hsrKSs2dO1fr1q2TJPU0HI21IupjuuL+KoDWhgIdQGvmedJ+z9QaJ6gSt/YCc+DAgbrlllvUrl07n9MBANB0PM9TYWGhFi9erJKSEkm19zfGWRH15v4GADTY75pa/ZHrhR49emj69OkaMmSITNP0OR0AfBwFOi4KBToaU0lJiZYsWaL8/HxJUmfD1RgrooGmI4sLTQCtBAU6gNbI86Qi19IaJ6BSr/bCMisrS1OnTtXAgQNZdQ4AiCm7du3SkiVLtG3bNklSF8PVWCuibNNh6zoAMcnzpJK64vxA3fVC3759NW3aNA0YMIDrBQDNFgU6LgoFOprCoUOHtHTpUq1fv16u6yrZ8DTKjGioZSvEuRSAFo4CHUBrYnvSNtfSB05QJzxThqTBQ4Zo6tSpyszM9DseAAC+Ki0t1ZIlS7Rxwwa5nqf2hqfRVkSDTVtB7m8AiAGOJxW4ltY4QR33aleXDx48WFOnTlWvXr18TgcAn48CHReFAh1N6eTJk3rvvfe0csUK1YTDijek4WZEI62IkrjQBNBCUaADaA2qPWmTE9A6N6iznqGAZWn0mDGaMmWKunTp4nc8AACalbKyMr3zzjtavXq1IpGIEgxPI82IRli2Eri/AaAVCnvS5rrrhXLPkGWaGjlqlKZMmaJu3br5HQ8AzhsFOi4KBTqiobKyUitWrNB7776rMxUVCkgaZEY0OmCro8GPGQAtCwU6gJbsjGdonRPQJieosKT4+HhNmjRJl19+uZKTk/2OBwBAs1ZRUaHly5dr+fLlqqysVFDSUCui0ZatZO5vAGgFKj1pvRPUBjegas9QXCik8RMm6IorrlCHDh38jgcAF4wCHReFAh3RFIlEtHbtWi1btkzHjh2TIam/aWusZaub6fodDwDOCwU6gJbouGvoAyeobW5ArqR27dpp8uTJGj9+vOLj4/2OBwBAi1JTU6M1a9Zo2bJlOnnypExJA01bY62IOpvcTgXQ8pzyDH1gB7TFDcqW1CYpSZdfcYUmTZqkxMREv+MBwEWjQMdFoUCHH1zX1ZYtW7RkyRLt27dPkpRhOBpp2epjOrIYfwagGaNAB9BSuJ601zO1wQlopxuQJHVNTdXUadM0YsQIBQIBnxMCANCyOY6jjRs3asmSJTp06JAkKct0NNaKqCcLBQC0AEdcQ2ucoArdgDxJKSkpmjJlisaMGaNQKOR3PAC4ZBToUVBSUqJNmzZp+/btOnDggMrLy2VZljp27Kj+/ftrypQpGjBgwHm/36ZNm7RkyRKVlJSovLxcycnJ6tOnj6ZNm6Zhw4Y14d/kQxTo8JPneSouLtbSpUtVUFAgSUowPA0wbOVajrobrgzKdADNDAU6gObM86QjnqFtbkCFbkAVXu3JVO/evTVt2jQNHDhQpmn6nBIAgNbF8zwVFBQ03OeTpO6Go3GWrSzT4d4GgGbF86R9nqnVdlC7vdpSqUePHpo2bZqGDh3K9QKAVoUCvYl997vfVWFh4ee+7rLLLtP999//mas5XNfVH/7wBy1btuxTXzNlyhTde++9Tf7LigIdzcWhQ4e0du1arV+/XqdPn5YktTM85Zi2ck1bKYxAA9BMUKADaI5OeYYKHEvb3IDKvNpriKSkJI0YMUKjRo1SRkaGzwkBAIgNu3fv1tKlS7VlyxZJUifD1Rgrohwm7gHwmetJRa6lNU5Ah+qK8379+mnatGnq37+/DJ72AdAKUaA3sYcfflhHjhxRhw4dNG7cOA0YMECdOnWS67oqKirSW2+9pRMnTkiSJkyYoEceeeRT3+u5557Ta6+9Jknq1auXrrnmGqWmpurIkSN64403tHv3bknSF7/4Rd16661N+veiQEdz47quiouLtX79em3etEnVNTWSpK6GoxzT0UDLVhvO5QD4iAIdQHNR5Unb3YC2OZYO1N0ACwaDGjx4sEaOHKkBAwY0+kUiAAA4P0eOHNHSpUu1bu1aOa6rtoan0WZEQyxbcdzXABBFtidtcy194AR1wjNlGIaGDBmiadOmKT093e94ANCkKNCb2I9//GNddtllGjt27DlXhZeXl+vf//3fG/Y7+t73vqeBAwd+4nWlpaX61re+Jcdx1KdPH33/+9//2F4iNTU1+t73vqeSkhJZlqVf/OIX6tq1a5P9vSjQ0ZyFw2Hl5+dr/fr1KsjPl+O6MiRlGo5yLFv9TUchLjoBRBkFOgA/2Z5U7FrKdy0VuwG5kgzDUL9+/TRq1CgNHjxY8fHxfscEAAB1Tp06pXfffVcrV6xQTTiseEMabkY00oooiXsaAJpQtSdtcgJa5wZ11jMUCFgaM2aspkyZos6dO/sdDwCiggK9GdiwYYN+8pOfSJKuvPJK3XXXXZ94zR//+EctWrRIkvSDH/xA/fr1+8RrioqK9G//9m+SpBkzZuiee+5psswU6Ggpzp49q02bNmndunUNUxqCkvqatnJMW71Ml1FoAKKCAh1AtNXvUZjvBLTdDaim7s979OihkSNHasSIEWrXrp2vGQEAwGerrKzUihUr9O6776qiokIBSYPNiEYHbHUwuAULoPFUeNI6J6hNTlA1kuLj4zVp0iRdfvnlSk5O9jseAERVUxTon76JN84pJyen4eNzldKe52ndunWSpO7du5+zPJdq9x1JS0tTaWmp1q9fr7vvvpv9RxDzkpKSNHHiRE2cOFFlZWVav3691q1bp4KjR1XgBpRoeMo2beWajroZrvgnAwAAWrqjrqF8N6B8N6AzXu3JTccOHXT5qFEaMWKEunXr5nNCAABwvhITEzVjxgxdccUVWrt2rZYuXaqNZWXaFA5qgGlrnBVRqkmRDuDinXANfeAEtdUNyJGUnJysKydP1vjx45WQkOB3PABoNSjQL5Bt2w0fn2vM+9GjR3Xy5ElJUnZ29me+18CBA1VaWqoTJ07o2LFj6tKlS+OGBVqwlJQUzZw5UzNmzND+/fu1fv16bdiwXhvOVGiDE1QHw1WOaWuA6aiT4VGmAwCAFuOEZ6jIsZTvBnTUq72mSExI0IThwzVy5Ej16tXrnNcaAACgZQiFQpo4caLGjRunvLw8LVmyRIUHDqjQDaiX4WhcIKJ0FgYAuAClrqk1TkA73NpKp0vnzpo6bZpGjhypYDDoczoAaH0o0C9QQUFBw8fdu3f/xNcPHDjwmV//qLS0tI8ddyEFellZ2ee+pn379g0jC7gBh5YsMzNTmZmZmjNnjoqKirRu3Tpt3rxZK8JhrXCk9oarLNNRX9NRT4Mx7wAAoHlxPanUM7XTtbTTtVRWV5oHAgENzc3VqFGjNHDgQG58AQDQypim2bAVy/bt27V48WIVFRVpd8RSN8PReMtWX9OhSAdwTp4n7fFMrbaD2uvV3ufPyMjQ9OnTNXjwYO75A0ATokC/AK7r6rXXXmv4fPz48Z94zUeL7ZSUlM98v06dOp3zuPPxwAMPfO5rnnrqKaWkpMiyLHXt2vWC3h9orrp3767JkyerurpaGzZs0Lp167Rp40atr6zUeieoOEl9zNoL0N6mo3guQgEAgA/CnrSnrjAv8SydrRvPHhcXpzFDh2rkyJEaPXq0kpKSfE4KAACioVu3bpo8ebKKi4v12muv6YMPPtBc21Inw9VYK6KBpsOCAACSaovzItfSaiegQ3XF+dChQ/XFL35ROTk5bAULAFFAgX4B3n77bRUXF0uSRo8erd69e3/iNdXV1Q0fx8fHf+b7xcXFnfM4AJ8vPj5eEyZM0IQJE2TbtrZv365169Z9bM90U1K64dSuTrcctTfYZwwAADSdCk8qdi3tdAPa41qq3/ypQ4cOmjBqlEaOHKnc3FyFQiFfcwIAAP9kZWXpn//5n3Xw4EG9/vrreu+99/SWbep9w9NoK6Ihpq0g3RgQkxxPynctrXGCKvNMGYahcePGas6cOefsIgAATYcC/TwVFBToueeekyS1a9dOX/va1875unA43PBxIPDZ//d+dETjR487H0899dTnvqZ9+/aSJMdxdOzYsQt6f6Cl6dSpk2bNmqUrr7xShw8f1pYtW7R161bt3bNHexxLSxyps+Gqb92o927sNQYAAC6R50nHPKNhNHv96hBJ6tG9uwYNHqxBgwapZ8+eDatETpw44VdcAADQjFiWpeuuu06TJ0/WsmXLtHLFCi2OGFppBDXKjGi4ZTNVD4gREU/KcwP6wAmq3DNkmabGjR2jadOmKTU1VZJ0+PBhn1MCQPPVuXPnhi2tGwsF+nnYv3+/fvazn8lxHAWDQX3zm99Uu3btzvnaj64msW37nK+pF4lEznnc+fi88fD/yHXdC3o90JKlpqZq+vTpmj59usrLy5Wfn6+tW7dqx44dWhWJaJUTVBvDU5ZRO+o9w3R5uhsAAJwXx5P2N+xnHtDputHslmlqQP9+ys3NVW5urjp27NhwjOd58jwm4QAAgE9q166d5syZo+nTp2v58uVa/t57eq+qSmuckIZbEY2yIkringXQKlV70kYnoHVuUJWeoVAwqCsmTNDkyZPVoUMHSdzXBwC/UKB/jqNHj+oHP/iBzp49K9M09eijj2rgwIGf+vqPjm3/vLHsNTU15zwOQONJTk7WuHHjNG7cOIXDYe3YsUPbtm3Ttm1btflMhTa7QQUl9arbN72P6XBhCgAAPqbak0rqVpnvci3VqPZkITEhQSNzcjRo0CANGDBACQkJPicFAAAtVZs2bTR79mxNmTJFq1at0rJly7S6vFzrnKAGmxGNCdhsTQe0Emc9aa0T1CYnqBrVXldcefnluuyyy9SmTRu/4wEARIH+mU6cOKH/+q//0smTJ2UYhh544AGNGjXqM4/56MrwsrKyz3zt8ePHz3kcgKYRCoU0aNAgDRo0SK57s/bt26dt27Zp69atKjp0SEVu7Y/E7obTUKZ3NjxGvQMAEGM8TzrpGQ2l+X7PUv26j5SUFI2rO5/o3bt3o48IAwAAsS0+Pl5TpkzRpEmTtHbtWi1dskQby8q0KRxUjmlrvBVRikmRDrREpz1Da+yA8tygHNUu/Jk1ZYrGjx/PAjsAaGYo0D9FeXm5fvCDH+jIkSOSpK9+9au6/PLLP/e4Hj16NHx88ODBz3xtaWnpOY8D0PRM01RmZqYyMzN11VVX6fjx43Ur07epeOdOHXQsvetIbQxPvQ1HvUxHmaajRMp0AABapRpP2uta2uWa2u1ZOuWZkiRDUkZmpgYNGqTc3Fx17dq1YT9zAACAphIMBjVhwgSNHTtWmzdv1uLFi7WttFTb3ICy64r0LhTpQItw0jO02g5qqxuQK6lTSoqmTZ+uUaNGKRgM+h0PAHAOFOjnUFlZqR/+8Ic6cOCAJOnWW2/VlVdeeV7HdunSRR06dNDJkydVWFj4ma+t/3rHjh3VuXPnSwsN4JJ06tRJV1xxha644gpVVlaqsLCw7r8CbTlToS11q9PTDEe9TFe9TUdphiuT++cAALRInicd8QztqhvLfvAjq8wTExI0bMAADRgwQDk5OUpOTvY1KwAAiF2WZWnEiBEaPny48vPztXDBAhXu26dCN6B+dUV6N4p0oFkqcw2tcoLKdwPyJHVNTdWMmTM1bNgwJlkBQDNHgf4Pampq9N///d/avXu3JOm6667TF7/4xfM+3jAMjRo1SosWLdLBgwdVVFSkfv36feJ1RUVFDSvUR44cySoWoBlJTEzUiBEjNGLECLmuq9LSUhUWFmr79u3aVVKiUsfVSieoeHnKNGtXp/c2XSWzFxkAAM3aWU/aXVeY7/YsVXq15+CGYSgjM0PZ2dkaMGCAMjIyZJqmz2kBAAA+ZBiGcnNzlZOTo+3bt2vhwoUq2rVLRW5AvU1HE6yIepju578RgCZ3tK44L6zfLjItTTNmztSQIUO4zgCAFsLwPI/Gp45t2/rJT36ivLw8SdLs2bN15513XvD7lJaW6p/+6Z/kuq769Omj73//+wqFQg1fD4fD+u53v6uSkhJZlqXHH39c3bp1a6y/xic4jtMwih7ApampqVFRUZG2b9+uwsJCHT9+vOFrnQy3rkx31NNwFeS5GKDF+nM4Xoc9U10NV18NVfsdB8BFcjzpoGc2rDI/4n14s6p9u3YakJ2t7Oxs9e/fX4mJiT4mBQAAuDCe56m4uFgLFizQzp07JUmZhqMJgYjSKdIBXxx2Da10giqqK87T09M1c+ZM5ebmsoAOAJpQampqo0/2oED/iMcee0xr166VJOXm5n5ueR4IBJSWlnbOrz333HN67bXXJEm9evXStddeq9TUVB05ckSvv/56wwr3L37xi7r11lsb7e9wLhToQNM5duxYQ5leVFSkcDgsqXa8R0+jtkzvbTpKMTxxngy0HBToQMt10jPqVpmb2usGFK7780AgoKysLA0YMEDZ2dnsZQ4AAFqNXbt2aeHChQ3bRfasK9IzDZd7Ef+/vTsNr+K87z7+m5lzjhZAAiEhFoEQElrYFxkbgw1mtwFjOw7Bjt3EC3a9tEmbJu3VK7nq1O3Tp0njPG1jO9h1YmdpHLzFC2Bs9s1mXwUIIcS+C4GEhKRzZuZ5IXEimU0SkkbL9/PGozP3zPyPcgWdOb+5/zfQDI45ptbafuU7VeFNSkqKpk2bpszMTO45AKAZEKA3sdmzZ9drfEJCgl5++eWr7nMcR/PmzdPy5cuvefyECRP01FNPNXnbFgJ0oHmEQiEVFBSE10+/vEyDJMUYrlKqA/W+pq1IPjsDLRoBOtB6VLrSIcesCs1dS0U1ZpknJiaG27KnpaXV6goFAADQ1hw6dEifffaZdu7cKUnqaVS1dk81CdKBpnDEMbUm5NdBtyq06d+/v6ZOnar+/fsTnANAMyJAb2KNGaBftmXLFi1ZskT5+fkqKSlRp06dlJqaqsmTJ2v48OE3U26dEaAD3iguLtbevXvDM9RLS0slSYaqbmL7Va+d3t1wZPKZGmhRCNCBlst1pdPhWeaWjrqW7Op9kZGRysjICIfmcXFxntYKAADghWPHjmnx4sXavm2bXEk9DFt3+oJKYUY60CiOOqZW1wjOMzMzNW3aNPXr18/jygCgfSJAR4MQoAPecxxHR48eDYfpBQUFcpyqNckiDVfJhq0U01Ff01YXg3+WAa8RoAMtS4lrqKB6lvlB11KZW/XNryGpT3JyuC17cnJyo98wAQAAtFYnTpzQ4sWLtXXLFrmSelUH6ckE6UCDHK8Ozg9UB+cDBgzQ3XffreTkZI8rA4D2jQAdDUKADrQ8ly5dUl5eXniG+tmzZ8P7OhuOUgxbfU1HyaatKG5qgWZHgA54q8KVDjumDrqWChxLhTXasneOjVVGZqYyMzOVkZGhjh07elgpAABAy3f8+HEtWrRI27dvl1S1RvqdvqD6mI7HlQGtw0nH0Grbr/2OT5KUkZGhe+65RykpKR5XBgCQCNDRQAToQMtXWFio3Nxc7d27V/v27VNZWZmkqpl13atnp6eYtnoZjiwCdaDJEaADzctxpROuqQLH1EHH0jHX0uWvcyMCAfVPT1dGRoYyMzPVrVs31hMEAABogKNHj2rhwoXatWuXJKmvYesOX1BJBOnAVZ12DK2x/cqtDs7T0tI0ffp0paamelwZAKAmAnQ0CAE60LrUbPeem5urAwcOyLarVnf1S+pj2upr2EoxbcUbLm3XgCZAgA40LdeVimTooGOpwDF1yLFUoao/aKZhhNuyZ2RkqG/fvrRlBwAAaESHDx/WwoULtXv3bklSv+ogvSdBOiBJOlsdnO+pDs5TUlI0ffp0paene1wZAOBqCNDRIAToQOtWUVGh/Pz88Az1EydOhPd1NNxwmN7XtNWRMB1oFAToQOO75EoHHasqNHctXXD//EcrISEhPMO8f//+ioqK8rBSAACA9qGgoEALFy5Ubm6uJCnNDOkOK6juJl8Xo306Vx2c51QH58nJybrnnnuUmZlJFywAaMEI0NEgBOhA21JcXBwO03Nzc1VcXBzel2A44TC9j+HIz2d7oEEI0IGbF3KlY66pgupZ5ifdP9/IdIiOVnpGRjg0j4uL87BSAACA9i0/P18LFizQ/v37JUmZZkjjrKDiCNLRTpS4hlaH/Nrh+ORKSkpK0vTp0zVgwACCcwBoBQjQ0SAE6EDb5bquTpw4odzcXOXm5mp/Xp4qg0FJkiUpyagK01NMR90Nh3bvQB0RoAP157rSWdeoCsxdS0ccS8HqfZZlKTU1VRnVoXlSUpJM0/S0XgAAANS2b98+ffLJJzp48KBMSUPNoMb6gnS7Q5tV7kpf2n5ttP0KSerRo4emT5+uwYMHE5wDQCtCgI4GIUAH2o9gMKiDBw+GZ6gfOXxYl/+Rj6pu997PtNXXdBRj8M8/cC0E6EDdlLmqnmFeFZpfrNGWvWfPnuF1zFNTUxUIBDysFAAAAHXhuq527typjz/6SKdOn5Zf0igrqFutoCLIE9FGhFxps+3TOiegclfq0qWzpk+foezsbB70BYBWiAAdDUKADrRfpaWl2rdvX1WgvmePzhUVhffFV7d7TzFs9TFp9w7URIAOXF3ttuyWTrp//nIpJiYmHJhnZGQoJibGw0oBAABwM2zb1oYNG7RwwQJdKC5WlOFqjBnUcCskH98foJVyXGmXY2m1HVCxayg6OkpTpkzVHXfcIb/f73V5AIAGIkBHgxCgA5CqniI/c+aM9u7dq7179ypv3z5VVFZKqmr33tuwqwJ101Y3w6XdO9o1AnSgiutKhTXash+u0Zbd7/MpNS1NmZmZyszMVI8ePWhzCAAA0MZUVlZq5cqV+vzzz1VeXq7Ohqs7rEoNNG2+N0Cr4bpSvmNqhR3QGdeU3+/T+PF3aeLEiYqOjva6PADATSJAR4MQoAO4mlAopIMHD4YD9Zrt3qMNVyk1AnXWO0N7Q4CO9qzMlQ7VaMteXKMte48ePZSVlaXMzEz169ePtuwAAADtRGlpqT7//HOtXLlStm0r0XA03lepFMMhSEeLdswxtTzk1xHXkmEYGj16tKZNm6bOnTt7XRoAoJEQoKNBCNAB1EVpaWl47fS9e/bo/IUL4X3dLrd7N20lGbR7R9tHgI72xK7Vlt3UCffPNxwdO3RQZnVgnpGRodjYWA8rBQAAgNfOnTunhQsXauOGDXIlJRu2JvoqlWjyFTNaliLX0PKQX7mOT5I0ZMgQzZgxQ927d/e4MgBAYyNAR4MQoAOoL9d1derUqfDs9P15eaoMVjXt9al2u/cE2r2jDSJAR1vmulVfJhW4VYH5Icenyup9lmUpNTVVGRkZysrKUs+ePWWa5nXPBwAAgPbn+PHj+vjjj5WTkyND0jAzqDt9QUXz/QA8VuFK62y/Ntp+2ZL69eunWbNmKSUlxevSAABNhAAdDUKADuBmBYNBFRQUhAP1o0ePhvd1NFz1rRGod+BmGW0AATramnJXOlg9w7zA9elCjbbs3bt3D69jnpqaqoiICA8rBQAAQGuSm5ur9957TydPnlSEIY01KzXSCsniuwE0M9eVdjqWVtgBlbqG4uLidN9992no0KEymPkBAG0aAToahAAdQGMrKSn5c7v3vXtVXFwc3tfDsJVqOko1bfVgLTS0UgToaO1cVzrjGsp3LOU7lo66li5/6I+Ojg63ZM/MzFSXLl08rRUAAACtm23bWrdunRYs+ERlZZfU1XA00apUquV4XRraiaOOqc9Dfp10LQUCAU2ZMkV33XWX/H6/16UBAJoBAToahAAdQFNyXVcnTpzQnj17qtq978+TbVfdJEcbrvoZtlKrZ6dHEaajlSBAR2tUWT3LPN8xle/6VFI9y9wwDKWkpCgrK0tZWVlKSkqiLTsAAAAaXWlpqRYtWqQ1q1fLcV2lmrYmWpXqyvroaCLF1euc765e5/yWW27RzJkz1blzZ28LAwA0KwJ0NAgBOoDmVF5ern379mn37t3KycnRhQsXJEmGpF6GrTSzKlBn7XS0ZAToaA1cVzpXY5b5EdeSXb2vQ4cOGjBggAYOHKiMjAx16NDB01oBAADQfpw4cULvv/++cnNzZUrKtoIaYwUVyXcAaCRBV1pv+/SlHVBQUnKfPvragw+qb9++XpcGAPAAAToahAAdgFdc19Xx48eVk5Oj3bt3q6CgQJf/7HQyXKVWz07va9oKcCONFoQAHS1VyJUOuWY4ND/v/nkmee/evTVw4EANHDhQvXv3ZpY5AAAAPOO6rnbt2qUPPvhAZ8+eVbThapxVqaGmzcP0aDDXlfY6lpbZARW7hmJiOunee2cpOzub+x8AaMcI0NEgBOgAWoqysjLt3btXu3fv1u6cHF0sLZUkmZL6VIfpqaatOGanw2ME6GhJLtSYZX7QsRSqfj0yMlJZWVkaMGCAsrKyFBMT42mdAAAAwFcFg0GtWrVKn376qSoqKtTTsHW3r1LdaOuOejrvGlocDOiAa8lnWZowcaImT56siIgIr0sDAHiMAB0NQoAOoCVyHEdHjhwJz04/fPhweF9nwwmH6X0MR37CdDQzAnR4yXalozVmmZ+tMcu8R48eGjhwoAYMGKCUlJRGvzkAAAAAmkJxcbH+9Kc/adOmTTIljbKCGmsFud/HDdmutMH2aY0dUEhSVlaWvv71rys+Pt7r0gAALQQBOhqEAB1Aa1BcXKy9e/cqJydHe/bsUXl5VWjpk5Rs/nl2emeDP1toegToaG4XXemAY2m/Y+mg41NF9esBv1/pGRnh0LxLly6e1gkAAADcjL1792r+H/+os4WF6my4muqrUD/T8bostFDHHFOLQgGdcU3FdOqkB772NQ0fPlwGbQsBADUQoKNBCNABtDa2bevgwYPKyclRTk6OTpw4Ed7XzXCUbtpKN0PqRqt3NBECdDSHQsfQPsfSPsfScffPH/ITEhLCgXlqaqr8fr+HVQIAAACNq7KyUp999pmWLFkix3E0wAxpoq9SHbm/R7VyV1oR8mur45chaczYsZoxY4aio6O9Lg0A0AIRoKNBCNABtHZFRUXavXu3cnJylLt3r4KhqhWAOxuu0s2Q0k1bvQxHJjfbaCQE6GgKriuddA3tc3zaV6M1u2ma6t+/vwYNGqSsrCx169bN40oBAACApnf8+HH98Y9/VEFBgSINabxVoWGmzYPy7ZjrSnsdS5/bAZW6hnr06KE5c+YoJSXF69IAAC0YAToahAAdQFtSUVGh3bt3a8eOHcrZtUvlFVWNjjsYrvobVTPTk01HPm64cRMI0NFYHFc64prVM819Knar/nEK+P3KGjBAQ4YM0cCBA5lJAQAAgHbJcRx98cUX+vDDD1VeXq5ehq27fZVKMPnKur057xr6LBRQvmPJ7/dp2rS7NWHChEYPRAAAbQ8BOhqEAB1AWxUKhZSXl6cdO3Zo544dKi4pkSRFSEqtnpmeatoKEKajngjQcTNCrlTgmNrn+JTnWrpUHZpHR0Vp0ODBGjJkiDIzMxUIBDyuFAAAAGgZiouL9f7772vLli0yJY21KjXaCtFprh1wXWmr49OyUEBBSZmZmZo9e7bi4+O9Lg0A0EoQoKNBCNABtAeO4+jgwYPasWOHduzYrrNnCyVJlqSU6jXT+5u2orn5Rh0QoKO+yl0pv3o98wOOT5XVr8fGxmrIkCEaMmSI0tLSmD0BAAAAXMfu3bv19h/+oPMXLqinYWuGr1JdmY3eZpW4hhYEAypwLXWIjtaDX/+6RowYIYM+/gCAeiBAR4MQoANob1zX1YkTJ7R9+3bt2LFDx44dkyQZknobttJNW+mWrViDP4G4OgJ01EWpq6rW7LZPB11LTvXr3bp105AhQzR06FD17t1bpml6WicAAADQmpSVlen999/Xhg0b5JM0wVepEWaItdHbmN22pcV2hMpdaeDAgZozZ45iY2O9LgsA0AoRoKNBCNABtHeFhYXVM9N36EB+vi7/4eteHaZnmLa6Gi434wgjQMe1nHcN7bMt5TqWjrp//mDeu3dvDR06VEOGDFH37t09rBAAAABoG7Zv3663335bpaWl6mvYmu6vVAwPwrd6Za70WSigPY5PEYGA7n/gAY0ePZpZ5wCABiNAR4MQoAPAnxUXF2vXrl3asWOHcnNzZdu2JKmr4WigGdIAy1YXbsjbPQJ01FTiGtpjW8pxLJ2sDs1Nw1BqWlq4PXuXLl08rhIAAABoe4qLi/X2229r165dijCkKVaFBpo2D8C3Uvm2qYV2hC66hlJTU/XNb36Ttc4BADeNAB0NQoAOAFd36dIl7d69W9u3b1dOTo6CwaAkqZdha6BlK8sMsWZ6O0WAjvLq9uw5tk+HXEuuJMs0lZmVpWHDhmnQoEHq0KGD12UCAAAAbZ7rutqwYYPeffddVVRUKMMMaZqvkvv1VqTSlZaF/Nrq+GVZlmbMmKG77rqL5a4AAI2CAB0NQoAOADdWXl6uHTt2aNOmTdqXmyvHdWVISjFtDTRDSjdtBbg5bzcI0NunkCvlO1Uzzfc7PtnVr6empio7O1vDhg0jNAcAAAA8cu7cOf3ud7/T/v371cFwNcNXoX6m43VZuIHjjqkPQxE67xrq1auXHn30UfXs2dPrsgAAbQgBOhqEAB0A6qe4uFhbt27Vpk2bdOjQIUmSX1J/M6SBZkgppiOLML1NI0BvP1xXOuyayrF9ynV9Kq/+ZNyzZ09lZ2drxIgRiouL87ZIAAAAAJIkx3G0cuVKffzRRwrZtsZaQY2xgjK5R29xXFfa4vi0NBSQYxiaPHmypk2bJp/P53VpAIA2hgAdDUKADgANd+bMGW3evFmbNm3S6dOnJUlRhqssI6SBlq1ehsPaa20QAXrb5rrSaddQjuPTbsenErfq/8RdunTRyJEjlZ2dzYwIAAAAoAU7cuSIfvXGGyo8d059DVuz/BW0dG9BKl1pYSigPY5PHTt21Le//W2lp6d7XRYAoI0iQEeDEKADwM1zXVdHjhzR5s2btXnzZhUXF0uSYg1XA6tnpseb/EltKwjQ26bzrqEc21KO41OhW7XWXnR0tIYPH67s7GylpKSwBh8AAADQSpSVlen3v/+9du7cqU6Gq/t8FUqipbvnzjiGPghFqNA1lZqaqm9/+9uKjY31uiwAQBtGgI4GIUAHgMblOI7y8vK0adMmbd+2TeUVFZKkRMPRQDOkLMtWjMGf19aMAL3tKHOlPY5PObalY27VB2m/36/BgwcrOztbmZmZtBAEAAAAWinXdbVs2TJ9/NFHkuvqLqtSt1ghOsV5ZJdt6dNQhIKSJk6cqBkzZjR6oAEAwFcRoKNBCNABoOkEg0Hl5ORo06ZNysnJkW3bkqS+hq3hVkj9TZv10lshAvTWzXWlA66prbZP+Y5PjiTTMJSRmamRI0dqyJAhioyM9LpMAAAAAI0kPz9fv/7Vr1RcUqIMM6R7fJWK5F6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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.violinplot(x = 'body-style', y = 'price', data = auto, hue = 'body-style')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "ftrjbOrfIh4N",
        "outputId": "63e93ae4-0a2d-4724-e71b-efd5921f59e8"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 50
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Heatmap"
      ],
      "metadata": {
        "id": "Xq6k52JeJLnw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cols =  ['engine-size', 'curb-weight', 'city-mpg', 'highway-mpg', 'combo_mpg', 'horsepower', 'peak-rpm', 'price']\n",
        "auto[cols].corr()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "ClOn44RaI5Se",
        "outputId": "0a209428-eb19-427e-b8cf-8fa97aa9814a"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             engine-size  curb-weight  city-mpg  highway-mpg  combo_mpg  \\\n",
              "engine-size     1.000000     0.850594 -0.653658    -0.677470  -0.670689   \n",
              "curb-weight     0.850594     1.000000 -0.757414    -0.797465  -0.783584   \n",
              "city-mpg       -0.653658    -0.757414  1.000000     0.971337   0.992434   \n",
              "highway-mpg    -0.677470    -0.797465  0.971337     1.000000   0.993174   \n",
              "combo_mpg      -0.670689    -0.783584  0.992434     0.993174   1.000000   \n",
              "horsepower      0.810773     0.751034 -0.803620    -0.770908  -0.792399   \n",
              "peak-rpm       -0.244618    -0.266306 -0.113788    -0.054257  -0.083839   \n",
              "price           0.872335     0.834415 -0.686571    -0.704692  -0.700811   \n",
              "\n",
              "             horsepower  peak-rpm     price  \n",
              "engine-size    0.810773 -0.244618  0.872335  \n",
              "curb-weight    0.751034 -0.266306  0.834415  \n",
              "city-mpg      -0.803620 -0.113788 -0.686571  \n",
              "highway-mpg   -0.770908 -0.054257 -0.704692  \n",
              "combo_mpg     -0.792399 -0.083839 -0.700811  \n",
              "horsepower     1.000000  0.130971  0.810533  \n",
              "peak-rpm       0.130971  1.000000 -0.101649  \n",
              "price          0.810533 -0.101649  1.000000  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-08440609-d874-4954-b4dc-f0a4561eafe9\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>engine-size</th>\n",
              "      <th>curb-weight</th>\n",
              "      <th>city-mpg</th>\n",
              "      <th>highway-mpg</th>\n",
              "      <th>combo_mpg</th>\n",
              "      <th>horsepower</th>\n",
              "      <th>peak-rpm</th>\n",
              "      <th>price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>engine-size</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.850594</td>\n",
              "      <td>-0.653658</td>\n",
              "      <td>-0.677470</td>\n",
              "      <td>-0.670689</td>\n",
              "      <td>0.810773</td>\n",
              "      <td>-0.244618</td>\n",
              "      <td>0.872335</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>curb-weight</th>\n",
              "      <td>0.850594</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.757414</td>\n",
              "      <td>-0.797465</td>\n",
              "      <td>-0.783584</td>\n",
              "      <td>0.751034</td>\n",
              "      <td>-0.266306</td>\n",
              "      <td>0.834415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>city-mpg</th>\n",
              "      <td>-0.653658</td>\n",
              "      <td>-0.757414</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971337</td>\n",
              "      <td>0.992434</td>\n",
              "      <td>-0.803620</td>\n",
              "      <td>-0.113788</td>\n",
              "      <td>-0.686571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>highway-mpg</th>\n",
              "      <td>-0.677470</td>\n",
              "      <td>-0.797465</td>\n",
              "      <td>0.971337</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.993174</td>\n",
              "      <td>-0.770908</td>\n",
              "      <td>-0.054257</td>\n",
              "      <td>-0.704692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>combo_mpg</th>\n",
              "      <td>-0.670689</td>\n",
              "      <td>-0.783584</td>\n",
              "      <td>0.992434</td>\n",
              "      <td>0.993174</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.792399</td>\n",
              "      <td>-0.083839</td>\n",
              "      <td>-0.700811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>horsepower</th>\n",
              "      <td>0.810773</td>\n",
              "      <td>0.751034</td>\n",
              "      <td>-0.803620</td>\n",
              "      <td>-0.770908</td>\n",
              "      <td>-0.792399</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.130971</td>\n",
              "      <td>0.810533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>peak-rpm</th>\n",
              "      <td>-0.244618</td>\n",
              "      <td>-0.266306</td>\n",
              "      <td>-0.113788</td>\n",
              "      <td>-0.054257</td>\n",
              "      <td>-0.083839</td>\n",
              "      <td>0.130971</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.101649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>price</th>\n",
              "      <td>0.872335</td>\n",
              "      <td>0.834415</td>\n",
              "      <td>-0.686571</td>\n",
              "      <td>-0.704692</td>\n",
              "      <td>-0.700811</td>\n",
              "      <td>0.810533</td>\n",
              "      <td>-0.101649</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-08440609-d874-4954-b4dc-f0a4561eafe9')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-08440609-d874-4954-b4dc-f0a4561eafe9 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-08440609-d874-4954-b4dc-f0a4561eafe9');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"auto[cols]\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"engine-size\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7865471583118663,\n        \"min\": -0.6774699078386522,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.850594073426277,\n          0.8107725559959578,\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"curb-weight\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.8273867996541687,\n        \"min\": -0.7974647922811803,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1.0,\n          0.7510342745864703,\n          0.850594073426277\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"city-mpg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.8501401857838161,\n        \"min\": -0.8036201591529716,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -0.757413784505601,\n          -0.8036201591529716,\n          -0.6536579163114195\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"highway-mpg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.8551053588456848,\n        \"min\": -0.7974647922811803,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -0.7974647922811803,\n          -0.7709076931171824,\n          -0.6774699078386522\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"combo_mpg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.8586489666689813,\n        \"min\": -0.7923988259240988,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -0.7835842369108662,\n          -0.7923988259240988,\n          -0.6706893216007811\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"horsepower\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.8108285615285902,\n        \"min\": -0.8036201591529716,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.7510342745864703,\n          1.0,\n          0.8107725559959578\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"peak-rpm\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.40923000009321764,\n        \"min\": -0.26630633229141326,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          -0.26630633229141326,\n          0.13097080454313345,\n          -0.2446175257283099\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7896330992110752,\n        \"min\": -0.7046922650589531,\n        \"max\": 1.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.834414525770285,\n          0.810533082132206,\n          0.8723351674455182\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.heatmap(auto[cols].corr(), annot = True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 512
        },
        "id": "HegJEp4aJZDj",
        "outputId": "b582e7f6-40cb-43f5-a344-ebf2df492476"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 52
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Distribution plot\n",
        "\n",
        "\n",
        "* Used to plot of a continous numerical values"
      ],
      "metadata": {
        "id": "7IjgOQD0LOPz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.distplot(auto.price, hist = False) #if we dont wanna to represent the histrograms then we need to write hist = false"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 544
        },
        "id": "BQ5EeDsvLZmf",
        "outputId": "2765479c-0042-4edd-9149-e18c041ee7a4"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='price', ylabel='Density'>"
            ]
          },
          "metadata": {},
          "execution_count": 53
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12,5), dpi = 200)\n",
        "sns.distplot(auto.horsepower, hist = False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "3a8Zk6QILriV",
        "outputId": "8704fa74-0b45-4be7-9e05-079353b298dc"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='horsepower', ylabel='Density'>"
            ]
          },
          "metadata": {},
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# pairplot"
      ],
      "metadata": {
        "id": "tbJDSubKMHnq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.distplot(auto['engine-size'], hist = False) #The distrubition of engine size with respect to diffrent vales of this numeric field"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        },
        "id": "Y6xdm6nSNy_I",
        "outputId": "cbd4da3e-8852-40d7-f7f6-7f8160dcd4d5"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='engine-size', ylabel='Density'>"
            ]
          },
          "metadata": {},
          "execution_count": 55
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cols = ['engine-size', 'curb-weight', 'combo_mpg', 'horsepower', 'price', 'fuel-type']\n",
        "plt.figure()\n",
        "sns.pairplot(auto[cols], hue = 'fuel-type')\n",
        "plt.savefig('pairplot', dpi = 1000)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "zCxUpSSVMC9o",
        "outputId": "eea353ac-488f-435f-f257-96f402b4ea08"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1340.75x1250 with 30 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Relplot\n",
        "\n",
        "\n",
        "\n",
        "*  It helps to plot the relationship plots\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "PmElYozbRCCo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'line') #kind helps to customize typre of our visualizations"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "BHRwOoUjMpm_",
        "outputId": "ff8edffc-0dc1-4d59-cb9b-0e94a52a4f07"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ad8bae40>"
            ]
          },
          "metadata": {},
          "execution_count": 57
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "OIwYnsgzRmSG",
        "outputId": "66e96eb4-53b5-4231-d1e1-11229117f333"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ac5b72c0>"
            ]
          },
          "metadata": {},
          "execution_count": 58
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 7, aspect = 1.5) #aspect increase or decrease the ditance between the labels or intervals"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 741
        },
        "id": "lTmP3-kbR60j",
        "outputId": "ea745dcc-e390-4800-ffcc-d01e4fc7d956"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ac4f3da0>"
            ]
          },
          "metadata": {},
          "execution_count": 59
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x700 with 1 Axes>"
            ],
            "image/png": 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AcETxAAAAAAAAOGKoRgAAZpkxRkHZ8saisqMRmUCt4pZfERnZNsNpAgCA0kfxAACAWWSMUdhOqH/LRvXt252abrW0KdzeoV5TRQEBAACUPH62AADALArKVv+WjYqNKxxIUmxvp/q3blJQFA4AAEDpy/nOg507d07axufzqa6uTqeddprq6upyXRUAAK7ljUXT7jgYL7a3U6FYVPIFChwVAADA9ORcPPiP//iPKbf1eDw677zz9KlPfUoeDzc7AAAqhx2NTD6f4gEAAChxORcPtm7dqk2bNmnx4sX66Ec/qoaGBknSoUOH9JOf/ESvvfaarrnmGg0NDemhhx7Sz372M82bN0+XXXZZ3oIHAKDUmUBwRvMBAABKQc63Adx5551qamrS2rVrddJJJ8nv98vv92vJkiVau3atGhsbde+992rx4sVat26dmpub9Ytf/CKfsQMAUPLiVkBWS1vWeVZLm+IWdx0AAIDSl3Px4LnnntNpp5024fzTTjtNv/71r1PvzzzzTPX09OS6OgAAXCkio1B7R0YBwWppU6i9QxGZIkUGAAAwdTn/bKG6ulovv/yyLrjggqzzX3rpJVVXv9t9IpFQTU1NrqsDAMCVbNtWr6lScO11CsWisqMRmUBQcSugXhmGaQQAAK6Qc/Hggx/8oH7605+qtrZWF1xwgY4//nhJ0ltvvaVHHnlEu3bt0oUXXphq/9xzz2nBggUzjxgAAJexbVsD0uiDEccejmin/gcAAKDk5Vw8uOKKK9TX16eHHnpIDz30UGoUhWQyKUlqbW3VFVdcIUkaHh7WkiVLtHTp0jyEDAAAAAAACinn4oHP59M111yjV155Rfv27Us9z+C4447T8uXLtWTJkrS2l19++cyjBQAAAAAABZdz8WDMSSedpJNOOikfsQAAAAAAgBI04+LB66+/rn379qm7u1uSdPzxx6u5uVkLFy6ccXAAAAAAAKD4ci4exONx/c//+T/1i1/8QpJkzOhQU7Zt695779WHPvQh/e3f/m3aiAsAAAAAAMB9cr6yv/fee/WLX/xCF1xwgT760Y/qj/7oj2SMUVdXlx5++GH97Gc/U21tra666qo8hgsAAAAAAArNk+uCu3bt0oc+9CFdffXVampqUlVVlTwej5qamrRmzRqdddZZ2rVrVz5jBYCCMMao1kjzhqMK93Zr3vCgas27d1gBAAAAlSbnOw9GRkYch1583/vep6eeeirX7gGgKIwxCtsJ9W/ZqL59u1PTrZY2hds71GuqZNt2ESMEAAAACi/nOw+WL1+u/fv3Tzh///79WrZsWa7dA0BRBGWrf8tGxcYVDiQptrdT/Vs3KSgKBwAAAKg8ORcPVq1ape7ubt1+++165pln1N3dre7ubv3617/Wbbfdpu7ubq1atUoDAwNpLwAoZd5YNKNwMCa2t1PeWLTAEQEAAADFl/PPFq655hpJo0M1Pvnkk45txrv//vtzXSUAzDo7Gpl8vi9QoGgAAACA0pBz8eCyyy7j4WEAyo4JBGc0HwAAAChHORcPPvGJT+QzDgAoCXErIKulTbG9nRnzrJY2xa2AeOwBAAAAKk3OzzwAgHIUkVGovUNWS1vadKulTaH2DkXEHVcAAACoPDnfeSBJQ0ND2r17t/7whz8oEolkDF9mjNHf/M3fzChAACgk27bVa6oUXHudQrGo7GhEJhBU3AqoV4ZhGgEAAFCRci4ePPPMM/rGN76haNT5yeMUDwC4jW3bGpBGH4w49nBEO/U/AAAAQMXJuXiwbds21dTU6JprrtHJJ5+sQICnjwMAAAAAUI5yfuZBT0+PLr74Yi1btozCAQAAAAAAZSzn4sGiRYsm/ckCAAAAAABwv5yLB3/1V3+lRx55RL/97W/zGQ8AAAAAACgxOT/z4LTTTtOVV16p66+/XieccILmz58vjye9FmGM0Re/+MUZBwkAAAAAAIon5+JBZ2envvWtbymZTOrtt9/W4OBgRhtjGA8dlcsYo6BseVPD/dUqbvkVyXG4v4z+giHJqpGG3u1fNX55kgmZwaiSQ4MywZBi/oBk2/IOZcYhSUHZ8sUGpeiAPIGgjNcnezimZDQiT6BWCX9A/Z5qhZIjqhqKKhnpl8cflKwaDVV7NWSqNDc5IjMYGZ0XDMkOBDVsjOK/e011iREZ25aMkZJJJQejMsFaGZ8lDUZH39fOUbLGL89IXGZoUMmhQXlqQ7KrvUoc7ZPxB2a07wot38feLeuGu5E7AADASc7Fgx07dqipqUn/+I//qKampnzGBLieMUZhO6H+LRvVt293arrV0qZwe4d6TdW0vowf25+p8Wv+F29S/4/uU2z/nnf7P7NVcz7xN+recI3soUGZGr/qb/hnHb3/rsw41n5Zsu1J+6xZ8WHN+/Q1OrJlk2Lj+2heoTmrPy3/vHod2bwxM46VV2tkKKqBh/+3aj9yaWasza0KXbxSh//l66r7h3+SsWrUd/9dx7RZodDFq/T29WvlO215Tvuu0PJ97N2ybrgbuQMAACaT8zMPjhw5ogsuuIDCAZBFUKMX5eMvtiUptrdT/Vs3KajpfQk/tr/QJaszLsYlKbZvt47ef5dCl6xOtTt637ascSSe3jOlPn0nvVdHNm/K7GP/Ho28/urovGxx3LdNiZ5u+U5amj3W/bvV/6P7VPf3X1Gip1tHjykcjK2j/0f3KXTJ6pz3XaHl+9i7Zd1wN3IHAABMJufiwXve8x719PTkMxagbHhj0Ywv4WNiezvljU1vpJJj+/OdcnrGhXaq//175Dvl9EnbVdXVT6nP0enZt6Vqfv2E82L7d6tqfv2ksVbNr3+nn8m3J5d9V2j5PvZuWTfcjdwBAACTybl48KlPfUqPP/64Hn/88XzGA5QFOxqZ0fzJ2tvDw87t35nv1O7YeRO1nU4f2eZP1iYZjUx5e6Tp77tCy/exd8u64W7kDgAAmEzOzzz4l3/5FyUSCX3zm9/Ud77znQlHW7jttttmHCTgNiYQnNH8ydobn8+5/TvzndodO2+ittPpY7rzJckTCMoeynzg6kT9THffFVq+j71b1g13I3cAAMBkcr7zoLa2Vo2NjTrttNO0ZMkSzZ07V6FQKO1VW1ubz1gB14hbAVktbVnnWS1tiluBGfU3/MKzsppXZO+/eYWGX3h20naJwz1T6nP4hWdlndmavY+3eyacZzW3KvF2z6SxJt7uGe1nCtuTy74rtHwfe7esG+5G7gAAgMkYu0Ifn9zd3a14PF7sMKbNGKPGxkYdOnSIJ1+XsNSTy7duUmxvZ2q61dKm0ExGW3inv3dHRrg/7ZkDo6MtfEo9G/4hfbSFB/4tM46x0RYm6bNmxYcV/vQX3hltYVwf74y2UDWv/p2HJh4Tx6qrZQ9OZ7QFv47evy37aAu3rpfvtOU57btCy/exd8u63YzzKrnjFuQq3IJchRuQp+mmMhACxQOXIcndI3PM9KDiViDnMdMz+gvWSpZfGnq3f9UE5EkmZAajSg4NygRrFfMHJduWdygzDmn0Keu+2KAUHZAnEJTx+mQPx1JtE/6g+j3VCiVHVDUUlR3pl6kJSDV+DVV7NWSqNDc5IjMYUTLSL08wJDsQ1LDxqGY4pmRiRMa2JWOkZFLJwahMoFbGsqTB6Oj72pCSNQF5RuIyQ4NKDg3KE6yV7fUpcbRPxu+f0b4rtHwfe7es2604r44id0ofuQq3IFfhBuRpuqkUD3J+5sGxent79dnPflZf+cpXdPrpp+erW8C1bNvWgCT5AqMvSaOjneV2csraXzLLe1VJ/tDoS5IS76xvgjhG+/SPvsZY1ZIVfLfP5IiOHNtHqu8RvS2Nth9bJiEZYyu0YFHmCXmsjS2ppnb0NdaXqU6PXZLmzs+IudTl+9i7Zd1wN3IHAAA4yfmZBwAAAAAAoDJQPAAAAAAAAI4oHgAAAAAAAEd5Kx4EAgG1t7drwYIF+eoSAAAAAACUgJyLBz/4wQ90+PDh1Hufz6dzzjlH4XA4H3EBAAAAAIASkfNoC/fdd5/uu+8+nXrqqfrwhz+strY2+f3+yRcEAAAAAACuknPxYMuWLXrssce0a9cu/eu//qvuuusuvf/979eHP/xhNTc3y+PhcQrAbMock71Wccs/rTHZJ+ojajwK2MkZ9T0maI7pvyYgyZZ3aOZ9T3U/5GNfwZ049gAAAPmRc/Ggrq5OF198sS6++GK9/vrreuyxx/TLX/5STzzxhEKhkP7sz/5MH/rQh/Te9753yn0+8sgjeuSRR9Td3S1JWrBggS6//HKdeeaZkqTh4WFt375djz/+uOLxuJYvX641a9bwUwlUHGOMwnZC/Vs2qm/f7tR0q6VN4fYO9ZqqSS+MJuqjpu3Dqrv6GvVu2ZRz32P9j3T/QUPfvinVj6nxq/6Gf9bR+++aUd/T2Q+SZryv4E75+JwAAABglLHz/M3p+eef10MPPaQnn3xSktTQ0KAPf/jDOv/88zV37lzHZX/1q1/J4/GosbFRtm3r0Ucf1Y9+9CPdeuutOvHEE/Xd735Xe/fu1bp16xQIBLRt2zZ5PB597Wtfm3ac3d3disfjOW1jMRlj1NjYqEOHDvGlt4LVGmlo802KjbsgGmO1tKlm7XUamCQ9JupjzsqrFXvxGcX278m5b0mq9UhD375ZsX2dee97sm0Y3580830Fd5rq54TzKtyCXIVbkKtwA/I0XVNT06Rtcr7z4FjDw8N68skntWvXLj399NPyeDxavny5qqur9b//9//WD3/4Q/3d3/2dVqxYMWEfH/jAB9Lef/KTn9Qjjzyi3/zmN5o/f75+/vOf6/Of/7xOP/10SdLatWt1zTXX6KWXXtLSpUuz9hmPx9OKBMaY1LMZjDEz3eyCG4vZjbEjf7yxSNp/SR0vtrdToVhUxgrm1IfvlNN19P5tM+pbknxDUfWNKxzks+8xU9kPkma8r+BOU/2ccF6FW5CrcAtyFW5Ank7fjIoHtm3r17/+tXbt2qUnn3xSQ0NDWrx4sa644gqdddZZqTsNjhw5om9+85vavn27Y/FgvGQyqSeeeEKxWExLly7VwYMHlUgkdMYZZ6TanHDCCaqvr3csHjz44IPauXNn6v1JJ52kW265Rccdd9wMtrz4Ghoaih0Ciij24rOO8z2xITUuPjmnPuzh4Rn3PVH/+erbaR3H9jeZ6a4T7jHdzwnnVbgFuQq3IFfhBuTp1OVcPLj77rv1xBNPqLe3V/PmzdOf//mf6+yzz9aJJ56Y0XbevHk699xztXnz5kn7ff3117V+/XrF43HV1NTo2muv1YIFC/Tqq6+qurpawWD6fyGcO3euent7J+zv0ksv1UUXXZR6P1ZZ6u7u1sjIyBS3tnQYY9TQ0KCuri5ur6lgYavGcX7SqtGhQ4dy6sP4fDPuW5LmWZmjr+Sr7zFT2Q+Tme464R5T/ZxwXoVbkKtwC3IVbkCepmtsbJy0Tc7Fg//+7//WihUrdPbZZ+uMM86Y9HaPU045Re3t7ZP229TUpNtuu03RaFSdnZ3avHmzNmzYkGuY8nq98nq9Wee5OUls23Z1/JiZuBWQ1dKm2N7OjHlWS5viVmDS/Jioj+EXnpXV3KrY/uy/E59K35I0XOPP6H+07xUTPvNgqn1Ptg3j+xv7eyb7Cu403c8J51W4BbkKtyBX4Qbk6dTlPJ7id7/7XX3uc5/TsmXLpvQ7keOPP17nnHPOpO2qq6vV0NCgJUuWaPXq1Vq8eLEefvhhhcNhjYyMKBKJpLXv6+tjtAVUnIiMQu0dslra0qZbLW0KtXcoosk/kxP1MfzabxReN7O+JSkqj+r+/itp/fT/cIfmrLp6xn1Ptg3j+8vHvoI7cewBAADyJ+c7D6699lpdddVVGQ85HPPUU0/p3/7t3/Ttb3875+Ck0WcfxONxLVmyRFVVVXrmmWfU1jb6RfDNN99UT0/PhM87AMqVbdvqNVUKrr1OodT49UHFrYB6pzh+vVMfh41HgRn0PdZ/9XENqll3nUJD7/YzXBPMmDbdvqe7H2a6r+BO+ficAAAAYFTOxYPu7m4NDU38MLKhoSF1d3dPq88dO3aoublZ9fX1Ghoa0mOPPaYDBw5o/fr1CgQCOvfcc7V9+3bV1tYqEAjorrvu0tKlSykeoCLZtq0BSfIFRl+SZKf+Z2Z92MkZ9z0mYhvZ4/tJvtNHHvp23AbZ02qD8sSxBwAAyI+8DdV4rN/+9rcZDzecTF9fnzZv3qwjR44oEAho0aJFWr9+vZYtWyZJuvLKK2WM0R133KGRkREtX75ca9asmY3wAQAAAADAO6ZVPHj44Yf18MMPp97fc889uu+++zLaRaNRRSIRnXXWWdMKZrIHKvp8Pq1Zs4aCAQAAAAAABTSt4sGcOXO0YMECSaM/W6irq9O8efPS2hhjZFmWlixZogsvvDB/kQIAAAAAgKKYVvHgrLPOSt1NsGHDBn384x/XGWecMSuBAQAAAACA0pDzMw+++tWv5jMOAAAAAABQoqZcPDhw4IAk6bTTTkt7P5mx9gAAAAAAwJ2mXDzYsGGDJOnee+9VdXV16v1k7r///twiA4ASZoxRULa8sajsaEQmUKu45VdERradOQzgdNsXgxtiBAAAQHFMuXgw9jOF6urqtPcAUGmMMQrbCfVv2ai+fbtT062WNoXbO9RrqtIutqfbvhjcECMAAACKZ8rFg2N/fvC+971PsVhMgUAga/toNCrLsmYWHQCUoKBs9W/ZqNi4i2xJiu3tlLZuUnDtdRqYQfticEOMAAAAKB5Prgv+27/9m77yla9MOP8rX/mKtm/fnmv3AFCyvLFoxkX2mNjeTnlj0Rm1LwY3xAgAAIDiybl4sH//frW2tk44v62tTfv27cu1ewAoWXY0Mq35021fDG6IEQAAAMWTc/HgyJEjqqurm3D+vHnzdPjw4Vy7B4CSZQLBac2fbvticEOMAAAAKJ6ciwe1tbV68803J5z/+9//Xn6/P9fuAaBkxa2ArJa2rPOsljbFrcCM2heDG2IEAABA8eRcPGhubtZ//dd/6ZVXXsmYd/DgQf3Xf/2XzjzzzBkFBwClKCKjUHtHxsW21dKmUHuHIjIzal8MbogRAAAAxTPl0RaOtXLlSu3fv1/XXXed3v/+9+vEE0+UJL3xxht66qmnNGfOHK1cuTJvgQJAqbBtW72mSsG11ykUi8qORmQCQcWtgHplMoY0nG77YnBDjAAAACienIsHdXV12rRpk+6991796le/0pNPPilJ8vv9Ouuss/TJT37S8ZkIAOBmtm2PDl3oC4y+JMlO/c+M2xeDG2IEAABAceRcPJBGH4r4d3/3d7JtW0ePHpUkzZkzR8ZweysAAAAAAOViRsWDMcYYzZ07Nx9dAQAAAACAEpPzAxMBAAAAAEBloHgAAAAAAAAcUTwAAAAAAACOKB4AAAAAAABHeXlgIgC4jTFGQdnyxqKyoxGZQK3ill9R41HATmZMj8jItqc2ZOFEfU+nj3wolTgAIF/yeV7zeDyaq6SqBiNKRvrlCc5Rwh9QnzxKJpOztAUA4F4UDwBUHGOMwnZC/Vs2qm/f7tT0mrYPq+7qa9S7ZVPadKulTeH2DvWaqkm/nE7U93T6yIdSiQMA8iWf5zWPx6O6ZFy9mzcqtn/Pu301t6puXYcOe7wUEADgGPxsAUDFCcpW/5aNio378ilJvkXvHf0iecz02N5O9W/dpKAm/1I6Ud/T6SMfSiUOAMiXfJ7X5iqZUTiQpNj+3erdvElzReEAAI5F8QBAxfHGohlfPiXJd8rpGV8kx8T2dsobi+bc93T6yIdSiQMA8iWf57WqwcjE5/v9u1U1GMkpRgAoZxQPAFQcO5r9S6E9PJzTctNpM5U+8qFU4gCAfMnneS0Z6Z9k/sCU+wKASkHxAEDFMYFg9uk+X07LTafNVPrIh1KJAwDyJZ/nNU8wNMn82in3BQCVguIBgIoTtwKyWtoypg+/8Kys5tasy1gtbYpbgZz7nk4f+VAqcQBAvuTzvJbwByc+3ze3KuGnwAoAx6J4AKDiRGQUau/I+BI6/NpvFF6XOd1qaVOovUMRmZz7nk4f+VAqcQBAvuTzvNYnz+j5/pgCgtXcqvC6L6uPr8gAkMHYFTpWV3d3t+LxeLHDmDZjjBobG3Xo0CGGWUNJK/VczRwrPKi4FVDUeBSwkxnTpzOG+ER95zIO+UyUShylrtRzFRhDrub3vObxeDRXSVUNRpSMDMgTrFXCH1SfPAzTOEPkKtyAPE3X1NQ0aZvqAsQBACXHtm0NSJIvMPqSJFuSncw+fRpDgE3Yd4GHRyyVOAAgX/J5XksmkzoiSVZw9CVpdIRGCgcAkA33ZAEAAAAAAEcUDwAAAAAAgCOKBwAAAAAAwBHFAwAAAAAA4IjiAQAAAAAAcMRoCwBQIMYYBY1kJeIyQ4NKDg3KBEOK1fgVsd8dZixzKLJaxS2/41Bk2ZYZqQmo2khV0QElI/3yBOfI9gek2KDsgX55/AHZVo1iVV5F3ul2uuudLIapLJ8+XNponAl/YErDpeW6TgAzw2cPACoPxQMAKABjjMJKyrzVpb77tym2f09qntXSpnB7h3pNlSQpbCfUv2Wj+vbtztrm2C/mxpgJl5nz/7tKb224RvbQ4Oi05laFLl6pt29dL3toUFbzCs1ZdbW8xzVKyeS01jvVGJyW93g8qkvG1bt5Y/o+aW5V3boOHfZ4Jywg5LpOADPDZw8AKhM/WwCAAgjKVuLpPTp6TOFAkmJ7O9W/dZOCshWUrf4tGxUb94X82DbZ+p5omaP336XQJavfnbZ/t/p/dF9qWmz/Hh29b5tMd9e01zvVGJyWn6tkRuFgLM7ezZs012G89VzXCWBm+OwBQGWieAAABeCNRVVVV59xkTwmtrdT3lhU3lg04wv5sW2y9T3hMvv3yHfK6Y7TYvv3yOP3T3u9U47BYfmqwcjE+2T/blUNRvK+TgAzw2cPACoTxQMAKAA7GpE9PDx5m+jEF8tjbaYyLW1+lvUeOy2Zw3rzMT8Z6XdcLhkZmLWYAOSGzx4AVCaeeQAABWACQWng6ORtptLPNJczPt+k0zyT9TFL8z3BkONynmDtrMUEIDd89gCgMnHnAQAUQNwKKHG4R1bziqzzrZY2xa2A4lZAVkubY5tsfU+4TPMKDb/wrOM0q3mFkoOD017vlGNwWD7hD8pqbp0g9lYl/BNfhOS6TgAzw2cPACoTxQMAKICIjKqWj45scGwBwWppU2hthyIyisgo1N6R8cXcamlTqH20Tba+J1pmzsqr1f/DHe9Oa25V6OJVqWljoy3YxzVMe71TjcFp+T55FF7XkVFAsJpbFV73ZfU5/DOV6zoBzAyfPQCoTMau0LF0uru7FY/Hix3GtBlj1NjYqEOHDjEMEkoauZrJGKOgkaxEXGZoUMmhQZlgrWI1AUXsd8dGzxw/Pai4FXAcPz3bMiM1QVUbqSo6oGRkQJ5grWx/UIoNyh7ol6fGL7vGr1iVV5F3up3ueieLYSrLezwezVVSVYORVJwJf1B98kw4TONM13lsH+Qq3KCUcjUfnz2Ur1LKVWAi5Gm6pqamSdvwzAMAKBDbtjVgSwOmWvKHRl+SRkcjtNPbSZIvMPpKzZ74H7asyyTfaW8FR19j6/L6pXn+dxdOvtvvdNc7aQxTWD6ZTOpItjgdhmmc6ToBzAyfPQCoPPxsAQAAAAAAOKJ4AAAAAAAAHFE8AAAAAAAAjigeAAAAAAAARxQPAAAAAACAI4oHAAAAAADAEUM1Aqg4meOT1ypu+UtqfPLJYpzuNng8Hs1VUlWDESUj/fIE5yjhD6hPHiWTEw+JOJN9NZV1Zm0TCGrElqqHIiV7fACUHjec2wHAzSgeAKgoxhiF7YT6t2xU377dqelWS5vC7R3qNVVF/5I5WYx9nmrNTY5MeRs8Ho/qknH1bt6o2P4977ZvblXdug4d9nizFhBmsq+msk5JGW1MjV/1X/1nDT5wl2IlenwAlB43nNsBwO342QKAihKUrf4tG9MuTCUptrdT/Vs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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(dpi = 200)\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 4, aspect = 1.5, col = 'fuel-type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "QezpUUnPSY6U",
        "outputId": "99aac9a0-1a5a-4728-a7c3-fdec5f88fd95"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3afa12e70>"
            ]
          },
          "metadata": {},
          "execution_count": 60
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1280x960 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(dpi = 200)\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 4, aspect = 1.5, row = 'fuel-type')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 842
        },
        "id": "C93Rs8a9SwqW",
        "outputId": "47b706ae-12af-4801-e9ea-e32158f2b346"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ac43b800>"
            ]
          },
          "metadata": {},
          "execution_count": 61
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1280x960 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(dpi = 200)\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 4, aspect = 1.5, col = 'body-style')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        },
        "id": "Fjav5tMsTAqp",
        "outputId": "d65b50d8-e83b-47f2-b447-960c732acf7b"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ac470500>"
            ]
          },
          "metadata": {},
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1280x960 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3000x400 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(dpi = 200)\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 4, aspect = 1.5, col = 'body-style', col_wrap = 3) #it limited number of cols in our graphs"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "id": "MkBgTChBTJua",
        "outputId": "53795ff8-b749-49a9-f3d4-df4041af7dd6"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3ac21c080>"
            ]
          },
          "metadata": {},
          "execution_count": 63
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1280x960 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x800 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(dpi = 500)\n",
        "sns.relplot(x = 'curb-weight', y = 'city-mpg', data = auto, kind = 'scatter', height = 4, aspect = 1.5, col = 'fuel-type', row = 'aspiration')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 772
        },
        "id": "ZLBPzj0wTaw1",
        "outputId": "88eea84f-2c51-45fa-9d7b-2aacca31b74d"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x79a3a5e84080>"
            ]
          },
          "metadata": {},
          "execution_count": 64
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3200x2400 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 4 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Creating subplots"
      ],
      "metadata": {
        "id": "vFl2Xi7-T7Yw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (18,6), dpi = 200)\n",
        "\n",
        "plt.subplot(1,2,1)\n",
        "sns.distplot(auto.horsepower, hist = False)\n",
        "plt.subplot(1,2,2)\n",
        "sns.boxplot(y = auto.horsepower)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "KmPMmoXnT-aJ",
        "outputId": "dc520b6a-cdb7-418a-82a7-910e89158309"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: ylabel='horsepower'>"
            ]
          },
          "metadata": {},
          "execution_count": 65
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x1200 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (18,6), dpi = 200)\n",
        "\n",
        "plt.subplot(1,2,1)\n",
        "sns.barplot(x = auto['body-style'], y = auto['price'])\n",
        "plt.subplot(1,2,2)\n",
        "sns.boxplot(x = auto['body-style'], y = auto['price'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "id": "1uN9JKwkUBns",
        "outputId": "12a60460-9a3c-4227-bea5-d0dd7c58feaa"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='body-style', ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 66
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x1200 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (18,18), dpi = 200)\n",
        "\n",
        "plt.subplot(3,2,1)\n",
        "sns.barplot(x= auto['body-style'], y = auto['price'])\n",
        "plt.subplot(3,2,2)\n",
        "sns.boxplot(x = auto['body-style'], y = auto['price'])\n",
        "\n",
        "plt.subplot(3,2,3)\n",
        "sns.barplot(x = auto['fuel-type'], y = auto['price'])\n",
        "plt.subplot(3,2,4)\n",
        "sns.boxplot(x = auto['fuel-type'], y = auto['price'])\n",
        "\n",
        "plt.subplot(3,2,5)\n",
        "sns.barplot(x = auto['aspiration'], y = auto['price'])\n",
        "plt.subplot(3,2,6)\n",
        "sns.boxplot(x = auto['aspiration'], y = auto['price'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "FclIrr2zURQB",
        "outputId": "9cbdc6e4-6d3f-4646-9fe4-432115e2190f"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='aspiration', ylabel='price'>"
            ]
          },
          "metadata": {},
          "execution_count": 67
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3600x3600 with 6 Axes>"
            ],
            "image/png": 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  ]
}