PioPetro/piopetro_session2_production_data_analysis.ipynb

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        "<a href=\"https://colab.research.google.com/github/yohanesnuwara/python-bootcamp-for-geoengineers/blob/master/PioPetro/piopetro_session2_production_data_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
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      "source": [
        "# Import Numpy, Pandas, Matplotlib, Seaborn, and Missingno\r\n",
        "import numpy as np\r\n",
        "import pandas as pd\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "\r\n",
        "import missingno as msno\r\n",
        "import seaborn as sns"
      ],
      "execution_count": null,
      "outputs": []
    },
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      },
      "source": [
        "filepath = \"http://bit.ly/piopetro-data1\"\r\n",
        "\r\n",
        "df = pd.read_csv(filepath)\r\n",
        "\r\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>DATEPRD</th>\n",
              "      <th>NPD_WELL_BORE_NAME</th>\n",
              "      <th>ON_STREAM_HRS</th>\n",
              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
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              "      <th>BORE_GAS_VOL</th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "      <th>BORE_WI_VOL</th>\n",
              "      <th>FLOW_KIND</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>07-Apr-14</td>\n",
              "      <td>15/9-F-1 C</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>08-Apr-14</td>\n",
              "      <td>15/9-F-1 C</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>09-Apr-14</td>\n",
              "      <td>15/9-F-1 C</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>3</th>\n",
              "      <td>10-Apr-14</td>\n",
              "      <td>15/9-F-1 C</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>11-Apr-14</td>\n",
              "      <td>15/9-F-1 C</td>\n",
              "      <td>0.0</td>\n",
              "      <td>310.376</td>\n",
              "      <td>96.876</td>\n",
              "      <td>277.278</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.21599</td>\n",
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              "      <td>10.48</td>\n",
              "      <td>33.072</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
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              "     DATEPRD NPD_WELL_BORE_NAME  ...  BORE_WI_VOL   FLOW_KIND\n",
              "0  07-Apr-14         15/9-F-1 C  ...          NaN  production\n",
              "1  08-Apr-14         15/9-F-1 C  ...          NaN  production\n",
              "2  09-Apr-14         15/9-F-1 C  ...          NaN  production\n",
              "3  10-Apr-14         15/9-F-1 C  ...          NaN  production\n",
              "4  11-Apr-14         15/9-F-1 C  ...          NaN  production\n",
              "\n",
              "[5 rows x 16 columns]"
            ]
          },
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      "source": [
        "# Convert datetime column to Pandas datetime format (%d-%b-%y)\r\n",
        "df[\"DATEPRD\"] = pd.to_datetime(df[\"DATEPRD\"], format=\"%d-%b-%y\")\r\n",
        "\r\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>DATEPRD</th>\n",
              "      <th>NPD_WELL_BORE_NAME</th>\n",
              "      <th>ON_STREAM_HRS</th>\n",
              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
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              "      <th>BORE_WAT_VOL</th>\n",
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              "      <td>2014-04-09</td>\n",
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              "      <th>4</th>\n",
              "      <td>2014-04-11</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>production</td>\n",
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            "text/plain": [
              "     DATEPRD NPD_WELL_BORE_NAME  ...  BORE_WI_VOL   FLOW_KIND\n",
              "0 2014-04-07         15/9-F-1 C  ...          NaN  production\n",
              "1 2014-04-08         15/9-F-1 C  ...          NaN  production\n",
              "2 2014-04-09         15/9-F-1 C  ...          NaN  production\n",
              "3 2014-04-10         15/9-F-1 C  ...          NaN  production\n",
              "4 2014-04-11         15/9-F-1 C  ...          NaN  production\n",
              "\n",
              "[5 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
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    {
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        "id": "VDdm-HziAETf",
        "outputId": "adf910c0-8340-41e2-b953-36c3de72085b"
      },
      "source": [
        "# Print all column names / features\r\n",
        "df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['DATEPRD', 'NPD_WELL_BORE_NAME', 'ON_STREAM_HRS',\n",
              "       'AVG_DOWNHOLE_PRESSURE', 'AVG_DOWNHOLE_TEMPERATURE', 'AVG_DP_TUBING',\n",
              "       'AVG_ANNULUS_PRESS', 'AVG_CHOKE_SIZE_P', 'AVG_WHP_P', 'AVG_WHT_P',\n",
              "       'DP_CHOKE_SIZE', 'BORE_OIL_VOL', 'BORE_GAS_VOL', 'BORE_WAT_VOL',\n",
              "       'BORE_WI_VOL', 'FLOW_KIND'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
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        },
        "id": "tjNhG5LWAcBG",
        "outputId": "d29b181b-528a-4d81-d338-2cc3141b4b51"
      },
      "source": [
        "# Print all well names (unique)\r\n",
        "df[\"NPD_WELL_BORE_NAME\"].unique()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['15/9-F-1 C', '15/9-F-11', '15/9-F-12', '15/9-F-14', '15/9-F-15 D',\n",
              "       '15/9-F-4', '15/9-F-5'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
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    {
      "cell_type": "code",
      "metadata": {
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        },
        "id": "TMBdk0e_Al4t",
        "outputId": "46db94b0-5c6a-45d0-e4d8-b1f38e65555e"
      },
      "source": [
        "# Separate well 15/9-F-14 from dataframe\r\n",
        "mask = df[\"NPD_WELL_BORE_NAME\"] == \"15/9-F-14\"\r\n",
        "\r\n",
        "well14_df = df[mask].reset_index()\r\n",
        "\r\n",
        "well14_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <th>DATEPRD</th>\n",
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              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
              "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
              "      <th>AVG_DP_TUBING</th>\n",
              "      <th>AVG_ANNULUS_PRESS</th>\n",
              "      <th>AVG_CHOKE_SIZE_P</th>\n",
              "      <th>AVG_WHP_P</th>\n",
              "      <th>AVG_WHT_P</th>\n",
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              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>BORE_GAS_VOL</th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "      <th>BORE_WI_VOL</th>\n",
              "      <th>FLOW_KIND</th>\n",
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              "      <th>0</th>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.059</td>\n",
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              "      <td>0.0</td>\n",
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              "      <th>1</th>\n",
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              "      <td>2008-02-13</td>\n",
              "      <td>15/9-F-14</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.068</td>\n",
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              "      <th>2</th>\n",
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              "      <td>2008-02-14</td>\n",
              "      <td>15/9-F-14</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4970</td>\n",
              "      <td>2008-02-15</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.066</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4971</td>\n",
              "      <td>2008-02-16</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.105</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   index    DATEPRD NPD_WELL_BORE_NAME  ...  BORE_WAT_VOL  BORE_WI_VOL   FLOW_KIND\n",
              "0   4967 2008-02-12          15/9-F-14  ...           0.0          NaN  production\n",
              "1   4968 2008-02-13          15/9-F-14  ...           0.0          NaN  production\n",
              "2   4969 2008-02-14          15/9-F-14  ...           0.0          NaN  production\n",
              "3   4970 2008-02-15          15/9-F-14  ...           0.0          NaN  production\n",
              "4   4971 2008-02-16          15/9-F-14  ...           0.0          NaN  production\n",
              "\n",
              "[5 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "O0Y9l0dVmrbd",
        "outputId": "c192eb8d-c064-4353-ae76-96e4c0febb31"
      },
      "source": [
        "# Display summary statistics of data\r\n",
        "well14_df.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>ON_STREAM_HRS</th>\n",
              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
              "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
              "      <th>AVG_DP_TUBING</th>\n",
              "      <th>AVG_ANNULUS_PRESS</th>\n",
              "      <th>AVG_CHOKE_SIZE_P</th>\n",
              "      <th>AVG_WHP_P</th>\n",
              "      <th>AVG_WHT_P</th>\n",
              "      <th>DP_CHOKE_SIZE</th>\n",
              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>BORE_GAS_VOL</th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "      <th>BORE_WI_VOL</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3050.000000</td>\n",
              "      <td>3050.000000</td>\n",
              "      <td>3050.000000</td>\n",
              "      <td>2533.000000</td>\n",
              "      <td>2860.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>3056.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>6494.500000</td>\n",
              "      <td>20.541194</td>\n",
              "      <td>233.074651</td>\n",
              "      <td>95.133791</td>\n",
              "      <td>192.653088</td>\n",
              "      <td>10.527985</td>\n",
              "      <td>69.390287</td>\n",
              "      <td>41.530601</td>\n",
              "      <td>77.103033</td>\n",
              "      <td>15.435755</td>\n",
              "      <td>1290.009817</td>\n",
              "      <td>189139.247382</td>\n",
              "      <td>2330.245746</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>882.335537</td>\n",
              "      <td>7.881136</td>\n",
              "      <td>64.923765</td>\n",
              "      <td>25.846814</td>\n",
              "      <td>57.736987</td>\n",
              "      <td>9.704603</td>\n",
              "      <td>31.064576</td>\n",
              "      <td>22.719575</td>\n",
              "      <td>25.615707</td>\n",
              "      <td>19.965158</td>\n",
              "      <td>1298.363790</td>\n",
              "      <td>184204.112292</td>\n",
              "      <td>1462.922870</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>4967.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-59.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>5730.750000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>237.493000</td>\n",
              "      <td>99.621000</td>\n",
              "      <td>180.749500</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>43.014158</td>\n",
              "      <td>31.020500</td>\n",
              "      <td>81.223500</td>\n",
              "      <td>2.665500</td>\n",
              "      <td>210.000000</td>\n",
              "      <td>31303.750000</td>\n",
              "      <td>695.500000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>6494.500000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>246.776000</td>\n",
              "      <td>101.007500</td>\n",
              "      <td>204.247500</td>\n",
              "      <td>12.969000</td>\n",
              "      <td>71.012955</td>\n",
              "      <td>33.546000</td>\n",
              "      <td>86.963500</td>\n",
              "      <td>7.177500</td>\n",
              "      <td>881.000000</td>\n",
              "      <td>142363.000000</td>\n",
              "      <td>2965.500000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>7258.250000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>261.971250</td>\n",
              "      <td>105.049000</td>\n",
              "      <td>229.632750</td>\n",
              "      <td>21.232000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>49.080250</td>\n",
              "      <td>88.539000</td>\n",
              "      <td>21.174000</td>\n",
              "      <td>2033.500000</td>\n",
              "      <td>305328.000000</td>\n",
              "      <td>3444.250000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>8022.000000</td>\n",
              "      <td>25.000000</td>\n",
              "      <td>334.656000</td>\n",
              "      <td>106.773000</td>\n",
              "      <td>302.110000</td>\n",
              "      <td>26.682000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>125.719000</td>\n",
              "      <td>93.510000</td>\n",
              "      <td>125.719000</td>\n",
              "      <td>5644.000000</td>\n",
              "      <td>789975.000000</td>\n",
              "      <td>5692.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             index  ON_STREAM_HRS  ...  BORE_WAT_VOL  BORE_WI_VOL\n",
              "count  3056.000000    3056.000000  ...   3056.000000          0.0\n",
              "mean   6494.500000      20.541194  ...   2330.245746          NaN\n",
              "std     882.335537       7.881136  ...   1462.922870          NaN\n",
              "min    4967.000000       0.000000  ...    -59.000000          NaN\n",
              "25%    5730.750000      24.000000  ...    695.500000          NaN\n",
              "50%    6494.500000      24.000000  ...   2965.500000          NaN\n",
              "75%    7258.250000      24.000000  ...   3444.250000          NaN\n",
              "max    8022.000000      25.000000  ...   5692.000000          NaN\n",
              "\n",
              "[8 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "id": "-00UUig1uX8X",
        "outputId": "31f3b33f-159d-4cdc-9101-9fdca5e1b301"
      },
      "source": [
        "# Plot water and oil production (use step)\r\n",
        "plt.figure(figsize=(15,5))\r\n",
        "\r\n",
        "plt.step(df[\"DATEPRD\"], df[\"BORE_WAT_VOL\"])\r\n",
        "plt.step(df[\"DATEPRD\"], df[\"BORE_OIL_VOL\"])\r\n",
        "\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "id": "DQ018myTt0v0",
        "outputId": "0fa3e611-d1c7-498a-f8cc-95fbb8b99c39"
      },
      "source": [
        "# Produce histogram of data (use subplots!)\r\n",
        "plt.figure(figsize=(10,4))\r\n",
        "\r\n",
        "plt.subplot(1,2,1)\r\n",
        "plt.hist(well14_df[\"ON_STREAM_HRS\"], bins=20)\r\n",
        "\r\n",
        "plt.subplot(1,2,2)\r\n",
        "plt.hist(well14_df[\"AVG_DP_TUBING\"], bins=20)\r\n",
        "\r\n",
        "plt.tight_layout(1.5)\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "id": "fWgICWzPiC1K",
        "outputId": "663735db-cb9f-449e-b29a-c3c528fc842e"
      },
      "source": [
        "# Make pairplot between features using Seaborn\r\n",
        "sns.pairplot(well14_df[[\"ON_STREAM_HRS\", \"AVG_DOWNHOLE_PRESSURE\", \"AVG_DOWNHOLE_TEMPERATURE\"]])\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 540x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "id": "HihTM3Dmg7yz",
        "outputId": "105f68c5-8617-47dc-87ac-6faea14f633d"
      },
      "source": [
        "# Visualize missing values (non-numeric) in data using Missingno\r\n",
        "msno.matrix(well14_df)\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1800x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 305
        },
        "id": "L76MJCwgvQOm",
        "outputId": "77a5faf6-bfa0-4084-811d-6d361107c80b"
      },
      "source": [
        "# Interpolation to fill missing values\r\n",
        "well14_df = well14_df.interpolate(method=\"linear\", axis=0, extr)\r\n",
        "\r\n",
        "well14_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>DATEPRD</th>\n",
              "      <th>NPD_WELL_BORE_NAME</th>\n",
              "      <th>ON_STREAM_HRS</th>\n",
              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
              "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
              "      <th>AVG_DP_TUBING</th>\n",
              "      <th>AVG_ANNULUS_PRESS</th>\n",
              "      <th>AVG_CHOKE_SIZE_P</th>\n",
              "      <th>AVG_WHP_P</th>\n",
              "      <th>AVG_WHT_P</th>\n",
              "      <th>DP_CHOKE_SIZE</th>\n",
              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>BORE_GAS_VOL</th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "      <th>BORE_WI_VOL</th>\n",
              "      <th>FLOW_KIND</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>4967</td>\n",
              "      <td>2008-02-12</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.059</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>4968</td>\n",
              "      <td>2008-02-13</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.068</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4969</td>\n",
              "      <td>2008-02-14</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.050</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4970</td>\n",
              "      <td>2008-02-15</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.066</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4971</td>\n",
              "      <td>2008-02-16</td>\n",
              "      <td>15/9-F-14</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.105</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>production</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   index    DATEPRD NPD_WELL_BORE_NAME  ...  BORE_WAT_VOL  BORE_WI_VOL   FLOW_KIND\n",
              "0   4967 2008-02-12          15/9-F-14  ...           0.0          NaN  production\n",
              "1   4968 2008-02-13          15/9-F-14  ...           0.0          NaN  production\n",
              "2   4969 2008-02-14          15/9-F-14  ...           0.0          NaN  production\n",
              "3   4970 2008-02-15          15/9-F-14  ...           0.0          NaN  production\n",
              "4   4971 2008-02-16          15/9-F-14  ...           0.0          NaN  production\n",
              "\n",
              "[5 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "id": "ijgXEB1iv1-4",
        "outputId": "c37de86f-af96-4e50-dc9c-b74de48db4e8"
      },
      "source": [
        "# Visualize Missigno after missing values filled w/ interpolated data\r\n",
        "msno.matrix(well14_df)\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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iogc1JiBcx/Z1nR5PTN0krQBcD3ymeQFG0hrAOsBngemAs4BTbP+1rl8QeA14zfbTdVnXBuZtVfdHAetRjtuL9eeRtq/sY7/3tY5ZY1nXHqeIiIiIiIhOG9LpAURERP+qgfkwYFh7YC7pvbb/1pmRxVRsDPA88FlJ9wDzATtQWo28ClwDzAbsSqks3xbA9p+bT1KrqrsuCJa0FvAxYBZJN9v+se1dayvzDYE5gY1tX9kehksaAewuaUNKKyVDJv2MiIiIiIiYklJpHhHRQ2p163bAp4EHATdaPxwDzALsbPv5zo0ypgaS5gVesv28pDmAyyi9tp+gnEfvpbRsOdn2LZLmpLRk2Q74hO2HOjT0fiXpeEq1/auUfuTTA/vbPrCuPxzYiNLjfBvbT7ZastTA/ALggNb2ERERERERMeUN6vQAIiKif0haChgBPA2Msz2uEZgfDWwPXJrAPN6JpG2BE4HdJM1o+xlKxfTPKa1G/gqsBuxo+xaA2n7lcWAcpSVL15N0BrA+pbJ+KWBFysWF/SVtAGB7D+B8YBlgtKS5amC+HvBdGoG5aml6RERERERETFmpNI+I6CGSNgZ2A6YF1rD9cJ2AcHNKu5ZfTGC/8ZMRRm+TdCIlEL8BONX27a1e3ZKG2h7T1/lSJwQdBSxNqbx+vJvPqXqcNge+BNzauED1KeA64HJKS5ZWj/MjKAH7rXX9scChjcA8PcwjIiIiIiL6SXqaR0R0OUkfsv17ANvnSTLwbeASSfcCqwIj+grMJS1i+/+6OdyMiSfpMGBtYEvgJtv/rqta58cbjW2H2H6j/jwdZeLZzYBdbf+9/0bd/yR9kDL56cvA87VyvBV63wP8sS4f2zpOtneXNJZybNcG9rN9UH2+BOYRERERERH9KO1ZIiK6WG0P8VtJX2kts30+cChl8saRwF6tCQjb9h0B3C5puf4ccwxMkpYGVgf2AH7WCMyxPa5Wks9U/+9GYL40sDulncthtk+ry7u51chfgJ3qv1dIWrIReq8ILA5cD2D7DUmD68/fBr4HbJ3APCIiIiIionPSniUioktJ+ghwCzA78CylFcSVjfXfAHYFpqG0ZnmwEWQOp/RTHmX7gH4deAxIkkYCJwGftP3nxvKVgK9SKqvHAocBV9QweBtKYP5P4Gzbp9Z9ujIIlvRp4E+2/1WD8M8Cx1Heg0sDcwJ3AKfZ3qVt38GtVi2NZV15nCIiIiIiIga6VJpHRHSvJ4E7gXsp4fnFklZtrbR9LnAEJei8VNLHahuWkZTA/OBWYN5ehR69pV5MmQEQsEBdNpukgym9uXcAhgILAT8E1q27/gw4ENiyBwLzMygToa4pafYagN8E7Ag8B9wP/Ao4D/hO3Wd8tX17YF6Xdd1xiomXz92IiIiIiM5JpXlERBeTtDJwBbALsAxlAscRbRXnG1F6nEMJ9PaltNHIBIQ9TtK2wAW2n5G0GHAbpeXI74H3AUsBPwWOs32tpE9SKqvfAyxr+4m25+vKCWUlzQP8nXJR4VHKhKcX2X6uUXG+d/13Bdt3dmywMeBJWhz4q+3nOj2WiIiIiIhelQqWiIguozcNAm4AfgwsBpwA3Ar8QNIqre1rj/NRwGDgEODQBOYh6UzgAOA9Nex+mDJpLMCywLTA+sA2tq8FsP0r4GFgOuD19ufsxsAcoF4cOAG4DngcOBYYLmnWWkF+M2UegUeAi2ooGvEfJO1BuXh5haRpu7z3f0RERETEgJVK84iILlF7Tl8LvGT7pVZVr6TdgO0oPZWnA06nhJ4jbP+0sf+WwPO2L6z/T2Deo2qrkbUpve6vq8Gd6oSf7wLGAS/afr2xjygTgZ4KzEIJ1F/o1qC8naS1KO+tkZTXPpzStqa94vw4ynEaZvu+To03Bh5Joyl3A50BXG/7pg4PKSIiIiKiZyU0j4joApJGUVqs3A08AJxj+7bG+geAu2xvJuljwJHA8sBw2z/r4/kSmPeoWmG+NrCm7evb1k1r+7XG/4fYfqP+PBQYQZksdPt6B0PXa07gKekySiC+AeXiwZeBnXlrcL58XTcf8AHb/+rMyGMgkbQfsBWwOXCj7Rfq8ub5lc/liIiIiIh+kvYsERFTOUnvARYBxgCzUyb2vFnSKbX6HOAcYBFJC9h+ENiL0rrlcklrtj9ngpneJOkUSqXrasCNbev2BrZrTk7YCMwXBbYHRgNHtgLzbm0tIWmYpM/UiwhjG8fkEko/9/kpk6HeDBzNW1u13EI5VlsnMA8ASe8HVgcOA37ZCsyroZLmrXd4TNOB4UVERERE9KSE5hERUznbf6f0Ir8Q+CClb/KKwAeAY2v16+vAZ4A16z73AvsAdwHzdGDYMcDUPvdbAjfZvql54UTSsZT+5ne3X1CRtA9lstkNgb1tj6rLB3Vja5Z6LC4GTqP0nf44MGdd/UNK65o9auuatYCbgGOAtRvB+TW2L6jPl+9iMTfwMeAO22NaCyUNA74P/B9lroATJC3RmSFGRERERPSW/KEWETEVa1Xy2r6H0iv5kvrv7LZXAlYB3k0Ny4HVJM1V9/k1sLrtU/p94DEQ/Q44EVhL0hGthZKOAzYDVrN9Yx/73QhcAGxr+8S6T1e2kZA0C29W+75ImSPgKuB0Sd+ogfh3KHd1rGT7VUrLmmsoVfgbSpqmeTGhG49TTLLnAFFa9yDpA5KOolyc+QrlHPsV5X24h6RZu/UujoiIiIiIgWJIpwcQERH/m9aEn7bvk3QwMJjSdmUL22dKWhH4HCV4ecL2P1v7ttpDtJ6jE+OPzmqcP7+XdHRdvKukFykB8WbAuhPofT+D7Zsk3dGaFLQ+X1cGwbafr++x14BtKf2nhwJLAmdKWgN4AjCwBHBVnZR3A+BKYGxz8tToXZIWAP5WP3efotylcLikbwJzUSbT/T5wsu076j4HA7sD+9l+rjMjj4iIiIjoDZkINCJiKiPp88BTth9qLGtOyPgxYF9gGPCtvirJE5LHhNQwbxdgC2BaYHnbt7VXj0vaENgVWA54uVuDcgBJZwO32D67/v/dlJZIGwI7AecDC1GOxwcorZDuoUwE+pxtN9+j0dskbQ98HfgTpbe9JX2Y0gd/eUo7raOAh2w/1fq8lrQppS3Qks3P/4iIiIiImPxSaR4RMRWRtB+wH/AnSedQqhP/aPuNVqhp+0FJB1KqXU+WNNb26XX/1jYJzHucpNWARYF/A/fYvhvA9qO1b/cYYEdgDeA22+Ma4d0ISnh3gu0XO/QS+oWk04HhwPday2qQuSelf/kJwIy2j5K0JTAbsBHwmO1/N/ZpXdTKBaseJulEykS7PwEubZ0Ltn9LmTeA9gss9T03LWXC5/uAZ/p94BERERERPSaheUTE1OU99d+xwP6UFhG/rCH5k8BLADU4H1W3PbWG5ad2czVwTLwa3K1PaS0yI/CYpD1bk1Pa/kvdZgilVQu2d6/h3XrAOcAhtlshX1cGwZLOpNyxsart65vrbD9dJ0E1cJikccBptp8Amj3h31Kh343HKSaOpEMoF2C2BG60/Wxd3rxTaFC9CNpcNgNlUtmtgV1tP96ZVxARERER0TvSniUiYirQqPCdD7gd+A2lhcbhlH7lYyg9k8+xfV1jvyUp4fpqwMeARxLa9bYaBK8FfAu4FfgkJeQ1sLLtPzS2XQDYGdi+bnMDcDkwyvaBdZtunfTzDGBtYK32wFzSIrb/r/48JzAK2BTYDTizVX3frRcTYtJJWopyt8JhwPfqpLHN9TPafqmP/VYEVqS8B4+1Paouz7kVERERETEFpdI8ImIqUANzAc9RgsthlM/wdYBPUCZr/DKwfm3bcpvts+rkoHsAp9t+uDOjj4FC0nHACEoI90CtZH20nlsXA/MAf5A02PbYRquWcZQJCHcHDuiBwPx4YGPg87ZvbVt3NPApScNsP1Urzveuqw8FBks61fZLCTWjYQFgXkqF+fjAXNLKlIuaX5T0NHA2cLntf0panzI/xfPA3rZPq/t05fuuqRdeY0REREQMbAnNIyKmEjWAe6lWwI4Ehtvem1ItfKukEyjtWoYBG0jahhLAnFr75SaI6GGSPgd8E3gU+HNtATGt7deAm4DfAdNLmhd4EXgBwPZfJY0GpgfutX1Gfb6uPJfq3RzLA68Bb7StOwbYBljD9lOt5Y3gfAhwJHAtpfd0RNMswPuAv0iaC9iBcsfQEOBeYC7gJGBm4BjgYWBPyrwVD0BXv+++DCwIzA6cb/sfHR5SRERERPS4tGeJiBigJO1MqRi/o/5fML7q/HvA6sCyth+StBFwLmXixluBFSi38x9j+6ROjD8GFknTUAK6rYG/UILfZ+q6LwO/pITlMwEPAZfVZffbflnSzLZfqNt3a3C3me0zJS0DHA18kNLP/K5acb85sI7tn09g/7mBRdvbuURvkvQtyl0+YyR9FPg+MAfwa8q5tTBwBaXtyk2S3g2cD3wYWMz2K23P15UtWep7a3XKsZkF+Bewie2fdutrjoiIiIiBL6F5RMQAVHtJ/5oyuecGtu9tW78epT/udpR+5qcCBwFHNYLNobbH9OvAY0BqnQs1ON+xPv5ke3lJCwH3U9r+3A5MC3yF0ut8EPA4sIztxzoy+H5S7+DYFFjE9u8kfQY4FngvcDOwMrCu7Z/1se9i7e2PuvXCQkycxvm0hO0H67KvUy68LE4Jhg8D7my+tyQdQbmb4YN1UtmuVo/TmpSq+3uBRSnV9QsAn7H9xw4OLyIiIiJ6WELziIgBqFaVLwOcRZmgcSPb97Rtcy2wNKVtxr7ACY3AfHx1Xir1epekEZSe9/MCP7F9iaQhwE718SSwCHAapVf5s3W/mSmtIkYCj9s+uxPj7y+SzgLWANZuVolLWhY4GPg8sKvtY/rYdySlgvhztm/qpyHHAFYn212Tej41L6BImhUQ8EptjdTcb0ZKe5b5KZP1vtjNn92STgPWBdZsTWBdf/etBvyIcqfUrh0cYkRERET0sEGdHkBERBSt9iuNkPsOSqXiEOB8SUu17XI+pefyj4HjW4E5jO9//h8/R++QdBJwFLAq8FXgIkmH1ck/jwdOoPROfp5yh8KzNVAHeKlWeI5qBeaSuvI7Q+1TPpxSXX9jXaa6+g5gf0rLoz1q25bmviOAM4GDE5gHjA/Mh1Ha+FwP0LzjwPZztv9t+7XG+63VPmkYJSy/wPYL3fzZXdvVbEqZS2F8NXl9zXdTLuj9qzOji4iIiIhIaB4RMZDMDm+G3PXfu4BvUILz8yQt1Qj0fgk8RbmNvVXFKKLnSTqdUiW+LbAcpVL6DGB3SZvYfp3Ss/sMSnufCyXNVicHHdwK+douvnRdqxFJx1Na1TwAPGZ7XH39bly8ugXYA/gzcHkrOJe0LvBd4Ajb+9Zl+V7VwySdSgm917R9XfN8kHSEpAOb29cLWEj6OKXV1gmU8+mcurybP8//AKxP6e1+vKQFJQ2u65YA5qa8LyMiIiIiOiLtWSIiBgBJh1FCzlMoVXeXAYNqH+rBwKcoPcxfBzYE7rM9ttHbfCPb3+vM6GMgkTSaUsG5iu1rGssXA64D7qNMbvm6pKG82eP8d8Aw28/0QkufRkXwLygXFu4BtrH9j1Y7jdZxqOHlspQe5/MDp1OC9MNtH1CfLz3Me5ikz1LmBbgE2Nz2c411xwBbUN5fv2wsHwRsRZmc18AZtk9srev286lW2g+jXLy7kXLHx0eAm4DRtnfv4PAiIiIioselIioiosMkrQzsRplwcDdKT9vfAudKWglYwPYdwEbAq5T+yR+vQd4DwMuUyRujx0mahzKB56vAuGalap2o8i+UHuWv14rqMcBxwDHAR4HrJU3bA4H5WZSK4JVtj6RcePo0MFrSvDUwH9RWcX475eLCo8B+wCEJzKPhIeAASm/8Peu8AM3AfJ1mYA7j7954HDgb2LKXAnMYX2l/KWVy1M8DV1EuPHwf2Bu6vto+IiIiIgawVJpHRHSYpDmAbwOrUMLOPSjByxcpt64/TWnFcjvwN+BUSquInW3fLWmxGohGj6sB06KUSugFgE2Am2v/5BWB64H1bV9Yt29VVA+lnIN/t31Wh4bfLyQtB1wMbADc0Jig8VDKham7ePuK888DM9i+su7XEwFn9K1t0uWZKAXpiioAACAASURBVBc+vwPsQ5mAdxNKYP7z9v0o59FL9QLW2Pbn6xW14nwtyp0cQyiT6v6mruu54xERERERA0NC84iIDmqEcrNTQsuNgZ/b/kZdvwawJKV1y1zANMA/gIWA+4GVbD/VfK7+fxUx0EhalFK9Oj/lYsxQSgXnmbZ3bNv2LcFwXdbVQZWkeWw/UX9uBpbvGJy3PU/ecwG8+Z6pFea7USqlBQy3fUkf229EOdfWtd3zE15KmhZYDTiLcnFve9t/7eyoIiIiIqKXJTSPiOiwRtgyO6XKfCvgatvrNLaZiVJ1viawFPA1YF/bB3dizDHw1eD8XMoFlhmB84HtamuWrg7FJ2RCIffEBuf9PNwYwCStAyxCuSD1w+bdPpJmpXyOHwIcTpnc8991nYB1KO/H423v0d9jH6jaepxfA+xi+8+dHVVERERE9KqE5hERA0CjmnU2YE9Kj9cbbA/rY9vBwLsblbI9GYDGO6uTfx4FfAVYlXIXQ8LfPkwgOL+dUvH6eEcHFwOKpJOAEfW/cwKvUSrKr2hcBJ0F2IXSquVwyqSxz0kaTumhf7DtA+vz5TO8arRq+S5wK7C67Rc6O6qIiIiI6EUJzSMiBogJBOfXtSrOJU1j+/W+9unAcGMqUKtaF6NUbs4PfINyMWZsJ8c1ULUF56OALYH7gNVsv9zRwcWAIOkMSjX0t4BbgE9RWmstCny0WRldW7XsSgnODwP+CJxCD0wiWydAvbs1f8Ik7juE0pJsJtunTPbBRURERERMhITmEREDyASC86ttr1vXd31FoqS5bT/Z6XEMZJN6HjR6nM/Dmxdjuj44/2/eL23B+fHAA90+OWpMHEmjgfUpd23c0phEdg3g+8Aatq9u22cWYEdg/7poH9uj6rpuDczPpFxY+LrtW//L5+iZORYiIiIiYmBKaB4RMcC0Bee7A9tTApqvdnhoU5ykrYCVgbtawVJMHjU4/x6wMLCI7cc6PKQBqxmcN5YluOthkpYErgMeBz5r+5nWeSJpTuBO4EDgRuBF20839p0N2Bl4yvaJdVk3B+ZrAWvbvq6P9XkfRURERMRUIaF5RMQUJmlHSrXqfwQIb7NPKzifHTgAeMj26VNskANArepdDbgWuND2tR0e0oAj6TTgFds7/pf7fwz4iO2LJu/IBpb/9ThFtKuTe34dOAZ4CBhh+1913ZeBK4BXgemBJ4HzgDttXylpEECjMr2bA/O1gbXaf99JWnBiJ/VsqzKf1vZrk3+0ERERERFvL6F5RMQUJOlsSm/WZWzfP4n7toLz8b3Mu7VKT9IRlH7bWwM3NsKoQYDrxHpd+donVqPlwZq2b5gMz9fNwd1kO04RjYry6ShV1CcB99v+vKTFKRNW3gxcDcwFfBz4LDAd8Biwsu2HOzP6/iHpWGArYBnKRYVxjeD7KGABYAvb/36H52kG5tsDMwDHtM/nERERERExpQ3p9AAiIrpVDe9WB1aZ1MAc3qxKBMbU5+vK0FjSisAawLbAj5pBbr1oMBQY042vfWI1Wh4M6ysI/m8C8C4OzCfrcYreJWlD4BPAwpLOobRnaU1sebKkeyntjr4L7G77hca+iwNLUcLjbg/Ml6C01XodeL7Z2kjS0ZQWY6tOYmC+LXAcJWhPYB4RERER/W5QpwcQEdGNJJ1FqXYd3sdt6tNPwvOMDxG6ODReiNLS4KZmoCnpi5IOB+6UdLGk1STN0LFRdkijcnqdPs6lZWDiAnBJavw82+QeZ6flOE265muNt5J0EnAQ8CVgMeAHlJ7lcwOXAt+ifG69Bhxi+wUVrVYsD9g+x/Z59fm6+Tv3A8B3gL8Dt0t6H4Ck44AtgdVs/6KvHVvHpS0w3w44HtjM9pn9MP6IiIiIiP/QzV/gIyI6ot6mPhJYyfa1zbBE0mhgf0nveKdPe9WdpN2m2KA7a2ZgHmAwgKSZJe0P/AjYDZgJ+DJwJqUivWfCPkkHA9+kTDx4raTBjXXHA8dJmn8inqd5Lu0GnFl7NHeFHKeJI2kFSd+StDt09YW4/4mkMyif4dtRQvNPAqMp7Ue+UntsXwkcDIwDzpM0p4s+L8x04x0Okk6UtFl93ZcA3waeB26rlfmbACNt/7yPfT8M4+8mag/MjwO2tH12v72YiIiIiIg2Cc0jIiYjSUsDOwAPAmPhLZO/HQVsBtxi+413eJ72EOEE4OkpOPR+1RZ63wc8DvyyhlU3APsCt1ACq0WApSmT620FvRH2SZoPWLT+9zMArbYHteXBFsBBth97h+dpb3lwOHCd7eem1Nj7U47TxJE0itKL+zvAPJIWfYddepKk04GNKGHvFbafrHMs7E+ppN5EZZ6J54HLKK1HFgd+KOldnRp3f5N0DKXafktJ0wLYvhzYFfgHsDGwi+0rmhex6r7rAr+R9JnaMqn1vvsWbwbmqTCP6IOkeTs9hoiIiF6R0DwiYjKyfSewI6XlyIGSloTx1edbU25Tv6Kvfd/mNvVjgc27terO9k3AIZQKxbUpk+dtDGxj+zrb42z/FrgL+Ei3t8xosf04sB+lh/IpkraEt0y4t5btn/a1b+tOhgm0PNjc9uh+eAn9IsfpnUk6FdicEpp/3vbOth9p26bnvxNKmobSm3scMHcr7K3/Pg88QQnOx9Zz5hXgx5T5GD5NufA3XUcG349qK6RvUHq8z0E9HgC2fwIcRpkM9GBJH6iTqLZ+v40AzqFcyLqtcVF5K+BEyvsugXlEH+pn+U6ahDZ/ERER8d9TDxTrRUT0C0lDWhXkkranVCZeR+l5uxowwvbP+thvIeDPtv02t6l3RYggaQNgCUrQcnq9yNBa925gRuAp2y+17TcLJWgZBAwH3ujmavO28+CjlOrg4cDNwJKUKti+zqUVKXcyjO32cwlynCaGpG9T2oxsAlzb+IwaYvsNSQvYfrQu69mJUlvngaSZgduBdwF7ABfZfkXS8pS7YDa2/f22fWegnHfT2D69n4fer2pgvjZlwt1lgL2B99p+pnn+SFodOAKYFfiM7T9JWg84Fxhl+4C63aDaomVlYK5WD/iIeKvGXTBfdR8TXUdERMTkl9A8ImIKkbQDpeftDMBOtk/oY5uRlNvZN7d9b2N5q8J8qy4K704G1gFepQRSQyjV5P/x+iQNtT2m9TOwPuV4bNseWPUCSYtRArx1gHNtb12XNwPf4ZTJCjey/b3GvtsBxwBbd8u5NCE5Tm8laW7gIuBG4DDbL9flrcB8cUp7pLttL13X9XJw3jouM1PubJmDUqH/JHAtcJbtHSaw7+BGW6Dx51s30ZuT7Q6zfZ2kVYHLKXMJ3FK3ab7XWsH5jMDRlN+Hh9s+sK7v2XMtYlKotK5bm3Ln1PWdHk9ERESv6PlbcSMi/heSvqkyGdolklaSNGdrne3jgd2BF4AvS1qqsd+gGt59F7iyLTDfhNIeopuqXVsT621DqU78KnAVpZ3GR9u3bwTmi1Ha2hwPHNUKzFutAHqF7Ycpge5llB7C43u713NpBOVc2q8tCF6Lcuy65uLL28lx+g8fAJanVJi/3FpYg+GlKWH6PcCHJd1Q143r1VYt9bgMsf0Cpd3Ks5Tz5VpK+5+dJvTZ0wrM68/dGJifC6xOCe2uq4v/Xf9t/t5z6/zxmz3OX6CE5gnMIyZRrTBfE1inPTCXtFQtLIiIiIgpYEinBxARMbWSNJpS0focMBslCD5C0vHACy69uE+pf9DsD+wvab8akK9DCWMObIQIg4GhwLzAerZ/0O8vagqoPThHUvq5t8KWxyWNBZaltNF4qG7bulV/CLAlpaXEDMC+9SJEV4Ytkr4J/Mj2sxPaxvZ9kg4BBgOjJWH7VEpbiPMpLQ8Oqs/XOkZ3AF/vq0XJ1CjHaeI0qn3fDbxImWh3fDW0Su/u0cAVwG6Uz6MDJN1ue9lue39NimZwLulTwE2UllJ3AYNtj+nGz6C3UyvKNwC+0hbaPUHp9b4ocHnr/GoeG5eJQGcGXrV9WX2+njp+Ef8tlcmsNwPWtH1N2x0tp1Cqz5egfsZHxOTRrXeMRcSkS3uWiIj/Qr1NfS3KZGj3Uu7cORr4GrC87V+3/XHT6nF+EyV82Rc4tL2va/15Wtuv9e8rmjIkLQjcRmnJsprtBxvrZqaElWcC1wDP2P57Y/23KKHf9bZvrMu6LmypdyDcDVwNDLf93DtsvxiwDyUE/h6lXcIRfZ1L3STHadI1jtnWtk+ry1q9u98NvGz7pVoZfAqwIfCh5vuwV/XRqmV2yp1DP7D9eq/9QS1pQdt/bls2HfBb4Grbm7UfE0mLuo8JZ7v9fRfxv2p8Tl8JfI5ykfNw20/X9cdSigo2cpl8N2Ki5DP47dU7FO+2fU+v/Z6PiL4lNI+ImESSTqOES6s0q+4kvYfS6uAo20fVZc3e3NsCRwHTAPvYHlWXd+0X2FrR+hngbOBflP7Aj9Rqzc8BPwUETEu51f9HlJYRl1AmUHWjP25XfnmVNBOlWuwoSsA50va/+9iueWFlUeAAShC8r+2D27fpNjlO70zSZsD9tu+u/38P8AvgDWAz2/fU5W95/SoTWR4CzAJsBYzpxvfapOojOJ+ZciHme63P9W4maV3gVtt/62OdKHdG3Q08anvVtvXrUS5WrWD71v4Yb0S3kLSQ7T/Vn78PfAU4x/Zukg6jTO68TrfcHRVTlqQ9Kd+nD6//78rvQP8rSctRWkf+mjLn0gPd+rdHREy8hOYREZNA0hyU8PcpYFPbV9blgyltRG6ktF25D3gEeMn2i439dwVesX1y/X9XfnGtFa4P2X6ttlpZjnJc/gmsCswH3ABcR2kRMTuwOLAyZfK9l4Ev2r6z/0ffP5pfxGsgPIzSV/t2JhAI122nB8ZS2vgsbPvqurxbz6Ucp4kg6cPAbyj9t3ezfV9dvhlwOmXy00Nst1ohtSoZB1MuAh4E7GL7oo68gH42sX8ItwXn9wHzA0vY/r8pPsgOkvRpyp1AF1DOp3+0rW+dP5cCiwFLt+7+UJk74GzgGNv79PPQI6Zqkg4ClgI2sf1kXfYD4AvAo8BHgK+17sBr23cFYFBf66I3SZqN8rtLlLvtuvrvj/+VpB0oF6UeB7azfX+C84je1pMTPUVE/Dfql6ZngEXqoiMkrdZow7I45Y+ZoynB1QPAjyVtUHvjYvuobv/CKmlnaiWwpGlsvwHcSgnm5gGup1xcuAAYYftM20fa3pBSlb4yZRLUrg3M4a2TBdYLKz8GdqD0eb+w/qHzFpJmAb5FudjwTLcHwZDjNLFs/xb4OvAp4PB64QqXiU0PAtYFDpX05brckt5H6Zc7Ghjd7YG5yqR5y8LET9bpt04O+nFKxX5XB+bVg5S7Dtak/K6br7mycfz+RpnTYzCMD8y/Swln9qnL8vdGxESQdBKwN6XQYPrWctvrUipgP0G5e+j+uv2gxr4jgV9SihIiWn+3/BtYkTIHxa71rteenvS7L7XAB5f5k04E3gucKGmJ+n3pPyYBlzR9++/GiOg+qTSPiJgIenMCvaG1tcjClErXpyih08uUfuW/AC6l3La+PPAl4P31ab5g+4b+Hnt/kzQr5djMCuxF6QH8Wq1oXR44Afgg5XjcWfcZ3/+97bm6LuSU9CXgo5QLLE9TLijcbPv5euzW4M1K6vVcJ72s6zaltCfZz3Uyy26V4zRx+mi1sjJwEWUugb0aLVl2Bw6kFEzcRWl/NAflfXqK7SP7er5uIek7lLtcnqME349O4v5D6gXA1v+7svJM0sz1AgGSpgU2ogQIFwN72G5NKtuqwN8BOBJYGliYEpiPcg/NHRAxOUg6i/J77ULK+24l23forW3+LgBWAs6lvM+erd+t1q7LjrS9byfGHwNL826y+vfL+4DLKL/3j7Z9Ut2u/TvETMB7gL8375TtNZJ2AranXBhuVZw32//NQmk5uTTlLr3/aGMWEd0hoXlExEToK9St7RBuB16kVNpdSPli9Xpjm/dQAuL5bF/Yj0PuiLZWBncA7+LNyfNeU+lxvixwPqVVy6bAg60qjm4MoZpUJu9andI25BVgIUo12X2Uqvs/1C/ia/JmILx23X1LSji1n9/szd2VxyzH6X/TCM5vB/a0fW9d/gVgGcodHUMolYv3ti7mdWvAKWk05Xw6DfhJq3XNZHjerjqvJG0ELAH8qvX76u2C87r+85Tz6ExgY8pkhQnMIyaByuTya1Mmk3+ecqfihra/X9c3J5b/AaUg41zKXBTLUYo1crEqxpM0ne1X25YtSJkzqM/gvHGX3ubAaq7t3LqVpK9RCjM+QXnf/ZTSWvIvdX0zON/eb7a9mxX4JuXO4q4vzojodQnNIyLehqThlCqCFYDHKD2DjwVetP1qDc5vpITDI21fXPebtobEbwlVeuEPmUZVywyU6uAZgcMpk+e19zj/O7CV7fs7N+L+UYPgDYBtgBtsPyVpRko1/qbAOGDlWs0yGyXkOx64k3IXwwHA/u7+ySxznCaCpGMo76PzKJN/3tq2/uuUPuat4PyexjpRvgM2q8u6KgBukbQ35ULKFpTz6dW6fJLOi+bxkfTebqsqa1yoepjS+/72xrppKIF4Kzjf3bXHuUrrsVYrrb1sH1aXd+X7LmJyk3Q6sA6wlu3rJS0A/AnY2fYJje3ag/PPUSYs/BJwcLcH5pI2odxt9odOj2Ugk7Qx5bvBFyhzMD0CnAT80fZzkhaifI7PQZl34sS63+zAJpTv64e5y+ejkHQ8sArlO+WLlLZGc1Ha+o22fVndrhmcb237YUm7UIozvmP7kLpdV36HigjAdh555JFHHn08KF8y/0wJnb5Hqfx5Dfg95YvlnHW7hSntI34DrNrYf1CnX0M/Hafp2/4/qPHzyZQvpH+lhC7T1uVDgM9Seiz+tnUsu/VB+ePlt5Q/jAe1jkHjWKwH/KU+3l2Xz0yp8Hy6HsO9uv3cynGa6OO0an2t4+rxGkNpx3IspVJ47rrdSsCzwNXAJxv7q/lvtz6AOYGbgX37+Jyas352r/BO50nzOFH66V9BuXuo469xMh2nY4An6/tuvsby5mf59JTqw1cpFzznq8unq8djh772yyOPPCb8AM4BXgA+31g2lDIJ4Sn1/83Pn8GNny+uvwN2ayzryvce8LH6Wn8KvL/T4xmoD8p37r9SetsfV3/3P0kJzw9ofG4vCNxD+Rtna2AWYNt6jPfugfPpaEp7zTWAeeuy+SkX2F8B/gCs39h+x3qsbqq/L8dQAvOuPk555JFHeXR8AHnkkUceA/EBHFa/aK4KvKsumwP4CqWq7rn6BXPWuq4VnD8IrNHp8ffjcdofuBeYo/6/+Qfd8ZTbHdcGHqIE5O3B+ZeATTr9OvrhOG1DqVJ5f9vyVng5iDLp3uuUnu+toHhmSoXsho19uvbLeY7TRB+nj9Q/iJ+pfxx/Ebiy/mH8MuWiwiHAapTJQV+jTLz76U6PvQPHaSywbtt5tB7ws/r5NK7+vOwEnqMZWLVChc07/dom4zFag1LVumbz87uxvhmcT1ffZ69SWkO0Apg+g/Y88shjwg/KxMI/Ab7Yx7pfAb+YwH7N71krNX7u2vde/b64Tv2efSWw4ETu19UXhtte68H1e/bXgNnrshmBD1PmWxpHmetlrrru/fU8+yNlgvVx9EAQTJlb6ffAyL5eYz1+/6IUSi3XWL4t8A96pDgjjzzyePOR9iwREW0kLUGppDsRONul1Uhz8pf5KP2CPwgMc22LIOlDlAD5BcoXrT935AX0E0lDKSH4kZSJBTew/VRddyylKnGk7SvqxEKtHue7ARe5rX1NN9/aWG+/Xt72on2sax6DG4HZKeFmq41EcxKwrrztuiXH6e1JmtX2c/XnDwHbUf6Q28320ZKmA74BLEkJzOeiVKLPBsxLqQje3PY/OzD8fifpA5SLCrdQqs1npPRr3YZyweGHwDSU4PgR4Ku2X2ns3zzntqNcqNjC9ln9+TqmJJUJUtegTMz8fGP5pynzTyxFuYB8uO1/1R7nGwBnUAK/dRvvwa79DI+YEiTN1fw8bswLcymlGOPjwDi/tZXWVyhB3c8by7r1d16zJc1QSgupsyh3EG03oe/ZtaXbWJc2il3/uVR/111EmS9otO0xfbSH/Aml8GdT4AKXHuYLUD7HF6fMV9HVE4IDSNoUOAhYyrXNWF3e/H2/FqX3+2G292pssyvwjO2z6/+79jhBfqdHtAzq9AAiIgaghSkVGHe0vqw3vxS5TIK2BaXadb/G8t8Dn6b0U+7qwBygBpQXUEKoT9afkXQUJTAfXgPzQbZfpEw++ASlQnjjutyN5+u6L2b1jzwoodN7JC3evo1tN7b7IaWv4vyN9WMaP3fll/Mcp3cmaRTwA0nvhfGfN8cDpwBHSjrU9qu2T7W9FaWaagVKJdlv69Pc1O2BuaSdJa0DYPuPwLWUO4bupAQtm1JaInzd9rcoFx52pxyrlRvP01dgvmU3BebV/JQ7NVoXhQdL+jblAsuxwDBgF+BqSQvYfo0y6fX2wNVuTDTXjZ/hEZObpAPqZwq2/1nnmGhpTTh/H2UC7LmAZvC5LnA58L7mc3bj7zyA1nfw+vMYSpX5ZpTP6xNVJrZ8C5XJLHcAbpc0fX+NtcMWorSwua31Xajx+2tw3WYk5eLwjq2dbD9KuRCxbo8E5gI+ALwBPNk4Nq3vmKq/+y+jFE9tJmmO1na2j+r2wLztO5TbPp8ietKQTg8gImKgaHwBWogyKcxf25Y3/Z4yyd5Wkj5i+ze1Qug3lN7mPXGF3vbLkn5MuQh7oqQngRkoE1pdVbcZV4/N85I+S5loblw3ftlskfQl29c0gtzrgb0pt30+0H5uNLabmXIsX+rXAXdIjtPEkTSIMhHxrsBhkva0/Tfbf5R0dN1sj3q4WlVRf7b9J0l31D98FrX9SH2+rvxskrQo5U6WZyW9bvty21tK+gvlFvUZKOH3I7b/DVArEV+mXAR9svVc3V5h3vAA5SLn8fU4LUfphX8LJZy6i3Ix4STK7f8b1c/90X7z7quuPJ8iJjdJ76P8fltY0vO2z6ufz4Nsj2u8jx6nzCMwtPFZNILSFukw26d2Yvz9pVbTL0mZo+NRSou/C+rn9Y/qZmdSvnf+P3vnHWZZUbTxX20AlsySc5YoOQdJkiVnJOecc855SUoO6qcEBRRBFFGSoEgURFRQAUEkR4GF3WXq++Ots9Nz9s7snd3Ze2bP7XqeeuaePuHpfqdPn+7qqrcOcfeX475p0MboacAFnkQO1VxmQrRZ70PXdYsrWtbc/TMzux5F0a4KPBJz83/T83pnohcz29rdb493rUj6OdQVPZVilRqJn0KUQJOkmzeF1BSndA413N1/UWCSv/FZ2lmyp3mWLFmyhCQToBeBWYA1S+XA6EnlSOSJNyWiPsDdR5We1xYTDHf/HPgp8tj8EPEpP1G6ZlRhOAfmc/frW17RFomZfRu4z8xOS4qfQpss55jZpmnfKCboJgqbBYAHgI/q7t2RcWpeYgy6AUW4bAlckHicv4ySWl0JHGdmZ0W5myhrCgyLzbwBdR2bYlNgf2QAP9sUYo27n+vuu7n7tu7+h8JgDmCitFkUjfvvp88zs22RN39dDea4+5Uoedx2KFHcIsgTcU93v9vd30Yh/88DC5rZoLgvjb6qZX/KkqWvJQyUh6PEzZea2e5R3lH6lv0r/n4NwMx2QJ6v57r7aVFWy3W8mV2KxqQ9UMLKfdEY9MfY/B0F3EGnx/nlZjZneJjvgXi7T3f3k+J5tZwjmNlJZrZ0HL6C1iNrQI8G3fvj75RxXXndUkdD8FbAT4r5AEqOOgI4G0a/e6PfpeR79imK/Khl/2kkpTnUeWa2SZRnj/MsbS21/NhmyZIly3jKv1GCuN3DK6iLJJPKmVGCvfdaWLd+KWE4/znyRJwNuN3MhpauGRXeCgXvdF0nYM8hLsSDzOxUgNgsuBGFXN9pZjtbhA3HZHRKxEG9NfALdx/eBoaojFMvxN1HIFqa/REHddlwfjEynJ9gZmdEeUpZ4/G3doti6BxP3P1ORJvlwBlmtllyzaB0cRz9aSvkwX+9u/+99NjHUGLnWhrMrTPk/BBkfFoZWMLdL3fR/xQyHQpnf64Yx1tf2yxZJl4xs9lN+QBw90cRp/KTwMWJ4dyT8amg+FvQzDYFfgCc5e6nx/Pq6hF8MUrUfBzwDXdfGVgQOJnIy2FmK0fb70Je5asD1yCarYuAU9z97HheLTeJzWwl4Aw0FwB4A238HmjKy9RFEgzmQOuWN8vX1FheBoYDa8fxP4GHgO2tkyapwzrp/zCzyRHt5CO0iXNGMh+4E0VqOHBuT4ZzM5vczOav6wZeliyjxftBNtKsWbNmrUpRmOyByBA1X1J+OuJ4PRWYJSkvEihPggzEDyPjuVXdlv6giP5gJ+Sx+VsU/lh5vSrAYWGUlOlD5PFUlG8cfaYDcXOejLiBbwzMTkyurX2fyjj1iE06Ns2flE+Kkn0OR9zScybn5kM5AzqAi6tuQwWYWfJ7M+Qd/RdgkwbXrg1cALzbqD8BA6tuT4swG9CgbHDyeyDy3nwXbSBUXuesWScmRZEbvweOBSZNylcB7ovv3+5J+SDkfPBfFH01EuXKKc6P8c7WQVF059+A7Ys2AoPi7xCUm+Il4O/AtFE+Kdr4/Di+e8fVHaekffciqsjJ4vjgwOB7wELJdcU3bTBwPIoEnavq+rcYq3OAz1HyT4A5kYPUB2iTJb12GuDb5feyztrNPGDLRnOopD9NjTaqHga+VnUbsmadkFp5BbJmzZq1KkVJzl5DHhcdsahZMc4NQZ49I+O6JZP7pkWeMJ8A+1Xdjv6mdBrO347J1PRV16lF7bbS8YLRhz4HTkrKFweOQOHXH8Wk/Q5g5+Sa2i72Mk5NYdRobFo+OT8J3RvO549F82FVt6MFOG0CzNNd/6LTcP48sEFSvk1g+zCiIal1fxoPfOcG9kO5A46vuj5ZeBxQ5QAAIABJREFUs05siuidXgGuBb4ZZekYtSqNDeeTI0/0DuCopLy2YxTaIH6DZJO4dH5wzC2/RJFBafl2JfzqjNPA+LsR4jE/JTl3XvSZnwJrJuUzADsjypGDqm5DBZithRwurgCmiLK5UcTjCLQ5dRpymLolrk3no3V1ztgG0dQ8jKKFD0PRZsX5reg0nG+alE+LaKY6SDb0smatqxY7RVmyZMnSVmJmNwBbIA+659AE4DHgCnc/Mq6ZAXmT7wO8g7w6RgEzojD2y7wzBLSWSVLMbAp373WyxQht3BolrdrK3X/W8x0Tr5jZfN6ZhMrQYu2rOP4+8lj5Ann+nprcNw0KfxwE/M87aWvqGnadcWpCehibvuvuRyXXDUGGgquAO4Gj3f0/cW5qF9VNbcXM1kHcpJcDFxVtj3Ojx2Mz2xw4HyVS3c+DdsTMNgRedvcX47iW/WlcxcxOQbQHcwPXuPuwKM84ZcnShJjZ+Whzc3/gt8WYnFBJFWPU6iiaanngCHf/XpRfgMaoq+O41u+emV0HrOzui8fxGPPqyEHxC5R3aJUE09HY1B2nQsxsepTb5VO0Kfy/KD8ZOAXNmx5Bm+tTosi+y939nLiuluuW7sTMbkWc71939/eibCaUCPtbiLpmEjSvuNfdfxTX1LI/mdl30cbL+8jJaS6U0+QfwFXu/p24biu0oWDAMe7+SzM7AlEhndSu/SlLe0k2mmfJkqXtxMyuArYFtnT3h5PynxLUD8DwZAK6C7AusBTyaPkt8KC73xHn6zqhujB+Xuju74zD/VMAcxRGqTqKmZ2DNgf2dfcHS+cuQYmqjkJeLhsAl3pnEq/BiQHY3OuboT7j1Jw0MTadAIz0SGQZ79g2yHB8H3CkK9FccV8tcSokDLunAN9Bmy2vJ+dSw/kewHXA9u5+W4Pn1BInMzsEuN/dXxiHey9GXOY/cfdfRVktv3WF1L19fSV1fV/6UsxsOZS8+SLgFi8lXDQlrRyefNvWQHPPpZAh6trS9bXsm7Gp+Zi7v21mxwEnAWu5+5MNrh3kyqmwB8rhsWKd55eNJJkDDXDxcG8F3AbsUhh547p10abnasgQ/CDwuLv/Is7XtT8tArzl7h8mZYPdfaSZLYtwuNbdjyqPY2Y2C4ou/ihx6KgrTucDuyPnjMfd/V0zmw5YEvgRira+0N3Pi+u3QBz6AE8jJ5fT3f2sOF9LnLJkGS29dU3PmjVr1olZUXhiBzI+DSydewT4K+Ju/SvwveTcYDTxnKR0Ty1DQJEHa0fo2cAM4/m8uuK0Doo+eBRYJym/FFEabBTHC6Mkjh+RhHy2i2acmsKo2bHpBeDG5NwQlAytg4SCpF0UeWh2IEqbOUvnBia//w58P37XMtS61PbvIQqaJXp5X0odMUWj8jop2hiYra7fqD7EaV6UGG8mYEjV9envihI0vg8sVyrfBEUHvQX8DjgjObcaMup1AIvVvU+iDeIO5PkLymXSgTZCux1v0Ab7RyT5huqsKPn5vAUmpTF6LuAZlNhy5nKfQRF6g0pltexXiFqkyIOzcYN51LTA/YhqZLYCi7p+23rAaUmUO2DP0hypyCOwUJx/iySPSYxdL9JmuQOyZnV3cqbbLFmytJv8CU0uD0QercBob9elEWfyUchAtauZ/RjA3Ue6+wh3H5FmCff67qy/jiZNzwDHASeb2dDePCDNsl5XnNz9fpS8anngTDNbyswuQp7T27r7L+O6v6Pwxl8CJ5jZedXUuBrJOPUs8a48R3Nj09+A3SLUGHcfDvwQWMzd721tzasXdz8TJWw+FDjCzOZMThfh+vOghJbPxT219pI1s+sRn/tO7v7n3tzrrkiO+P1ZWt63taxezOwY4C60EfW4mW1oohbLkoiZnYbG5CfQ3OgsM5u30kr1f5kRmAoYaWYDzWxaMzsXbQrvhnCcAzg2aFhw90fR929Ld3+hrvOmRH6PDHMnhtfvPehbdhzadBgtxZgU7+d86Fv5aTrPrKOEJ/mdqL03xPdtsuK8u7+GkqmvgpIxdpjZoLjX3H2Uyzu/1vPxaN9v0eb5QsDdwC/M7MDivCtC73xgUaJ/uXtHHb9tY5EF0Ebxgx4e9SAswmP8RRTBOFX8Lc7fjZw6dvFOD/TsYZ6lLSTTs2TJkqXtxMwWRKH6i6CJ07aI025b4DeuML6ZgKuBb6JQ0aerqm8VYmZTAveg5Iw/Q8lzrkReUe83cX9KjbAi8ERdJqYRQvyVu1+YlK2GPFiGI8+Vrd39vuR8EVK7CHAh8AsPntK6SsapOTGzWd39zdiMWwAljGt2bFrb3Z8qPa+WixgbS34FMzsROBNRtVzmnfz5kyIv/tOB3dz9N62ob1USBvOtgS18TCqkqTxox5p4Tq0pOEz8yZsgg9NA4BvIkLCfu99W1/eot2LKsfAtRIfxFhp3vg1cg/htm+pP7SYmvun7gFlRQs+F0Pj+C8Qr/YCZzYWoNaZEEVhvlZ5R6z4YY/P1wHrAxu7+lJmtAlwALIM2kO/xoAeMeWnhqX+4B/d7ncXMZkbe5McjPm5HRvQfelC4xUbCM+j9XM/dR1RU3X4hZrYQoqY5FmH3FxR5dae7/8fMfonG+q3d/Z/V1bQaiY2Es1DS+I/KY4yZDXT3r8zsdEQZtSjwzwbX1Xp8ypKli1Tt6p41a9asVSiwIAqN7UDJB7+VnCtC1PZBCXYWqbq+LcZmYPxdFfgQLZAPBb5CXhzTj+X+NHS0CJdcpup29RE2syFP31eB/UvnVkbG4H8Ba5b7U3I8XdXtyDj1D0UL4eeBJQsMkHElj01dcTofcQPPOJbrTgzcbgc2RHQSJ6DNv+OrbkcLcPpOjNkrMGZo+ukoUmGSJp6TjuF7oOR8lbevD3G6InBaM/neLYGMmy82g1E7KMqV8GHMBdIw/u/FGL5w1XXsr4qS5q2IDJyvAE8BW6E8L+k863Tgk6K8XbQYY+J79z+UzLk4txZwb4zlDyC6lmOAG4EPSKjb0rGqzopo2JZGG+ZvBzY/BHaI82dH+Rpx3HaUGQ3mkLMD26NE6p+jZOB7IceE94BN26UPAQcAk8bvnaL/LN1TX0EbVB3A4lXXvz/0p6ztrZmeJUuWLG0p7v4P5MH5c8S1/JWZDYxzHWY2BE3mn0cLmlqLmc1U0M64PAwGIKPmo8CyyBvoVOAQ4KTwomr0nNTD/GBk7NrP3Z9pQTMmuLj7f9GE89/A0UXoZ5x7DHF3zwGca2ZrRXlHKTT2Q+hKX1M3yTg1LQOAaYBLzGxJl9fOS8gonsemTlkcOALY38xm7O4idz8b2A8Z+X6ONh92AU5093NB3lETvrqtFzPbGHlm/tndn/Ak7NrMhiHu92d8LF6IpTH8IDT2zzPBKt5iMbNTgf0RJ+tDBU4uGpuHUVtnr66G/UPi+30Q8mj9fcwLJonTvwQmBWaprIL9XFzyuLtvjjaKV3X3O9z9P3H+K1My0AWAP1DzsTyhVynmmQUN1Kso2mNnM1shzj2IkhQeiWhuDkNG8ymAQ7xr8sHaRsMUEmPycHf/k7vvhyI/jkVRH98zs7tQ/ooZgS2hnhQsY5O0zYHZG+5+q7uvjOZUf0BRCisAQ4HTaj6/BMDM1gG+C+wbRY+hqITzzGxozCsbzYsGAF+iDdK2EDOb3oKKtB3foSzdSy0XDlmyZMnSjLh4245FHkDfB9ZPJg6bIg+7/3P3N6qpYWskwvlfBi4wsw1hNM/fW8CvkYFh1lionEyn4Xxo6Tllg/mlwIHufm3rWjPhxMwGxCLtaeBw4L/AkSWD8B+QQXgZZBBeM8rHWNjVdbGXcWpewsh7EeJovTwM5w78A3mht/XYVIi7bwzchPh+D2xkOC8WvzHefANYG1gf2MTdL4lr6hxO/DiKBFrEgu8ewMwuQ4vljd39gZ4e0GAMvwzYy91vmXDVbrk8gbwOtzCzpaHLxtxnyJjwZUV1609yD8oBsKGZHQCQbLgMRYaUdyuq20QhyZj0lrt/acE1HecmRWP5RsCP3b3WRnPkfDHaEBUUEO7uXwI/RQbfVeOcufubMW6vDsyNqCR2cvcfxTV1Hsu7SDImFxsOT7po71YBjga+hubmAAeb2QLtYAzuSRLMCoeDH7n7tsh7+jHgY+D26IO1nWOG/AV4Dc2HcPd/oVwea6OcCtOG4XxwcUOMTyuh6KsP696fzGxrM7sGzb1fMrMnzWxvM5stzte6/VmakHFxT8+aNWvWOimacD6EQhs3AnYERgCnJNfUMnwPTYo+pTMM9hMU8rlNcs2vkbfhpMjT5zhEG/EdYIYyPsDBiMplr6rb10cYTUeE65OE66FF4KMo9PrA0j2rBa5PI47JytuRcepfWsLoMORx9zBjUrW069h0NvCNUtnNMVadRjdULchzf1kiFLkNcLq4GK+RMfNCRGHwvTj3P7Rx0OjeGRrhU7cxvEG714tx5zfAClG2VLxbR1Rdv6qVTuqQeRBX8svAwVG2GDKYn1h1PSdWRTQbRyLqm9pTjQAnxbh9GzJaDmlwzW2IPmPGOB6Q/i2V1RKnXmLaBZcYs38OHFp13VrQ9nkYD+oMlEh15uS4tv0peWf2jG/6tsm5B6Ps+hIe0yNazk+AfatuQwswuhBFbv4WUUFdjjbXO1AUzEJ17ydZm+gnVVcga9asWfuDIo7z+2MC0QGcnJyrLa8ZMAPiunsj2r8pMtz9FXkuboD4/x5MFjNT0skdXDZqHR2Ghz2rblsf4XM9oqm5B2WRXyrtEyjM81FEQ1I2CK8eGG3byjpnnPqvApOVjrsznC8RZYY29dpqbEJehf9Em3Mrlc51azgHpkbRQx3AKlW3owU4rRptXTIpKwznBe/tBlFe5jjfHngBJUpL++FB1NhgnrRzfbShcBfajPoMuCI539YLZDoN5/Miw/lLwHkFTsn5tsSJ0qZcs/cgY9Q7yIv/wORcLcfyaNsaKPHgf9CGy1PAxsBcyTU7ogiPQ+O47frVuLS5NHZP1ai8Tgrcgvjup+qj59USpwbtXBzN0e8Ehibld8Y862200X4dmse/Q7IxWtf3Mdr7DrAdMFvaJ4Ar0Xr2bmC+quuatVotknBkyZIlS9uLmS2MFoO/cffzoqz2IaBmNh1asAxDE4hzkSHlZGBmYBI04TrM3S+Pe6ZAScCeTp4zLzLuDXP3K1raiAkgZrYoCmsE8UXOgLwTn0Dev7e7+7/MbE40kZ8RuNLdL0ueMau7v9nSirdYMk7NiZmdizx3rnL3j5Ly0WOMmR2Gku6+hAwq/4zythubgofzTOQBvI6LC784dzMy+p4JfNfd3zWzaRFtzXnAue5+agXVbqkEvcjTwPLu/nTRJyLnxPHArsBv3X2HuL44vx2KKDrH3U9Lnnc4+g7s5e43tro9rRYz2wB5kk0J3AHs4u7DU5qadpag0Pgqvu23Iw/pR4H1A6daj0HdiZmdj75vP+tN+4NeYyVgSeDZYkxrFxxjjD4UcXIvizZjbkBUY5+Z2UPAlO6+XFzfFu9hzME/Htc+UMaprriZ2bXA1sD27n5f1fXp79KgX5yOEqMv68rhUZTvBqwLfB1t7P0GeNjdb4vztRyfzOxyYGcU/fJHdx8VNCwDPHKdmNnFyKFlGHCau39WWYWzVCrZaJ4lS5YsiZjZdN6ZgLCWEwUYs21mNg2aPAxDYbK7hHFlY7RQ3hq4wN1v7u5ZpiRhM7v7661pxYQTM5vM3b8ws82RcekPwM/QBsIOwCIoxPM55GU9FcJoKuDqYtOgmLTWtS9lnJqT2GT6AYrkOBIl1+vOcH4MMngOA84uFj1tNDalvNpro028rzOm4fwm1MdOQ3znG6Kw2lO8a6K4WuIEYGbLIK/NZd39T1FWvEtDUT/aE7jP3beP8zsij7Kz3f2MKBuAFsunAS+7+zUtb0xFEn3sDuBPwFEeSavranjqrSSG87kRTtMDFyVjd63fsbKE4W4vlNjzsbFd380z0jGuLfpZMk80NNbsgbw7V0eb7j9GHPnDgKPd/erKKttCMbO9UCTen9z9qqrr01/FzK4GtgJ2cPffVl2f/ipmtjLwhru/lpQNCoPwPCiS8SmE44jSvVMDX6WG4bqO72Z2FHABogE8NcamdB4+MDGc34Gi+pZy5frK0oaSjeZZsmTJ0kDqupAxs3nc/dXkOF28TQPshBIT3oO8OUbFuRnc/b3yPXUUMzsHJQkaFhPNrZGH9G1ocvUPM5sP2AIt+NZFHtbzxSOGAyu6+1/GfHp9JOPUnJjZ2YgT+GYUybEVohD5vx4M5z9BhuJFy+9and+/xODbrOH8ZkQH9DCwJvIEqrXBvDQWr414OBd0JfcqrmlkOP8V4rz9AfLEH20wT/rdZO7+RWtbVL2Y2frIk/qPwLGF4TyLpORxfgcwLXBhuxn5TEnTtwS2cvcH++B5tR3LG0kDz9cZkdf9qWiDfTpESfYLYGd3/7iSirZITEmaN0Ue98NcCdKzlMTMLgKOAPZ29xvG9b2p+/tmZrujyI0/AT+K3/9L5lIDgBsR7eba7v7X1DjcTmJmMyMK0g40R7qt2NRL8Cq+e2sgitJ93P366mqdpUoZUHUFsmTJkmV8xZQpfmAfPGd0duw6TqxM9BAPmtn5ZjZ7GEjcOrPLf4wmWkehpIM3mdnkcfv78YwBdcSmkOgD2yBagyEA7n474iHdCrjEzBZx95fdfRgyCC+OFn0/QJydx7WBITjj1ISEkeVo4AV3H468636GPFx2MYWrAxAT9mIcewrR3ExTfmYd3z8z297MFi7aVhjO4/cDaFHzPHC/mS1X3OfuO6JNmrVRf6q7wfw84PtmtlAUFZ5iXebzxbju7h+gDYfrUAjyrcB5jQzmcV/bGcwB3P3XKAJmOeBiM1uh4iq1RMxsFTObamzXheFgoLu/gsb394ATzeyICV7JfiKJwXybssE8HA6afY4lh5P2UfUmCkm96+P43fAa3hiNTz+IS3/dBgbzixDF2JHA/oXBPO0fpb7S3XPS62tn14n37hDgNeA8M1s0Xbf04jmpMXQtM1t8AlS3arkP2BdxlA9DVFrnm9mMMX53oNwCUwL7g8b2qipbpbj72yjCYwDKAbNtsb5N3qlibvRnYCQw3naGLBOxeD8gVs+aNWvWcVXgQGQ4WJfxy6Zuye9NgcWrblsf47QA8BaaBHSghIzXAQunbY9rpw1cP0e0B0Oqrn+LMCqSv6yDOLmvK53fBiWqupMk8V7pmjnLz6ubZpyaxuk6tNm0Vql8EuR1Phzxu05XOj8EJd+9F1Hb1DIBU9LeDWJMuglYoHQuHZfXQZsJL1NKyoS8pmrdn6JtBwVWPwTmRou+DpRfoqf7ZgC+S5Lcs844ddeHmrh2w8Bzi6rr3QJcbkIerrP04p4i+ed8KKncblW3o0VYXRPzobVTHOL39ShCYayJQUvj2QHxHeh1QtE6aYP550LdnauLAuuhRNfbUkrQHOcHNtP2Un/aGjm71AYzRCP2HrBWzBP+DHwALFbg1ORzUpwORwmgV626fRMQt1ljvvQ7lEfnbeAcIqk68kB/BUV6Vl7fFuJyEsoplJbNBLyKNmW2p3N9kybY/SZKgL1Sq+qatf/pILJkyZJl4pZHUCja9cCeZvaA99LDsOSBcAhwKVo818YL1t3/aeIAPhx5bS6NOMx3Am4xszvd/a649iMz+zEyHlwBTGNmm3nNPRKSfvM0ohnZwsx+7fKgxt1vCweEHwGY2UkentIWnIEefO7Rp2rn6QoZp2bElChuD2AjL3kluvsIU+IlUNLKwWZ2q7v/JzzPN0WT98O8DTx/3f1eM7sA8QS7mZ3mkQDVvZOqxd3vN7NLkfF3beBlMxvs7iNd3ui19TAvxN2/a2afoe+dIaPnF8ACZjYLGrOHx98B8XtIXHOId9Kw1BInM1sXJbEeiBKZvRh9qKn2uvuvTBRmr43t2olZzOw6ZITawXvB0eqdHucvm9nS7v7JhKtl9RIeh9OhsfxDYMoYj9IkcdsAu7r7l2N7VoN55h5ju6/ukmAywN073P3F9Lja2k0wWQSN0fen82ozWx34BkoW+7GZneXuf2/0gG7602ZF2cQupqToG6Mx6sEoGwCcDzxiZqu7+wtjoxcp4XRw3H+wu/9+wreitZLMld4E3jSzR4FV0Ph1AHComV0CfATMCCyDKEpqL2Y2Jdp8WczMPnb34wDc/Z2ILHsCRYBiZrclY/xUaAPi98BEn68ry3hI1Vb7rFmzZh1fRRPQxxDlwzfpwYOOkmcCXT0QDkYhWHtNiHpWiE+xc75AYPTDOF4D+A4yqIxEXk+70elNNjmiajmw6jZMYHxWA+YolS2JFsl3AzOkfYVOT+o7gCWqrn/GqX8p8hLviLbvBAzu5rrBKBy9A3gIJbG8Ay1oTkquq43nWLnvlI7Pjbb/iDE9zlOvn5eB71Vd/xZhZN383hP4CnkrdnSjI4FR8Xv3qtvSAqyGoQiqT6PNf2M8PKF7mkdMzIo2wj8gic4Yx+cU43wtcYq2zRl/50f5OF4ENomyC5H34YbNYhW/D473slbzzKzNK3AmmovPFcdDgJNjLtWBPIM7kJFu2bgm/Qa2w7pl1fIcIco3QlRtY/U4b4DTV3XDqQf8BpSO10FOGp8Bf43+9SEwdV3nmOV+AMwM/AR4A7igdE0Xj/OkfOd4H3eruh1Zq9XKK5A1a9asfaHAoozFcI74gQ8DNo3jtppQxcT8JhSut2xSvgDivusIg8PjiKt63tL9tZtYASdEu2+lZFhChqkO5A0G8uwsJl9bxbn7gaFVtyPj1D8UGcw/BLYLrD4DdqGHEHzEef5LZPC7GSVAK87V0iAVC5EOYMdS+RiGc7oaC2ZHxtAjq25Di3CaCnlOzw3MVDq3GzK+/S2+X2vGt2+L0K2AHYD1q25HC3C6ARlRtkVRVKsB76ANlmV68ZzafeNK7bsk3rvzxvM5tcYp2nglcENyPD/wLjLY/TTmSt/s5t5FgdnKWFHDeWY79IUJgNnm8R7eFe/kg3H8WxQBMinieP9PlPVkMK9VfyrhlNIgpRiM1XDeTjiNBcOy8Xwh4DREdXNC1fVrIQ6D4u/MyDmlJ8P5v9EcfgcUrXdCck0e79pUK69A1qxZs/aVMqbhfFByrjCYd5QnCnWcUCH+ujWS48KI+XXEAX9Rcm5H5KlyBnA24g1uF17Xk6KtP0c0P7cAswGDkKf9r2KhvFSDe78NHFR1GzJO/UOBq+LdWiOOZ0VJKgvD+SSl69NF4GDk8dNwkVg3RREKP40FyQ6lc6nhfOGkfBJgd5SboR0MwUchXvvPEJ/y35E39QzJeL5bfLtuAOYZy/Nq2Z+Q0ekzYPlS+YoxZjW1wUJXI8vKlDaNJ3ZFlD6fAQ/He7fTOD4nxWlLmvC0ntgUbVa9AZwcx5PE38LjvAM4vRtMvo3moN8oPfNQauYRTOS7oUlu6R6eU+Y1HzQ+z+uP2qCNh6ONvS9QxNA+jJmr45fACzTYdEf5Leq2brkY0cxs3gg7ujecLxpljfjhD0Wby3tW3b4J2Z+avKeIOh4ITFUur5sCcwLTlvECZkHzz//S2HD+TzSX/wo4pe44ZW1OK69A1qxZu+q4fAjbRYFpmrimi+E8yqYAjqCxwfzYWMjUZkIVi+OPKCV5QR7AkwI/Rt7m8yD6iA7gzNK1tU54Upp83wc8C6weC5Qn0QbLFFH2MUoENl0Pz6vle5txahqn6dHGwhql8tnpajiftHS+lng08/+Psfr2GH/LhvOz0SbM7xAP5TdirP68PIbXUdEGzJuIAmIPYG9kQBmBooJWo5NGa69Y3N1M102G2i/wEF9rB/AHIpQ/vnODgHlRIt6jm3hO2i+PQEbl5apuXx/i9H8ood4ayNPw1njvdu7lc1KcDotnbFx1+yYAXjMEXkcnZcX7Ng8K138RcUgX5wcg78ThwNml5+0Q/XTvqtvWhxidiAyWQ1N8xuE5aZ+q4wbMrKXj1JlnAeBrwBRlTIBpY8z/YYxnKU7HU6N1S7R3NTqpxd4AfoO87ssRVil+GyEnjs8oUQDGM+eK72id3rsF0zb2BfZVt2kC4XRjjMVPAsfQaQ8YHH9nQ/PPt2lsOH+brjSJtZ9PZe1ZK69A1qxZpcjoMqTqevRXRQk6rqPEqdzNtYXh/HWUVO/ImIilH8CBwGTIQ/bgqtvXhzhdz1j4SoGtkefFA/H3zEaT9vhb24kCYcBE3IlPI6/NQcjT5ZHoQ3MFpu8SnmPU0Asq49R3ODUo79Fw3m5K18X/YnRvOD8MJbosklu+gJKjFudrOTYhD/P/AuuSRCcgQ96OYQR4isRIgAzrX6IN0UWqbkOL8Toyxp07SSJdAr8OxhKVUOqPh6CNif2qblcf4rM94mldNylbOPpK04bzBjiNBPapun19iFPavmnjPTsqPUen4Xx+5CU82nCOvO5H0MAzMb6ZtYncQxsEewVGf2UcDeclzA+O93W8uPb7k6KIzz/F+zJd0h+KyIW0/YOT34MQReL7wLYNnvsTlNi58jb2MV4/Rxvj/wf8JfrD0/FuzZn2v+T3t2J827ebZ85edbv6EJ+T431Lx/JaGr3HE6dZY07QAfwDzb0/RnPIyxC/+6QoevEniMZtWOkZkyW/aznXzNo7rbwCWbO2syKj7Z7IoPI3xDF2LrBy1XXrb4o87jrib7OG80fo9FxIOcnSCVdtDFh0epiv1eDczKXjOwKXM9tp0oUMcXuXyqZFydF+DQyNBeGayAjzQZzriP7UFpOnjFOf41k2nE9SdZ1a3P59UTj6zIy5Qfd1FCrbyHA+K9qsWZ4kOWgd+xfyjJsq3q8L6NysSnMEDEYbwe8Dd5Tu35smjMR1UGD+0vGRKJfAXfGuLRjv2vljwzz5XUeatjmQYeBrDc41bTivO07RrsWT39Mjb9dD4zidM5YN5y8g2qQRwKnJdbUbo9J2xVi0Y+D0ImMxnJfLG/SpEdRFn4GSAAAgAElEQVTEc7roT8gAXKxBnkXru+nHct/8iHrlU8aMjK3lXD36kiGP4A+jP0wLnE+n8fwplP9lWkrJ1WlATVZHrNBGyruIYisbznvGailkMH8Wzbl3QNF4/47+9HKM2weh6L2/Axc2eE4tx/GsvdfKK5A1a7sqMCUKP3sqPoDXoGR5oxBn6xjeBe2uaJe9Iz50zRrO/wAcl5TV8gMIXI520pdrsDg5N/rXFEnZ/sgz8dSq694ifCwWI6OQMeVW5B1dGKYWisnouaX7DkWe1F9F3xtjQ6JOmnGaoNgWhvOPkOdhbTbsxtLuE+k0HPwD+CPib109uWYO4GfIgPftsTyvtgtERP0wHNitu7bG3OHMwHPT0rlFq25DCzA6JDBau1R+JNq8ewgZq76TjFuNcKy1ITjG5C+ANdM2l9rdK4/zOuIU7doj3qet43gORGF3QKM+Q2dSufmRka8DODa5rq7zzJOBzej0lB6MONx7NJyjfB3bF/OCur97SdtujbadCPw++slbyBi8cunaAcDp8X38K3B4o/5Up+8fStyctm06FCF8X1I2b/S5kYHfn9Gm8jyMaTyvDTaldm1P52bd1tGHHqGXhvO64pO0b/XS2LIMoln5PbBq0sc2B76LDOiv0Dk/7Si/l1mzFlp5BbJmbUeNCeRLyGi+Runct4HnYvDeruq6VozTzenEMcpOpYHhvPShnI5YKJLwK9d4IbMi8nh6mTE5k4chA+h6pfJBiPrgj1XXv0UYFYvdhdEmwgfAv5Bnyxxx7tvA/4BNSvcuh5Kk1oYXMeNUGb6zIc/8DhL+6TorMoq8Gt+8+1Do9Uhk+HwEGRAWRdzlVyOPwy2rrndFWM2PDJ27x3HDRS7yohpOQldTOl/Lb120bQdEefAKYxrOjwj8XiXJy9EdjnHu6LinVka7Rjg1woGuhvNuN6yAA2Pcqo03cNK2VVDS3VFEEkLk6btHE/fOm15X13cP0UO9gIxQ69Ok4Rytd46KcX230jNraTBP2r4M2iQ/O443R3RkHcgp4WKSjU/kzHI1wb9c8/5U8Px3+dahiLQOkk08YJPoP8OQV/CIuGbxVte7Qpz2TMq2opeGc7qukTemZHuY2DW+T8NjrCkbzv+LNltWpysn/uTAeigf0TOUNkmzZk218gpkzdpuirzEXgbuAeZOylM+u3VRSNG7JN547aTIM/ozSsbeONfQcB7npqaTw3yDpLy2O+zx4d87FjPP0Jno5DK08NuwdH0xoS84JFesMz4N8JoGWBZFeHyODAurADPGguUnwLyleyZNftdyEZNxahmucwIbVV2PFrd5P+B55PGzOPLk3Bl5Bb8RY/1fUY6JgouyraKtkBfwLMgb/y7C+FS+Jvn9d+CK+N1W7xoyPj2DuGzLhvPDkPfvnURy0B7wnh0ZSmu5WG6EU6NvPTKc30wDo3jgNBRFQo7ViDwxael9Wi7Gn47oQ8/Ge3gE2jQ+mM6kvHugkP9DSs+r9XuIIs0eQlzmG9DYcP4SnYbz6QO/UcDJpWcdhQzmtduESdo4FG3G/Jeu9GIrISNeB4oQvQvYEK1f0j5Z23l5fOv+E/1paFK+NHLWuCOO96REJRl9b7NW17kf4DRjUt604bzUpw6L9+6bE6rOFeE0B4rSeDnGnEaG82cQpeQY4zQwQ/K71uN41nHTyiuQNWs7aUwsH0YePYtHWcMJEgrHGg58t3yu7oq4uT8kCStugE9hOL+YTg/YqZDBfER5gl5XpZNfsuDHfz8mDpej8OJNurlvhtBaRzMAS6BEQQeiEM/ZSuePRZyJXwBnAeehbOvbx/nBra5zxmni0L4Yk+s6OUdRCuuXyvaPBc1jwDJRNhDxnO8NXBmLwE9jbK+lIbOEyXmUEpghWpEvUeh66hWVfv8WRWHsu1bdhhbjlWKwWXzrXiOSDyfnCo7zO4Clx/LMWapuV6txajR2AYsgZ46DunnmtFW3qwW4rRQYFDRj/4jxaBSat4+iayj/sVXXeUL3o3JfQRssj9Cz4fxFRJ9R5Fk4qfTMudEG6v5Vt3FCYhd/i4TERyTnvh396ULgKhQZ08XRp85Kp2PPJvFOnVI6fxaRkyJwOR2Yoptxq5ZzqCZxGqvhvPS7yB1QpwTOpxGUKmiD4Q/xrTuS7g3nayTvZ7e5FrJmTbXyCmTN2k4ak8Vr0WL3x0RCGLrhq0MLvn8DU1dd9xZidA3yMli7wbmlSseF4fxCtOA7pMEEvZYTqkbtotNw/nLgUIQZlycFxYR9njrjhAxSz8Xk+xO0EH4XOIDEQxolIhwW5x9FBquXSKh96qwZp6ZxWi3enW2B+aKsdu9NH+A0L0ps/RVj0o/tS6fhfAzuyFj0rANsXHU7WoDTjMgLsRyKPjMycv4H2IgxE6cOQhsQLwIrVN2OFuA0Xek4jcr7eeDXyOP8cBQhcz+JF1ldtbc40dgAVXvDeLRzPmBt5Im/CjBTcm514JYYvw6OsqExNs0Vf2cBFqm6HS3CqjCKFw4aA5Dh/FG6N5y/Qufm5xjzcZScdqx5iSYWBVZA0VSbkazX0JpvSuC3aDNhGmCnwOXMuGYQihZdt4q6txinoaXjGYGb0JovpaRZCdHajEQG8yFV170/4hTnCsP5o8A6pXO1zh0AbBHvUjp+z8rYDedPIDrAbCDP2rRWXoGsWdtFk8miARfFwP2TYjFHV8N5MQE9FS2cZ6+6/i3C6DvxAVyvwCo5dwkytsxauufUmFj9Ee3Et4PBfFdEj3EVpeRdwBBkmHoDeJrORGhF/9sOGRLOqrodLehLbwN7oXDPqdFi7p7oJ1eQhMvGPVug8OxPoh/WPvwz49Q0ThfFJHx4tPl1OhML5Yn3mHitCfwuxuY1S+f2RTz5jwHLFxiSeFUn19ZyDE/atwiixRgF7FK0OfB7FuWqOBX4enL9AWiD6+iq698CfC5CxoIxNqni3KcobP9pGhvOT6LkyV9HHVec6PS2K3sT13ZMQ16szyKPy2I8fwY4Mrlm9fgGjqaJijEq3YgosKvlGAXsiJLlPY02ns4Hlk3OL0T3hvNdgX8CRyXX1xWnMwKjT4FTSJxRkmsOim/hnTHWn0lpM7QNcDobuJsxDbvroaigm+hKP3JrfOeWjePajknjgNMMdF0fb4VsBY8T1H/U3GAe7do83qtZY3wuqEd7MpwvDbwX41Nb2Fay9o1WXoGsWdtJ6Wo4H0YPhvM4vgkZg2s5iSq1dVrgl/EB3Iau3MgXx+SpIQ9wTFQ7gOPKWNdNkaH8w/jgfxH63dI1hcf5e3Q1nO+IFoqn1hknRG30b5TspvxOTYM2YDqAc9Amw8Dk/PwopHjXqtuRceofiuii3gF2Q4aC/VE49Tv0wtuQMQ1TA/uynv1B6WpUWgOF4I/NcL5cI3zqrKVF3GLIs3UUkYgR0dYsg7huO9BG5wtoEfgSicG8zrgho10Hpc27GJtG5zxBi+fCILzW2DCvm44PTnXGpQFOV6BN4kOBJdEm1I7xbnWQzKWQt2vBcb5FO2EV/ek1lLj5h3TmNfkixu6CNmIhGlO1TJJ+G6nhPDPadXX0p4OARXu4blDg1IE28mr37R8LTguh9e5IxOF+OjBXcv70OPetpKxIonpV1fXvrzjRdb61DYr+3Lr0zMPQ3KJWBvNo25YxJs1Kp32lGcP58tQ4l0LWCaOVVyBr1jprTByXi8nk9HQ1OnVnOC+8V5aMSdYJaXkdFZgz/s6NPDE+BraJsmHIg6PHxHkER278rusEveB63wQZNWdFGw3/I7wSaMxx/gRKuvc5CSde3XBK3p1LgAcphckmvwcB18Vka4UyFt39rotmnHqF1RXxDq1EGASifF+0AD60N5jH77WAyapuWx/jNGc35WvRs+H8ReApGlC11F1LfWJGtBEzgvA4T85tBRyNDDS7kVCy1Pi9Wy35fSadBuGpgAsazQlQBMzjKFR9/VbWN+PU/xV5P7+KKI8Ko2/xLVwcebZ2AOcm96yAvD47gB2qbkOLcDoHbQhvBEyVlH8rsBhFeOWjdUzBcf563DNJ6Xm1XLsg4/ebwPp0NV6mRru54veguP4LSslj20Gj/eejZN+HB26/LOZPcf5RZOCcJcqmQ/PT90gMx3XWccSpizNL8nsAWic+S404zEt47R7v1FSl8kaG88MajUV1HZ+y9r1WXoGsWeuqsWh5AHEDdyBPloPpangpG84LjvPpkIH0z8DcVbdlAuN0Dgr9LBYx8yDvug/ppIBouLBDngjTl8rqakQoEuIsUfSd+DsrMrQc2OCeyYA90AKogxobzAtMUGjw48CtUTYG5UOUL4HCGX8ck8u2mThlnJrGaQ0Uvv9kUlZEbcwR79XBzeCd/D4EeU+tWnX7+hCnC4C/A99Hnqzzls6vjjzKRzJmyPH+aFNi26rb0QKcDibZOKBrks9haLP4UWSU2q03/apOipIOd3lH6DQIPx9zgrWTc+nm3VYoeeMeVbcj49S/FEXp3UfC/V4amxcEfh3j0QZJ+QrIKNzUBunErCjq5U9oQ7NwwEjHqUVRVEwHnd6uBnwNRcV+Sc3XLNHmeWOsPo6uUbGD4u8SKJLq9uJ7iHJVvAbcVXX9W4RRsUYp1naTIa778xAN4OWIFum3yGFqL7Tx8l1gyrhns7q/d+OJ0+Rxz4DSs9KxfqpWtKNFWJ0PnJ4cF0bzMXJxJO/izDF+v01C35o1a2+18gpkzVpHjQ/dK4jTdT+UOO6vaFG8WVxTDOgpx/ltMRm7FHkPL1F1W1qA1ZExAd8xKZubTq+f82nMdbsDbZJtHiWf+jtaIG8QZQMQZYbFhOAAlKiwbLCaHBlrdkjKamcwL7X5XuCx5LihcQl5TT3Zijr1R804jRWfGYBjEL3B3aVzm8f4882xPKPWvJLIIN6R6OvIu/UWRIEwY4xRy6DN0VGMyTu9eNXtaAFOy8X4/RSwSuncJYHZ+sj4VFC17Fq6rtbjdtLO1dAGy8Wl8pOjj/2KrgmKrfSezVd1GzJO/UtjrvQScOVYrls53r1TSuUzTai69SdFUbGfk3CXN7hmebSeeY6uHNSLUKKGqKuiCKov6bphVRgslwsMX0Eb698jKJMQ/3kH2pyo5aZngkca/Vtgsw7ynt4SrWFWQ84bLwLHo3XOc8A3GjyvlniNJ06rV13/FuI0DfCDeH+OjbKdYu7UMIE1XZ3L/kwbbRJn7XutvAJZs9ZNUab0F2PBMmtSPj0yKNyQlBX8f4Xh/N8oFO3z9ENaZ0WbBA9E25dMyucD7kAbDdvR1UN/+8Do9FbXtwJ89okF33rIs+UtknBrYBW6Gq0+AX6DQpGLBDpp+F5tDS90huSdjTyEN0/OWfk38tT4O/K6ruWEPOM0zhgVbZ8WUWN8CdwTZQvHRP2cZp4Rvw9BBvPa8SgGPu8AP4/fB6OQ4JHIa/MhRA91Qoxhn9NgsVfnsSnat2+8R08CK0VZwTm9cXLdwshw/gVttshLxqazSLxZk/OnRflVlIy+5f5T57Eq49QrrAwZnp5CyT0nowGndILpQ2gONUkZmzbAap8Yj4qo1+420k+PcXzhbs7XfSzfPeYAXXBChr37gWvjeBha092CIoi/Aexcdf1bgM8RMf5cjJygCnxmAq4EfkZC6Yai1e5Ea+cO4Paq2zCR4HRb1W1oMV5zAZdF249ETokfAV8HFkCR6nMBcyIP8+lR/qVJSSJCsmYdF628Almz1klR8q7fxYC+VVI+Wfy9GXEEN+TVQpylL9MGnneltu+MDATnE2F5UT4Xomr5hDCco2QntU9mGe26ARmjFo7jjRDNwdvAijEx+DT61Q7IS+gG4G90GtGXr7odFeC2BFr43Qt8PSlPw4ynRxtbV8RxrRfDGafxwml6ZAwehYy+n9I1NLZHnkRq6GEe7Uo3406Jseq2WKwMjMXKGWhT9CMUPfV+MjbNUvf+hGjaFk6O90S0GI8iyqNPaJCvAyUEuz1wajrZ7MSqJA4E8Xdp5Bn2OEliyzhXUJBcTSmyqu6aceoVVgXnb4HVNTFGzR7HDZMxIg7hR0h4qttFUVLwr+gmwTedEbJLxdxh0xTjdtHAaRSwU6m8SOCcrmN+gdZ105WureW6Jdq2dow7n6IN9EPopB9ZEzn/HFy6Zy3g3BizTq66DRmn/qnILlAkvv5L/B0RGH4Yc6qP0Dr5/XhPN0zub6uxKmvfaeUVyJq1booSdb2JDAVrlM7dHef+jhbERyLDwZA4b9Q8DBTRiKxIKZwKhTB+DCxdYBF/C8P5+yjB1XDaw2BeJP1ch64GuI0Qd+R7MRm4GBlmCrwKb6nNgE2qbscExmhBYFPkwXoE4tucJs7tGROpOyglGUReBzvFpGqLqtuRceof2gCnRYgkqXRStbyCqLSK96yh4SV55qExqa+Nh3lpPEq5M0+MBcvtxCYMnVybK6KNvd8imoTac0uixFO/im/+zkn5HojvdiRwVA/YLkZ70I8dj5LklY2+h8c37ggiD0NyrjAIX1++r66aceo1Vs/RNXpxLTSnepjO3BSDSvfNiAzmZ1bdhopwmyG+b1243xtctznyNF+66jpXhNOMgdO9xFqGxpvnU6F1y1UowqFtDHbAFIhW5K8xL/gdsFCc2x+t5ZZqcN98ye/a45VxGifM5kbR+V8EbnvFd/AYlGfgBOSwcSZN5IfJmrUZrbwCWbPWUYFdkEfLQ4ThHHnijURhn79ExpcO4AMUrr1TVfVtIS67R5v/jMLSl03OzY888P7YYCEzJwr97wBOSMrrajC/FHnxrJyUpcapjWLh9ymwZVI+qBEmdcQpJkePxoTyo+gbHwI3ErRIyGg1ChnpzkVck1sjWpJP0r5UV8049QlOhWfizHHdFyQc53TvsbgkivrYu+r29SFOU5eOja4e5ycGfreRRC8k54eQbAzXcWyKdl2F6NiGIW+ymUrndwP+iTyEVy6w7OF5dcVpjXjX3kOedluUzt+FjFPFO5jStJ0T965VdTsyTv1LYxx6HW3SLRllkwMXxvh9D+GsktwzGG0Sv0nNHQ66wazY4NwLrVWuLPWjwjFjEmSQerTob+2kCU57jwWnQWgt+G+SyON2U0Rxd1rg8AGi9lk5vpE/B2buCed20YxTr/GaDxnOO2hijt2uOGXtO628AlmzTuyKvDHXQxQjKS/prshwfi8yvHyJPO2KkP7JgU2Q8fjPwGJVt6UFWM0dC5LXge8AbyBP18LT/ghktDoGxuCSnJ8k6V5dP4AoU3qRxGv+pLycxGtjRNXyFm0WehaLlH8jj4IlUB6BryH+vy/RhsJsce0GiMv0U7QR8TnazNq/DfpSxmn8cfoCeR7OGdcWVC1fAncmz+iO+3XRqtvXhzh9Dy3mTqDESU7CF4kMVh8iw/liSXlbcCkjI+U78U5NUTqXbjDsgTaKnyBJKNdOCgxFjgQvIUPcVyj0ep04vwzwLnI0KKghUvqolapuQ8apfyqK8nkNRX0WEYzTIiPUl2hDczfEh7tWjFuf0gabxGPBbTbkuNGBEu8tTaeheAa01vkfcGDVde1HOH0fbZIXOM2NclgMB46ruq4VYlRE5A2O9+xHKLLxeURb8wCwTdX1rFozTuOM29wokqMDOD4p7+LMkTVrX2jlFciadWJWFHr3cEzMC16te5Lzu9DJ4Xp6Uj649JzJq25LC7AqFnLfjoXf/oiq5Qvgh0QYOvB7RF9T8Hg3SthUV+Pd9bHw/X70meuABUvXpIbzDZHh/D+UEoHVVQOj96LtQxqcPz8WvncDM0bZUES9sVFMSGdpk76UceobnP5Xwmk6RK3VATzUzXNrhRcKIX492vwuMp5fDqzZzfWF4fxW2ihHB4rSeBZ5IXYXgZBGDRWG8z8Aq1Vd/xZjVcwJFkXGpV2R8ff3aKPqLJTAcRiiiNo9ubcwMhRenbV63zJO44VX+n4divikU8P51MCBKKqxyK/wOdq8OqjRc9pNkTHqDLSB/hbwa+BatHHzJl0jPmu5+dlLnD5HkR6/Rk5Sj6Fo4mPavT+V+wdKNvsAWvt1xLev9mvgjNMEw20u5IQ3gjbf8Mw6YbXyCmTNOrFqTLxfRtx/3wIWR0bODuDHyXXbIKPMgyQc57HIKbwSajvpJEmIE8fzo0zyV8Xxqsij83ngPMTt9jlwQdV1bzFONyNj1BpxfBLdcJHS1XC+AfA08pyau+Z96RLkYfeNBudSD85rEd3I/mW8usOxTppxmiA4jQT2S8qmA06mjbzt6KQ8+DFKXvUF2ni5J8btMgXJiTGW3wsMrbr+LcJoB7RR3nSEAYq2eg1tFs9a1/ctae8cye9iDlRwUM8DzI6Mnf9FntM7BqZ3AzNUXf+MU/9TxqRaSekyHo6x6gFgmSgbhLwR10CRoks1wrudFXFwLwXchAx2f4lv5qYZpzFwWgZ5Bz8CPIMM6etmnLrglG5mLQochNY4p1Rdt/6k7YwT4xg1jShcrw6clu3remXN6u6jPQ+yZMnSCzGzKdAE8nlgP+Addx9lZlMj4+cqyBDzl7h+RxTG9wJwmrs/XE3NWytmdgFKdHqFuz+elO+MElju4e53m9k8wErABWhxMxCYF9je3X/S6nq3WsxsCUTHsgfwG3fviPKTEa/djcB57v7P5B7zGMDNbDNEj1BbrMxsBkRjZMCJ7n5jlA9I8Bro7l+Z2UD0br7p7utUVukKJOPUnPQFTmY2ibuPiN+j38e6ipktjzwNb3L3A2PcOgIlKx6KNu/OB55297finrOB19396oqq3VIxs/PQd2ueOB6jXxRlZja/u/8ryg4APnP3H7S80i0UMzsL5TY5yt1vScqXRd//x939BDMbjJLt3YQ2tuZBHKYnu/vZLa94iyXj1LyY2Tloc+4Kd/+wGLfj3IVojn4rMo7/CzjC3Z+N892+ny1tRAvEzOZ099fH4b5ivBrk7qOS8tHfyjpJH+DUBZfcn7rc0wULM5vJ3d9pdK4uknFqTsxsE8TdPk7r/rAjzN0u9pUsrZcBVVcgS5aJTczMgGORV+8D7v7fMJhP5u6fIM/zEcj4C4C734yS7X0NuNTMVqug6lXIrMCWwC/M7AAzGwrg7j9E3uXXmtmM7v6qu98KLIRCjgfH/QOrqHQrxcxmRtyai7j7r929I4x0uPuZKIHsHsBxZrZAcV9Mzi1+/7yYZJhZ7cb1mCS+B3wTcQUfa2Z7AQReA+L3V2Y2OBbMjwLzmtm0lVW8xZJxak76CqfCYB6/a7eIKYu7P4kiX/Y1sxXc/c+I5mA+5P26GvJyvcXMTgnsTiwM5sV4VXN5H5jRzJaDxv0iKTvezI6OsisLg3nNcXof0YndZGY/MLO1Adz9abRgPtTMlnf3kTG3WgvNFf4W949o+NT6ScapCYmx+uvAqcAuZjZDYjC/BFEAbuHueyMv6fmBi83s6909s45juZn9CDjL5PDTm/vSseir9LimBvO+wIkSTrk/hTTA4t143oCMU6e0G04hrwJ/QvPxhXt7c9gRHoZ6roOzVC+5U2XpIjVfrPWJxAfrXpTk7GIz2zXKCyP56ojLdfSucJy/GYXzT4lC3Gsv7r4zChn+A0pa9UMz2y5OH4e4XE83syFx/XB33x15L26eeljVUczsEJRcb19E/wCMNtYVhruz0IKwoeG8/Mw6LmQS752/IvqDkcAxZrZnnE8NnQWOHYAj+pG2kIxTc5JxGi+5B20I729mU7v7Z8C2KFLoLLQ5PAdwGrBpemONF3upPARMAmxRFDSaV8WicCWUDLuL1BGnZB50CbATSqa7DXCjmV0a5y4H7gB+UGywR/kVyFt4ZXe/sNV1b6VknHonMd/ZFFH+XYBy5hQe5nsj7O6Pay9FEZ9zA1eZ2dJ1fNfKYmbXIox+FON10+Ih5d91lD7EqSPj1JykmPVF3fqTZJyak2Su/TyiuF0K2MLMBvbGJlX3Db0s/UC8H3DEZO0fSlcerbbnX2uAzxTADsnxksBPkTFltyg7FYWJrpDiSFcO6qmrbkuL8Er70yzAzmi3/D2U6HJ6ZDh/iE4e70l6ek6dFLgMJQq6iQacyg0wPDn62jWUkoO2iybv06KIHuklYM8G5+dDnsFnx3GtOYIzThmnFuN2B+JRngTYLsal04Ap4vzswFJV17MCXCwwuTYw2bV8Pv4OQh6wfwaWr7rercSndLwk4uL+ElH7fAsl5L0L0ZKNMR+I+2o5J8g49QqjRREt1LJxPBAllP8c+B3wCfDNRlgARwEfA1tW3Y4W4HQ9cuJZazyfU+6TtepbGaeMU8apUrzS8fkWZCuYP44bJlTvDidg9qrbk7Wemj3Ns4wW7+RxvRl5t2QJMXGV/wVYvwizcvfn0ILlTuQFdDcyAu/u7k8EBUBHXOvJLuj/Wt+C1ovLW7PwmnrLRcmyCgoh3grR2HyKwmX3ietGlHeWvYY7xuEFtT3yqD/A3X8X5eVddU924c9EyUH3Bs4ws2laWOV+IdGnCg/hbVEI+jElao1JEXfpUJR8F3evrddPI8k4NScZp96JBW0U2vCbCkUQ3QKcCVzk4U3l7m94J2dw28wzXTIC5aD4A/A9MzsomTO4mc2IvGEvAr7vorxpC0nfm3jvngN2QVFUg1Eivd1QYr0l0GbVGN/FOs4JUsk49SxmdhpwA9q8W8HMZnFRsuyOnBBWQxzmTxX3eNfooYuQo8ZPW133VoqZXYkiXrZ09wdL5zbuxXPS/DlLQL36VsapOck4NScZp+bEzK4xswfNbCH0LSvkEmA4om+d1BV53a3HeQmnY4BnzGyWCVr5LO0pVVvts/YvRd6/rwFHx3Fbe9QFBlOj5EEPArOWcUGhRLciL6Crk/K2x66EY+G1OQ3yEHoMeBNxcHYAh1ddxxbhsBLagPk2MLjB+SmBISludN2FP6ddsOoBw7KH8IsoqSyIQ/9TlOyr8rpmnPq/Zpx6jddQ4GFKHuZZu2D0DeQd3AE8AFyIooXujO/eCU5T+r0AACAASURBVMm1bTlXKM2jhiAP/ZfifesArq26jv1BM05dsLgaeBtFaowRpQFMiijvvkBUUdOVzg/o6bguCnwn+sYuDc5dFue+1sRz0r53MFofLlp1+zJOGaf+qBmnpnGaCTmpdABPoNxdS8a5SYHzkIPhPj3Njxrg9AVwYNXty1pPbRsPoCyNpYFnyvvA88CqUdTWfSQ8zJ9FCSp2dPc3i0QcidfKs8hr7OfAPgXHedyfOeJDPDzP3f1jd7/f3VdGi5sv45K28MAH5kEThue8ky8ZM9vQzIYh76i7zOwAGO1ZkPa3E1x8p23bv3xMD+GRwFFmdh3yfL3Q3S+G9sUIMk7NSsapeYkx/APgDMTx/oWPJ19nnSSJrvodSpK6NzAdiizaF+U6OdDdz4nr65zYq0cp2h19ari77wMcg945gH9XVrl+JBkniZkdjziCdwGu8wZRGu7+JXrnbgPOB3Yzs+mS8x2l62vjuVmS/8bfNSxJqmdKjrobsIm7v9TTA0oenAcjo98Z8Z2si2ScmpOMU3OScRqLRPveAQ5B9KzvIAqym81sxxjDz0R2lwOAmeO+AQ2ek+J0KXCQK7dHlix9L1Vb7bNWp3T1Xp0s+X0Z8HxyPJA29IRCHr8vI97IOVLMEG/phcASyfUpx/muVde/PysJRxlKnLpO1XVqYduPRnyaS0Y/mhIl0PsUbSA8CbxFG3nfjweWxfu4CPK86wCOLZ9vd804ZZwmAFazIO7gV4B5q65Pf9LyfAl5Bw8CJi+V5/7UAIvAa7Gq69QftV1xQlGwv0ObdUOauH4Q4jj/FHGYT191GyrA7Oj4hn0PmAElSv0U2LiJe8senF+R5Puok2acMk4Zp0pwWhI5G56CHDXPjPbeCCwPrAB8AAwr49MNTntV3aas9dai82VpYzGz/wNmQzQZ/0S7enugAf7pKutWlcSO5s3I63Bjd/+VmQ1295FmNgkK4f8A2NDdP0zuWxI4Edga2Mndb66g+i2XdMe3F/cM8JKXT6OyuklwrT2JDOcvAAsiip9fAZe5+31mtjzKIm7A+u7+VlX1baWY2VTu3quIg6LPmNmiwNLuflNaPkEqWrFknJqTjFNzMi44xX1HI2/O5dthrjCO/anwPC88omrbjwoZ1/7UzbNqi1fGqXkxs2XRvGktd3+4yXsMUSduAyzjkWeh7mJmk7hyKxQcv+ehTeDZgM3d/YEG96yN8lTchQxSRY6rwoNzX3e/vkVNaIlknJqTjFNzknHqWcxsQeA1lyd5UbY3ckDc0N0fM7N1kRHdkNPiCGBzRJd4V4NnHo5wPrAuOGXpv9LW1BtZRhvwvkAhRd9EiQmPQ/QR15vZk2b2EzM71MwONrPZKqxuS8SU+M0Q9+hzwHfNbMUwmE8O/AmFE22TGsxhdHLQC1GiptpP0M1scjMbmBrMm6UvaLTAq/OiD0ZvLryFNlVGIN7bSRC/+X7ufh+AK+z49+g9/Kqi6rZMzGy7oMK428xW7M29nlBr1N3AmXFqTjJOzcm44pSEyV6HFoO1NpiPZ3/y9PtYx35UyPjg1J3UEa+M0zjJlCgS7zMYM1Q/yiz+zhFzdgd2Ajaou8HczOYxs0XNbOrCcAfg7hcARwJfQ5sOrze4d3vgt4j/3RPD3WEoKd8+dTFIZZyak4xTc5Jxak5iE+BF4EwzW7ood/fr0IbBD0wJnX+DaGxuBpZFDpxDKdFsxTNXAoYBh9QFpyz9XLxFLu1Z+4fSQzgw2kQZiCaZX6IF8Y0oidUbwPvA3FW3YQLjMzXwVyKRBOIhfR554K+KDOaPAXM2uHfSRr/rqMB6wKloMvB74GJg7arrNTFpvGuzlvsK2rCZFrgdbdxMXXVdJzAOl6LJVMEBvGQfPbdWlFIZp4xTf8aJoNzKODX93IxTxinj1Hz7FkOUB2NN8gYcD1xfXu/0tP6ZmBVR1ryEcnH8E9gRmKp0zVGB3/eBhZLy7YHhwGml69dACVf3qbp9GaeMU3/UjFOvsFo6xuTPgX8BuwOD4txiwCOInmVIlA1CTmO3BH4HNHjmDMCyVbcta/to5RXI2sJ/dlce6ZkRb+u0Sdmk8XdGlFho1+TcrJSy0NdNkcH8FeBBYPakvDCcf4noNAY3uHdKlDX7pKrb0QKczgb+HPrzwOtLYBTJgoaxLOLS88CUVberxRiWF3ODkt+F5/mHNMjAXicFrgDeQ+HTszTTV8Z2nsg/UCfNOGWcMk4Zp/6qGaeMUwuwmwp4GBlcVuzhupmB+4Dzqq5zi3C5HlFFngecg5xY/ocigEjXKyh57GgDHqI9GAGcmlxT5PWYBVi56vZlnDJO/VEzTuOM287IZtAB/JjIZ4Y2Op8lcnTQdU28VPK71pvDWfu3Vl6BrC36R3c1mF+LaEc6YpC6LDlnwBSIS+qiquvdQnymRJPxe4HZGpzfEXgaeI3Y2Uw+clMC16Ad1KVaVeeKcLoGUfnsQteNhQ0Duw7gqLQ/dfOcdNG3P/Jan3xC1HliUrTjfgTiOz8pKa/dRAHYC23OfavUHwbH38WB7caGQeneg9CCedaq25dxyjj1R804ZZwyThmniVGRd+JXwD3EXJuuiVEHonD+VxAlS+V1nsB4XIGcK9Yo+gUyyv0e+COKHja6GqAKA95jyNnl1ORcsaap1Xwz45RxyjhVgtMAlMB5JrraoBZCUVYfA2+ivDhDkCPebcl1k5SfV3Wbsra3Vl6BrC3+h8NNaOJ+KOJVvhzteN4f54vB+07gjqrr2yJMpkQG8Q9QsqCi3Og6Id8BeZy/jBKfAUyDNiE+Q0njKm/PBMTpOsTlvh6dYVXph3Ap4GcxMdiuh+eUF30dwG5Vt6+PsRrUy+sHAvsAb8XE4aDkXC0nCsAPUJKu6ZKyol8tgXItdJBkRC9PKkt96eC4fo+q25Zxyjj1V804ZZwyThmniUlL7T412v0oiWEcmAfYGzmvHFd1nVuAyfGBw0ENzp0D/KmHe4+Le49Nyuo6z8w4ZZwyTq3H6UDES/4m8CqyKR1RumZh4KfIBvU7xOP+OTWjpslaH628Alkn8D+462RzXWQw35BO3qjlYrJ+M105uW8C/kIvjX8TmyJKlleBT5AHywWUvHboajgvqFpeRkkcL4pBvu4G8yPjY79Dg36V/l4Fcbw9TYPwY8Zc9H1FjRZ9KDls8XtgL+4bAKwYk6rV0/Kq2zSBcJoZ5Ug4ocG55egM3bstfo8xieqmL+1ZddsyThmn/qoZp4xTxinjNDEqXefhR6GIxw468wz9BUWLHt3onropsDqi+nkEWKnUPw4H/oP4gH8IrA8sWLo/pTzIOGWcMk4Zp77C6CqUB+8HiM71AmR76kCUrpMn104HbAU8Huc74ndbRE9lnbi08gpknQD/VJgMWDw5LsKH9kEJJobG8UIxkb+5GMSADePvDsDCVbdlAuM0NTLw3gdMikKuOoALKVG0MKbh/Jm4djiJd3pdFRlzXwGeIGhZ6OplbqVrv6KU4IrGi769JlSdK8Bo/egT30/Kmjacx/VpP6tVqF6pnXMhD4Qj4zgNY9wXJSAeiELWvx+4btYufSnjlHHKOGWc+rtmnDJOLcYxnR+tDByAvPd/ijwb12h0bd2UzjXdKsiA9wfC2QJYEkW+vowSzn4Y/emt6GeHpfhknDJOGaeMUx9idHK0eT26GsfnQsbzL4FfNbhvELK9fEgDL/6sWfuDVl6BrH38D5XH6p+Qp+8KpXN7xaA+BJgT0ZH8mEjCCGyGDOhjcHrXTWOAfjU+enMk5VfRnOF8d+ABImlFOyiiUnkVbRjMGWWp4bwINV4Zed9/q5vnHEgNF33AbCg8bxRwY1LeK8N53GPUzGgOnAbsHr8nReHVTwFTF21Ork2T6GyPDA6rNnjmoYF3bTzuMk4Zp4xTxqm/asYp49QC7Lqd+zBmEvUx5ko93T+xandtAlZFBrwHgN3QGu9KYF60zpkRrVe+jwxWB1fdloxT9Zpxyjj1NU4oouoxRGGTftMGxt/pgVOQjeWq5HxqW/na2LDPmrUqrbwCWSfAP1WhLiOAX5NkmQc2AD4FvhOD/a10GsxnQgbzO4Bpq25Di3BanwgBKg3aV9Kc4XzqqtswgfH5GuIpXy4pO4AeDOdxvBMymi/S4JmHUkMeTjo9EGYGzmIcPM7rOkGIydT0gckPk/JzouxYOiNdygviIcDRMZbNUzq3dUxG9666jRmnjFN/04xTxinjlHHq74q8NrcANidZe1DT+dB44DQL8PXAa/7SuVVRvqEO5HU/RTfPmKbqdmSc+odmnDJOEwCrJdCm7to9XDMrcBfyRl84KS9/C2vpiZ914tbKK5C1j/+hkW0Y2CgG8l/SlSP5hih/Gpg3yhYAri8PYnXUngZiunpNp1Qts5euq/1kHjgDeDYWaV8C5yV96yBE1TKG4RyYIfrS7cBUDZ67YZ0WfUQeALpupsxCLw3ndPU6OxS4tuq29SFGxYbCaSh/wrpFOf/P3p2HWXrVdQL/nu5gOiaEsMgiGJhMMmNYJGyBgEBQA0aUZQT0cQMZDTIsSWSHAIGwhiFEibIzbI47MsKjgmjCJhCXiRAMTjASQMQgYQ1JCF1n/ji/sm9XqrpvtLveqlufz/Ocp+suVXnvt25uvfd7z3vesXbdlzMOOb/BbJYZs/N+JuOImGs9Z5LcOWsczbAZh5zkJCc5bdQhJznth6xemuRTGZN8ljKWSvzBqbdro40kp2WcKO9bSa7JmPT0x0lum1375ffIWOf9/CT3nPne5X3zf5uRnwUtpOQkJzlNmted63X8/mvcvpzDvep+Pz71NhvGdRmTb4CxD3+Zu5e+N8w4SeXOJH+Q3YvzN9YfgA/UTuqHk3wmMyeoWMSR5OCME5yeWm9Qlv+ozea2VnG+8EvWzDzu12V8ev70jKVUfqOeR2fP3OdxuXZxfr0kj0zy2SQ/ucrPXagPG+p59OraATh8xW23zJzFeXYvzJ+Q8Un9wnywMPPY7p1RGPxq6tC9jFkHf5NxboA3Jjmq/j+9a+2wfj3Jsxb1OSQnOclpYww5yUlO65rPGzLOqfSoJCdkLGXwtSTvS3Kz6/BzFjajeny/njGh6bSMJTTvl7Hf+YWM920PT3JQ3Xd2reV7TrndctqYQ05y2o+Z3SHjg+Ln1+VVl9LKWNng39YuX/TXcGNxxuQbYOyjX+TuxdtvZ8wSfld2nbDy3UmOm7nPY5O8PMnvZhR1R0z9GPZ3PvV4l8/O/KGMw2Vvvsr9Zk/S9GsZhfGrsgXO5lyP80tJ7ptdHyocnjF7fCnJ98/cd7Y4PzxjuZurkjx9teflIo2MwnxpZnwi42zpP5l6w5dxqPUL6/kze5j2WidQXS7MF3a90toR/VqSW89cd3CSd9T1SxknK74842iYx8/cb6FnachJTnKS02YYcpLTfzCXVyb5Ssb5b2b3gX66MvnpOX/O7PfePrXc5KKMjH3sf8o4qd7sGsEHZuyj/2XG+vf3n7ntnnXdXyW5z9SPQU4bZ8hJTuuQ3W9ldAjfW5dXmyh2p/qbd+LU22sY12UsHyrBgmitvSjjhJ8/kfHi3TLWCnxTkvdmfAL4wck2cEKttcdklOAfSvKdSe6SMaP6NUne3Xv/i5n7Hth7v7q+fnNGhkf13i9b9w1fJ621n84ofk9P8qLe+7dnbntkxsyge/fePzxz/eOSnJLxRvDmSZ7Xe39e3bat9760fo9g/bTWbpfkd5LsSPJ3SS5K8qCME+xek/H/2u8nuTRjqaSnJnlD7/2x9f0tSXq9ALfWnpDk7CSP6b2/fl0fzH7SWmu99z77WFtr90ryzozzJ5xSV++s+9814wz0hyW5MMklvfeL67ZFfi7JaQ5ymo+c5iOn+chpPnKaT2vtARlLHLwjycm998/O3HZsxkzzx/Te37KXn9Nm9p+enOS5Se7We//kftv4dVLPoW0Z+5hfzjiJ4JV127be+1Ld585J3pzxQcOdl/fZW2vfn+S8JD/Ve/+dCR7CupDTfOQ0HzldNyteg5f//p2Q0Td9K2OS3T+t+J7rJXlixpFFD1uE12u2kKlbe2PfjYxPQc9N8rsz1y2vl/jwjBf4d2ZmqZatNjKWpPlIxh/Gh2ScvGMp43DZVyZ5wMx9Z2ex3Hy9t3WCbI5K8qcZM58elLHcyvLz5xeTfDXJ980+r+rrJ2as6fakmesWbpZUdh1atvxh4/dllOV/neRn6zl1j4z13z9az6tLklycUawvZRTnK3/uEzOK9l+Y+jHuo5yelDHr4gYz1y1n1jLOs/D/ktywrrveXn7eoh6tICc5yUlOG3LISU77MbOzan/oFZlZ2i5jGYRrspeZmsm1jtC7Osljp35c+zijm2TM2HxyXb7WPnXGPvovVpaPn71ftsB7FjnJSU6TZHTb1Pm8Vrlte8ZM/cszlrF50PJrfJL/lOTRSb6R5NSpH4dhXNcx+QYY+/CXOV7I35/kXTPXtexaZuN3MpbPOC/JXafe3nXOZjmD/15/6H5x5rb7Jzmnrv98xiyYe6TW6l70keQxy29SMpZZ+fPaafhvdd0dMz5UePaK75stzu+42vWLNDJK8ZtmzKo/pK67XcbSLP+Y5Gdm7nvD2rE4LWNppK/W82tlhj9V1y9KYX5CvcZck/EB3c+tcp97ZCxD8+w1fsZWKA3kJCc5yWlDDjnJaR/ndK3HmDFJZSljzffvSHJ0km8meeG8PyujMN+5KPtPKx7n9TMmsLx4L/e7acb7ll9d4/aF3B+Xk5zkNEk+J9ffvIekToY6c9vyh8XbM85v9pf1+vyZJB/MmGT26SRPW/k9hrEZhuVZNqnZw2JWXP/qJI9Icr/e+9+uuO0NGSdqODLJnXrvl67Lxm4grbVbZcwCvijJg3vvV9T178xYruUDSe6eUR7/UcbZna+eaHP3qzrM7Kgkn8z4g/aU3vtHW2u3zjhJ1e2TvDRjuZbfSPK4XoenLT/3Vh5GvNbzcrNrrT0x4w3y8Rk7DF/IeLP31oyTe70z40iPM3vvr1vl+++SsXPwV3V5W8YHWj+f5PLe+9vX4WGsi9ba7ZP8cMYb2u/J+JDu/yR5fe/9itbaDTJOTnyTJA/pvV8y1bZOSU7zkdN85DQfOc1HTvOR09611g5McquMCQfX9N4vquvPyli25reS/GjG/tSpvfdvrbYvuWLfc+GWtJvVWjs4yXsylpJ8WO/9H1a5z/KSCO9P8qXe+0MXeWmf1chpPnKaj5zWVn/LDst4v3tIxrm9/rj3/q2Z+ywvY7MtyY0zlgq+Y5KbZayEcEHv/dzZ+67zw4B/v6lbe+O6j6w4kWBmPu3LeGH6+4xP+I6auf7mGUuR3DNrHFazKCPjU85bJPnxjEOD7rvi9idkzHA5sS7/dsbM6ntl7NTfKMmzkxw99WNZp7x+OOPw1vOS3KOuOzxjx2Gp/r3BlNs4cT6vyjgpzGuTnJTxQcJ52bXc0W1qXJhxGPajZ773O1b5edtW+3ozj4xZB/dZcd3tkvxM5fLNyuYxGTM07lX5PaLuuyVmG8hJTnKS00YdcpLTfsjq0Rml+NUZM+6/VJe/u25/SWVzYZL/OufPfFLG5IWFmWFez52XZKx/f/eZ7JaSPC3Jd87cd3Yf8taV3S9P/RjktHGGnOS0j3N6a5JX1Ne3SnJBxjm7HpxrzzhfbUmbbXu7j2Fs9DH5BhjX8Re2+4v2SzOWfjg/yUOTHFrXn5ixlvJn6o/BMzJOuvOvmSnSF3FklN7nZKwzvVTj2xkzf+6QscTG7TJK0Hck+ZOMtbdOyCpneV7UUTm07FqH7QGV03nZVZwfkVEKX15/GLdMPjM5PTN1lvQVO0+HZJzccyljOZubZ8za/0TGh1aPmnrb1zGjX64cvpnkzCQ/sOL2Q5I8qv5f+3bGoY8vyVjr/RPZAmsAyklOcpLTRh5yktN+yOoV9bjfnLEG8E8keVvGmrYXpia0JHlhdq1xvsdlEZN8b913YdYwz3jPcmlGEfX5jH3uH63bfjPjA4LHJbnJiu87IGPJyU8nOX7qxyGnjTHkJKd9nNNr6zX7hJnrVi3Os/vyWTfMOGfXD039GAxjX4zJN8C4Dr+s3V+MfjPJZ5P8YcZyI9ckeV6SG9ftR9Vtl2YsJfHR1EkcF3VkrEX210nel+RZGSdqvG/tiP9r7aT/YN33ZbXjfWmS45IcMPX2T5TZ9uXnVcaM85XF+a2T/Fnl96CtlFPGEQd/nvGG7sC6buWn5Y+v59HyJ/B3TPKxjDXOF+ZN3R4yatn1hvcfklyRUSa8K8ndktxixf1/MuPM6ldl14dad5r6cchpYww5yUlOctqoQ07XKavXJ7ksY0LPjWauPzRjX/KSjNn4d67rl9c4f3lmTg66xs8+curHt49z+nLGZKdbVD4fSvI3dfvRGcv7XFPPpQcm2ZGxjOSpGWXW06Z8DHLaOENOctpPOd1vldtuleTj2VWcHzhz26EZS28tbYWcjK0xJt8AY85fVHK9ma+PyZjFco+ME+gclOTF9eL0kiQ3m7nvbZLcMslhUz+G/ZzPobUT/qcZJ2Cc/YDhkIxC+JKMtcxvn7Gu+8UZBfFBU2//Oub0axkni31GxhruO1bc/sCM4vz92b04f0+Sryd5eLbIocX1PLkmycNXuW32+fXrGW+eb1eX75BxJMPPTv0Y1imnQzLWxf+zJN9dO1lfyDh57Lm59pvmAzI+XHhrFujwajnJSU4bb8hJTnJa94xekzHR4geya1LG7JGN25P8YJLPJXn/zPedlfE+5rWpk60v8pjNacX1L8p4j3d4xv73XZM8JeOkekv1fLs8Y4LGqTPft5BLHshJTnKaPqfs/r53+f3uyhnnLePDhSdVZs+Y+nEYxr4ak2+AsYdfziiCH77iupfVC9m5SQ5ecdsL6kXqRUluOfX2r2NOB2ccJvWezMz0yYq1ozOW2PiXJO+q6/53/UG4w9SPYZ1yun92zXb6dP37kYyZPffKrqMU7p1RnJ+b5F513W0y1sk/aerHsY553T1jNsHy2verzrJP8kO1U/ULM9fdaH9v30YYqSMVkjy/nk/3yygJjsh4A/yx7Fr7/en1Pcuz9g+a+TkLudMpJznJSU4bfchJTvswoxMqg7ft5X4HZVex8piZ61+T5JSpH8d655TdC6nfT/LVjILuG0k+kOQ/ZxR5P5HktCQ/luT2i/6ckpOc5LThcjoryd8kuWldXi7OP51xdNXyBw2nLXpOxtYak2+AsYdfzpjB+hdJrpexo35AxvrKS0nOn7nfbDn8gowT7vxKZmacL/JI8tjK5GV7ud/B2XVo7XHZtTbiC6Z+DOuU0w2TnJExY/x3k/xUkt/LODHTNzLWwH9FZfOI+qP39uxad/L6Uz+Gdc7ruzI+ZHnzzHVtja+/nPpEvf5fbSvvs8gj46iFK5K8ccX1y/+/fTrjg5iLkvzPjDfMWyojOclJTnLayENOctoH2dwwY3LPNUmes5f7HpnkK0leuMbtC5vVipxOn7n+FRn746dkzHR9Vsb+5ceS3EpOcpKTnCbM6ayMJclOXHH/WyX5q+yamPfMmdsU5sZCjMk3wNjDL2e8aH1nfX3f+vfAJB+sF6VTUstrZPfi/KyMT0q/a+rHsI45vbQy2dtO+l3rj8DPZ3wY8YbUYUZbYSS5wUxWT8yYOXVIkp9N8rqMQ6yWMpatuby+fm+S7575GQu7o7Aiq4MyPjS4PMnD1nr8Se6UmRPIbNVRO1hXJblLXX5kPX9OzVjq5uEZsxNOnnpb5bTxh5zkJCc5bdQhpz1mc/2MDwuWkjx3ldtnJxx8Ismb6ustc86cVXL65fr6G0l+JLu/p3tG3eeEurylSig5yUlOGyqnE9e4//ck+dsozI0FHZNvgDHHL2nXTOqT6vKBGYfCfCnjjPTXOklhtkhhPvN4D93LTvryWoo3rRf9J9blLbOe+YqslteOPGPFbbfOWKrldRknwVxazmorjiS3S/K1jDe/PzJz/fLz6YCMs6v/XZJjpt7eibN6QMa6rmdWJksZJyde+LVJ5SQnOW3sISc5yWld89njPnnd5+4ZR89e67wxW2VUTi9P8q3K6gEzt22vf++b8QHN8VNvr5w29pCTnNYrpzXuf8jM1wpzY6HGAWEzeEfGCXVe3VpL7/21rbW7Z6wx/ZIkaa29pfd+dWttW+99qff+xSk3eL313r/WWnt+XXxu5fS8mduX6ssfyziZx3vr8lXruJkbQmV1esYfwGe11nb23k+vmz/Te7+0tfbR3vu3W2vf13v/WJK01lrvvU+02ZPovX+itfawjBnnv9Jau22Ss3rvS621wzPWiT8z4wiHC6bc1qn13t/dWvvjJE/OeG6dluSVvfdvJMnya1N9veWeS8vkNB85zUdO85HTfOQ0Hznt2d72yVtrB2fsP12S5MIptnEjmMnpmxkzW++e5N11287W2vWS3DNjyZ9/nmo7pyan+chpPnKaz55yWuP+y3//2kzvAgtBab4J9N7/ubX2+Lo4W5zfLcn5GetU72itvbb3fvV0WzqtOXbSb5nkh5P83ySfq+/ZUm9klq3I6jn1nu55M3ks//vxZPc3gFtN7/09rbUTkrw1oyB/WmvtsoylbQ5K8vze+8uTrfnmONnt+fGrSY7NmHl/du/9m8v3mX3+bMWMEjnNS07zkdN85DQfOc1HTvPZyz75gzOWmHxm7/2iabZwY+i9f7W19rKM/cnTaz9yOacfT/LMjJz+frKN3ADkNB85zUdO89lLTmt9z5b8m8diU5pvEr33f1mjOD82ycUZ6yi+NeMkoFvWKjvpvff+/NbaIUmem7H0yA/03r823VZuDKtktdR7P6Nu21n/9vp3Sxbmy3rvH26t3SfjJKn3zjhk7S+TfLz3/sFky3+wsPy4L0zy+SRHZJxI9dKt+kHCauQ0HznNR07zkdN85DQfOc1vtf3MJJ9M8r8ylgd8TbJ1qEpq4gAAHIBJREFUJxws20NOb8k4UeorEznJaT5ymo+c5rOnvgC2iraFXwM2pdbazZKck/Ep6Em999e31g5Mcsve+yXTbt3G0Vo7NMlzMk5e8aIkN844UdM9+xZfRmOlyuq0jMOMz+y9P33iTdp0tvoO1ayalf/ujLXwz5l6ezYqOc1HTvOR03zkNB85zUdO81mxn5mMdc7PqNu27ISDleQ0HznNR07zkdN89AVsZWaabzIzM853Jnlta+2a3vubM9YFpMx8Kroz4xCrpSR3U5hfW2X1giSHZMyaYg1rleMK892cn+RT2bXED6uT03zkNB85zUdO85HTfOQ0h9rPfGHGsnaf6r2/KlFIrSSn+chpPnKaj5zmoy9gKzPTfJNqrd0iyYszPun7u6m3Z6NqrR2W5H8keXvv/ZNTb89G1lr7jt77t6beDja/1tqNe+9fmno7Njo5zUdO85HTfOQ0HznNR07za60d2OvcSwqptclpPnKaj5zmI6f56AvYipTmm1hrbfvy2tOszR8+mIZla+Yjp/nIaT5ymo+c5iOn+cgJAGDxKM0BAAAAAKBsm3oDAAAAAABgo9j0pXlr7WGttVe21j7QWvtaa6231t429XYBAAAAALD5HDD1BuwDpyW5Y5JvJPlcku+ddnMAAAAAANisNv1M8ySnJvkvSQ5N8tiJtwUAAAAAgE1s0880772fu/x1a23KTQEAAAAAYJNbhJnmAAAAAACwTyjNAQAAAACgbPrlWfaF448/vk+9DRvd2WefnSQ55ZRTJt6SjU1O85HTfOQ0HznNR07zkdN8zj777BxzzDFTb8amcMEFF3g+7YX/7+Yjp/nIaT5ymo+c5mO/YH72C+Zz3nnnLeL6y5N3j095ylNy5ZVX5pxzzpl6U/aF/f4cMdMcAAAAAACK0hwAAAAAAIrSHAAAAABgDa21+7TW/rC19k+ttd5ae9SK299U18+Oj0y0uewDSnMAAAAAgLUdkuTCJCcnuXKN+7w3yS1mxo+sz6axPyjNAQAAAADW0Hv/o977M3vvv5dkaY27Xd17/8LMuHw9t3FPdu7cma985Su57LLL8uEPfzg7d+6cepM2vAOm3oD/qNbaQ5I8pC7evP49rrX2pvr6X3vvT173DQMAAAAAtorvb61dluQrSd6X5Fm998sm3qbs3LkzT33qU3PJJZdkaWkpZ5xxRo4++uiceeaZ2b59+9Sbt2Ft+tI8yTFJHrniuiNqJMmlSZTmAAD70AUXXJBTTjll6s3Y0M4+++ypNwEAgPXxJ0nenuQfk9wmyQuS/Hlr7S6996un3LDzzz8/F110UZaWxgT5K6+8MhdccEFOOumkHHbYYdm2bVu2b9+ebdu2pbX2b1+vdnn79u156EMfmiOOOGIv/9XNb9OX5r3305OcPvFmAAAAAABbUO/9t2Yufry19tcZE3kfmFGmT+biiy/OVVddtdt1S0tLueKKK3LQQQdlaWlp7vHFL34xBx98cH7pl35pokezfjZ9aQ4AAAAAsFH03j/fWvtckqOm3pajjjoqO3bsyJVX7jp/6Y4dO3LyySfnuOOOu04/68QTT9zXm7dhOREoAAAAAMA+0lq7SZJbJvnnqbfl2GOPzdFHH50dO3aktZYdO3bktre9bY499tipN21DM9McAAAAAGANrbVDkhxZF7clOby1dkySy2ucnuT3M0ry2yR5cZLLkvzBem/rStu3b8+ZZ56Z888/P5/61Kdy5JFH5thjj3US0L1QmgMAAAAArO2uSc6dufy8Gm9O8tgkd0jyc0kOyyjOz03yiN7719d5O1e1ffv2HHfccdd5OZatTGkOAAAAALCG3vt5Sdoe7vKAddoU1ok1zQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoCjNAQAAAACgKM0BAAAAAKAozQEAAAAAoPz/9u41ZO+yjgP496dW84AZWoqFoHjC+cLK0jlZukIKtANYaopl4aFQsrJZK9FcltULI5BeBBZCZqGZkGsVOTN1MWWW7ZBiHjBBM08xmzmfXb24ryfvPd17dj8qzOXnAzfX7t//Ot3bu+/+XJfQHAAAAAAAOqE5AAAAAAB0QnMAAAAAAOiE5gAAAAAA0AnNAQAAAACgE5oDAAAAAEAnNAcAAAAAgE5oDgAAAAAAndAcAAAAAAA6oTkAAAAAAHRCcwAAAAAA6ITmAAAAAADQCc0BAAAAAKATmgMAAAAAQCc0BwAAAACATmgOAAAAAACd0BwAAAAAADqhOQAAAAAAdEJzAAAAAADohOYAAAAAANAJzQEAAAAAoBOaAwAAAABAJzQHAAAAAIBOaA4AAAAAAJ3QHAAAAAAAOqE5AAAAAAB0QnMAAAAAAOiE5gAAAAAA0AnNAQAAAACgE5oDAAAAAEAnNAcAAAAAgE5oDgAAAAAAndAcAAAAAAA6oTkAAAAAAHRCcwAAAAAA6ITmAAAAAADQCc0BAAAAAKATmgMAAAAAQCc0BwAAAACATmgOAAAAAACd0BwAAAAAADqhOQAAAAAAdEJzAAAAAADohOYAAAAAANAJzQEAAAAAoBOaAwAAAABAJzQHAAAAAIBOaA4AAAAAAN3YoXlVfbOqfltVD1XVuqp6oqrurKoLq2rXTYw5oqoW977rququqjq3qrYd0feoqmrTfC6dZm97VNVlVXV3X+fJqlox3RgAAAAAAJhquxn0/WySFUl+k+TvSXZMcniSi5KcUVWHt9YemuxcVR9Icm2SZ5P8JMkTSY5LclmSuUk+vIl1fpfkphH1W0Z1rqq5SX6RZIcki5Ncl2T7JPsmOTHJF8f/iQAAAAAAvNJV1bwk5yV5e5I9k5zWWvvhlD77J7k0yfwkr03ylyQnt9bWTDf3TELznVtrz47Y3CVJFib5UpJP99rOSb6fZCLJUa21O3r9giQ3Jjm+qk5srV09Yp2bWmsXjbOhqtojyfVJnk5yWGvtninPXzPmbwMAAAAAYOuxU5KVSa7sn41U1d5Jbu3P5id5KsmBSdZubuKxj2cZFZh3P+3tfkO145O8McnVk4H50Bxf6V8/Ne7a01iYZNckZ00NzPt661+GNQAAAAAAXrUmJiYyMTGRVatWZdmyZZmYmNjSW0prbXFrbWFr7ZokG0Z0uSTJr1trn2+trWit3dfHPDSi70ZejotAj+vtXUO1+b1dMqL/zUn+leSIqnrdiOf7VtXZVbWwqj5RVfuN6DPppCRPJvlVVR1UVedU1flVdXxV7TTTHwIAAAAAwAsmJiayYMGCrF+/PitXrsyiRYuyYMGCV0RwvilVtU0GufXqqlpSVY9V1e1VdcI442dyPMvkgudl8Or765McmuTIDALz4Us3D+jtqLe/n6+q+5PMTrJPkqnnx5zcP8NrXpvk9Nbak0O1vZPsluT2DM5J/8yUeR6vqlNba4tn9AMBAAAAAEiSLF++PGvWvBDhrlu3LqtXr87y5cszZ86cLbizab0pgwx7YZILMrj3cn6SH1XV2tbaDdMNrtbajFarqkeS7D5UWpLk4621R4f63JPBcS37tdbuHTHHrUmOSHJEa21Zr81OcmySG5I8kGRWBqH815O8NYPzZ+a11jb0/ocl+UMG56Y/l+QLGRwVs12SU/q455O8bXMHuwMAAAAA8L+OPvroC5JclI1PLdmQ5MKlS5d+bYtsaoqqWpvk7MmLQKtqzyQPJ/lxa+2jQ/2uSvKG1tr7pptvxm+at9b26AvsnkHwfWmSO6vq2NbaipnONzTvqiSrhkprkyypqtuS/DHJ3Axeqb++P5/8R9o2ycWttcuHxn67XxL6uSTnJjnzxe4LAAAAAODVaunSpYuSLNrS+5ihf2TwQvXqKfU1SU7c3OAXfaZ5a+3R1tp1SY7J4DLO4RtKn+7t6zcxfLL+1Bjr/DPJVf3rvKFHw2OvGzF0svbOza0BAAAAAMD/h9bacxkc633AlEf7J3lwc+Nf8kWgrbUHM0jsZ1fVbr1899AmNlJV2yXZO4Ok/74xl3mstzsO1f7a50hGh++T559vP+YaAAAAAABsBapqp6o6pKoOySDn3qt/36t3+VaSE6rqjKrat6pOz+At88s3Neeklxyad3v2dvLK1Bt7+94Rfecl2SHJba21f485/+G9/W/I3v+34Pf968EjxkzW7h9zDQAAAAAAtg6HJrmzf7ZP8tX+54uTpLX28yRnJDkvyZ+TnJPk1M1dApqMeRFoVe2f5NHW2tNT6ttkcJ7NwgxC8Lm9vnMGb4LvnGRua+2OXp+VQaA+J8lJrbWrh+Y6dLLflDVOyeDol/VJDmitPTD07ENJfpbktiTHtNae6fVdktySZHaSj7XWrpw6LwAAAAAATDVuaH5ukm9kEETfn+TxJLsneVeSfZI8kuTdrbXVQ2M+mOSaJM8muTrJE0nen8E5Mtck+UgbWryqHsjguJU7kvwtyawk78jgTPLnk5w+efvplL1dkeS0vq9fZnAx6LFJ3pzk2r7OhvH+OgAAAAAAeDUbNzQ/OMlZSY5M8pYkuyR5Jsk9SW5I8t3W2hMjxs1N8uUM3iyfleTeJFf0/hNT+p6f5D1JDkyyW5JK8nCSm5N8p7X2p03srZJ8MsmZSQ7q41Yn+UGS7wnMAQAAAAAY11ihOQAAAAAAvBq8XBeBAgAAAADAVk9oDgAAAAAAndAcAAAAAAA6oTkAAAAAAHRCcwAAAAAA6ITmAAAAAADQCc0BAAAAAKATmgMAAAAAQCc0BwAAAACATmgOAAAAAADdfwCTU42tpQqkxgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1800x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}