opencharts/medium-ens-tp-ws.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "id": "38853673",
            "metadata": {
                "tags": [
                    "open_data",
                    "probabilities"
                ]
            },
            "source": [
                "<div class=\"output_png output_subarea output_execute_result\">\n",
                "</div>\n",
                "\n",
                "# \tCombined probabilities: wind speed >10m/s and total precipitation > 1mm"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "1021c665-3367-4187-907b-56150150c647",
            "metadata": {},
            "source": [
                "This notebook will provide you guidance how to explore and plot ECMWF open dataset to produce the map from the ECMWF open charts web product.  \n",
                "The original product can be found on this link: https://charts.ecmwf.int/products/medium-ens-tp-ws  \n"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "6b309684-6246-4ec6-9eae-32dc718bbbf8",
            "metadata": {},
            "source": [
                "<div class=\"output_png output_subarea output_execute_result\">\n",
                "<center>\n",
                "<img src=\"data:image/png;base64,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\"/></center>\n",
                "</div>"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "dc2a95b5-55bb-4ed6-9b2e-6dd7c78f2220",
            "metadata": {},
            "source": [
                "The full list of available Open data products can be found [here](https://www.ecmwf.int/en/forecasts/datasets/open-data), and more information can be found in the [User documentation](https://confluence.ecmwf.int/display/DAC/ECMWF+open+data%3A+real-time+forecasts).  \n",
                "\n",
                "Access to ECMWF Open data is governed by the Creative Commons CC-BY-4.0 licence and associated [Terms of Use](https://apps.ecmwf.int/datasets/licences/general/).  \n",
                "\n",
                "<sub> In applying this licence, ECMWF does not waive the privileges and immunities granted to it by virtue of its status as an intergovernmental organisation nor does it submit to any jurisdiction </sub>\n",
                "\n",
                "To find out how to obtain the access to the full forecast dataset at higher resolution please visit our [Access page](https://www.ecmwf.int/en/forecasts/accessing-forecasts)."
            ]
        },
        {
            "cell_type": "markdown",
            "id": "cd17417b",
            "metadata": {},
            "source": [
                "## Retrieve Data\n",
                "This product takes in input 3 parameters :\n",
                "\n",
                "* [Total precipitation](https://apps.ecmwf.int/codes/grib/param-db/?id=228)\n",
                "* [10 metre U wind component](https://apps.ecmwf.int/codes/grib/param-db/?id=165)\n",
                "* [10 metre V wind component](https://apps.ecmwf.int/codes/grib/param-db/?id=166)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "65228bdf-8506-4758-9e77-9a4b29bb5cee",
            "metadata": {},
            "source": [
                "In this example, we will use: \n",
                "- [**ecmwf.opendata**](https://github.com/ecmwf/ecmwf-opendata) Client to download the data\n",
                "- [**ecmwf.data**](https://github.com/ecmwf/ecmwf-data) library to read and process the data \n",
                "- [**magpye**](https://magpye.readthedocs.io) to plot the result"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "97418925-2ec6-4187-9498-b873a82c3206",
            "metadata": {},
            "source": [
                "First we need to install them in the current Jupyter kernel:  \n",
                "<div class=\"alert alert-block alert-info\">\n",
                "<b>Note:</b> If you are running the notebook on MyBinder or already have the libraries installed, go directly to importing the libraries.\n",
                "</div>\n",
                "<div class=\"alert alert-block alert-info\">\n",
                "<b>Note:</b> If you don't have these libraries installed, click on three dots below, uncomment the code and run the next cell.\n",
                "</div>"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "f561dd57-6865-4130-8a44-bdd81d6cb68c",
            "metadata": {
                "jupyter": {
                    "source_hidden": true
                },
                "tags": []
            },
            "outputs": [],
            "source": [
                "#!pip install ecmwf-data ecmwf-opendata magpye"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "2435b085-2d29-4715-8bed-9d66f613b341",
            "metadata": {},
            "outputs": [],
            "source": [
                "import ecmwf.data as ecdata\n",
                "from magpye import GeoMap\n",
                "from ecmwf.opendata import Client"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "4b19ac2b",
            "metadata": {},
            "outputs": [],
            "source": [
                "client = Client(\"ecmwf\", beta=True)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "29fcc5f3",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "'medium-ens-tp-ws.grib'"
                        ]
                    },
                    "execution_count": 3,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "parameters = ['10u','10v','tp']\n",
                "filename = 'medium-ens-tp-ws.grib'\n",
                "filename"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "8a78b44c-68d7-43b0-8ba1-47bc9d5aeb9e",
            "metadata": {},
            "source": [
                "We need to put both **cf** and **pf** as type **type** to download all 50 ensemble members as well as the control forecast.  \n",
                "Setting date to 0 will download today's data. \n",
                "Removing date and time altogether from the request will download the latest data.  \n",
                "Try commenting out date and time to download latest forecast!"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "4e6e44b2",
            "metadata": {},
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "                                                               \r"
                    ]
                },
                {
                    "data": {
                        "text/plain": [
                            "<ecmwf.opendata.client.Result at 0x7fce53149df0>"
                        ]
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "client.retrieve(\n",
                "    date=0,\n",
                "    time=0,\n",
                "    step=[21,24],\n",
                "    stream=\"enfo\",\n",
                "    type=['cf', 'pf'],\n",
                "    levtype=\"sfc\",\n",
                "    param=parameters,\n",
                "    target=filename\n",
                ")"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "1ef9138d",
            "metadata": {},
            "source": [
                "## Reading and processing the data\n",
                "Now we can use **ecmwf.data** to read the file."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "5f1ac1a4",
            "metadata": {},
            "outputs": [],
            "source": [
                "data = ecdata.read(filename)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "d945fa28",
            "metadata": {},
            "source": [
                "The **describe()** function will give us the overview of the dataset.  "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "f0ee89c6",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "  \n",
                            "                <table>\n",
                            "                <tr><th>parameter</th><th>typeOfLevel</th><th>level</th><th>date</th><th>time</th><th>step</th><th>number</th><th>paramId</th><th>class</th><th>stream</th><th>type</th><th>experimentVersionNumber</th></tr>\n",
                            "                <tr><th style='text-align: right;'>10u</th><td style='text-align: left;'>heightAboveGround</td><td style='text-align: left;'>10</td><td style='text-align: left;'>20220427</td><td style='text-align: left;'>0</td><td style='text-align: left;'>21,24</td><td style='text-align: left;'>0,1,...</td><td style='text-align: left;'>165</td><td style='text-align: left;'>od</td><td style='text-align: left;'>enfo</td><td style='text-align: left;'>cf,pf</td><td style='text-align: left;'>0001</td></tr><tr><th style='text-align: right;'>10v</th><td style='text-align: left;'>heightAboveGround</td><td style='text-align: left;'>10</td><td style='text-align: left;'>20220427</td><td style='text-align: left;'>0</td><td style='text-align: left;'>21,24</td><td style='text-align: left;'>0,1,...</td><td style='text-align: left;'>166</td><td style='text-align: left;'>od</td><td style='text-align: left;'>enfo</td><td style='text-align: left;'>cf,pf</td><td style='text-align: left;'>0001</td></tr><tr><th style='text-align: right;'>tp</th><td style='text-align: left;'>surface</td><td style='text-align: left;'>0</td><td style='text-align: left;'>20220427</td><td style='text-align: left;'>0</td><td style='text-align: left;'>21,24</td><td style='text-align: left;'>0,1,...</td><td style='text-align: left;'>228</td><td style='text-align: left;'>od</td><td style='text-align: left;'>enfo</td><td style='text-align: left;'>cf,pf</td><td style='text-align: left;'>0001</td></tr>\n",
                            "                </table>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "data.describe()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "06be44d9-1766-4f21-81f1-e6f2b02131a5",
            "metadata": {},
            "source": [
                "And an overview of one parameter, where we can see more information, such as units or type of level."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "ee78df38-8d38-495d-8f6a-bbaf2db55c4f",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "  \n",
                            "                <table>\n",
                            "                <tr></tr>\n",
                            "                <tr><th style='text-align: right;'>shortName</th><td style='text-align: left;'>tp</td></tr><tr><th style='text-align: right;'>name</th><td style='text-align: left;'>Total precipitation</td></tr><tr><th style='text-align: right;'>paramId</th><td style='text-align: left;'>228</td></tr><tr><th style='text-align: right;'>units</th><td style='text-align: left;'>m</td></tr><tr><th style='text-align: right;'>typeOfLevel</th><td style='text-align: left;'>surface</td></tr><tr><th style='text-align: right;'>level</th><td style='text-align: left;'>0</td></tr><tr><th style='text-align: right;'>date</th><td style='text-align: left;'>20220427</td></tr><tr><th style='text-align: right;'>time</th><td style='text-align: left;'>0</td></tr><tr><th style='text-align: right;'>step</th><td style='text-align: left;'>21,24</td></tr><tr><th style='text-align: right;'>number</th><td style='text-align: left;'>0,1,10,11,12,13,14,15,16,17,18,19,2,20,21,22,23,24,25,26,27,28,29,3,30,31,32,33,34,35,36,37,38,39,4,40,41,42,43,44,45,46,47,48,49,5,50,6,7,8,9</td></tr><tr><th style='text-align: right;'>class</th><td style='text-align: left;'>od</td></tr><tr><th style='text-align: right;'>stream</th><td style='text-align: left;'>enfo</td></tr><tr><th style='text-align: right;'>type</th><td style='text-align: left;'>cf,pf</td></tr><tr><th style='text-align: right;'>experimentVersionNumber</th><td style='text-align: left;'>0001</td></tr>\n",
                            "                </table>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "data.describe('tp')"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "138808a1",
            "metadata": {},
            "source": [
                "We can use **ls()** function to list all the fields in the file we downloaded."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "c6b4a817",
            "metadata": {
                "scrolled": true,
                "tags": []
            },
            "outputs": [
                {
                    "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: center;\">\n",
                            "      <th></th>\n",
                            "      <th>centre</th>\n",
                            "      <th>shortName</th>\n",
                            "      <th>typeOfLevel</th>\n",
                            "      <th>level</th>\n",
                            "      <th>dataDate</th>\n",
                            "      <th>dataTime</th>\n",
                            "      <th>stepRange</th>\n",
                            "      <th>dataType</th>\n",
                            "      <th>number</th>\n",
                            "      <th>gridType</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>Message</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>11</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>21</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>22</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>24</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>26</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>27</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>28</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>29</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>30</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>31</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>33</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>34</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>35</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>36</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>37</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>38</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>39</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>40</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>41</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>42</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>43</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>44</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>45</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>46</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>47</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>48</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>49</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>51</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>52</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>53</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>54</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>55</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>56</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>57</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>58</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>59</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>60</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>61</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>62</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>63</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>64</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>65</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>66</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>67</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>68</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>69</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>70</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>71</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>72</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>73</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>74</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>75</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>76</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>77</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>78</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>79</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>80</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>81</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>82</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>83</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>84</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>85</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>86</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>87</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>88</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>90</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>91</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>92</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>93</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>94</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>95</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>96</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>97</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>98</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>99</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>100</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>101</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>102</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>103</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>104</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>105</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>106</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>107</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>108</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>109</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>110</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>111</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>112</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>113</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>114</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>115</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>116</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>117</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>118</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>119</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>120</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>121</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>122</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>123</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>124</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>125</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>126</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>127</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>128</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>129</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>130</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>131</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>132</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>133</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>134</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>135</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>136</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>137</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>138</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>139</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>140</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>141</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>142</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>143</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>144</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>145</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>146</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>147</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>148</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>149</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>150</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>151</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>152</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>21</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>153</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>154</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>155</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>156</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>157</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>158</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>159</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>160</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>161</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>162</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>163</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>164</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>165</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>166</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>167</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>168</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>169</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>170</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>171</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>172</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>173</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>174</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>175</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>176</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>177</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>178</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>179</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>180</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>181</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>182</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>183</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>184</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>185</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>186</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>187</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>188</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>189</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>190</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>191</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>192</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>193</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>194</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>195</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>196</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>197</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>198</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>199</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>200</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>201</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>202</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>203</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>204</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>205</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>206</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>207</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>208</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>209</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>210</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>211</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>212</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>213</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>214</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>215</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>216</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>217</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>218</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>219</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>220</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>221</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>222</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>223</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>224</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>225</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>226</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>227</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>228</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>229</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>230</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>231</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>232</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>233</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>234</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>235</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>236</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>237</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>238</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>239</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>240</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>241</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>242</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>243</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>244</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>245</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>246</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>247</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>248</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>249</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>250</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>251</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>252</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>253</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>254</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>255</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>256</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>257</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>258</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>259</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>260</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>261</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>262</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>263</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>264</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>265</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>266</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>267</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>268</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>269</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>270</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>271</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>272</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>273</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>274</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>275</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>276</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>277</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>278</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>279</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>280</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>281</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>282</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>283</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>284</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>285</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>286</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>287</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>288</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>289</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>290</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>291</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>292</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>293</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>294</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>295</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>296</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>297</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>298</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10u</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>299</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>300</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>301</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>302</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>303</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>tp</td>\n",
                            "      <td>surface</td>\n",
                            "      <td>0</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0-24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>304</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>305</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10v</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "        centre shortName    typeOfLevel      level  dataDate  dataTime  \\\n",
                            "Message                                                                  \n",
                            "0        ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "1        ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "2        ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "3        ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "4        ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "5        ecmf       tp              surface    0    20220427      0      \n",
                            "6        ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "7        ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "8        ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "9        ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "10       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "11       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "12       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "13       ecmf       tp              surface    0    20220427      0      \n",
                            "14       ecmf       tp              surface    0    20220427      0      \n",
                            "15       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "16       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "17       ecmf       tp              surface    0    20220427      0      \n",
                            "18       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "19       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "20       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "21       ecmf       tp              surface    0    20220427      0      \n",
                            "22       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "23       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "24       ecmf       tp              surface    0    20220427      0      \n",
                            "25       ecmf       tp              surface    0    20220427      0      \n",
                            "26       ecmf       tp              surface    0    20220427      0      \n",
                            "27       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "28       ecmf       tp              surface    0    20220427      0      \n",
                            "29       ecmf       tp              surface    0    20220427      0      \n",
                            "30       ecmf       tp              surface    0    20220427      0      \n",
                            "31       ecmf       tp              surface    0    20220427      0      \n",
                            "32       ecmf       tp              surface    0    20220427      0      \n",
                            "33       ecmf       tp              surface    0    20220427      0      \n",
                            "34       ecmf       tp              surface    0    20220427      0      \n",
                            "35       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "36       ecmf       tp              surface    0    20220427      0      \n",
                            "37       ecmf       tp              surface    0    20220427      0      \n",
                            "38       ecmf       tp              surface    0    20220427      0      \n",
                            "39       ecmf       tp              surface    0    20220427      0      \n",
                            "40       ecmf       tp              surface    0    20220427      0      \n",
                            "41       ecmf       tp              surface    0    20220427      0      \n",
                            "42       ecmf       tp              surface    0    20220427      0      \n",
                            "43       ecmf       tp              surface    0    20220427      0      \n",
                            "44       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "45       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "46       ecmf       tp              surface    0    20220427      0      \n",
                            "47       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "48       ecmf       tp              surface    0    20220427      0      \n",
                            "49       ecmf       tp              surface    0    20220427      0      \n",
                            "50       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "51       ecmf       tp              surface    0    20220427      0      \n",
                            "52       ecmf       tp              surface    0    20220427      0      \n",
                            "53       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "54       ecmf       tp              surface    0    20220427      0      \n",
                            "55       ecmf       tp              surface    0    20220427      0      \n",
                            "56       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "57       ecmf       tp              surface    0    20220427      0      \n",
                            "58       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "59       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "60       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "61       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "62       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "63       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "64       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "65       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "66       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "67       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "68       ecmf       tp              surface    0    20220427      0      \n",
                            "69       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "70       ecmf       tp              surface    0    20220427      0      \n",
                            "71       ecmf       tp              surface    0    20220427      0      \n",
                            "72       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "73       ecmf       tp              surface    0    20220427      0      \n",
                            "74       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "75       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "76       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "77       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "78       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "79       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "80       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "81       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "82       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "83       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "84       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "85       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "86       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "87       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "88       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "89       ecmf       tp              surface    0    20220427      0      \n",
                            "90       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "91       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "92       ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "93       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "94       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "95       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "96       ecmf       tp              surface    0    20220427      0      \n",
                            "97       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "98       ecmf       tp              surface    0    20220427      0      \n",
                            "99       ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "100      ecmf       tp              surface    0    20220427      0      \n",
                            "101      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "102      ecmf       tp              surface    0    20220427      0      \n",
                            "103      ecmf       tp              surface    0    20220427      0      \n",
                            "104      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "105      ecmf       tp              surface    0    20220427      0      \n",
                            "106      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "107      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "108      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "109      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "110      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "111      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "112      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "113      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "114      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "115      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "116      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "117      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "118      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "119      ecmf       tp              surface    0    20220427      0      \n",
                            "120      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "121      ecmf       tp              surface    0    20220427      0      \n",
                            "122      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "123      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "124      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "125      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "126      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "127      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "128      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "129      ecmf       tp              surface    0    20220427      0      \n",
                            "130      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "131      ecmf       tp              surface    0    20220427      0      \n",
                            "132      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "133      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "134      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "135      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "136      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "137      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "138      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "139      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "140      ecmf       tp              surface    0    20220427      0      \n",
                            "141      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "142      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "143      ecmf       tp              surface    0    20220427      0      \n",
                            "144      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "145      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "146      ecmf       tp              surface    0    20220427      0      \n",
                            "147      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "148      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "149      ecmf       tp              surface    0    20220427      0      \n",
                            "150      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "151      ecmf       tp              surface    0    20220427      0      \n",
                            "152      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "153      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "154      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "155      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "156      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "157      ecmf       tp              surface    0    20220427      0      \n",
                            "158      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "159      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "160      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "161      ecmf       tp              surface    0    20220427      0      \n",
                            "162      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "163      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "164      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "165      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "166      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "167      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "168      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "169      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "170      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "171      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "172      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "173      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "174      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "175      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "176      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "177      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "178      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "179      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "180      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "181      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "182      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "183      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "184      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "185      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "186      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "187      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "188      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "189      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "190      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "191      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "192      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "193      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "194      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "195      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "196      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "197      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "198      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "199      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "200      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "201      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "202      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "203      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "204      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "205      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "206      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "207      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "208      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "209      ecmf       tp              surface    0    20220427      0      \n",
                            "210      ecmf       tp              surface    0    20220427      0      \n",
                            "211      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "212      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "213      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "214      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "215      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "216      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "217      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "218      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "219      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "220      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "221      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "222      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "223      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "224      ecmf       tp              surface    0    20220427      0      \n",
                            "225      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "226      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "227      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "228      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "229      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "230      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "231      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "232      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "233      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "234      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "235      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "236      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "237      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "238      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "239      ecmf       tp              surface    0    20220427      0      \n",
                            "240      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "241      ecmf       tp              surface    0    20220427      0      \n",
                            "242      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "243      ecmf       tp              surface    0    20220427      0      \n",
                            "244      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "245      ecmf       tp              surface    0    20220427      0      \n",
                            "246      ecmf       tp              surface    0    20220427      0      \n",
                            "247      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "248      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "249      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "250      ecmf       tp              surface    0    20220427      0      \n",
                            "251      ecmf       tp              surface    0    20220427      0      \n",
                            "252      ecmf       tp              surface    0    20220427      0      \n",
                            "253      ecmf       tp              surface    0    20220427      0      \n",
                            "254      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "255      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "256      ecmf       tp              surface    0    20220427      0      \n",
                            "257      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "258      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "259      ecmf       tp              surface    0    20220427      0      \n",
                            "260      ecmf       tp              surface    0    20220427      0      \n",
                            "261      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "262      ecmf       tp              surface    0    20220427      0      \n",
                            "263      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "264      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "265      ecmf       tp              surface    0    20220427      0      \n",
                            "266      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "267      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "268      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "269      ecmf       tp              surface    0    20220427      0      \n",
                            "270      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "271      ecmf       tp              surface    0    20220427      0      \n",
                            "272      ecmf       tp              surface    0    20220427      0      \n",
                            "273      ecmf       tp              surface    0    20220427      0      \n",
                            "274      ecmf       tp              surface    0    20220427      0      \n",
                            "275      ecmf       tp              surface    0    20220427      0      \n",
                            "276      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "277      ecmf       tp              surface    0    20220427      0      \n",
                            "278      ecmf       tp              surface    0    20220427      0      \n",
                            "279      ecmf       tp              surface    0    20220427      0      \n",
                            "280      ecmf       tp              surface    0    20220427      0      \n",
                            "281      ecmf       tp              surface    0    20220427      0      \n",
                            "282      ecmf       tp              surface    0    20220427      0      \n",
                            "283      ecmf       tp              surface    0    20220427      0      \n",
                            "284      ecmf       tp              surface    0    20220427      0      \n",
                            "285      ecmf       tp              surface    0    20220427      0      \n",
                            "286      ecmf       tp              surface    0    20220427      0      \n",
                            "287      ecmf       tp              surface    0    20220427      0      \n",
                            "288      ecmf       tp              surface    0    20220427      0      \n",
                            "289      ecmf       tp              surface    0    20220427      0      \n",
                            "290      ecmf       tp              surface    0    20220427      0      \n",
                            "291      ecmf       tp              surface    0    20220427      0      \n",
                            "292      ecmf       tp              surface    0    20220427      0      \n",
                            "293      ecmf       tp              surface    0    20220427      0      \n",
                            "294      ecmf       tp              surface    0    20220427      0      \n",
                            "295      ecmf       tp              surface    0    20220427      0      \n",
                            "296      ecmf       tp              surface    0    20220427      0      \n",
                            "297      ecmf       tp              surface    0    20220427      0      \n",
                            "298      ecmf      10u    heightAboveGround   10    20220427      0      \n",
                            "299      ecmf       tp              surface    0    20220427      0      \n",
                            "300      ecmf       tp              surface    0    20220427      0      \n",
                            "301      ecmf       tp              surface    0    20220427      0      \n",
                            "302      ecmf       tp              surface    0    20220427      0      \n",
                            "303      ecmf       tp              surface    0    20220427      0      \n",
                            "304      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "305      ecmf      10v    heightAboveGround   10    20220427      0      \n",
                            "\n",
                            "        stepRange dataType number   gridType   \n",
                            "Message                                        \n",
                            "0            21      pf      32    regular_ll  \n",
                            "1            21      pf       4    regular_ll  \n",
                            "2            21      pf       1    regular_ll  \n",
                            "3            21      pf      24    regular_ll  \n",
                            "4            21      pf      50    regular_ll  \n",
                            "5          0-21      pf       4    regular_ll  \n",
                            "6            21      pf      41    regular_ll  \n",
                            "7            21      pf      45    regular_ll  \n",
                            "8            21      pf      10    regular_ll  \n",
                            "9            21      pf       6    regular_ll  \n",
                            "10           21      pf      43    regular_ll  \n",
                            "11           21      pf      34    regular_ll  \n",
                            "12           21      pf      42    regular_ll  \n",
                            "13         0-21      pf      25    regular_ll  \n",
                            "14         0-21      pf      21    regular_ll  \n",
                            "15           21      pf      14    regular_ll  \n",
                            "16           21      pf      23    regular_ll  \n",
                            "17         0-21      pf      19    regular_ll  \n",
                            "18           21      pf      13    regular_ll  \n",
                            "19           21      pf      14    regular_ll  \n",
                            "20           21      pf       5    regular_ll  \n",
                            "21         0-21      cf       0    regular_ll  \n",
                            "22           21      pf      46    regular_ll  \n",
                            "23           21      pf       9    regular_ll  \n",
                            "24         0-21      pf      41    regular_ll  \n",
                            "25         0-21      pf      47    regular_ll  \n",
                            "26         0-21      pf      45    regular_ll  \n",
                            "27           21      pf      24    regular_ll  \n",
                            "28         0-21      pf       2    regular_ll  \n",
                            "29         0-21      pf      31    regular_ll  \n",
                            "30         0-21      pf      14    regular_ll  \n",
                            "31         0-21      pf       8    regular_ll  \n",
                            "32         0-21      pf      29    regular_ll  \n",
                            "33         0-21      pf      43    regular_ll  \n",
                            "34         0-21      pf      33    regular_ll  \n",
                            "35           21      pf      22    regular_ll  \n",
                            "36         0-21      pf      42    regular_ll  \n",
                            "37         0-21      pf      22    regular_ll  \n",
                            "38         0-21      pf      20    regular_ll  \n",
                            "39         0-21      pf      48    regular_ll  \n",
                            "40         0-21      pf      17    regular_ll  \n",
                            "41         0-21      pf      39    regular_ll  \n",
                            "42         0-21      pf      37    regular_ll  \n",
                            "43         0-21      pf      12    regular_ll  \n",
                            "44           21      pf      29    regular_ll  \n",
                            "45           21      pf      45    regular_ll  \n",
                            "46         0-21      pf      13    regular_ll  \n",
                            "47           21      pf      39    regular_ll  \n",
                            "48         0-21      pf      11    regular_ll  \n",
                            "49         0-21      pf       9    regular_ll  \n",
                            "50           21      pf      34    regular_ll  \n",
                            "51         0-21      pf      27    regular_ll  \n",
                            "52         0-21      pf      23    regular_ll  \n",
                            "53           21      pf      23    regular_ll  \n",
                            "54         0-21      pf      28    regular_ll  \n",
                            "55         0-21      pf      30    regular_ll  \n",
                            "56           21      pf      48    regular_ll  \n",
                            "57         0-21      pf       3    regular_ll  \n",
                            "58           21      pf      26    regular_ll  \n",
                            "59           21      pf      43    regular_ll  \n",
                            "60           21      pf      49    regular_ll  \n",
                            "61           21      pf      17    regular_ll  \n",
                            "62           21      pf      31    regular_ll  \n",
                            "63           21      pf      44    regular_ll  \n",
                            "64           21      pf       1    regular_ll  \n",
                            "65           21      pf      30    regular_ll  \n",
                            "66           21      pf      50    regular_ll  \n",
                            "67           21      pf      22    regular_ll  \n",
                            "68         0-21      pf      49    regular_ll  \n",
                            "69           21      pf      21    regular_ll  \n",
                            "70         0-21      pf      26    regular_ll  \n",
                            "71         0-21      pf      38    regular_ll  \n",
                            "72           21      pf      41    regular_ll  \n",
                            "73         0-21      pf      35    regular_ll  \n",
                            "74           21      pf      35    regular_ll  \n",
                            "75           21      pf      39    regular_ll  \n",
                            "76           21      pf       8    regular_ll  \n",
                            "77           21      pf      37    regular_ll  \n",
                            "78           21      pf       7    regular_ll  \n",
                            "79           21      pf      36    regular_ll  \n",
                            "80           21      pf      38    regular_ll  \n",
                            "81           21      pf       3    regular_ll  \n",
                            "82           21      pf      42    regular_ll  \n",
                            "83           21      pf      12    regular_ll  \n",
                            "84           21      pf      27    regular_ll  \n",
                            "85           21      pf      36    regular_ll  \n",
                            "86           21      pf      16    regular_ll  \n",
                            "87           21      pf      15    regular_ll  \n",
                            "88           21      pf       8    regular_ll  \n",
                            "89         0-21      pf      32    regular_ll  \n",
                            "90           21      pf       5    regular_ll  \n",
                            "91           21      pf      37    regular_ll  \n",
                            "92           21      pf      40    regular_ll  \n",
                            "93           21      pf      27    regular_ll  \n",
                            "94           21      pf      10    regular_ll  \n",
                            "95           21      pf      17    regular_ll  \n",
                            "96         0-21      pf      18    regular_ll  \n",
                            "97           21      cf       0    regular_ll  \n",
                            "98         0-21      pf       1    regular_ll  \n",
                            "99           21      pf      25    regular_ll  \n",
                            "100        0-21      pf      36    regular_ll  \n",
                            "101          21      pf       2    regular_ll  \n",
                            "102        0-21      pf      10    regular_ll  \n",
                            "103        0-21      pf      46    regular_ll  \n",
                            "104          21      pf       6    regular_ll  \n",
                            "105        0-21      pf       5    regular_ll  \n",
                            "106          21      pf      32    regular_ll  \n",
                            "107          21      pf      31    regular_ll  \n",
                            "108          21      pf      16    regular_ll  \n",
                            "109          21      pf      28    regular_ll  \n",
                            "110          21      pf       9    regular_ll  \n",
                            "111          21      pf       3    regular_ll  \n",
                            "112          21      pf      40    regular_ll  \n",
                            "113          21      pf      47    regular_ll  \n",
                            "114          21      pf       2    regular_ll  \n",
                            "115          21      pf      15    regular_ll  \n",
                            "116          21      pf      48    regular_ll  \n",
                            "117          21      pf      26    regular_ll  \n",
                            "118          21      pf      20    regular_ll  \n",
                            "119        0-21      pf      40    regular_ll  \n",
                            "120          21      pf      11    regular_ll  \n",
                            "121        0-21      pf      44    regular_ll  \n",
                            "122          21      pf      11    regular_ll  \n",
                            "123          21      pf      35    regular_ll  \n",
                            "124          21      pf      49    regular_ll  \n",
                            "125          21      pf      18    regular_ll  \n",
                            "126          21      pf      38    regular_ll  \n",
                            "127          21      pf      21    regular_ll  \n",
                            "128          21      pf      46    regular_ll  \n",
                            "129        0-21      pf       6    regular_ll  \n",
                            "130          21      pf      30    regular_ll  \n",
                            "131        0-21      pf      50    regular_ll  \n",
                            "132          21      pf       4    regular_ll  \n",
                            "133          21      pf       7    regular_ll  \n",
                            "134          21      pf      29    regular_ll  \n",
                            "135          21      pf      25    regular_ll  \n",
                            "136          21      pf      28    regular_ll  \n",
                            "137          21      pf      44    regular_ll  \n",
                            "138          21      pf      19    regular_ll  \n",
                            "139          21      pf      47    regular_ll  \n",
                            "140        0-21      pf       7    regular_ll  \n",
                            "141          21      pf      12    regular_ll  \n",
                            "142          21      pf      20    regular_ll  \n",
                            "143        0-21      pf      16    regular_ll  \n",
                            "144          21      pf      19    regular_ll  \n",
                            "145          21      cf       0    regular_ll  \n",
                            "146        0-21      pf      15    regular_ll  \n",
                            "147          21      pf      33    regular_ll  \n",
                            "148          21      pf      18    regular_ll  \n",
                            "149        0-21      pf      34    regular_ll  \n",
                            "150          21      pf      33    regular_ll  \n",
                            "151        0-21      pf      24    regular_ll  \n",
                            "152          21      pf      13    regular_ll  \n",
                            "153          24      pf      36    regular_ll  \n",
                            "154          24      pf      29    regular_ll  \n",
                            "155          24      pf      39    regular_ll  \n",
                            "156          24      pf      19    regular_ll  \n",
                            "157        0-24      pf      37    regular_ll  \n",
                            "158          24      pf      38    regular_ll  \n",
                            "159          24      pf      42    regular_ll  \n",
                            "160          24      pf       1    regular_ll  \n",
                            "161        0-24      pf      39    regular_ll  \n",
                            "162          24      pf      40    regular_ll  \n",
                            "163          24      pf      34    regular_ll  \n",
                            "164          24      pf      32    regular_ll  \n",
                            "165          24      pf      22    regular_ll  \n",
                            "166          24      pf      46    regular_ll  \n",
                            "167          24      pf       3    regular_ll  \n",
                            "168          24      pf      43    regular_ll  \n",
                            "169          24      pf      43    regular_ll  \n",
                            "170          24      pf      35    regular_ll  \n",
                            "171          24      pf      26    regular_ll  \n",
                            "172          24      pf      20    regular_ll  \n",
                            "173          24      pf      10    regular_ll  \n",
                            "174          24      pf       9    regular_ll  \n",
                            "175          24      pf      37    regular_ll  \n",
                            "176          24      pf      31    regular_ll  \n",
                            "177          24      pf      23    regular_ll  \n",
                            "178          24      pf      21    regular_ll  \n",
                            "179          24      pf       2    regular_ll  \n",
                            "180          24      pf      16    regular_ll  \n",
                            "181          24      pf       8    regular_ll  \n",
                            "182          24      pf      37    regular_ll  \n",
                            "183          24      pf      24    regular_ll  \n",
                            "184          24      pf      26    regular_ll  \n",
                            "185          24      cf       0    regular_ll  \n",
                            "186          24      pf       5    regular_ll  \n",
                            "187          24      pf      14    regular_ll  \n",
                            "188          24      pf      21    regular_ll  \n",
                            "189          24      pf       6    regular_ll  \n",
                            "190          24      pf       2    regular_ll  \n",
                            "191          24      pf      31    regular_ll  \n",
                            "192          24      pf      44    regular_ll  \n",
                            "193          24      pf      39    regular_ll  \n",
                            "194          24      pf      11    regular_ll  \n",
                            "195          24      pf      49    regular_ll  \n",
                            "196          24      pf      30    regular_ll  \n",
                            "197          24      pf      45    regular_ll  \n",
                            "198          24      pf      32    regular_ll  \n",
                            "199          24      pf      33    regular_ll  \n",
                            "200          24      pf      50    regular_ll  \n",
                            "201          24      pf       3    regular_ll  \n",
                            "202          24      pf      13    regular_ll  \n",
                            "203          24      pf      27    regular_ll  \n",
                            "204          24      pf      28    regular_ll  \n",
                            "205          24      pf       4    regular_ll  \n",
                            "206          24      pf      25    regular_ll  \n",
                            "207          24      pf      41    regular_ll  \n",
                            "208          24      pf      48    regular_ll  \n",
                            "209        0-24      pf      49    regular_ll  \n",
                            "210        0-24      pf       8    regular_ll  \n",
                            "211          24      pf      24    regular_ll  \n",
                            "212          24      pf      15    regular_ll  \n",
                            "213          24      pf      17    regular_ll  \n",
                            "214          24      pf      30    regular_ll  \n",
                            "215          24      pf      16    regular_ll  \n",
                            "216          24      pf      34    regular_ll  \n",
                            "217          24      pf      18    regular_ll  \n",
                            "218          24      pf       9    regular_ll  \n",
                            "219          24      pf      25    regular_ll  \n",
                            "220          24      pf      35    regular_ll  \n",
                            "221          24      pf      13    regular_ll  \n",
                            "222          24      pf      18    regular_ll  \n",
                            "223          24      pf      33    regular_ll  \n",
                            "224        0-24      pf       9    regular_ll  \n",
                            "225          24      pf      27    regular_ll  \n",
                            "226          24      pf      23    regular_ll  \n",
                            "227          24      pf      15    regular_ll  \n",
                            "228          24      pf      19    regular_ll  \n",
                            "229          24      pf      38    regular_ll  \n",
                            "230          24      pf      10    regular_ll  \n",
                            "231          24      pf       1    regular_ll  \n",
                            "232          24      pf       5    regular_ll  \n",
                            "233          24      pf      22    regular_ll  \n",
                            "234          24      pf      47    regular_ll  \n",
                            "235          24      pf      50    regular_ll  \n",
                            "236          24      pf      44    regular_ll  \n",
                            "237          24      cf       0    regular_ll  \n",
                            "238          24      pf       7    regular_ll  \n",
                            "239        0-24      pf      25    regular_ll  \n",
                            "240          24      pf       8    regular_ll  \n",
                            "241        0-24      pf      45    regular_ll  \n",
                            "242          24      pf      49    regular_ll  \n",
                            "243        0-24      pf      35    regular_ll  \n",
                            "244          24      pf      14    regular_ll  \n",
                            "245        0-24      pf      28    regular_ll  \n",
                            "246        0-24      pf      27    regular_ll  \n",
                            "247          24      pf      36    regular_ll  \n",
                            "248          24      pf      12    regular_ll  \n",
                            "249          24      pf       7    regular_ll  \n",
                            "250        0-24      pf       7    regular_ll  \n",
                            "251        0-24      pf      36    regular_ll  \n",
                            "252        0-24      pf      33    regular_ll  \n",
                            "253        0-24      pf      46    regular_ll  \n",
                            "254          24      pf      42    regular_ll  \n",
                            "255          24      pf       4    regular_ll  \n",
                            "256        0-24      pf      24    regular_ll  \n",
                            "257          24      pf      46    regular_ll  \n",
                            "258          24      pf      48    regular_ll  \n",
                            "259        0-24      pf      20    regular_ll  \n",
                            "260        0-24      pf      30    regular_ll  \n",
                            "261          24      pf      17    regular_ll  \n",
                            "262        0-24      pf      31    regular_ll  \n",
                            "263          24      pf      20    regular_ll  \n",
                            "264          24      pf      28    regular_ll  \n",
                            "265        0-24      pf      10    regular_ll  \n",
                            "266          24      pf      45    regular_ll  \n",
                            "267          24      pf       6    regular_ll  \n",
                            "268          24      pf      11    regular_ll  \n",
                            "269        0-24      pf       1    regular_ll  \n",
                            "270          24      pf      40    regular_ll  \n",
                            "271        0-24      pf       3    regular_ll  \n",
                            "272        0-24      pf      41    regular_ll  \n",
                            "273        0-24      pf       6    regular_ll  \n",
                            "274        0-24      pf       2    regular_ll  \n",
                            "275        0-24      pf       4    regular_ll  \n",
                            "276          24      pf      12    regular_ll  \n",
                            "277        0-24      pf      21    regular_ll  \n",
                            "278        0-24      pf      32    regular_ll  \n",
                            "279        0-24      pf      40    regular_ll  \n",
                            "280        0-24      pf      13    regular_ll  \n",
                            "281        0-24      pf      38    regular_ll  \n",
                            "282        0-24      pf      48    regular_ll  \n",
                            "283        0-24      pf      17    regular_ll  \n",
                            "284        0-24      cf       0    regular_ll  \n",
                            "285        0-24      pf      15    regular_ll  \n",
                            "286        0-24      pf      43    regular_ll  \n",
                            "287        0-24      pf       5    regular_ll  \n",
                            "288        0-24      pf      11    regular_ll  \n",
                            "289        0-24      pf      44    regular_ll  \n",
                            "290        0-24      pf      19    regular_ll  \n",
                            "291        0-24      pf      12    regular_ll  \n",
                            "292        0-24      pf      47    regular_ll  \n",
                            "293        0-24      pf      16    regular_ll  \n",
                            "294        0-24      pf      22    regular_ll  \n",
                            "295        0-24      pf      18    regular_ll  \n",
                            "296        0-24      pf      26    regular_ll  \n",
                            "297        0-24      pf      29    regular_ll  \n",
                            "298          24      pf      29    regular_ll  \n",
                            "299        0-24      pf      42    regular_ll  \n",
                            "300        0-24      pf      34    regular_ll  \n",
                            "301        0-24      pf      23    regular_ll  \n",
                            "302        0-24      pf      50    regular_ll  \n",
                            "303        0-24      pf      14    regular_ll  \n",
                            "304          24      pf      47    regular_ll  \n",
                            "305          24      pf      41    regular_ll  "
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "data.ls()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "5d01fb63-a91b-4042-a4c6-1f7ce18df9fa",
            "metadata": {},
            "source": [
                "**ecmwf.data** library has a built in function to calculate the speed from u and v components. It takes u/v fieldsets as input and gives back speed intensity.  \n",
                "Note that we can give a fieldset on N u/v components, not just one pair.  \n",
                "\n",
                "In this case we will calculate all 51 ensemble members at the same time.  \n",
                "First we need to filter out u and v and sort the fieldsets."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "40575705",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "  \n",
                            "                <table>\n",
                            "                <tr><th>parameter</th><th>typeOfLevel</th><th>level</th><th>date</th><th>time</th><th>step</th><th>number</th><th>paramId</th><th>class</th><th>stream</th><th>type</th><th>experimentVersionNumber</th></tr>\n",
                            "                <tr><th style='text-align: right;'>10si</th><td style='text-align: left;'>heightAboveGround</td><td style='text-align: left;'>10</td><td style='text-align: left;'>20220427</td><td style='text-align: left;'>0</td><td style='text-align: left;'>24</td><td style='text-align: left;'>0,1,...</td><td style='text-align: left;'>207</td><td style='text-align: left;'>od</td><td style='text-align: left;'>enfo</td><td style='text-align: left;'>cf,pf</td><td style='text-align: left;'>0001</td></tr>\n",
                            "                </table>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "u = data.select(shortName='10u', step=24).sort()\n",
                "v = data.select(shortName='10v', step=24).sort()\n",
                "\n",
                "speed = ecdata.speed(u,v)\n",
                "speed.describe()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "c7d67d01",
            "metadata": {
                "scrolled": true,
                "tags": []
            },
            "outputs": [
                {
                    "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: center;\">\n",
                            "      <th></th>\n",
                            "      <th>centre</th>\n",
                            "      <th>shortName</th>\n",
                            "      <th>typeOfLevel</th>\n",
                            "      <th>level</th>\n",
                            "      <th>dataDate</th>\n",
                            "      <th>dataTime</th>\n",
                            "      <th>stepRange</th>\n",
                            "      <th>dataType</th>\n",
                            "      <th>number</th>\n",
                            "      <th>gridType</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>Message</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>11</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>21</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>22</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>24</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>26</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>27</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>28</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>29</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>30</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>31</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>33</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>34</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>35</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>36</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>37</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>38</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>39</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>40</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>41</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>42</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>43</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>44</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>45</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>46</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>47</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>48</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>49</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>10si</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>10</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>24</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "        centre shortName    typeOfLevel      level  dataDate  dataTime  \\\n",
                            "Message                                                                  \n",
                            "0        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "1        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "2        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "3        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "4        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "5        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "6        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "7        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "8        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "9        ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "10       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "11       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "12       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "13       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "14       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "15       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "16       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "17       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "18       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "19       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "20       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "21       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "22       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "23       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "24       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "25       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "26       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "27       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "28       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "29       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "30       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "31       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "32       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "33       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "34       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "35       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "36       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "37       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "38       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "39       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "40       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "41       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "42       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "43       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "44       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "45       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "46       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "47       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "48       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "49       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "50       ecmf     10si    heightAboveGround   10    20220427      0      \n",
                            "\n",
                            "        stepRange dataType number   gridType   \n",
                            "Message                                        \n",
                            "0           24       cf       0    regular_ll  \n",
                            "1           24       pf       1    regular_ll  \n",
                            "2           24       pf      10    regular_ll  \n",
                            "3           24       pf      11    regular_ll  \n",
                            "4           24       pf      12    regular_ll  \n",
                            "5           24       pf      13    regular_ll  \n",
                            "6           24       pf      14    regular_ll  \n",
                            "7           24       pf      15    regular_ll  \n",
                            "8           24       pf      16    regular_ll  \n",
                            "9           24       pf      17    regular_ll  \n",
                            "10          24       pf      18    regular_ll  \n",
                            "11          24       pf      19    regular_ll  \n",
                            "12          24       pf       2    regular_ll  \n",
                            "13          24       pf      20    regular_ll  \n",
                            "14          24       pf      21    regular_ll  \n",
                            "15          24       pf      22    regular_ll  \n",
                            "16          24       pf      23    regular_ll  \n",
                            "17          24       pf      24    regular_ll  \n",
                            "18          24       pf      25    regular_ll  \n",
                            "19          24       pf      26    regular_ll  \n",
                            "20          24       pf      27    regular_ll  \n",
                            "21          24       pf      28    regular_ll  \n",
                            "22          24       pf      29    regular_ll  \n",
                            "23          24       pf       3    regular_ll  \n",
                            "24          24       pf      30    regular_ll  \n",
                            "25          24       pf      31    regular_ll  \n",
                            "26          24       pf      32    regular_ll  \n",
                            "27          24       pf      33    regular_ll  \n",
                            "28          24       pf      34    regular_ll  \n",
                            "29          24       pf      35    regular_ll  \n",
                            "30          24       pf      36    regular_ll  \n",
                            "31          24       pf      37    regular_ll  \n",
                            "32          24       pf      38    regular_ll  \n",
                            "33          24       pf      39    regular_ll  \n",
                            "34          24       pf       4    regular_ll  \n",
                            "35          24       pf      40    regular_ll  \n",
                            "36          24       pf      41    regular_ll  \n",
                            "37          24       pf      42    regular_ll  \n",
                            "38          24       pf      43    regular_ll  \n",
                            "39          24       pf      44    regular_ll  \n",
                            "40          24       pf      45    regular_ll  \n",
                            "41          24       pf      46    regular_ll  \n",
                            "42          24       pf      47    regular_ll  \n",
                            "43          24       pf      48    regular_ll  \n",
                            "44          24       pf      49    regular_ll  \n",
                            "45          24       pf       5    regular_ll  \n",
                            "46          24       pf      50    regular_ll  \n",
                            "47          24       pf       6    regular_ll  \n",
                            "48          24       pf       7    regular_ll  \n",
                            "49          24       pf       8    regular_ll  \n",
                            "50          24       pf       9    regular_ll  "
                        ]
                    },
                    "execution_count": 10,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "speed.ls()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "f410bce3-3233-44fe-9157-bd6c678a9f19",
            "metadata": {},
            "source": [
                "To calculate the probability of wind speed being greater than 10 m/s and total precipitation being greater than 1 mm (0.001 m), we need to mask where these conditions are filled for each ensemble member.  \n",
                "First we make an empty fieldset object, and then we append each mask field to it.  \n",
                "Finally we can calculate the probability by calculating mean of this fieldset and multiplying by 100.  \n",
                "\n",
                "One aditional step we need to do here is to calculate the total precipitation between steps 21 and 24, because the raw data has the total precipitation accumulated from the start of the forecast."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "def32e2e-7acc-4059-a422-49148ec11166",
            "metadata": {},
            "outputs": [],
            "source": [
                "mask = ecdata.Fieldset()\n",
                "for number in range(51):\n",
                "    speed_n = speed.select(number = number,)\n",
                "    tp_24 = data.select(shortName='tp',step=24, number = number)\n",
                "    tp_21 = data.select(shortName='tp',step=21, number = number)\n",
                "    tp_n = tp_24 - tp_21\n",
                "    m = (speed_n > 10) & (tp_n >= 0.001)\n",
                "    mask.append(m)\n",
                "\n",
                "prob = (ecdata.mean(mask))*100"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "7b5c9496",
            "metadata": {},
            "source": [
                "And finally, we can plot the data on the map. "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "9b17202e-7df4-43a4-ac65-71eadbacd218",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAI2CAIAAAAn6nsNAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeUBN6RsH8O+93fY9FEJkKbKntNgS8rOPNYwlzAxjzDD2fd+S3RhLdmKsMQljyRaRlKwRiqR9vdXtbuf3xzHXde/tqlwt5vn8pfe85z3Pfc/RfTrnPe/LYRgGhBBCCCFEc7jlHQAhhBBCyLeGEixCCCGEEA2jBIsQQgghRMMowSKEEEII0TBKsAghhBBCNIwSLEIIIYQQDaMEixBCCCFEwyjBIoQQQgjRMEqwCCGEEEI0jBIsQgghhBANowSLEEIIIUTDKMEihBBCCNEwSrAIIYQQQjSMEixCCCGEEA2jBIsQQgghRMMowSKEEEII0TBKsAghhBBCNIwSLEIIIYQQDaMEixBCCCFEwyjBIoQQQgjRMEqwCCGEEEI0jBIsQgghhBANowSLEEIIIUTDKMEihBBCCNEwSrAIIYQQQjSMEixCCCGEEA2jBIsQQgghRMMowSKEEEII0TBKsAghhBBCNIwSLEIIIYQQDaMEixBCCCFEwyjBIoQQQgjRMEqwCCGEEEI0jBIsQgghhBANowSLEEIIIUTDKMEihBBCCNEwSrAIIYQQQjSMEixCCCGEEA2jBIsQQgghRMMowSKEEEII0TBKsAghhBBCNIwSLEIIIYQQDaMEixBCCCFEwyjBIoQQQgjRMEqwCCGEEEI0jBIsQgghhBANowSLEEIIIUTDKMEihBBCCNEwSrAIIYQQQjSMEixCCCGEEA2jBIsQQgghRMMowSKEEEII0TBKsAghhBBCNIwSLEIIIYQQDaMEixBCCCFEwyjBIoQQQgjRMEqwCCGEEEI0jBIsUrHcv3/fz8/v999/9/X1jY2NLUULT548OX36tHxJXFzckSNHStHUy5cvjx49Woodi4qkOHVk0b558+bw4cNQFX+pP5F6xWz2C7ulOEp0iMePH+fn58t+TE5OfvTokUgkKubu9+/fv3v3bolDLIJGOkd26jVIzckt0eX0la49lsKpJKRSowSLVCCHDx+eMGFCXl5es2bN4uLihg8f/vr165I2EhMTc+HCBfmSjIyMiIiIUsQTHx8fFBRUih2LiqQ4dWTRJiQksN+yspLU1NROnTrl5eWV+hOpV8xmv7BbiqP4h4iNjfXx8Xnz5g3746pVqwYNGjRnzpw+ffq8e/euOC34+/tr8EtdIXLZKVOuqWaT7NRrkJqTq3yBqYn2K117UDqVhFR2lGCRiiIpKWnz5s0zZ85cuHChj4/P1q1b3d3dd+zYAUAoFIaGhl6/fl0sFgPIycmJiYnJysq6evVqcnKyRCK5e/duaGhoYWGhrLX4+PhLly6xX5wNGzb86aef2B2fP3+ekZFx5cqVhw8fsjUZhomOjr569WpGRgZbUlhYGB4e/vDhQ/ZwMllZWW/evElJSQkJCWFbzs3NjYmJyc3NDQsLU45TORIAEokkOjr62rVrmZmZ6qOVkZU8ffqUz+c/ePBAvo5y/EKh8MaNGzdu3CgoKJD1rfzhHj58mJ2dzZY/e/aMLXz06FGNGjXUdFRR3aJ8ROWOUhln8Xs+JycHqowZM2bYsGFSqZT9MSIi4u+//w4ICDhz5kyzZs1279792UslJyfnyZMnrq6uyp0mo3DKStQ5slMGpctDfpPKq0LeZ689lZ15/fr1a9eusZ9Ids0oN6V8gSmHpPLaU/6Pqdwz6s9gUadS/Ykrzm8AQsodr7wDIOSD27dv6+vr9+vXT1aybNmyrKwssVjs4+Pz7t27pk2brlq1aubMmQzDLFy4UEdHx9jY+N27dw4ODunp6fn5+S1atPDz8wPw5MmTESNG1KxZc+nSpfPmzdPW1t6wYUNgYOD9+/eXLl2qp6dXpUqVJ0+ezJgxY/DgwVOnTr13717VqlWTk5NXr17dunXrcePGJSQkGBsbCwQCa2trWTwhISFbtmzR1dWtVavWihUr5syZo6urO3/+fIZh7O3t27RpoxCnciQdOnQYMWKEQCCwsbGZPXv2zp071UQrO25ERARbcuzYMQB79+4dNmyYrI5C/E2aNBk4cKCDg0NcXJy+vv6RI0e4XO6cOXOaNWs2ZcoUtsE1a9Z4eHj4+Phs3Ljx+vXrV69e5fP5Y8aMmT59+qFDh1R2VK9evYrqloyMDIUjKneUh4eHQpzt2rUrfs97e3vb29v369fP3d1dS0tLVj5t2jSBQPDjjz+yP0ZFRTk6OtaqVQuAq6vr8ePH79+/r/5SuXnzprOzc15ennKnsW0WFhYqnLLU1NTid47slDk7OytcHsePH2c3OTo6Kl8VCtRfey4uLgqd6eLiMnr06MLCQj09vfnz5//999+RkZHsNaPcFIfDUbjAlENSvvZU/sdU/v+l/gwWdSrVn7jPnlZCKgK6g0UqisTERGtra9kXGwADA4OaNWtGRETw+fwzZ85s2bLF29t7zZo1APLy8vz8/E6ePGljY8Pj8U6fPr1kyRL2T3kAfD7/0KFDR44cGT58+IkTJ+SPkpubu3Hjxv379w8bNuzmzZuxsbERERFBQUHHjx8fPnz4xo0bw8LCsrKygoKCzpw507hxY4Ug8/Pzd+zYsWPHjjFjxrBfOdnZ2TNnzty6davKOBUiiY+Pr1mzZmBg4ObNm7t06cJmSGqiVTB//nwA69atk5Uox3/x4kUzM7ONGzeePn26adOmSUlJAObNmzd06FDZXu3atYuMjATAPut59OjRvXv3GjRoUK1ataI6Sk23qDyiQkcpx1minvf397e3t/fz8+vZs+fWrVtlz/6aNGnStGlTWTW2e9l/29jYvHz58rOXSkhISKdOnVR+BPk2FU5Z8TtHdsqULw/ZJpWHUKbm2lPuzPv37xcUFBw+fDggIKBt27Znz55V35RCtMohKV97Ki94hZ757BmUUTiVnz1x6rcSUhFQgkUqCgsLi4SEBNkzAgB8Pv/JkychISFt27Y1MTEB4OzsnJSUlJ+fb2pq2rx5cwBVqlRxdXUFYGVlJRAI2B3t7Oxq164NwMPDIzIyUn6ETfXq1Rs0aACgfv36WVlZFy9e1NHRWbZs2axZs6KiouLi4m7evOni4mJiYqKlpdWhQweFIG1sbNgbJO7u7uwXjIWFhZeXFwDlOAsKChQiqVWrVvfu3RcsWDBmzJhz586xA7HVRPtZyvF7enpmZWX17Nlz6dKlnTt3ZhMOW1vb6tWry/Zyd3ePiop69eqVtra2l5fXvXv3wsPD27VrJ9+yQkep6RaVR1ToqMDAQIU4S9TzNWvW/PHHH0+fPr18+fLk5ORBgwbNmDFDuTd4PJ5sbDuPx9PR0QGg5lIRCATh4eHt27dX+RFYDRs2VD5lxe8cGZWXsZpDKFNz7Sl35tWrVx0dHXV1dQGsWbNm2LBhappSHnRVnJBUfiKFninpGZSn/v+4+q2EVAT0iJBUFPXq1cvJyXn06BH7exPAgQMHoqKibGxsZFlXenq6lZWVgYGBmZkZh8MBwOFw2G8RhmFkTcmeQeTm5pqamurr68s2aWtrs/+Q7W5padm/f38AUqnU29s7NDRUIpGwdZSH48husCUlJXG5XA6Ho6enx5ZIpVKFOPX19RUiuXXr1pIlS6ZOnTps2LCgoCD2K1ZNtJ+lHL+JiUlgYGBkZGRoaOjUqVP3799vZ2ensFfjxo11dXUDAgLatGnj7OwcGBiYlJS0ePFi+QFAyh1VVLcoH1G5o7hcrkKcz58/L1HPAxCJROnp6enp6RwOx9TUVLmCg4PDxYsXZcdlv+nVXCq3b992cHAwNjbW1dUtqtOuXLmifMqK3zkyypeHgYGBmkMoU3PtKV8Gt2/floX06tUr+f8dKptSOFZxQlL5iRR6RsFnz6A89f/H1W8lpCKgO1ikonB2dnZwcNi0aVNiYqJUKg0LC/vrr7+GDx/u6el569atuLi47OzsEydOuLu7f7apFy9esO97nzx50s3NTeXvela3bt3evn1rZWXVunXrsLAwf39/T0/PsLCwly9fZmZmXr58WaH+q1evYmJiCgsLz5w506NHD0NDQ9kmlXEqRBITE9OwYcMBAwZUr149LCyM/UoofrTsJvlvO+X4d+7cuXLlSldX11mzZllZWbGPyUJDQ588eSLbi8vlurq6BgYGsglWRERETk5Os2bN1HSpmm5ReUSFjurXr59CnCXq+SdPnqxatap79+7+/v5ubm7BwcFz585VDtLBweHBgwcvXrxISko6cuSIwiMnZSEhIZ07dy7qI7CePXumfMqK3zmyU6Z8ecg2FecQyl0qf+0pd6aHh0dYWFhcXFxOTs7kyZMTEhLUNCVL9dSEpHztleg/ZjHPICHfErqDRSoKLpe7fPnyBQsW9OnTh8fjARgzZky7du0YhrG1tR08eLCOjo6FhcWkSZPi4+OVsxBZCYfDsbKy+vXXXwUCgYmJyebNm+W/XRR2tLW17dy58+DBgw0MDPT19deuXWtnZ1evXj1vb29tbe3mzZsr/O1uYmIyceJEoVBoYWGxadMm+ZbbtGmjEOeDBw8UItHV1T179qyXlxfDMB07djx37pxYLFYTrYKqVas2aNDgu+++W758eVHxm5ub//zzz15eXrq6ura2tl27dgWwa9eu5s2bN2nSRNaUu7t7cHBwmzZtLCwsbG1tGzRoID/6TbmjnJ2di+qW7777TuGIQUFBCh1Vp04dhThL1PNz5sxxdHTcuHGj+izQ3t5+wIABw4cP53K5jRo1Gj9+/N27d9VcKqGhob/++qvKjyCr3KdPH4VTZmRkVPzOkZ2y69evK1wesk1HjhxROISFhYXyp1Nz7anszMaNGw8ePFhfX9/d3b1Dhw7Xrl0rqqlXr14pRKscUs+ePRWuPeULXuV/zBKdQZWnSWWJ+q2EVAgMIRVMamrqy5cvCwsL5QvfvXsXFxcnkUiK2YhYLI6Pjy9m/ZSUlBcvXohEIvZHqVQaHx+fkZGhUO3kyZNjx44ViUTx8fFFNaUcp0IkEolE9mNGRgZ70BJFm52drT5+iUTy7NmzzMzM4rRWfEV1i/IRi+oohTiVS4o6hFAoLH6cmZmZCQkJxa+v8iMobFI+ZQrUdA4jd8qULw9202cPUZxrT7l709PT8/LyStqUmpCUr71i/scs0Rkk5NvAYei5NSHFc+rUqbNnz/r7+5d3IBUddZTGabBL6ewQUjboESEhxdWiRQv2nSmiHnWUxmmwS+nsEFI26A4WIYQQQoiG0VuEhBBCCCEaRo8ICakchELhnTt3QkJCTE1N3dzcWrduraWlFRAQkJubq1BTtlTc0aNH9fT0+vTpw/64fft2WR1jY+M2bdo0atRIfQtFbd23b5+7u7upqenJkycbNmzITnYg20UoFLLrtOzdu1dh3yFDhpiZmSkUnjhxokaNGm5ubgCSk5MDAwN79OjBTr4aHh4eGxsrPw29spcvX0ZERMhWZQEglUrj4uKysrJatmzJ5XLT0tL4fL78LtbW1rIZm1gKfaVGXFxcWFiYt7f3mzdvQkNDFWJTODRbmJycnJqaamdnxx5UuY7KvWQUdldZQgipaCjBIqRymD9//suXLz08PF6/fj1p0qQ+ffrMmTMnJSUlKytLKBT+888/bm5u8q/3JyYm+vr66ujoeHh4GBsbA9i5c2eHDh2qVKnCMExERMTGjRvXrFmjpgUARW3dv3+/paWljY3Nzp07raysPDw82Jfk3717t27dOgMDAzbB2rlzp5ubm5GRkaxBoVCo/NGio6MvXbrEJlhXrlzZuXMnj8cbO3YsgCNHjjAMoz7Bio+PDwoKkiVYIpFo+vTpN2/eZFf+mTp16vXr14ODg+V3OXbsWL169dT0lRoZGRkRERHe3t4JCQmHDx+Wj0350F26dFm1alVwcLCZmZlIJPL397e0tFSo07FjR+W9ZG0q7G5tba1coj5gQkj5KN+XGAkhxZGYmOjk5MROyc0wzLlz59zd3WXvxufm5jo6Oj548EB+l+3bt/v4+Hh6ep48eZItka8jkUiGDBkye/ZsNS3IKG/t3LlzcHDw48ePHR0dO3XqFBUVxZbv2bOnffv27du3ZxgmOzvb0dHx5cuXyg2+f/9efkaDoKCgdu3aicVihmEmTZrUs2fPMWPGsJs8PT3ZHEsqlT548CAkJCQ9PZ3dJBAI7t69Gx0dfeHChREjRshaCw8P79ixIxvSpk2bBg0aJJVKJf9avXr19OnTFeJR6KvMzMz4+Pjk5OQrV66w0xzk5OQ8e/YsJyfn9u3bOTk5L168YBgmNDS0d+/e8u0oH/revXtubm5v375lGGb69OlLlixRrqNcImtQeXflEpWnjBBS7mgMFiGVgKmpqYmJybFjx1JSUgB069btzJkzys+SZBiGCQoK6tu3L5sJKVdgF0hROaFlSXXs2PGff/5h/33x4kX5x4VFmTNnjvzTQycnp4KCgpiYGKFQGBERMXny5EePHvH5/Pj4+KysLCcnJwBTp0795ZdfNm3a1Lt375s3b+bn5/v4+EydOnXWrFmrV6+WbzwnJ6dv374tWrQAUL9+/dTUVIlEwi7XEx4efuXKlUWLFsnXV+6rkJAQHx+f0aNHHz58uG/fviEhIQ8fPvz555/79u27f//+iIiIadOmqfxcyoe+f/++o6Mju/Cfq6srm6Up1MnMzFQoEYvFbINRUVEKuyuXfP4MEULKAz0iJKQSMDAwmDZt2pYtW44ePVqzZs22bdt+//33atKjiIiI9PT0Ll261KpVa/z48YmJiewCxn/88YeZmZlUKmWzGYU1gEuna9euS5cunTp1akJCwuvXr8eOHXvlyhXZ1tGjR8sSwcaNG//5558A5s2bJ1ueBQD7tPHBgwd8Pt/Q0NDT0/OPP/64e/cun8+vWrWqra1tbGxsREREUFCQkZHRtm3bNm7cOGHChKysrKCgIENDw99++y0nJ0fWWufOndkk7/nz5zt27Ojduze7MIBYLF62bNmECRPkD62yrwDk5+fv27evVq1ahw8fPnbs2Pfff5+dnb18+XIvL6+rV68W1RXKh3779q1s6WgbG5uXL18q1+natSs7d7xCwADi4+MVdq9fv75CSYlPGCGkTFCCRUjl0L17dy8vr+fPn9+5c+fvv/9+9OjR4cOHi6r8999/s7kI+xjx3Llz7JCmxo0b16pVSyqVmpiYnDlzJjY2VvZtXWpOTk4ikSgyMvLBgwcuLi7yI64ALF26lB2uDkC2OLGtra1CI87OzlFRUcnJyS4uLhwOx9XVNSwsTCwWs7evLl68qKOjs2zZMgBZWVlxcXE3b950cXFh53Pq0KFDUFCQfGtisZhNRocMGTJhwgS28Pz581wut3fv3p/tKwsLCxsbG/Yukbu7+4YNGwYOHGhhYeHl5fXZ3lA49KpVq0QiEbuJx+Pp6OioDE9lwOwuCrsrl3w2JEJIuaAEi5BKICgo6OrVq35+fnZ2dnZ2dt27d+/Ro0d0dHTz5s2VK+fn51+5cqV79+5s/uHm5nb27Fk2wercuTO7C8MwT58+jYiI6NChwxfGxuPxPD09//nnn+jo6FGjRilsrV27tnI6pczJycnX1zcuLm706NEAXFxc1qxZo62t7ePjA4DD4VhaWvbv3x+AVCr19vYODQ2VSCTsvgUFBfJNFRQUTJs2LS8vb//+/Q0aNJCVHzp0qG/fvgrPVVX21YgRI2TVkpKS2MepsuxQDeVDOzg4XLx4UdZUgwYNlOsUFbDK3ZVLPhsVIaRcUIJFSCVQq1ata9euhYSEeHh4ALh37x6Xy61SpYrKypcuXdLV1Z05cyb7pCk2Ntbb2/vx48fydTgcTt26dRUmLyi1rl27/vbbbxwOp0OHDo8ePZLflJSUJJ+aVK1aVUdHJzQ01NzcXH7x6TZt2qSnp6elpbm4uLA/skORnJ2dAXTr1i0gIMDKysra2nrLli337t375ZdflixZ8vLlSwsLi8uXL8sf8eLFi8+ePduzZ4++vn5qaiqAatWqJScnv3jxQmG0VlF9lZiY+OrVq5iYmLp16545c6ZHjx66urrF6QflQzs4OPj5+b148cLY2PjIkSNNmzZVrnP79m3lgNkGlXdXLineKSKElDVKsAipBFq2bDl9+vQdO3YsXrwYgIWFxfz582Xv57NTJMgEBQV169ZNNo6nQYMG9erVO3funEKbpqamoaGhKltQoLxVocTR0dHIyKhly5YGBgYKm3799Vf5H3fs2NG6detdu3Y1b95cPsEyMTGxs7PjcDjm5uYADAwMWrZsmZKSYmVlBcDW1rZz586DBw82MDDQ19dfu3atnZ1dvXr1vL29tbW1mzdvnp+fL2vqwYMH2dnZ7O0u1q1bt8LDwy0sLOrUqaPwQVT21aNHj0xMTCZOnCgUCi0sLDZt2pSQkKCmf9QfesCAAcOHD+dyuY0aNRo/fvzatWsV6vTu3Vt5L/bZn729vcLuBgYGCiXFCYwQUvZoqRxCKpOEhARdXV3ZHY7/lNTU1Ozs7Lp167L5EMMwb9++NTY2ZnMyDWKXQ962bVtiYqJyTlYKWVlZeXl5pZ6wSnn3L2yQEFIG6A4WIZUJO/L6v6latWrymSWHw9FI9lMUHo+nqfbNzMyU56//kt2/sEFCSBmgBIsQQj7RokULdsw7IYSUGj0iJIQQQgjRMLqDRcjXFRwczOVyu3fvLis5duyYlZUVOz+C/BrDGRkZx48fHzlypPxrd+yyylZWVgEBAWyJnp5ew4YNXVxc5GccKJtVmVUepWvXrrdv3x4+fHgxO0TlwsYpKSnJyclNmzZVOdz+G1uJufjrdo8ePVrlqdHX15eVczicFi1aODk5FTWzf1Hx5+fn37t378vn6SCEqEQJFiFfV3p6+p49e7p06cIOzc7IyFizZs3SpUuhtMZwRkbGjh07Bg4cKJ9gscsqGxgY7Ny5s0uXLsbGxmyDDg4Oa9euldUsm1WZVR7lzZs3J0+eLGaCpXI55OnTp9+5c0dPT4/H423YsKFRo0byu3x7KzEXf93uok4Nl8vduXNnp06dzM3NCwoKTp48WadOnR07dhSzw9lNa9asuXDhwq1bt9R3KSGklMpvGURC/hNSUlKcnJxu3LjB/nj8+PH27dsLBAJGaY3hFy9eODo6yhYzZrEL5L17987R0TE+Pp4tfPfuXbt27fbu3atwrK+9KrPKo4SEhPTv3z89Pf3SpUsPHz5kGCYzM/Pp06eyjy/fsvLCxvfv33d3d8/OzpZIJNOmTZs/f77C4b6xlZhLtG53UaeGLZd18t27dx0dHdk2FU5ZUfFfuHDBzc3N1dVVOUJCiEbQYs+EfF3VqlVzcnKSzb596dKlLl266OrqMp9bj1mNmjVrtmzZMiQkpER7ffmqzEVJSUkZOHDgrl27Ro8efeLEifDw8Llz57Kbzp8/v3HjRllN5aWOGYYRi8VpaWkCgSA7O1thpR3lXqrsKzGXdN3u4tDX1wegpaUFpVOm/InEYnFiYqKfn19RHUUI0Qh6REjIV9ezZ09fX1+hUMjn8yMiIrZu3Yoi1hguPkdHx6NHj5Zoly9flbkoBQUFGzZscHR03LRp0/Xr13v16lVUTeWljlu3bt20adPBgwezj1BnzZolX//bW4m5pOt2o4hTA2Dbtm2mpqZ8Pv/+/ftubm7spBIKp0z5E3G53Hnz5o0cOVLhUSwhRLMowSLkq/Pw8Fi5cmVYWFhqamq1atUcHR2hao3hjh07Fr9NLpdb0jmxNLIqs0qmpqatWrUCULt27Xv37slvYpTeU1ZY2PjcuXOPHz+eNWuWlZXVjh07tm3b5uvrK6v8Ta7EXKJ1u1HEqQFgbW1tZWXF4XDGjRvXuHFjtlD5lCnE7+/vz+PxBg8e/PTpUwAikaiowfiEkC9BCRYhX52+vr6Hh8fFixfT0tJ69OjB4XBUrjFcogTrypUrbE5TfBpZlVklMzMzhYdcsryKXVxPRnlh49u3b7dt23bgwIEARCLR/PnzZZW/yZWYS7RuN6uoU9O7d297e/uSfuqwsLDo6Gg3Nze2gqur69GjR0t96gkhRaEEi5Cy0LNnzylTpojF4hkzZkDteszv378XCATsXgpPjjIyMvT19fl8/p49e968ebNkyZKShvHlqzIXR5UqVZKTk1+/fm1mZnbt2rV69erJNikvdWxpaXn37t33799bWlqGh4ezt/dY38BKzIWFhexbgbKVuUu0bjdL+dSoqaxwypQ/0a5du9hNz549Gzt2bGhoqPqVKAkhpUMJFiFlwcnJydTUtFq1amy2oWY9Zvl7S76+vvJffuPGjcO/CyGvXbtWeSGXMliVWf1R2H84ODjUr1+fnUmrTp068vWVl0M+f/78q1evBgwYwOPx6tWrN3XqVNmmb2AlZj6fv3jx4m3btslSqBKt281SPjUq742xFE6Zyk/Nxs/e/KPsipCvhGZyJ4R8FSkpKVWqVGFfbfus/Pz8rKws2QhxNSrdSsxz586dNGlS9erVFXb8L6/bTch/Ad3BIoR8FZaWlsWvbGBgUJzXFWUqy0rMOTk5tra2ytkV/tvrdhPyX0B3sAghlcmrV69ev37t6elZ3oEQQog6lGARQgghhGgYzeROCCGEEKJhlGARQgghhGgYJViEEEIIIRpGCRYhhBBCiIZRgkUIIYQQomGUYBFCCCGEaBglWJ9ITU1l563Izs4GIJVK8/Pz2SXbYmJiCgoKsrKyirkuB5GRSCTp6emQ61WhUFjBezUzM5P9hyxmPp9fwWMuG8o9IxAIXr16dfXq1atXr7548aJco1NN+Qrk8/kVPOaKT+VvS+pVQmRoJvePdu/e/fTp0/T09CZNmrx586ZJkyYikYjL5YaEhBw7duyHH374/fffk5OT69atS1Mwl8iqVasA6Orqvnnzpn///g8fPnRwcNi6dWuF7dWtW7cmJSXFxsa2bt36zZs3VapUsbCwSElJefr0aYWNuWwo9Ey7du2Sk5OrVasWGRlpZ2dnYmLyJVOif9fTaKwAACAASURBVD3yV6DsbAqFwooccwWn8NuyUaNGDMNIpdLExETqVUJYdAfro6CgIKFQ6OXlFRkZuWnTpuTk5FatWtWqVatFixahoaFOTk7Xr18PDw9v3759eUdamdy6dUsqlQJgezUnJ6dVq1bm5uYVuVdbt249c+ZMgUDAxpyQkNCqVav69etX5JjLhkLPpKent2rVysrKCsDr169jY2Mr4MrBCleg7GyiAsdc8Sn8tkxKSmrVqlXt2rVBvUrIvyjB+ojL5fr6+p4/f97IyAiAWCxu165d3759PT09Fy1a1KdPH4FAIJFISrRiGpk1a1ZaWtqlS5f09fUBSCSSdu3atWrVqiL3qoGBwaRJk3x9fY2NjQGIRKJ27dqNHj26IsdcNhR6hj2bHh4eAIYNGzZ27Fg7O7vyjlGRwhUoO5uowDFXfCp/W/bv3x/Uq4T8i5bK+ejAgQOPHz+WSCTNmjW7c+dO+/btvb29AYjF4jp16sTHx2/ZsiU3N3fBggXlHWkl8/79+127dtWpU+fOnTujRo1ydnZGxe7Vbt26NWnSREtLq3nz5nfv3m3SpMnEiRNRsWMuGwo907t37+7duwOYOXNmZmamgYGBs7PzsGHDyjtMRfJXoOxsVvCYKziF35Zubm7Dhw8H9SohcijB+oRAINDT0wNQWFioq6tb3uF8aypjr1bGmMtGZeyZyhhzhUW/LQlRjxIsQgghhBANozFYhBBCCCEaRgkWIYQQQoiGlds8WO5ubnn5fLGwsIqFWf261WXlQqFIR0dbgwd6FpuUkprWoGHDmjVrlmhHdj7Jli1bajCY4sgHXgD5gC7QEkgDXgDagBQQAowEwixo8yF6D4jAEUEMQB9atoyupZTHMG7ibIUGBdC6q2OMfx8FazFMW3EOD+X/aFjj57qYcnILnr6IB8BIAYCjpeXQsJaRkT67Vcox5GrrKewSExNTp04d9jW0SioWeAcU89V5BpBmgZGCA3BNwJH7PWEKtPj338+fP7e2tjY0NCyqnUggt/Qhqyb+3K8tRgpxIrQlACBK+PAPhpFwOFoAxFKIGOjbQgTwaoGj9e9egBiwB6z/bUcikbx+9cLayhyMRFdHm6ul6s9RHXOVf6Ymv39nasjR0/uvjEySSKQvXiXUtrY0NFD8v/MfJ5UyiUlptWpWK+9A/rvi36ZevnarXA5dbgmWVCoeNXLUypUrfxzS7tcx/wNwM/yZ387g0LtPUqP8S9dmRha/3YBF148trGphDOD5q/dr/YNjnse0bdlw3oIFbm5uxWwnODh43rx5AwcOnDNnjsKmZ8+e2dra6ujolC5C9aKBYUA2wE4QzgHMgclAf0DK1jgPPAbnLZiL4LyEnhnEHhDfDmSa6GBCD4eOOfai3N3pt5VbdrLyvKdjzv67uyBpf+rNrxF/Se05GrLz8KXzB+aaGJXbfAd/X4qYsvzIgl/+19SuNlviOmDJ5athClMwuLq6Hj58uDwC1Jj3QFvgLWAG1ACeoZQptjEwApgMALh169bWrVt3795dVGU3IKpErTNACmCpLhM0AXLUtmF4DfkhYAC9l+DcQUEegJfABmAFYMzlQdoaaA/T2sge+3GvRsA2oAMgy4mkUunU3ycnvnuby+dL+eLk9wlndk6pXbOKbJeDwTHf/zRXZQyrV63SFTyfPLZHMT935ZKanmNuasjjackXisWSAyevx8YlTRnXi/0NTAAcPn3Trn671k1tyzuQ/64xM/eU16HL7RGhtaXh9u1bzc2Ml2w62XnoMpfvlvT7cT3DMNeOLip1myeCw968S8krELA/rt91vm6TDtOnT8/gS4t5I+r58+cdOnQ4cuRIWFiYcnYFICYmZsyYMaWOUEEOkA7MAn4FfgXGAo//za4AMMA1YM6/WTA3AbrPgYvg+ANPUFMEaapEdG05XEUY2kO7s3RJ9uPj6bcFhcImnr+zMyvG8Izv6FjE8IzNpUK2zWrSwgXZTzUVf4kICoVjpm2VL/EZ7LF+gU+7/vPvRMaWS0gAth0KqWJuLsuuAKyZNbirZ0f5OhERETY2NmUemobVADoDOkBT4C4wBqj++Z1UyAX+ACQAADc3t5cvX6qpnKlUUkVFrY90H4K7G3pnShUZAAY6seA+AgMgB9ybbHYVDBwA1gHGhqYwaAt0hw6TXxh7QLZfQyAA6CqXXQHgcrnrN2z669ip4PMXz1+4dPL0uR5j1r5NTJdV2Ln/VFGBnA48PmZIp9J+jIpu6abjytk5j6flM9hj8tieG3ef3XXkikQiLYfIKp6oJ3GUXf1nlVuCZWJkEB28fPPC752dnW/fe+rzw0S7+tand05t0qj0a49YVjXV1dG2sf5wM/Y3n26hN67Omj037G7EZ+eEFAgEY8aM8fHx8ff3379/f1H3qPr27ZuYmBgdHV3qIFn5wEjAAWgB+AGbgc3APaVqDPAEED4F/gBnHwqvAWGQ5gHAOwaFegsw5Dtm0iB4CZiAgIen/gHQ94d1zRvX43K5Ig63e7X2LladO1h1qifOayrKAaDDSJ2FGV8YfOl0HbZ0aN92CoVtWzW4fnzp70v3rt4aWMbx7Dtxw33gYhH09fU/eY7TzsleKhbJlyxatGjevHllG91XsRtYCPwFGAH+QCDgCJTiZmyeXOZkZ2d3/vz5omqaK5Wkq6j1UWFzSH+FoHfJYwIAGP8F7lHkpgIvobUP+XESYDWQAywCtAFI24LfBVpa0GliILBnEBwMwAGYBjh+rvF69eoFnjk3ZNIfcmUSlTUjIiKsLPTK8b7sVxUQeHNwLzftT29fyVSrYrJ0mrdbG7tpy/ZfuFay25ffnofP3jS1q1PeUVQaEon0ZXxyeUehSeU5yF1Hh9fMvo4Wl+Pruyb05rWVMwZ9SWuv36acuxptZGz8LulDAvHX2Tv/69GrOPuuWLHC3d194MCBoaGhjRo1Ul/50KFDP/30U6njLAD2Ax2Ag0AC8K6oX9IyedC9ATyG1A+cQNTMRecPJy0S2ny8Pc7z7cPr6MasXv3i7sNNey9cD3u0Zd3EaG3TNcaNUrV0AKRwdXcb1tVjJL5Z0RdTb2iVx+irYZM29uvu3LV9c+VNZiYGoSeXxSWk9hq9UigUl1lIr9+m6enq6OjomJiYRj2Jk5X/fSmiectPvm3T0tKaNm1aZoF9VqkvPy4wB5ANRWwLhAEngKFAs5K00wKo+u+/ly5dun79+qJqNmHzmhIx/OTXEi8RhtfBTQBERe8CAOBkA2kQCIEcaAdDkpEETAF6A94fKnAhMYO2FvQagz8IGDUSd+/aPHq0BvixeKHVr1/f2aXD2p1n2R8tTA2ioqKEQmFAwKHr16+zhVlZWT+MHb1p4YgSfejKIodf8DQ2oZ2TvfpqjRtYr184OjdPMGPFgfh3qWUTWwX019+hg3q6lncUlcb1O09ev6UES3N8Zvj3Hzhows8/P3wQ2cG58Zc0NXTSH8eDw1xc3BauPyEWS1f/eSbg9O2fxk9Qv9fFixfd3d3T0tIiIiJ69CjWgIkaNWp07Nhx9erVJY0wAugJOAM+QEQxRsAY3ofxFhj9CdEr4DyYLDBS6AJ6WkAVoGED6EWhMLeGu/NCT7tqqckBu06u+OPMrJ+/G2rd0d3KY65p0zwOD4XgvIeYw43QMb+gV72+mF/SsL/cyj9OGejrTv1B3X2JP1f8MGGEl1PvmREPX5VNVIsmf3f50OykxITlK9dMWvjxadFa//OLliyT/RgQEODqWrF+RcbExGiqKR7QCwgArgAN1dasAbCjl02A8XLltWvXzs7OZh9JK9sO+APDAXegFPdzjAKhexB5V8DbB8OtMIxQXc04EGbbYbgbue+A49A9DHHmP8BGYBXQBACXC6Oq0G4IoR0YG+QN/PCbz2zBgqb+/m1SS5ABbNi05dCZu+xfAtuW+fw+aWw3j7bRoaf+WDvfxanlmNEj2rs7L53cW36o1rdkzbbTk8f2LGblgT1clk0fGnwlcr7fkVx+wVcN7As17Dh564GLmm0zOzdfT1dHT7cc3uOppEJuP+7Qtkl5R6FJ5TbInZWTJ/TxGbt9+7Y+nirubRRfRha/lUOdvgOGz5w1y8WpVZu+C4YN94mI3MrjFfkB37596+PjY25ufuHCBXY5reJbtWpVq1atfHx8LC0ti1NfCPwDTAaUh6sYxEKqA4HyXWQJuJHIjQfnIFDw8V2sRClEAKzB7RguTe3A2bykleH7eWm33NvYm5sZfvfThvPXHhkDfA4PACcbnAMMBDDwkuQ144XoVetT1f1c6o2yXIU1OOT+5dCHlwI+v6pMT8/Wro6N+o5d3cnVYek07zKIDcDUH7z+2LLxf70H/rJg35Yloy7eiDY2s6xRo4aswvbt20+dKnKozTejKjARmA2o/BqsDZwA3gN7gEZA30+3enl57dixY/z48co7agEjgZEAgLbA3RJGxZhCIAAAoQjCTBhehjEf6KhYjZuGrPfgZoN7BNIkUSF8AVtgpawChwtBX2jZQtsCGARwoAu0AfZxuZZLl86aNWvdunXFn4t82vTZvy7av23FGKtqZlcCZstvCn8Qu2Fm12/14eCdyBf29a2rmJdgALuONm/CiG7vkjKWbz7ZvLHN0L7uFXMR6Fo1LXceDbOzre7pXqKbuersPXb1+/4dNNXaN49hGIZhdLTLOSfRrHK+g9XLo1nbNq0YBmFR6obKftZ3P60PCXt+6uQxLpcbFh557/6jGTNnFpU2icXisWPHDh06dNOmTceOHStpdsXatm0bu/aWehnABMABGKQqu2JxCz/9WQjjAJhshSARuAomCUw2eFL8oAUAhUACFzC9Jo3Zh4y7nMnfdzpzEICHm0Mj25p5eQVVLYxlJ9UwXCxN40j5HK0nACAF5wWvNB+21F68fj9nVUDwXhWvC6hkYWZ048RSsVjSfsD8tAzNvOCfkcW37zz1xev3KrcO7eMWEX578pSpD2PTLt6Inrz0rz37Dsm2CgQCqVRqYWGhkUgquN+Aot4EsQOcgD7AKUD5zu3s2bOL84rl6JL+PccAryE/VDovH5B7gKB3AKbbYbIb4nSAgc55cNKeAb8DQ4GhsmpcHUgaQFoDIgOI/geRPgA4AVeA+oCxsfGMGTMWLlxY/LiGDf8+6tl7ldenU4sG32p2JRSJAwJvDuunOIyyOKyrW6yaPdy2juWUxXvDH5TbGy1q7PX7QSIRbQ+4qqkGpVImMTmjbi2anaG47kbFOjb71t4GKOcEa87EPvN++d/yJQtq2jTpPXZdqdv5ZWRXe/vGx04EAuByuWpuXG3dutXJyalLly43b95s0qT0dyPbtm1brVq1gwcPqqkTCDQG9gCxgEB+gxRGV2H8F7gZyG+A/E+fzRidB/85cg5D9CfwGNpAU22M0EcVzr+vrhsuQL1ko7+22+39U8fCfP6EVWZNfaKexK3YEiiRSE5tn/yxLVnq9u/QJiNGXGZ/P/LzBQPH+53bP1dHp2RfrCtnDd+8dGzX4Uv8D1/+8jAKC0VCkfR/PmvHztyp8knWimkDvx/uvXHznwPHr9u6bXvVqrLxRVizZs2gQV80NLByWfrpsPRGwGBgIDBQ7V56enocDicnR93kCXxg38fLsFi47yFJ+qTE0Aj58revmiM/BTlvkJcLBDKFz7dJxGeB9cCHX9NcLrRdoDsUBqOh6wyDXwEb6APdAF+50f02NjZ9+vTZvHlz8WPbtnNPJ+/lrgOWtB+yasgvW8Tib/+NuQ3+Zyf5/O9L7j+5tG60fuHop7Hv5qwOeJ+i/IJpebKxrlbL0vj5K9V/hpXC2SsRPTxaa6q1/4LzV6O8Opb1rJNfW/nP5N7bs/W2FeNu3gzVLeHXsEz99r/NWXPstym/q3+X/s6dOy4uLi9evIiIiBg6dKiamsW0f//+NWvWCAQChXIGeAksAaYBKXJJzgdSoACSRyh4Dv3rn2zRi4XxXogeQvsNeFHAe6AAw/QxSAqbAuRzweFCy/IWp31zdB9sYyh8Jr5fML3TprnDuFxOyyZ1J47oGha4VKLNe8kzBAAJJDYcPW0JgLx/p1MsyxHuXt8v27R4TA0r5TfJPq9lk7oRZ1ffDH/mNWJZDj//S8KoYWUeenxB/TqWF6497DZSxci5ru2bZaYmiETC6IePO3bsJL8pODj4559//pKjVy6eQFu5H6sCfwHHgM8Oqvfx8Vm2bJmaCj8Bdz4t+ezbi1wtyN9v1TGD0A4Sq49XsKAZ9KsBACcxjvvqN46eE9dwqpYRj6MDrgE4RmBsIe4GQUNI2kKrN0Rc2AErgLOAwqg6Nze3GjVqnDlT3PkhWrZseTci+trNezdu3Rs4fEK7gYvzBcJi7lsZPYp5o6+n06Bu6Wb2+IjD4Ywc0HHOL/33HA3ZsOtsofBzby6UoT1rfhjWt7hzJX7W1duPO7p8U8OJvjaRWKyv91UmmCxHFeJ5Z9f2zft2eeI7e1jpdq9uVTU9kz9rxtQ74ZEqK2RkZPz000+ZmZmnT5+2srL6gkg/wePxVq9ePWTIkNOnT8uX/wnMA7Jls4PK5MH4EiTx4DqBPw56z5En/2paAXjByH0NnSvQTUFuAcyBGjzU5oEpAIBCLqSW4Nqd5X23QNQS3H+/aMYM7jRmcCcAbCqTzuHlc7QQA+0LUm0Dab4ujyOFpCEHABdMNkdbCg7366dZ/X/0G9LLraOLQ6lb4HK5e9dNvBn+rMOABb+O6TFmSOdi7ng8+M4f+y/99cckyyombEkNK/ML+2f8NMf/4s1n75IyrKsrPvI7vXPy/8ZMDL0dLl/47t07ExMTNXdDv0k7gA5AHABA4fEGA0wBHgGXlPYaNWpUu3ZFPjx6BJxTKqwFJACfZCUnTuDBA0gkmD4dJ0+KMzPznbvxtt5mMhO0Bw0VdDRCg9qQn4KUC2lDBmd3MvlpzOQ1KNAF50OLDAAuYAXYAr1RqI9CYCiwAqhbRJADBw5cuXJl3bp1mzcv1nhQ2cwvgwYPqVqtmlv/CVHBy4uzY6UjkUi3H7q4YaGPpho0MtSb80v/t4npSzcet6tvPaJiDFSyqmY2Y3yx3jr/rIfP3rRyqKeRpv4jwh/EfpOzhZX/HSwAOjo8v7nfc7mlDOZ9ckb/AQO8h6oYESWVSidPntyjR49p06ZdunRJg9kVq3v37lpaWvIJVjqwA8hUyq6MwsHdAcFD5KdDfAsQQtD8Q/dzsmD0DwwPgp8BnIIwGrlJ6G2EX/UxRApeLiRGKDBBuhTQSYe5Hm80D43BzmulTBuMHiNFGiS5nJwEbTGfo2MhhSO4YOZmP4tOulgG2dXCdX/VtDT/dYwGprFu52R//5zvzfBnnb0Xp6Srn8H7g1YOdRNTcz2Grgx/8Mmwt4cxiXPmzvPbcVZ5FxMjg/SMTD7/k1csFy5cOGXKlC8JvjKqDcje9lSYsOQ0sA+IBJ6r2tHc3PzFixcq2+QqvTOrBWwFegINZLeyRCJERWHBgprjx+ht2YyEBHh7S98/FXtoSeb3Fkhu4NJZzJhhzTAfn+DGxPCP/aZv72jUfY6Rha5xXZjawdQJZq4wcYKBI9CXQdMnNv+cdj14sNWmTSYzp++aP8d39UpfX9+zZ88qPy8WFOR7dOo4ffr0169fC4XC4ODgqKhizeTk4dF5sPf3q/8s9QSpFdqWfefHf99NS+VKQV+gds0qy6YPrWllPmXx3kcxbzTbePk6ciZ0cG+N3Qz7Lwi+Evk/j1blHYXmfQt/nS+eMmDy4h3pGVkK5QEBAWvWrBk3btyGDRu+3tGPHDni5OTk5eWlq6c3GIhUGszOfQP9+5DGwKAaRF4wjobIETD5WMHoJHLjgFggCkgCAA5QmwsO/8PX0mPgZA44egBnp7TvhAKuFgDv/Lcq4zGRiroUJu9wt9XnS3jvGKkJcntogwstBj0E7w2Zrz7R1PHgsDtRsef3q15CpBS4XO5uv58jH73uOWpFry6OCyd/ZlDU+WvRujo66empI37f6dTcpl2bBi/iUm7df9WhU7dx48a13rKBny8w+nTFtKycfC2Iz5wOHDb8e1nh48eP/f1LuWpTpTYDOAakAgpzf/UDXgK3AJV/m8+ePXvBggUqR7s3AZoC4YAzYAy8Ap4DAsBzy6ZasbGFS5cfMzbOFAiQkGB5+fzUxIjj164nVTV3MZe+7+txT8ecz+HB3am1MCtm+vzknBxLU1MUFmLtWqSnY+IPBVItaMWhcV0ozHz58CE2bUWHDs2EKUOyXwHsKoNCII+RSs8eu7Z62TwpuDp6hqnJiVUtzMDh5OUXzJ7YL/jy+Qn3rhaKpA4Na4RHv/59+rwh3p8fUTBr9lx3l5YzJ/QpXh9XGk9eJDAM49Co9uerloqnezMP16YBgTf2Hrs6Y3xfy6qmX+lAZSYxObOqhfE39jbcV8UwjFD0DT4fxLeRYNnXr96x4yc3mR89ejR+/Hh7e/vw8PCv/YhHR0dn5cqVgwcPdjpz5qzSW+7GZyB6hDwhAOi8B8NFrvz8A2Loh0OaBtwE5xoYKSy5GKQNcz3oSD7eA+MLYWQEvlAEm1x0qzqe/6pfwbv2hWlFheRWmL7fwCbP65MPbsSIzJivPuLh+av3vn8G3jq1QuMtt2paLzxo1cJ1fzn1mrV1+TinFg3kt/LzBW37zNPW1jYxMSkQMno6nPhbf4yetj3yScKdqNfaOlpGhsarfP0ATPl9+qL1J/zmfrzfef7qg2mrjv76+yz57OrbWB6ndGr9e2NJOZOdCkwtYi83N7epU4vaiCnAUeAwwAEEwGag4MGDDetWN6pXs9bvk3VfvTIcOUqnnbv3zaDE1JSYe+EmpqYHU29zudxDBnX+1q8BoNXV4LspSTxT078vXcLZs/DywtatePoUDIOQEGzZ8uG3mUSCw4cN7kfo5ee1XTJN29hoWu7z9oXWCvGMGPBhtLzyI+Ph/dz8tp/xmzeSw+FIpdJ+P27450Lwrj0HFFrg8/nyLyBzudx69e2DQyJ7fEN/iIvFkj8PXNDgw0GVuFzO9/079PR03Lj7bPVqZuO8PXlFTBNfKew9FjJhhFd5R1GZhN1/4dyywefrVUIV4hHhF1rnf04i/jAden5+/tChQ3/++efDhw/7+/uXzQCaHj16pOjrr//rL4XsipMNvIRACH0TGBpCuz5E8g9d8qH/JwovIi8WeARGCgDOBqgmAi/3w3o4rJdCcHTAcb8Oh86ohv4F77wEyQZMkTPAj8qLn8SPrSr5ZHxLNanQXqSZiQ+KkpWTP+Anv6C9c3i8r3VdLf59yLn9c+f5HfnuhzX8/I+vFxgZ6G1fOU5Hm1evYePGdc0vHZrJ43EPbpjw6MLy5yG+jy+sNDfmvX79GsAQ76H3H8fLt7nyzzN5/NxVy5fIvwf3zSyPUzongGWAfgn3UrNsTn/gyL/Dp/SAJmeD9OPimjZv8zw+fenylXaFOXVOHnVPTmpfy8hv7rDbgcsT3r3PyMoDMDz/zZH0OzviQ07M2/jLjz/XmT59YU7OoPXrLY2MtLt7GQsL9O/eMa5Tu+6tWyajRjXav99o5Ij6NtV3zfVOn9stuDD6dNotNX+KAFAekFfD0nz4d+037g4GwOVyz/j/Xstc7NKm2exZ02V1zp8/b2JicvnyJQAZGRmbN29atHDBho1bFm4MCvxHecmrymrDrrO/jPqfxh8OqmRuarhoymAP16YzVx4MvnK/DI74NeTyC0QiibmpYXkHUpn8c/3Bt/f+IKvSJ1jvkjKiY945NHUAMH/+/I4dO44bN+769eu1a3+te9rKjgLPDh3KXL4cGXLL/DEwOIbcbADQ0kHeOOQN+qS/dV6iMAPSQ+AcBFLRi4epZihqeK3IErB4CwcbjjbDKcYgKt+shwEZd4bnv+lQmNZElNNamNlMlP0ln/GzpFJpt+FL9q6bKBta/pVUtTC+cGDeL6O7dxq0cN6aI7Lydk72V4/Ov3v75qXQR52Hre420vfvSx9n/n6XlMleEkFBfzs0/OR+Ru3q5k8v+9WsaWli8jHyirY8ThmzBEqx1Iv6ZXM+qblo7unDWx5E3XNpYXPhwnkw0rr89JYFhZdDnwJoZFujWeN6py7cBXAt7HGX71f1GLvFsW2H8PDwxYsX1xUJC3p2rzpx/DLd1AlRl+udPV0vYJ/RT6OmWYoTf56wqL5ObN2soh6gF1Prpra1a1Q5ERzG/rh4yoCwUwtDr1188uQJW9K9e3c+n+/p2eX9+/ed2rsWJkcg95m9XSMel9l6QPkdgErp/qNXJsYGdvVrfr6q5tjVr7l2/iiJVDpt2f7YuKTP71DB7DkWMnpwp/KOojKRShmxRPKtzndfKR8RpmXkmhjpnzgflpbBP/XP/ROnguLi4hwdHfv06RMeHv75/TUnClgJXAKyeTzs2IFBg3D5MgBIoX8DnFowyoRUDNQDzORffwIA3acQCoBkMAXgAs11oKM4igwcHeRLkcpAUBuc+BBYWXNfcXlGxRql3lWQ3FVQdus69R3rO2GEV5nNFOfp3uze2dUr/zjV+n8zZk/sN6iXGwADPZ2nl/1O/3Nv/8nQd8lZU1ccfZOYdvv+y7yCQuvaddjbmfv27Now+5N3hQ5u/OV9cqaBoZmspAIuj1Mp1K5dOycnRyqVfvaFFS0udq/5CUC/H9e7uLju3blx79qfGnb8bfWsD49uAzb+EvM6OV8g7DF6lVW1qoWFhSIxc+Pa1UWLFnZt32KP709VLYwBoFvT1b99HPZ07lr0g6cJGvksA3q4+G0/czcqVvbw4vCmn4ePH3f1+i32x8BTJzauX8OF9MSfvzSsVwOASyu77p1aaOTo5a5AINx37NqGRaPL5ei9u7Tp3qmV/+HL+09cm/pjb1PjyjF3q1Akfp+caWNNk4uWwLWwb215HHmVMsFy7z8/Nu59h/btunbt2qylzvjx42vWrBkaGqqnp/f5nTXnOtAX+JgUubjA/vZKeQAAIABJREFU0RF+fpg2zTgI+VHQs4GkN7TTkKv8Ajs7J/WTD2vg1NGCrqobU2+4CGaQYwideuEiQRIObJHsZ/aO6dPJ0UypbnmaseJgfRsrn8EeZXzc2RO/m/pD7x9nbV+/6+z6BT5tWzW4HPpo8/5LYgm0tDht2rQ59s/TFSt9a9SoIbujmZ2dWa+24gJHk5ceXLr84xRZ/5Hlcb6Gbt26FbVsDoDAUye1tLgmpuZ5BZKzl+/39GydnZufk5NjVdXUsorJihne47/vwta0b2Bt38A65NajH7w7e/dxd2ndqI7bL3y+oG835+0rxxY1W3rHtvZDerVVuakUpv7Ye8aKgzWtzGvVqALAurqFVPxxVrvLly+tnTNYftnjbya7ArB884lpP/Upx2VttHlaE0Z0S07LXrPtdIO6NUYO6MjlVsQ1duQFBN4c0tu9vKOoZC7dfLj498HlHcXXUikTrJirG4RCsdfIVecv/MPhcPz9/Rs2VL9S7VexUT67Yvn6wsUFfftytBrytAERhDUhULXwvNEF5KbDMB55UgDoZwBGaXxUpjYitJHMATgHRW+eM9cvIAXg4oKJoBFXbMCIx/LjJvHLf92Jg6duPIt9d2b3zHI5uo4Ob++6iSnpOeOm/5mUmpmWLTIxMTLW5+ULJHb2TWxt69+8cX3GzFlye3zMYw+fua2ro9W/u/PbpBwXFxe2UCAQMAzzH1keR+Nmz57t5eWlMsESCoUzZ0ytXcfmYXQ0uFq1rasAqFOzyl9//VXXugqAiSM/Dg2OePjq0KkbnVwdNiz6MMI6KnjVi9dJbVupGwy7csYQDX4WDoezdJr3tGX7fed8b6CvC4AjN/uKR+euZ68EyidY34yzV+47NqtfEdartqpqumz60IiHr35fsndQL1f3NhW3txmGeRqbMHpQp/IOpDIpFIq0tbUq9TsN6lXWMVib953Lzs7OTk/s2qVzuWRXEuCpyg0nTsDbO6cnpEORNxZSleORkiGJAYTgpgNABwOYqPrbLJXBAz5gnIy6iczgJQB4ZxitnUzeNl7iLb0HWmaLTJvMMtXY0qSlE/UkboN/UKD/9M9X/Zosq5ic2T1z//pJebnZhtqS/et+urh/Wk299/ZWeYVpD9s6tUpL+zDS2cTEPPLRawBisXTc9K021lWv333a0O7jPer/2vI4mlXUsjkREffatG7WpEF1Y2NTQaGIkUrZ5z6Tfbz+uXAuI+vjDGQPn72ZvvzAkxcJa+aO6NO1jazcwsxIfXb1Nejpas//beBc38NSKQPA2FA3OfnDY/devXopvC3xbXifknk7Iua77s7lHchHjs1s1y8cnfA+Y+bKg28T08s7HNVOnrsjf7mS4gi+Evm/Tt/OW7fKKl+CdS3ssXPvWWnpOffPrWncsHbVKlU/v89XcAd4rXKDtTXGj8eIEaK6ioOuZAyfoUAAw6vITUATDjqLwFWaQZMBhAy0jMD5XzaaWaM/dBip2JwjucfJW6wlOKdl6C/JkOpsMaq/xriRqoOUhYws/ojfNp8/MK/Uk8Rqln0D6+RI/+2rfho7/c+RUzZ3dm/2/Xft5//63c4V33t0dMvIyADgv3vf6Ok7n796P235IQMDPcdmtvtO3Bg5aoyskeDg4IkTJ5bfh6j0lJfNiY+P/193rwWTej+MeRf9ILJ1s/q2NtXZoSoNbWuIRKKcvEIA0U/jZ648eC/65YqZw0b076Dxl9fW7zoXHFKsiUPlWVU1/WFYl7U7/gZQx7rqgwcP2HIej1d2y06VFamUWfnHqTm/9C/vQBRxOJwhvd0WTh50+PRNv+1nCirewkS37z+vyDfYKqY7kd/sBA2sCvG9WEwp6Tm9Rq9c/edpXR29gNO32/ZbcPXWA4mq5XvLQKTC+s3yfvgBubk4flz1VgbcZ0A2JDEAO/ehqtmpOIAIENcGz6EWdF/DFPqMBJaAFZhCDpOGgkSucZA4j8vbZ1j3jVY5DAKVSqXdhi89vGXyh+HGFUZTu9pXjiz0mzvyx1nbPIcujn4W39ze5sC6H726eojFYktLy30Hj/66IvDavVfGhvo5/Pznr9M8PT3ZfdnlcSpIvlhJjRo16saNG/IlNjY2E3+ZuOlgqN+6TXl5ec9fJXq1/3Dn1chAz65u1d6dW0xbtv/+o9fLpg/1GeyhrfTI4Oa9mLD7qqeJL774hNRRv/9Rih2bNKxl36Dm4dM3JRKJrq4uW3jmzOkW9mX3qnLZ2Lj77DhvT/Z5aAVkoK87Y0LfoX3bLd14/MDJ6wxTUVLc4Cv3u3f6Nica+HqycvLMzQzLcZxfGagcXyRSqXT87B39xq1eNmNo8L45N04s8ps7vIqZsamJyZ9bN8tu2pellCLvTwEAjh/H0qV4r7Q2uwR6oRCkACEQZABAraLfTpUAMIJQdBvS11wwUnBQFbAEMxFSa44UHEkMuO+Zx9omXS3bp3DL+nfi/0atmDmhb1O7Cvod06RRrcuHF/r7TpizKqD9gPkpqdnzJvZo69Tq7du3LVu2PH/hcmTUw/Wbtv5vzKamzT8uer9gwYLffvutHMP+NlSpUuX5808W1Fm4cMm27btmz5iir69brZpVw3pWABiGORcSaVvbgsfj+s4ZMXpQJ+XUijVpwb6b4c++MKpl0wcXFBSG3Hpcin17d2mTlpF77+Fr2eul2//8Y/KY7l8YUoVyJ/KFmYlh88YVfX5d6+oWK2YOq1ur2pTFeyMfq36QUMZCbj/u0q5YS1gSmaNBtwf2+MZf1q4ECdaBE9da95jZqmm9W6eWt2xSly0c1Ms1eO/0mBC/H4e037lzR9lHNQNQ9wcLj4fDh/Hdd/JlJsEw/gPSqxAJgHcfCs2U7z0Z4oo2zmojhAsYn2ckL7FtmxScPK4W7ICawL/vSgoEWroJUgBvtQze8Mr0Jta0ZfudmjdgJ0fQuIOBN4b8slkjTdWrbRm0d/bpXTMPnrq+YvPxLq71vQf27Nu7R2RkJIC+ffuF3r735/aP6+E8efKkRw8NLKH4Hzdv3ryFCxfKlwQEHBrQr+eMCX1uHl+Unp62ec9F/8OXZ648qKur7Tdv5KCermreERs7c2d+oeRiqOpBj8WRkcX33fa3kYHe4N7tw6Nfla6RiaO8kpIzExISAERFRZkaqJiktPJKy/g/e2ceCFX7xfEzY+xjyU5ESLSXSGSpbG2EomQpb0oqoVK2EEkRpT1KZUmJkiV7yJosSRQtIkS2GIMxZn5/6CfZ90F9/jL3PvPcc3vnnXvmec75fpsfR2ZMfiPwqJEWF3E/tfvdh3ILZ9/q2okV+Ruc2Jf566VIXAs7Hfn8tVqAd5zdgacaUzHBktKww+MJAJD99vPqrdbpOSU5kef271LoO7Kmrsn7Ucq+ffsnPUagBXjQnymbIAAfABkALFgAu3aBgQEAQAeggwCXB831gK8BpA9AHQDAIiqg6aPHjidAAQJyiNBCDSC/AvUxnczGBioqCIAAJIAiUDJ3otF4FJJIw9PZupwMAFoRZEHU3BN7wz3wCoj7+u2H0/EdQw8dOZ++Vjt4BL8rqRzHOZkY0fcvHk4NOUNDTdnRjoX22hOmezW3qfUalp2dzcfHN47X/WuRkJAoLS3tfrlVZfP1Sy5ZYY57tkl34DuVZBaWV9WsERc+b6W7TnJoNdeyih/r5RUbm1qGHDkQVFQUpy8GCcqaWRpvtjDaMvQb+sP5WqjJkSMeHh7Nzc2zZs2a+qoBw4dAIJ6+FGR7ZBupAxkZXR471oc1vALiLvs8x3VMuNFqv0Ql5v7bHxwpH0u/d6nHzWymlkxDyZcqCgrUm8IvMpoOJV8q2JnpY/1tOdlnDTR+u7Gn34MgNrbeskaTw3wAd4BjALQAlQBdXWr2ACe7dvcA4PBhUFeHewG07dotlUAEoKgE8jBo+b9A8UpyIO+jztDaCfU4AADEYiIx3pFaghNdWPTDwx3vdgEAgA/aTcjasQD1gGFFdf8HnLQVrLTsD3cevUh/emaC5g+Ly96yVTM3OxPbhqMZP/vPa75xBcVlIvyc9T/bWzt+fqv4LiAIYWFhW7b8ftza29tfuHBhvK74N1NRUcHGxhYVFeXifJqcnOLy1RvGRoaim6w3yC4S4ue6YKvnfb5/oax+wbQSebh5GiqZhiNh2i80VBSlaVcl1Oy2HfB8E3V2FDMAQEhUzutc3/r6eltbW3d398Ym7OjmmYK4e4Xt3bGeHj1Sb6QpAQMdjY2JRsmXKgePoGUL+bZvmtRdp3/LV6MjKCLdWG/mOzZOoRWs0JjXC+WPGlg+EBQQbCdQBTwIYuHgTcwcbF+gg0i+ZAkpd763ArwHeAOQBXABYAOAaNfyVTePHyOd3VoLPxEBAAvkz35lV2QAxrTAS+zP9QYBAEA7G4iz/GCVGs+pk5UXd1nZGDAQOpgIOJ7OVjQRDzQA3ACUAABMBJw4rl5xUkTbq6ob9p+8Fe1n3feUse1dv6cpY5mcQCDkv/96PyR13759Kqrql336d7UbKcmvingkDl73jRER3dAIvOfdPN6++9DQ+DMmJjY8PFxCQsLAwKCqqgoA6uvrhYQmtiXTYLfOHB4uPJ40P7UnBztbq9veXlFRz3V2aWMwmLq62mvXrmW9zsG24fM/VBrrKY1ImLuquoGOnnGLikp4fK7nGD4SLEx0/heNr58ZpW+xrtn1fUaHkEgkCwuLkZHR4cOHuQb+4Te9iEl+w8HKOPVLrwZn3lzOMxY76dHU5qfvvf9UMfQbxonnL3I3zCB778mBQCA2NWOni0D/WJhCK1iqiiv3ayvcffyClZVFX19fQUFBSkpKfOXSxfN5BqqkJkOQvouk61+QD8AcwBzgNUDPcgAEBkmlH4q9vAUMX9MWolr+nwXxIoG9HYj9PWcJSAAAPFU6NBaBsjYKMADg0Fyk1laFJuJnd7a+J6eLoeK4S8NbRUa1vq3GHFMiNaid7Xiha3Yt/XVRuM/JfnW0v9c02rk/kRIV6quTPjhRSflOV8IQSDIkGTkHB+e1W/eEhYX5+fnFViw+vEd5lYrNBRsdEcHZzEx0I1rQOnTqXlVNY019M74T6RfwqK6uTl39j+ZzJiammzdvAkBUVJSurm5ZWRk7OzsOh6OgGLdls55UVVVpqKt+/vSRg519cjzISUVaWlplVZWCgvzL5JcC80SIxM64mCjTvVuMddZ7P0wc6WwWZx80YzBRzyPZmBlM/xtTedyoZbTOXQ/rQDIaHfgl3iEsLPztWxkv86T6RkwQXyt+vHxV5HhsQrb7Jx8l2WXrpBZ7BcQ9Cks/vGfDRJsuRyXmKckundl9cBNBfOrb9Wv+imW/qbKC9f5jhbSGbXMLtu7Nnc/J7l+KMjXUVXE4XHRsoolTyAEbn37fJSsmuEZK4umTkEmOdiC+AuztKe/eBjS+gMXxgKw9PFCFHt1LPwhAHKDtj4AAGjrALUUheEVgERkV8dd+47KORkE8hprYuRzXeKLpfVZ1fG51XHBd+sRlV1IaDj39ksNisxiY2KzdHmN7iNCs2GRZXlmndehKVR32+ImTirouw5+/+HPVOu2zVwIy4hLTX6a9TnqZ/jAopEtRnYKC4vK1W8p7Li1cvNzpeoyh7SNJDaeHYenDmTbgaZrWwctZb7+5X/N78fJ1+qscWVnZXtlVT5SVlePi4jg5ORUUFNatW7d27VovLy/CeMt/rBIXw7a03PTyyXs7+mLtqQ8Wi21qxhDx2JfJyTu1d8XFRoeEPMmLOO14dBsn+yxbk951b0Pie9GYjQHlfeta4JXDExHw4GS9+Si17XRpHUXgo+Cex+cJCNQ3tCRlFE5+SONIaxvO9cazaVd6NTjkKDJjPSVjPSUP73CvgLjOzgnU8YlJfqMk+6/66jdt7Tj1/Rc/fR1iOyUh9e06yb8iwUKMl5TIjx8/WFhYEAjEz58/GRgYCAQCFostLS1dtGjRhw8f5syZ097ejsFguLl/1WIbaG+6c24PAGDbcHvMr/yob/a5YNzTJjMm6Y3j1TAEGdUaGTlsS0tsTNQVe521kgt7Xbe8sm79Lufij1NCUtkEoGfzGzoKWjJ+bQKS37XEl+GJRNfus2Y0wIAFAECigUAEBEAnApBEqOgAH9oWPL8l6uwFvAK5JK6Oq7MVQQQyIDr+fCeIx8CkEPki1zeyuKGhQWY5p9VB1f0nb5aUVm/T3s8vwG9teVxr40oLo80AwC5qhCJDyisqFb9/R0+DMtwhu23jsMzgij9XaRzwDH4aMcxdOTwef/DAvuLiD3h8B4oMge/omMvNxM/DsnAe12xO5kXzeSjIUbEv82NTCvM+/Djv5tFtfTMc2traFBUVk5OTAaCpqcnFxSUxMZGSknL79u379u0blwUnPB4/XgtXcnJyiYmJ4zLVeNHc3Pz8+fPc3FxqauonwQ9TH1uv2XaGkhpd+qUE09J+wnirzeERp1bdlHypmsvDjkKN7NdgbX3zw7A0/e2yaJqRLTVlv/1s7fa4rQOB68Bzcs2+eOlqt5FlNwQCQUJsBSMtXHX6b/rW6lqdCziorzyTeiF7kV/01efRCxWFlWuH0UsxUkJjshjoaORW934k/c1s2uNGRs2iJsc7SDtqY1PLTf/YEwe2TlpUBid87gRETNrlejI+3/h37twpKiqqq6tbsGBBWVkZMzMzExNTTU1NUVFRUFCQoaGhubl5dXU1Hx9fd4LVxfkboYGhqXZm21UVxXrNqSi7VFF2aVs77nFk5sPw19TU1NpHrgoLctNSU16y0+lu74xLeSsju25c7mKMlAOE9XhJVgOIov+XWOGBqvNsM1EJIBRAtevYTSz8RwssrVAKENQCZAAtAFQAeAA8TxMZFwd+PTkA1CAps8iZOhAIAIinYqMn4OfiWwLqMlkJ7TCRVHxvLHib/yIpVUlh7ZOoV9+qarlncwIQlJU3KCtvMDlsLK5qx8/DKjx/3tLlot9L81/4H6Oi/GNzraauqbauaYFQ7/ZGAoGwz/L2+9LGyOiEvo+ugUChUDe97vQ8kpWV9fbt26z3hc9SCyorogiEzqXLVkgr63reHrHRzblz57S0ftnY0dPTOzs7A0BTU5OHh8fatWsBQFpa2tTUdCztFDNyW7C8vDwyMrKsrAyNRm/YsEFTU7O2tva2902Vve61dXU8XIiOjs7FInMv3nkuLMA1zMy7L6PLYNZss6v83oBAIo11+2lA7pcv5TXHzjxobkfdvhc8+CcTiURmZOXYWJ+U3u6wesX83dukVRWnmU3KtfvRm+VFZ3B2BQBLRHg97HaHxb02tfcxMdjIP2fcRAEIBGJK1ntXa93xmnAG4HAphItP+GvpV0WZwVzPA56m7FD5Wyyxx2cFS11dnYeHR1JS8tmzZ/7+/oaGhvr6+h8/fiwvL1+7du2TJ0+IRGJTU5OnpycNza/yHQPtTQbbVsenvrUzHdbjsL4Rs2Xvhdlz5sfERJORoUSE5sT5naCipNhvdXuHgUXXU5CE4AHWAGT2eE3rAy1dpZZEQD8B7DsgEPAAKwEeAfxas0EB7KGFrE7I66EKj0ACUQuQBCuCrwOQkzMTcHVICvgG5FEEghqikxkBAPM7mm805Mi1/5jQm5LRdIqKT0tPTz9+/HhCQgIjI2OvAZmZmfq62jtVVtkd6WcD7tCpu1/Kf0T4/GFTmJFTYmRz79CRo3v3Gk5g6CNEUlIyJSVloA41PB7v7+8fEBCAwWBYWVl1dHTU1dVJqPa+d+9eb2/vocdNDG1tbSkpKampqR0dHdzc3Js2beqZi+hoa8ktZ3a/E6O0ZuGyBTzW5x9RUqDo6Ggynp7ulX9PAtU/GtlZGQEgKeMdroOgIP3HrgQG2/YgNP1ZXA4XOyMZGTK3sJyBkdXmlMOaNWuGf4mGhgZjY2NqKoriorxnXmZMjOhxvoeJIS4lv7yybhqpXo2RtvaOa/ejcR34w7s30NKMgyazX0iyIB+HxAqS2ZRNQdhW7Bfg510gwHb73N5Bhp086+9iuWvSooIZsIKFRCLPnz9vZGSERqMBoKOjY82aNWvWrElLSzt16pStre3Dhw87Ozu7s6su1ogJD9+LnokRnfrYTvvItbZ2nIgQ96nT5zcZWMX7W65ZKfQs9AnJE6xwgN/lGERAP/yVXZE1AnUE4L4BgQAAKIAwgC0AGV1qoXgArz7iPmTUgGdqJ1bVAQoFAHVICigAiIKOWiRtQGerDpIwC/GBnE6PWUy1tdLhZyETYXxsuW74xVXV/HQw1+h6WVPXREZB29DQcPz48bS0NCqqfvZZVq1aRUaGbGjErNhkU9fYHHLjSNabL204vKmBEgDkFpbj8b8KyBqbsOpGlxp+Ytk5uBJfZvTN1UhIRUUFHR3dIAkTCoXS19fX19cHgOLi4mvXrl26dAkA+Pj4du3apaw8sXLejY2NnZ2dAMDExNTU1MTAwGBqaorBYKqqqtjZ2enp6YuLiye6+RGHw2VlZaWkpGAwGEpKSikpKUtLy367AbKzc6iA/+dPDJqWWlVR/MGz9LTX79U3Skx+dgUA7KyMJ10C7wYlrlu/Ljcn2/rQ5s3rRD28n6fnljQ04WrrGxno0TFxie/evcNisZ5KSqNYZZw1a5azs7OLi0tdA6bky/fJt6MeBSVfqlKy3tubaZI6kMmDipLc3HBzVU2D281nszmYDLTWjUXGDNeBf1P0VUddZhwjnAEUJ3ow0g/RGJj99rPoEv7JiWcqMD4Jlqqqqp2dHQsLy+LFiw8ePCgm9mu/T1xcvLCwUFJSMicnp7m5j+LTyAm4ZLyluYWDjeHVqwylTRrSWi74DpyUNCm3CFsB0gAsAbpvjzYZcF+ACICqA6oQwPwhmckD4AGgCJA80IREckCUB8O6tfD/5hRkEZHwCgFR0CJPhgICQQ8BDFBORnMFLRhJxSmOq79Xn0VBHGstpwAvm7njvVXL+TeuXQ4AxZ8r+ebyq6qqBgcH95tddfGuqOTMmTPVkRn8/IIGFt4V3+vQ1OTP4vLaO/BLV4gzs7CKb3WgpqZGIFEurlckJKaiMYKtra2ZmdkwBwsJCV28eLHr78zMzLt37zo7OxOJRGZmZkVFRU1NTRaWcXYfDwgIqK6uDg0N1dLSqqqqYmZmxuFwSCSytrYWAK5fv+7q6url5TW+FwWA6urqzMzM/Pz89vZ2SkrKlStXHjx4sOsXVL9c9PC4euUiGRl5ak4pOYpMRlyIkZ4m6r6lnKadvob0uIc3HAgEQsGHcr1tMk9jXl3wuJwQHxsQ4bt02XLfhxfZ2X/vFo1RSG/u3LmVFeVb1i+eFtlVY1PL5bvP3W31SR0ICeBkm2Vntj0zt8T89F3trdKjthm+HZhgoDUl6lKmFENmVwAQ8jzzlOmMaqoYnPFJsHR1ddva2roew1paWt1+qCgUqrKyEgCG/wAbkrA7xwFAfOvpV9n5FiesxmvaUYABuALwCKAQoLseivwbIHMAhwcgAvmrXtlVF2sBCgF0AXyha0OQGoABQBCAEuAHdHaWAyUBsl5Q5Qqhly6sRVKiVhHJPhBac8lgFuDJkdBjhfszihaHQLYiyMaeYClIL6GnQ++39Kamppozm6Xyez0FNcOFCxfmzu2rV/8HzEyMaFpatwvuq1ZJZGVldXZ29iwwd3R0HmNgE01RUdHoVqFWrVq1atWvuqKvX7/6+vpqa2u3trYCABcX19q1a7ds2TJ79uwxhmdsbBwVFbVo0aKnT5927b/Lysri8fi6ujo2Nrauwvxx4du3b/n5+fn5+S0tLQDAzs4uLi6+YcMGcvKB/TJ7cOvm9asOeq/ffr56P5qVhemC93MF6SUA4HJyl/OVkIDLJHB4RCKR4T7H8XjCPF628EfXct6VoVDkzU0/6ejoGhsbx3EZVVpa9vXLZzHJbwavPiE5HfhOW7fA00d3oAbwfPwbWLV8nvgyweDnmY/C00z2bJwze2S/iDAtbZXV9SKCY/3/+i8E09JGQ01JSTGs75OZwbgV3nYvcnRnVxMKJTmM71fkSOkE2AoQ/+dBinKgCIbmRoBOoPIDYs1A7z4IkA/gQCVg1y4DMAuADgAARQYUFNCaeJ8ovhnIG1a/fH6Vo/YE46LnPBwIbQSKkYifhYCNwEyBqweK7tI5RkIHA6FjXG4qwue43jHv3LyCrk0xUVHR9evXD/kuowMHuyWCuhcvpwsZGRm8vOMgscjLy2tjY9P9sqCgICwsbP/+/V0Lt0gkkpeXV0xMTFZWdtGiETc0xcXFubm5xcfHA0BHR8eKFSsWLFjw6tUrCwsLfX39Xjvvw6Gjo6OsrKykpOT9+/cNDQ0IBIJAIHBzcy9ZssTExGQUE3769KmlpRmNpm5tx5OTU+RF/s6qJVYImZ2+N9IJxwttk8uxLwvYWFnWSwlnhToAgP7Rm8rrJet+tpocMUtNSaKhodXepScjM+LtHhwOd+3q1WehwYROfEtL8xV73eikPB4ulqn86LW78NBs7+aJVoea+iAQiG0bJZRll12++5yKktxYT2n4T/1r96ONdBQnNLyZSuCzVM3NU3ETY+KYlp1N1T8agYyahNlVCoAFQNafBxE/gTwUMA0ACEB8g/Zy6LuohEIBgg6AEYiEm4QaJcKCh5SCWkhyQKKhcxm0cgOeBkBRHdydEZ2d2vuURPBNIbXpaiySsXPZ8YcQACCEbw6tScslZzxDL/IRhebHt+i0jJtEhefdWFXVrRQUFOfOnSMjIzM1NR2vmacsZ86cmQh7nEWLFvVMpAgEwqtXr5KTk52dnbvWdLugoKCYO3cuPz///PnzBQUFhYSE+hY2VVdX09HRAYCkpGTP/feut5uZmR050v/iUFtbW21tbVVV1ffv3ysrK2tqarr2FhEIBDk5OS8v77x58/T19WfNGpMieVBQ0Pbt2zk5Ofl4OF6/LX0Unt6O653uz+fnikrMI4lfGzvrrFmMaHIUIuR55pHdigK87Pcu7K9WSaQ8AAAgAElEQVStb5bbcbruc8qRncsbm1puXLQ/ZlZ70uqUukb/mxdYLFZru3rTzwYCgUDPwLh4yfLwsKcss9AbZBeFexl369+KLRUwP33X+rAGKzP9JN7icLl4O2KzvOg4dtJNd9C0VJYH1T6XVdu4BkqKzldTFh/yLVU1DQQicWa3Xk4cH0u/79059C/2mcS46WCNlG4drOGjc+TqqSPqQvyc8jpnXS96L19OGoOCDgABgPI/D9K9AMiH5ob/v64CKj9owwKKHCioAckNSBQQ6aFlHhDYugrcgYKM0HlbgtL6MlZ7FVD+metWVQEjI9NR0zpLBQAgApgxLr1Hy9eIJJ+Lb/lc9RwAGpAUn1G0CzqaqIl9/KIHJbfgy2xOZrY+z4DYl29vBb8JCn4aGRnp7u4eFxc3ommnKVJSUqmpqaS6emNjY25ublFR0efPn8vLy2tqagCASCQSiUQkEklGRtba2urs7CwrK9s1vqscKjs7W1RUtKysbM6cOV3Hnzx5kpOTg0AgyMjIuv6PJhKJVFRU7OzsbGxsHBwcXFxc7OzsZGTjvDEUGxurob41POL5mjVr5gnwMjMx0NDSP3Df08s/tOJ7/X8W16Pu9+OwNDlg23AsS/9DkSGbCvtfS8PjCavUTr1IfkVP309udPzYUR66RhODDQBQ/aMxObNQSW5Zv34GzZjWky7+7qf0p9o+SFBEeteyDakDmaIkpr8Ljcnao7l2cMsgG9cHFge2TlPTRtLyKu9jeWWtBik+gdO+i3ASqK1vzn1faezwuKmxVkZOnlTZFQBE/mmGAwDQBMRswPRQAKXKAaABRh7Ac0DbfMD/qeNDyQgUAtC6BNlpEoeVkQblcOglusPJCQBNi5etP+nrfVCJeRb6Irw5gPmMQaJo/2+vM4uAE8UNq3+w5EsVDTVl968uHbPr6korHY/96iEKishkY6ZzvhZW+q02Myu3pKTE2to6MzNz4PlmDn5+fqtXk3LJmpGRce3atcPvge3af//58ycAdGdXAKCmpqamNnolz0HAAZD/ssfsB587Xnw87Ly8vEgkUlFpAzk5Kv9Nbl939tkcTD9/tozaqnns0FBRJDywHaSpHoVCmv2nZHfKxuOiZ9+z5keP6Wht7kqw2FkZt2+WHGgeOjT1cSNVB48g5xPa4xL5uJCcWVj94+eh3RPb7jqtkVu9UFpc5M7DhMeRGUcMNjLPous7prDkGx8327/sanQ8jX7lcFSL1FFMNtMmwUp5/Z6KggyPx/HPEzY7akGqMLIATgI0/XkQnfFHdgUAbZsAAH6LWxEBgQD0LECwAJ4PsMuh/devX3oID4ctWyAxEfrseHYeOFBZ9mXtzrNoNJqOlnyT3OK6xhZpMWFh5ZFJGl7yiX4Unp4Z6tjlEsjIQFtQ/MsMVcf0xs82sg58p9P5q2Ji4lgsVkNDIyIiYoL8+KYa3t7eT58+JXUUI+b06dPr1k1GE9NDAHsAMoC5AJIAln+eraqqKv/6mZqaZvbs2QQC4fqNWwAgLdX/PouS3LLrvjEH9Un2jO+ZXZ2/EZ6V/8li/2axpQLdB3W2Sl/b/kdDhoa6qp2945IlSzAYDA43XH9uPm7WzfKiV+9FkfBme1JY8i0qMW9KJXxTEzIypKG2fJfOOAU56qC+MgX5H8/HW/6xbjZ6pApvWlPfiKGnoyH/+1orpooX4ZBsVRTLDjud6H/UZOeKjUpr8/LyJj+GFgB1gPe9jnYAcWBzOWpKoOcC+oVAtRmajaBpF2ClAGiABmANgDTAKh4elps3QUEB8L2/wYkAWN3dc7hmsTCQt+EQd0MyvAJimGeNuEDV9vBWLi5OFcOLGGwbgUAQEWAvKPm+couNhLrjvMWrwyKio6LjxMTEAUBBQeHSpUvDV1ef1rS1tREIhCmlyDXVOA/wHuAdQDiAI8DJHqewWCwfL29DI2bJfK6lSxfzzGZ/+iSksLCQgG/rd6qTxlsfhqVNTti96Gmd2cUSYZ74lLcHT93vdZyc7PdSXVpaWkZ62pbNGwGAk5OzqaXd1u1Rxff6rrM4HN7w5O2r92P7vaKk6HxGetqwuNfjdg+j5VtV3e3AeKfjO0kdyLSBkZ72xIGtynLLT571j0l+0338+YtcRZmlf3P35Vi4H5yko0YarRbSMm0SrG4kRefH+1vq65LgK+MYQEXfo+SAFICexS1kSEAzAD070M+DTi1o2gdNmtC6EnrKK/ACJAIkA2QAyKxaBTY20F+/Xhsra1lty/c6LB01eJ3RwxTdl10lMtKw2VkZlwhxyCtsWKd9XnrHeQoGgeyc3MSU1xlZb+zsHbuHaWpq6unpkVyyddLoaY/z1xIJEPP/v/EAfgCf//8yEaCqx8hWgFc9Xpqbm6ltWNWKxVBSkpeXlZv9t9HG2lJPW/3+hf39XqhLaLS+cZKcNLsp+FC+WNFyy3/u3UewbThluaUrlgiuWMTXa7CUqODqVaJd++OSkpIRz2PNzI4CABqNzs4t4F2sqH/CX1rTyc49SFLDQWmrwcv82r0n+lcg26UmXfCh/O37som6sWFQ34g5d/2p8wntsYhq/p2ICM52P6WPRCKO2PkUlnzD4zujk/I2rltB6rimJUQi8UddEzcnM6kDIQHTqci9m8eRmc8za27fmdTeb3WAGIA+uusAANAJlJcA2Q5kHABM0MkLrQsB+hS5UgHMAZgPwAcgBdD9bH8CoAXQcfMmRETAs2fd4xkA5ACs8vLsj+6PvHu893TDpvpHo9xOZ5dz7qpbB/TXdHJyqq6uvnz58kADZh6rV69OTU0loePNqBlHs2cZgNb/98PmA8gBIAFYAFgBPv2ZYAEAM0AcwDKAvLy8XTu2Xj+z97JPVHVtU8H7L+etdS3PPwz1Mr/zKDkoPDXA02TT+t5PI9/gpPz3ZZNs3xb7Mv9Rwjdh4flJsaEhN0xVDd3Lv//k5WK8eOq3n2lPauqadhy+Iimt6OTs0u+EGAzmwYMHUlJSCxYsAICLHu55GVF33fb1HUkkEk+6+JsbbmFnYRjfmxoOLdj2E2f9nE9o/6sZGgu4DvwNv5j4lLdWhzVWjVaY9C8nMiGHhpqShK7YJCxyn35PFwD4VlUnIDBv8q+LHegEGXTsgHZ9wOwBjCq0Lvsju6IBmA0gBqAEUAjwDMCzR3YFAMoAPACwfz+Ii4Pur8cPAkAO4CnAj4qK2Ryjb6T3DUlR3uMR/CR8kOwqLCwsPT39r8quhrTH+UtYBNCtJaIK0ABQB/ABIKVPdgUAWIBWAABoampqbes0dQz89O3nQiEeT0cDn+C0g8YHZbfbJ6R/0Nu2rm92BQC6GrIpWb032CcaBekl7/KzIsKevP9UEZGQ/aMRl5f/ztXTR8XQw+C4V8GHXt3AwMZMnxBgVfst38qy/0JPNBptaGjYlV0BgLyC4o+6pn5HIhAIezPNs1dC+upWTDS4DrzlOf9TR7b9y67GCAU5SkdNZr7A7LDYrLtBiQQCadYjpjUJaQWyEgtIHQVpmJYPmC3yommpLyf5ov4AgzQuEriAwPX7JQpAAEAUQBwgCiAf4BXAU4B+N/CpuvMxGxum2bOZDA0XAiwC8AcAgE2bNr15348e/HCoqm647JuUnfu2+3nQl4KCAnt7+9DQ0NFdYppia2trbm5O6ihISZeiiBHAqf8fGdAO6f8IAnS1V8jIyHwuLY9LSO7sJBhoSkck5M/lF3r29PG7OPfIO2aXHQYsBGZmRBd/7pu5jRub9pxnXvpfr4NpwXYJfseKX1xQVRRTWiMkK7lMf9d2SgryjNziEy4P+p3nxhmDD2/TzUwPD3lFk0NGt84aDHSWmori2H4VW7fAydwo6OwkWLr4mxtuYSPFytnMw90r7MQBVafjOxcLzzE/fTf19WT/SJjWlHypEhHkRiD+0k3qaZlgHXMOOGllO8kXpQZ4DLARQAhg8BY7FMBpgHyA1wCZANIAg8vS1fVoS5zn4qIGsPnkyXyA7mp2Xj7+wuJvI4oWg20DgMv3YjS2bR9knaaxsXHnzp3Pnz8fhc3ttGbU9jgzhq6EegmA6v+PiPb5YDMAzAXofkov6bEym5+fLyMlvklOWEn3LC3THCWlDeUV3wX52IUH1TG3MdGw93g0XrfQF062WeSDfpIdj257GXQq86ldTrhjYZxrhM+A/chBVw+/iI/59OkTAGRnZ4uLLpWVltihqVFVVQUAjY2NtrbWSgrrOtowg8tOcnMy71CRunQncrT3NDKIRKL1+Qf7dynycbNOzhVnNnnvSvm42bpUG0QX83vY7f5WVX/irF95ZR2pQ5se+IYk71CRInUUJGP6PVYfR77qANo1a9ZM/qXnAkQAdAL4AtwHIAC0ANQAYAEIAAQARgBJgP8AZAdYrOqXjh7bNK8BkF5eH3V0fBwdVWxtvQAqKipeZ+fK66RzsDHV1tVfPKWvvmEIxeHiz1XLlI8vXSiAIKdOuxw00DACgaCkpOTt7T1Gs9tpR0ZGBh8fH6mjIDG7+xy5D4ADCAXoarpDAJwFMAR4CxAK0AhwGgAAMBhMSUmJuekh0z2K3o9fvckvCH78yO/udSKRuGG3a/T9E4NcdOJscyq+1zdjWjPyPgvPmzP06GGARCKf3Dyyf+8OJIoK24KJumvGxIjOevNRU30DEVDkZIRdqhInrhigaYZc+IMVi/hLy388Ck/THFhAa1wgEol27o92qUkL8XMOPfofQ0EkEu89TuwpzYBAILS2SKoorPR6ENfU3Gr63yY07dAfgL+Wn81YchQZLc1kuOdNTUhX5K6z9c5ZnRG9pfhz1XW/uOTXn7Oy30yd6plmAAxAMwABgH+oxa1++QmwuI80PGhpUSxalGlru3uxiNdZ/fshqZXVjWrKK3S2DtHsSiAQDCy8vzd0BgQGMTEN9ttaVVV127ZturqTWnQ8FVBRUXFzcxMSGlB2coozjkXuvSAAOAI8A8gFYADIAJjfZ8yiBUJ1dXUcnLNZWZifPovA4XALRYRi/aw878W+zCx8F+c6+CUMjl3bsUVKUXacTZEdLoU4XXxER0cb628jungIe3KScOFWmNzqhaKL+SfuEs5XQhSkl4gt/VeLPT74hSQL8HKsFu3/i6K8su7Kveeii/m3b1r9126BDc6lO5FqSuIjtdMed/7KIneKWcfOPhx8iHdggobRpa6/X6S90zx8XVJRJzv37dTJrgCADoATQAhAeFTZFQAwAHD1PfrwYUdWltXFiwyMjEtF+C476AffODJkdpVb8GXFZltFFb2omPjBsysLC4t58+b9hdkVANTV1U3f7GpCQQLYAaQAqAGsAOibC+z9bzctFVJERCQ3Lz8m7gUNDc2J42b1jU0Onk9unNmzRf5XbftcqcO8kiYqe91v+sf1kqFyPLbD/Xb4uEdud0Q9K8KlNs9ryOzq4p0oLvEDgrKmE1oN1hdzw82Bz1IrqxuGHjoqnK+ErJNc9C+7Gi9+NmMLS74NlF0BAA8X8zlLHT5uNlP7uxk5xZMZ27Sgs5NQ/aOR5NkVaSFhpoIoLsPkvx/MqFhzs8TzF693mlzdcfjq5cDsxOS07du3T1p8k0m/+irEZ89exseTz2K58+hFz+PZbz/L7XDqO/6Ajc/Rc8/iXqRq7xpiafDBgwcfPnxwc3MbfcTTFl9fX9La40x9qAGCAeL7KI0UFhYGBQVj2iAhMaXrCIFAKMjPqc659cDzIAC4nPylThfhc2K91KLOzk7nq6GMC/U9bj/vnqTbNmfcw162gG/In16Fxd9sXB9wsTGhaakXypvJbHcY9zAGAoFAOB7bceZycAu2fdwnP3v1idzqhYN4Af1jpLh7hZnt3TzkMPFlgh52u4s+Vti4Pqip7W2i9jfzNPrVFvmRmY7MPEi5FGRrd9rguNcgndse3s93a67vRDHPmbc85MmzGSy6PZAUPCYsLAPf6XQ7+uy1UImtdqan/QCAkZ42v7DUzNHv9zBsm8RW+8XiGxISX7KwDPGLIS8vz83N7cmTJ+MW/bTCy8vLysqK1FFMS+Lj45FIxNuCwo8AdwEaAbBYLIHQOUfiYFTSH84KC4S477jui/A5/jXtcmXWLfU/zZ2U5Jbd8OtfA31C2bTnnKS6LZqW+nX4mbzIsx2fA5OD7CYzACpKctsj22xcH4xvt//Zq09kVolIivbdziUl+e+/ut0izb7M2Ml994WHk4WVuR/n774gkYg9mmstD6rfD05yufZ08lU5piYZuSWDrP/9JZAywRITE7tz/9GtJ4VrNF0U9c7FJL3pNcDrQXxewacFC0TOu7r3O8PMoBWgdOCzLZGR1VRox+uhtLSUaoorAECAl32N+IKg8AwcDk8gEJ5Gv5LScLx41cv44KEhr1VbW6unpxcfHz+ltlknjba2NiKROPjm6T8GYt68eaamR5BI5BWAPQBSACVoNPeceRycXGevhWke7McmGQBYmOh4Z//R0XbSeOuD0JRJCfkPHlw+vF5q0XDK0nvypbzG4mzAtfsxJV/GYUuRg5Vx93Y515vjpori5BksJ7FQaqXweE04dgo+lIfF5+iaXh9p7/MUgUAg3n2UaKA1MrtPWhrKY/tVNDassj7/IDw+e4Jimy5kvfm4+t96KgkTLAKB4HzGydvr5rnzF1LSX/sGhgfEflmt4aS2/2JQeFoTBgsAfHO49x8+YWM7qb8yJx8qgME7qvEaGp3LV+DExbrl2u667SOnoJTSdF6r456Yj42JT5aQGHrbi0AgbNiwwcfHZ6auBZocOiAhtuyQsdFAO1AuLi47d/7zZRslysrKXd5KpgB8ACUABQAoFGqLnMi3yrrE9IJhzkNFSYFAICbfNoceTRN88+j7hD9+rfFJHuJYeaBL1qRfXG9F4Kn4KrEsBpZ+xrZ3RNYf8w0Zkwjf0gV8S4R5x55iEolEe49HCtJLpto6AS0NpZaxe8X3ui8VtaSOZTR4B8YbaK0dnb/QvLmcbjZ6FOQo89P3ij7246zWL5fvRgutszBz9B/FFacmj8LTVRXFSB0F6SFZglVZVkLT8VlmEfV2NWXDvXtYWVnv3vNLf5V31t371SfYdthHZuf59QrK+vq7Z7xEEwLgyOAyj/v345hZUh9H81g/7kAgAcDy/CMTk8NZ2flJLzMuel5hZ+/H9KMvGzdutLCwEBUVHZ+4pxLHzE0jwsN+NjWXV1ShcBUnT/bvLBQdHW1kZDTJsU0jQgHWDeQH1QM+AHsAOwBtgG/ln12tdb6keh7UUxr+hQx3rj97lTSb1CjU7y+9JUoWDT8x2zauGmRZy1hH/sqVy2mpybHxSY/CM3/U/VQacwvkhrXLf9Q3pWePvjKaQCDaugWqKKxctZwEnhaDM5eH7cOLSysW85dX/iB1LCOmsrqh+kfj0gV8Y5lEUWbpeSud9OwPNq4Pauub+x2TlFEoqeGQlFEYFpftH5b9/sPHjDdljU0D2oVMIz59reafw05G9jdukvSCZLkLNwej6X8bAWDbRgmfoCQJsaWya9e7ul0UFhZ2dZvJG4L9shPAHyABoG/5K6IWiOycsGQJsbr6W06B9mm86mLueiy5mfmxEV3CxMRk5cqVM7JLgGkWIwcrQ0J8DDkFlYjgbG4OZv+wKDh/odewiooKBgaGv3NvdJhcB0gESAVQHGqkPgAA1NfXv31XLCJvUfKpbPkiATtTjWFeSFdDdo3GiLWCjay8bzjvHem7BiE/+vyQYxbN58mPdiurqJWVEsM0N7tY6rINrzRncEz2bLR08efimNVr/3Q44PGdVucD9LfJLRTiGXskEwEdmjr+ZZ7+9n4M7Kc4bjefnT46Dh7wKBSZgda62vpmT59IHk5mA611vRIOE/t7BCJim7Gngvy6xOQ0JBJJSUnJSE8z9kuTHJ9HCZYH1UkdxZRgSjxsRAQ4Xz21i43+3WqUkZFuuNcAg5nsTQRSgQSIADAF4PjzOKoMKHwA/RwBp05BeDhcuhSVlG/tGvwwaGS//n19faurq52c+uk9nNakpKQcMzehpaF86nWMkgKxeOmKJkzbsf2b5SXn37nt3WvwP3ucwSECfAEgAiQP+y2tra18vLz8PGyx/rZZYWdGdLlZ9LTDFErAtuHyCktXqzmExb/ROnjJ3NEv8kXOiK41RvCdBEXZpZlP7d7Fe5y6EHj+xoAyEwUfyqMS8wY624vTx3a43nj2s3lkixbtuI5jTvf3aStM2ewKALYbX0LT0tBQj064hmQ8i32tIL1kHLVDWZjoTh/Vkl4lcvyMb68Pxpuoc3KrF+w33Lt5i6qY6FI5Gcnv1TXjdV0SUlP7kx5N8zeLi/aE9AmWwXEvS4/nekdvUlNR8PFyx8fHAUBd7Y/8N3nNzf0vrs5IEAAuAA8AxHqYk+DZgYiG9m8ABAAGBli/fs6HYj393SNaiEpLS7t69erDh0Oojk0vqqurMzIyVFU2X71+a8eW1UL8nJ52unHR4V3Ou7YmW33v+/R6S1FRkaLikEszfy+d/1/QHubGFYFAWCcn7WmnFeFzbK3kwpFezvqwup37YJ9JPJ4AADf94yXUHGw940Ij4ysqq7bpmkgq6jxJ/r5138WRXnEU+D19ySVurG9xT8f0GoFAEOBlz3h6xvHSo4Fqtk6ee3jIISD25dvhTE6OInMw17R1C+zsHK5oRTOm9ZjT/WP7VQT5OIYeTSK+Vvx4mVnwOtz5yundpI5lBDRhWtNef9iwdhDL2VEiLDDb/ZQ+trX9+BnfL+U1APClvGaJspV/SNI2zR2NjY1y4kJPrxuVlX3rJRo3Hbnz6MUezbWkjmKqQPoES1JUkJOTk5FtHpHYycPJHPz4EQBs2qySmZXDyfnXGT7I/d8Wej0AHQBQAm4fdOz/4z+Uo6OjrKysvLz8cMSEqqurDxw4EBcXN2Ehk4bFixfuM9i1QGiO8lqxwLD08so6saWC2zdLmu3dAAD0aJrq7xVfvnzpHv/PHmdIUAD+AGIAe4Y3/s6d2+tWi8iIi4zuchIrhEq/DVijo2d+g1/6yGr10/dCs/MLPoRFRHUZOm3fvn3btm1e3nd+NLbhcPjRXXr4OHmGfvxUmpqW8Sq/9P3HSgBYIMS9V1sxM7eka0Cv/wdvn9uLAKKV62B+i14P4rv/Zp5FZ6SjOMxytB91TZbnAuzNNLk5mUd8J5OIst55YcE58+ZOs29v1xuhR/dtmbj51Tescj6hHZWYZ+sWmPr6g6LyxvqGn85O9knRjxzMNfD4TgoKits9PhvTkRZsOw6HH6a8xd8AyWqwst58NrK6XVZZX/ez7Z7fQ2Fh4ZqaGkZGRgqKabaqPBHIAcgBHAK4B4D5v6nhUgBBgK4CdRMTE3Z2dklJyYSEBBqaAbft8Xi8srJyUFAQGo2e+KgnlYiI54YGOqryyzeuXS4syNVVWeVqpd09AIFAdtf+q23dXPS+5NmzMNLEOn1YBvBq2INdz521N1UdetzAiAjOjkrMU5Zb1vdU8Zcf4ZHRS5YsGei92zV3ud0Ktzq0dSwB4PEEcyff2eyMeuoynOyz+g44Z6mtuE4KgHjBescCIW4A8PCOfBiWllNUfepSJIFA6OjoYKCnY2Egf3jlEACwszKGeZm2DayE1ITBHnPyq6z5aXfkV5HKgnncZRW194OT9DRkBwm19NsPD69wl5O7prj53X6r299/NDy/O6CL9tQkObNwwTzuic4MyFFkB3QVK6sbXG+Ehsa/NT5oUlH+JfWxLQBIbLW3dzhdlEcCfbhxxDswXn/7YB/jvw2SrWCtFJfQ0DO/7fc08/UbYWFhAGBjY/uXXfXkCsDJ/1dlzQLwBXgMYPn/s1paWufOnZOUlKyurh5oBgUFBTs7uxlpCyMmJnbC6lR6YaPdtUQ5HY8FCpYqe93b2nEA0ITBXvCKoKCk6ko9AwL8eZiRVZUVQkJCBrt110iKL1ssXFzczz7Yndveq0QXr1i2sKpqUk1UpikoFOpJ9JhqoRyP7fAYwDYHh2vl4urHQaobowMHAiNe5xZ8GWTMkKBQSJ+HCc5XQk95PO53gKrCipQg65Qgmy3rf7ktHDFQVpBegkSSNTQ0IqCTkhw6CUR6VoFuUU1hwdnLBu5Bo0fTCMzlvhWQ0HP5TVluWQu2/UXagDoXee9Kr96LcrPVm+LZVUzSm48VrYuF504vTXlsa/uTqFc7VddMzuW42Gd52O3es01Kfq3UYd11AHDSJXCDioaJiUlG7ufJiWEiaMd1VP9oHEXTxgyGZAkWAoFIS0v5e8rYR4c1QADAGYCzAIv7nJWVlQ0MDFRQUCgo6Oer2cjISFZWduvWMf3En8rs3LkrOCQ0KPhp8sv0wvclRkesV6vZdZU4nLkccs83sGvYPZ/bgnNY6NA0jx8HIdqrUx5aeNrvsrE+ycvDtUlZoWtMeXk5AMTGRN8+Z3Dq0CYH+xE3uP1tbNmkZLF/w6Orh4czOC37w0IFi76VSbM5mJqasH13ussr676UVQ+iB6usuG6eIL+s3LqkzH5MEB48S6n4Xl9V3aBqeGFIddDmonvbNkuWfhuuYhMSibx3wch4h/iJ/Uppj21SH5+64aCVl5sVFPl6mDMEXz+8T3sdBcUfuwcHdBUT0go+ln7vOz4uJT8iIee8lQ45iqzv2SnFRZ/olhaMy4ltpA5kZFy4FXbcaExrsaPA1kT900tPFDmZzhHPpOyvdnYOB/bv3Sg34JLt1Mc3OFlHXYbUUUwtSFmDFeDv53h6houIjp21AFYA+wc4KywsnJCQoKenFxkZ2fO4p6cnBoOxt7ef+ACnCsrKG1TUtdftPENBjmJmYqSlpZVaLaa9UxOLqX8cmaG5abXJ4cOnjqgBgIy4yLuCglXL5wnx0Pj63peVlpRZI+Hm6pqTk83Hw6qisPJdwVsA8PP1PXbUtLZ2WoolTjTfqyr1NYawHu/msN398sofJ84H9T2lvHb5dd+YXgffFZeLi68cRFADiUDIyhB9h40AACAASURBVMq8ykh9/7n38q2O6dWItOoNu13ldc6WVjabO973ChiiruX2ub2xfpaDj+kFgYg8fMpnlartp6/Vz1/k4js6uHj4PH2ihvPeuTxs3fuDPbEz3e7pE9mrqdA3JPlLWY31YXUEYjS6l5MDtg2ntu+C9pGrvIJLKSlQU820Z3DSs4vn8rBx9bdBPKFUfK9fssHazSumrLKeZ85cZWUlbEOZ07HpKqPT2Un4WPp9wTxuUgcytSBlgvWh+NN93wASBjAzYGFhycjIOH/+/MWLv/qqkpOTHzx44OfnN/gbpy/JycnJyX+ICVhZWqyRWFb9+dUVB31sK46SklJDbYvfhT1FBbk3HPUB4LzVrrMW27uXrynIER34TvO9G0/ZWFr8tzbjiQOu9k2c3wk0DRUSiaSnQUpLrjxy5FDiixddi1v/6AX5/+U6u5YMB0dfYw07C0Pl99qw+N5biicOqD4MS+t5pAmD1T96w/v23UEmfBYRnZv9+sWDEzfO9K7I19kq9f3794CHT2jpZiEIba/flt4ISBgywuGT/KqIeel/n8tr4h/Yfq9tVtR1OeHi39zSfuiwaRWWSXSLTUbOcOVDCQSCoIypmKqDT1AyAKBQZE7Hdzp4BOHxnQBAJBLPXX/KSE9jqC0/jvFPBPGpBWUVte+/NFy/6QXE8bRZnGha23BBEekkWXcxsrqNIqegpKZ9/7na1dX144d3czgZfEOGr5EytQgITdm2SYLUUUw5ZrhI+l8CBQVFYmKitra2kZGRra3toUOH0tLShn7btMXUxEhwDqudNbayqnY2Dw8jI+PCRYuJRCIdmoqXm5WJEf29usb73L65PGy5kWftPR5pbZFEoZD6235XX1KgkKKLeXm4mL+kXOo60rNcOuLOUacroQsXLb1x6/Zk39t0AUle/aPR2PZeaHR6Ta43E+NgXRQmezbIrV7gdDl0h7GHIP+cq6d114j98s6joqRAIhGNTdhuicXPZTW1dQ3MzIM1yuFwOHZWehqqfko2leWWfS7/YaC/80vptx95XqO9vQGRERfRUpEOikj38A6bN5dTUkYZj8cnJyWZmhx8++69qdnR//boIfBhN87smc0xhOUlEoncuG5FVNLbw7be8lILebiY6dHUh3YrO195YnFA1dYtcKeq1IpF/ON+C+NObMq7N4VfVixfCgAtLdOp6uP89YntHByEsDu/3CbO3wjba6C/dPlKahoqKkpydtH9fNzsp0y2bvp/2d/Uh0Agviks1f23P9gH0ss0/GO8CAgIYGVlFRERCQ4Onnltgz0RFBSqbWxra2s/YqCYcN/koNbykrep9Y2Y24EJSAQCAJIf2W9VEu8aHJ2Yd0C3t/xVrL+lzSG1QS6xeD73ixcv8vPzJ+gWpi94PB6Lxe4x2Mu7+mBqVtGtc0aDZ1ddLBHmfXTVREtF+ntNbXlVQ89Te3fKO3n+rjFftoDPw26Pk9PpQWbDYrHUlAM2xBjrKrx6ajdQdlVY/O0/i1vZbz8DQMX3+vLKuiGD78U1x905EWdVFCTevCt9V/DO46Lng4dBvLy8AMDOzh4eGX3qjKf+CX8JNYe8wtLBp/K01yt+4So4lysu5VeBGv8c9sXCPBv1zpj+t2laZFcA4Gmni/8SyMtBE+Dv14EnThe/l5Ss9/MFuIbMgycaC6MtKmuFOvEdcemllucfhkdE6ew5YHkhVEbTcfL9OkfH48h0NWVxUkcxFfm3gjWjSEpKMjMz09LSev78+TANCqcjjx4/BQACgXDE5OCqrfaHd8sHXj7UdaSrcKerox4AKr7XMzDQ9q3moUcPYUmhqiAaHp/77du3QZQC/k5MDh+MjY2hpaG2M9eyNFYZ0XvvuO7DYNt6Gf/pqElf943+YxyRyMzEMsg8nZ2dAKPciprDzfIkKvNjBRaI+PY2XEtL09toFwCwPPcwLack6aHNMOfxPvef97n/Lt+N1t21w9c/MDzy9y2IiYnFJSR9/fp1h8bG9CcOQ06V99yl++/8oq8vX73foSr1prCU5M/+EbFRbsnj4OAFAmzTwu+lCdP6JCrzgq0+acOQ13FZJMTtdGzbvZDzr3PyP336JCAgICYmpqura21tvXyjtebmVT3VZ6YgRCIx680nzc2SpA5kKvJvBWvmYGhoqKKi4uDgEBAQIC8v36tKaeaBRCIvX7n+4uWry/eT33+s6DrSa4ytW6CpwaZRTJ6RUxyVlD/4RtXfSUlJMZEIFZXVo2tq69dWmYkB3dM2JyLxra6e3iCT3Lhxbcv6ftSzhhnA2xhXYgdmNvccRqZZdQ2YhfLHa+ubv1bWlpaP2Jz4fnBSUnJKWFhYcnJyTExMZGRkt2wKLy8vFe2sJswIlnOeRr+KfJHrZqO3T1shM6/kXfF0qv9jZ2VISEhYvpAnLfsDqWMZGsdLj08cIHGHdVs7rqWNkF9Sq6zr3NaOLy8vFxAQ6DrFyMh49erVqJi4zIKaebLmXQuuU5On0VmqimKkjmKK8i/BmiGcO3eOQCAcO3YMAISFhdPT0y0tLT08PEgd14RDQ0PT3t42i4G237NFHyv61bEcEmFB7p0qEga7dcYW3QzkeVRsRWUVAx21qsK41YhYH1Y/dSGw+2VLa9vgvQWfPpaILp476svN5mBKfmSzU5FfRUbA28WADIXkX3OIkgJVNXIzuKwwZ7+L+2Oe3PLytH/++FpMyI092ioSYstLSkoAoBXbPORaaRdEItH1xjMMts1IR7Gw5FtM0hsmRvpb/nHTZZMIADauXbFHc63L9XBDyzu9Tl28/bzft5CKJ1Gv5FYvZGNhGHroRKJnfsPI2ARJRv61om42G63uji0SYsttba271YtERESSX6acv3BJWc/l3uMk0kbbL0QiMSWrqLuk8h+9+JdgzQQiIyOjo6Nv3/5dkY1Go1NTU9+8ebNjxw4SBjY58PHxrdhkRTtft6r6j+KejJxiPu5Rqt4x0tNIi82vqalVV9syHEuivwcUCnXnjs9WJbFx9EKRWCH0teK3HMYzL3MD/Z2DKOh+Lf0iMoyGcH3z67MW7XkYlt7v2S3yK+npadX2uS1fyH9o98aK7w3lGddHEbyMuMhlB31fD2MPW52LdnpuVjufXDferqECABSoAb9gTU/7SW47Y+boDwBNmFbz0/cUZZa0YDs4RA2XKx/ffdz7/M3IhuY2O/eHHfjOUURFEjxsdRYKzVm4aNlN/9/eXPnvv1qfn0Ld4jW1P/OLvm5aR/oS8u8/mrW0dhQVvZeTWBB9/0RioE1y4Ik5dPVrVouGPQvtHqamplb0vvjivSQeiUN3Hk2tNOtJ1Kt/y1eD8C/BmvZ8+vTJysoqKqofDZ67d++uX79+1apVM1vMSUh4gdaW1S0ffHu5nTh5BjuYa4162i3yoj/yvFaJzFJUWD/mGGcIHu5uT5+E3Lpx5eSBkVVfDUmXbU7X30yM6AeXjOXXyfR0k/wDIr7frcZeXHXac9fdeL/lrYt3fhdI9SzBXrFoDhkS+brg2xwupnMntNhZGcd0DwCbDC4s23BcWd/lXVGJ8YH9Hz6V9TvszqPE5k6GtMzc9LzyZ7GvbVwf2JhoLF3At3/X+rYS/6psrws2Wkf2yNsc2np0n4qta2C/k0xNiABOZ8563vudYIXH5dLTTZWeGyKR6HwlhFSdg71YtoDnrs/tovcfPpb96rSgoEAZ7lz/+pmjrbVFTz8JFhaW3Lz8nLy31q6Bnncih+8OPqEQicS07A8yqxaQOpCpy78Ea3qDxWLV1NTCwsIGchkyNDT08vJav359bOz0drkahPCwsCt3I5X1zvY63tiMFeIf6yqL5mYJTFPjGCeZMXh73UpKSsDjsCxMdOM7s+OxHRfvRHS/XCDEbWGoeP361b4ja2trsS0tQ0746Wv1ncAXUiuFVRTF3b3CAeC/E17Kumc5RA27lyTvPExGIJBk0J706sNCIZ6x30VTcysnB3tbO/79i0ubVzMXxV/od1hYfN4eA8OtKpsokLh3xeUep3Yzz/r978nCRLdTZY2FkaoQPycfN6uK4spr96P7nWcKgusAbm5uqh49ntkFX5lZpkq1/nXfGF0N2SniOORpr+d37+az0FBaOsaauqbu4ygUMtDTeJt6b3F5VlbWjRs3hkRnH3W8l5L1fnKD7Yfg55n/mgcH51+CNb2Rl5e/du0aD89gz4YlS5ZkZma6uLhYWo5MrnoqExsbO19IAACqqqrQtDRe5w9E3f/j7nyDk1aPhyGa9pGrJ61PjX2emcG7ouIL7p4oMgQAYNtw4zjzbA6mpuY/bHPuPE41Mzvad6TXrVu6aquHnDAiIdfirN+mPa6e9vo1P+rW7XQOCEnMeVdKRUlRVfMrYz6+b9NsTmY6Wqqs/K+iW/7oHxzd3YXdNvd2+e/DiwsCvOwb164YSMDC7oiaq5MFPUXL8f0bLQ+qkZEN9j0sKTqfgY4mImFMto+Thqy44AZlRS42egDIKyytqWv6WtnANGuWvUdQfOovKQr9ozdNT/tOfmwFH8oIBKLo4ikkfpH80Oba5fMqquqKui6fvv7eExcWnK0gKWhqchAAvnz5YmV1UlZ6teRqMRtbe3o6Wg+73ZXV9SfO+pVVkGxrgkAgZr35KLXyX/XVYJAywXrw4AEJrz4D2L59+44dO9asGdqjlIqKKj4+HgDWrVuHxU4PlZrBueThKr1SUG6N6C7Nzfddd+tr9Na4u/0wwfaIxtgv1IHDs7D8sy/9DRaLJSNDAICwnFnWm4/jOLOizNIbfr/WWdvacZ1AwcnZzwJk0CP/fdpDb9pm5JagyJBtOHxSZtHenQplFT/QaLSggAAO1yGr5djVtMjOynjf3fjLt3pBQUEE8g/NmmXKJ5ZttBrpLTDS0yhI93UN7Q0TAy0PB4ODueYW+ZXDmXaXmvSbwtL8oq8jjWfycbXaKSfKk/r6g+T2s0fOPJXROuvgdM7B8azrjWcm9vcBwPDk7cDQJAWpRZMcGLa13Ssg3lhPaZKvOzhIJDIhwPKO93XPq94mZ54uVDgR+/Jtl2m9vak6Clcls3q56YFd81lbYu8e2bBGaI2U5LF9GxAIhOZmSXszzacxr85cDsG0tE1+5AFPX2ps+CfdPgSk1MHKyckpLCx0dHQkYQzTFycnJwYGBhMTk+G/5ezZs0lJSatXr75+/bqk5PSWLeHnF3j9Km3z2sXH9m3u5ZsLAG3tOCJxaLGrIamqbpjNwVhRUTHGeWYSaDQa04aYLW7cgm0VWyo4jjOfNN6quMup6xH4o66ZmaUfKawXL14sE55NNbDKKABoH7kiumiu1cGteuoym3Y7H7C+TUNF7u9pUlpeffZGFAc7K4GIXLHpJKGzk5+P281aW3yZwH8HDh0w2icoY3bSWHXvDjkACLlpbuY4IWZT4fHZr/M/XbDVo6QgH/67LA+qnXTxZ2dlZCd179uQOJhrEICY/KqEnZFsDhvP5QsOBCStiPA81xMaJ10CgyPTrzju3bR++SRH5eQZfMJ4KxI55SwdqSgpLp3SvnzJPeJ5rK2tlZqh67JFgimPTwGAm/UfCli2JmorFvLKiIt0vaSmojDZs7G8ss7R8/GKRfyam1dPmmFlB77zTdHXf9bOQ0LKFSxXV9eEhIS8vDwSxjBNCQkJefnypbe390jfKCsrm5qaamVlZWFhMRGBTRqeV64np2XTcIiu03Vfu9N57U5nXbNr3WfPXn2yU1Vq7FfRPHRl8cp1Wlqjr5SfAbwDsAU4CNDVzBbg79eKaaSjQ7vZjLNIIxUlBQKB6BImoKQk78B19B1z/Kipxf4hhM3iUwpOnvUT22xZ9PHb27gLtXUN7R1QWFymtUWSjZm28WeTuuIyKkpynwsHKyqrnS6HBHge1NfXk5WVEV8uqCC9sGuSRfN5lGSXSmrYH3f2l95+OjN3HNbq2nEdDh5BOBze3kxzoOyq+kfj5bv9VFwhEIhTR7Y7Xnrc3t8/y1TD0XxbUqDlo6uHfT2Mo+5ZbJQWxHd2bje+9K2BnIGBvu9680TzKDxNWlxk8h2dh4msxEIkvvHa1cuOjs6enp6aO/dwih3o19Syr38ODxfzOUsd/jlspvZ3h++DOUbuPnqhozZcr/e/GRLXYIWGhu7evRuHG89ijhlPcXGxi4tLRETE0EP7A41GJyYmUlJSSktL19fXj29skwkKhTI1M0tJe/UkPOGu/5O3Hyrw+F8VPLEv8/eNzSLX+crTy3ej6RnZnM70rp3/q2gH2A7gBHALQBcgNjb28kWX3Ejn9/Hnu1Z6xhdDbXnnKyFdfxMIveUJ8Hg8FQUIC84efBIigWB9WIOXh+PS3fhF682ZGOl//mw84fLA/mJw2qt3NDS0N/xiebhYOjo7uTiZKf/H3pnHQ9m9f/wYYwghe0laFCFZkjX7li1Zk50kQhRJluxJlqjQRlKEypJs2ZM1SSlLpBKyL4kxxvj9oZ+vR/Zthrz/eF7NfZ/73Nc8TTPXfc51fT4E5HS8psREBOkvM4rK69xvPB+fJynrXWJyziAW9Z37Meau0WwyDoLqHrxHL/EqOSsZX5uvx07tlxZr9we6qsJKh7mnG1NcXrf14Cmf21P/0ybAx71opnTxSuToqjJUBgBYGkjlx9jZGMu1NNb8aGpOyixbybvXf2v93PDzsMhKr5nNi+gbZg9CQ969e2dgeMLC0goKhdpeiZn75Vz76f0v6VXVNTlcjWrt6F2+OAEA8KHhhsa2/Uzbl/UuawM0J1jk5OTe3t6qqqroDWMV0d/fr66unpSUBIUuanvXzc0tMDBQVFT0yZMns4/GbEhISOjo6Dwu+7BKn7dwjmj62UW0Ef9vVfe5c/FqbN671oYu/OfJq6Z7azlAAGAIwNhDMTI8PPqsle5Vr+yoi5P+33LI2h9UcBwvYV4MWkcPFb6tBQBoW4VYWllPOhsWeo+GcnYlhbby285WKjKibK2tbdanFCHY2Hgb8EdGRqjIiMQPsTHu2qyuIPD5S/O9J29OnLTQ1dOn3UzZkB+4d/c2d/fLlTU/xueBYmP9/PnzRlAwIyNjyZvydx+q8wrKC998LCytdPYKkjHws3B+MEeNtPAnOXFpxf5OejMIs+UWV8noeY2CURmR/dNNu4Vqk+bRQ4FhmKXbORcI8fFsjOW+fP/Jx8U0Q4q55Awhhv3uPLc5tcSqIstBUqi1jqb6mPxb448WMqpt81o3hUCw9NVEzpso3onMCAxLRgwjlynOW49eGh5bV66ZE+jvIpSUlNy8ebOPjw+6A1kFoFAoMTGxkJAQSkrKxc/Gzs7+5s2bqKgodXX1NaClKSsnz8jM3ver3947amH2OGP0D8CTs8qfPI3z8w9YTJa22hkGgB+Ax2M7g0gkCAtD/R7oav55zPzGpJHUFETKh7lM7EOJmXQLyha7SUFKTBifVoJLQCopJT3pFBkZ2eDQXDfI+DjokSNIBALR3d37q6+PdjO5GD9L/J2zGY/s7nmfZNu3G4VCPYuNuBHg19TaxX3EiWUPTUFhEfPuP2X1z1JLa+qbt2/fPuXkrKysHz7WMHPJCKm7z7yU1dn965xb+M5tVLYmitAZzYW6e3/T0tI42DsMADKh4z6H1DzlDX197yQ5X3t6KzJrfBgHy86t1KQxSQVz/P+AOUAgkDP60rnRK9qT63njma2JIgxnFbjukpNujLlhqnZUmo+H43livLuHl8+d5PlOQkS4wcFCWUaEw9kvJvbF1BK7i6H310BXz69ddGvW6HZpwYiPXUhICC8vr4iICCcnJ7pjwWiUlJRMTU25uZfs+Q8KhT59+jQ6OpqDgyMkJISHZ3V3hXh5XTHUUUEihuZlj1NZ03g7Kvt9dSMEAhkZGQHYGwJu3iYkxBRpRHRhC0DF/9ddASgU5OQABGKEm1tLcXLXavJ9WwCArYlCaUWdpKbHIHyIhHgjAICbgzHhjtV876t19JCedUht7RTP7ptISYcQc30u7+mDQ6HQ0OjsIcQwBIL1MMBsoihafqzj+J8ZRc8Sk1L3IAihPZ3mx0XGDg4PI+Xk5Gb+GBifOkVNTX30lP2bxKkdnVOyy7MLK50sVYk3zt5voSh5wOJS+NPYh9gQLDkFFXdPr8bGxiexsVu3bbx5I/DQgT3jFubKMjw+txLfVn7hYMEgxYG5YGkos5K3i31RyMGycxvNTMbhGAUjPU1utD0SieI5asd2gJcAH3dh89Bvp/a0PZ6eV2Hlcv+kpsTe2XbV507QgzQTbczqxMRkMCLBAgC8ePFCWFi4pKQEDw8jJOAwkAsXLmzbtk1Xd+nt39XV1aWkpJSVlffs2RMcvBC3EAxhz549PIck7969E/28UF1+dqmk9NwKe99n23bs0tE1vHZHfmBgYGBgYElWB1c70QA8AGDyYpG7+457N1Uomqe7ims/fXdlWNPProbGtopP3866hYc/zZtvRfPDhKKdO+kn/i34XPVu72jPy8ki3IAVd8tyjvOcOCYsK7L/kKrLr/4BU10Zpt1T/8ak5VYACC4X14Hc3Jy+3u69jn/WPoV59noETS0TOpHhYcTX71P8D+n/Db8SHL+fabv3Re05BgwA2ExJEuSuT7uF/Kixv5zM26TkdKuzZwEAD+7fo/7v3ui5k/LnPR9SkhFv3bzuRz41tV9aPje0XDRTQncg8wYKhRQ8vZSQXiIvsahCUknB/aJ8LA+e5j6KyztjIEtBRrTIwFraurEhEOpFGx78O2BKgkVKSurv7y8vL7+GBccXQ1RUVFVVVUJCwuxDFwQJCUlmZub169c5OTnDwsJYWVmX6UbLTVVVdWFh8WmTk9+aOs+fkhs/jkKhjp8Jbm7rwYFiDyEQUGzskZFRUootrwrLxnN6QkLC9YWrYQBOAvAUgF+TTrx/j0VDs5l5N2ibNsEag4aalIaaVICL8SDbLhF1Vw15vr91NKaDRcJmEDEqJCyampoqLf1ni9DPzw8LC5Bv2pj9yGVmgYZJbKbaJHBwb09ff6CzHgCgsqaRgnTjmB8OAoH0v/dCTY73kl9sb3dnaNj9IxIcIZ7/a63lU3JWUlGb9Rajo6Pbtk7OyPOKP8WlltiaKs7rp+iidzRqFNx9nFvb0IRAQvbs+Z+E46/+AUE1l8r0q+NHsLCw3KyPnXML976oveB1jjXMIBwRHJF21X4e2S1GAYNBVeWWQEkHCsU2UBft7P4VEJq8dTOZobrozKq2MxP0IM3m1GR9+XVmAINKTMTExHh4eFa7fMByUF5e7u/vHxcXt9w3Mjc3T05ONjMzMzMzW+57LRM9PT2MjIyZ2XnNvwi4FZ0j41/3D8CNLtzRML/OwCqQV1Cemfcmv+h9zuvyV0XvEp4nr6+YTqQJAH4AHv2dXfX1gdDQvXrqGe2v5j4b1356KBTCJG5dUFYzl/EoFAobB7+mts7Nzc3f33/8eHPLz2/ffwwNo7p7ZnfImQgSiSp593lkZAQA0PSzS0zDlZrTyCXgT5diwsu3zOLndu/YPDg0jIuL87O9d2Iloq+jVs2HokO87IICPGVlb6a7haqaOikZ9Xjl2e+BIWf/mO9NHf6X9Ob7oH9GXwo+NJya+y779fvNW2hV1I7l5uYaGuhmZ2cNDg4aqolMGo+Hi+N4RsXJ9/GqaypcAZz9Y2xOHZm56O3fgWzTRtdz6oLce208IsYdP+dLTX0zDTUpEeGGpY1tbYNBCRYAwM3Nrby8fErf4n+Wrq4uHR2d5OTklSm4pqKiysvLo6en5+DgKCtb0W7qxRMREcHL+2dn8FrgzdzXbwqqBtXOhMOxSDn5ZV1c1yVtZ2IQAGEASv/eGQQAxMZim5ocQPbijM6vGeJ7URAKhdK3vjXrSBQKFRCaIiYuDoVCaWho+vr6JqY7UCiUjJRo89x0jPSsQ8ac3VraugcHh0ZHsYrL66LiX3d09Z2xME/I+GDtESmu6QGHI9j2s6bmVvDz83f39JVW1O+Ttn9f/UctXVHyQOLds69i7J/dNDYz1g29N63m3ClTs4hnrwEAma8/OFyNMtaUWJgAIxUFyYc0r4b8APjnSD35vbeuOQX5OqmK0GppajQ2/rA6MUX1EjUFibaS0NWQxAXcbg1zOzJDXvwAxqpeoQvGXTR+TrqDcISNR0RDY9t8Lw95mG6gLrocga1hMGWLcJyUlJQDBw7s27ePhmbJ6vJWLygUSkpK6v79++RTqVovH5aWllpaWmpqatu2bQsNDV0tzXT37t2Lj48ff4mHh3cjKASN8awuqgFomfLE6CioqjqgffReazYAoKGxjY6GfI4fCSJC/C/5gXMZecHrcdzLivJ3FWMvpaWlb968aW5uPvayvr6enGSWR2cEAvmxtpEAf0NyVllza296hC3tFjKOfbuSs97spd9y4UokCRFBWFjY74FBXOwR8UOsN8NTBwcb9zLSv0hOzc3N2buXSe6wBDXF5F9lctKNudGObDL25eVvr3j74OP/KVdvbW3VUFdGIgaRyOHH100uXolkY97uf0lvLm92ZmAwqNJh7nEtg8+5/r9+TWtvxca8vaWt+3Hi62MKS6CsuwYoLKvFAkCAa90jb2qOSh88LMIeHJEGHxo21zs8R9/rVyVVfAcYVkUzJkaBcT+cUCj08ePHCgoKa0A4YPHIyclZW1ujpbmSnJw8KytLTEyMg4NjwaKmKwkcDkehUCQk6wWYC2QjAFPX8ty/D44dk4C3QsHoleAktsMXplPCXAwZhdU1tZ/Ha+BsbW1jY2PHzzY1NVGQbpzh8rIPXw4esec96sAmbd3R2fuh+uuY6mx55RdycjLNM0GvS6p+/R6k2UzhdEZVW1nQxUoJhUJhY2PhbdhAv2u74pEjnu6uihKslFMVAsNg0Owou4P0UCbG3akpfzrnTxjo+toeyYu2s9QXD4l4aW2soLYURTN/g48Ho5pxt/GwCHtbZ++KqXhjMs2t3fHpJUaLExle8+Dh4lid//cR2AAAIABJREFUkNNTFfa5nXg3KhOFmmWLeXR0NPZFoYrM6u4xRwsYl2ABABgZGc+fP6+svAROvasaCwsLDg4O9Pq0aGtrFxUV3b9/X0ZGpqenB42RzIqXl9exY8fQHcUqphaAqUucvnxh3b/b8tdnAMC9mOyNhARsTHQTzyORKDo+swNy87ZGHico4mV3T//EVTE8PDwsLKxxpwEBAYHyT40zzLB/73Y8XFwWhu3wIYTYIXZ1OZ6u3n4AwPAwUl1NraXjt+ghdkIC/E8Z3k6Wyqba4hAIxP+S3s7tWwZ/93Lt205GRtrX9vni6WkLeKkoSLSVBWuzfd1dLlz2dEcikfvZOOLTSq1c7lOSEXvaHiclQWd7hIW+THxa6femDjTGgHaGkSNeQXGXLNdlq+fEZspNzlZqrHvpzrreLy7/PMPIyPh8dXm+FTM6XEtgYoIFAFBXV6ehofmXfaAjIiJ+/vzp7u6O7kAAHh5ebGysk5OTuLg4Jv+NpKWlnTp1Ct1RrGIOAzC5jhoAUFEBqKi2I3+ToRAAALJNG7dvp+vu/U8mhkKhevt+H2TfveBbH5U8AMGavGJtZGQ0/vmHQCCHZRXMne5PNwMUCimKdz1xTJiUhOjlQ7trl3RfZL1FoVCNxUEJ8U/gCERkgGnX+3vpee/rv7WOXaKvKvg+9Ur5C8/coo+Sh5hDrxrNGicMBs2PdRpoqxQS5McnILwbk+tlpynMy7zAt72kuNkc8w5J6OsfRHcgaMPZL+bcSXn8Des9lfPgIBu9/yW9xpZOG4+Ib03tfw+ADw1/qP7Of2B9y3UhYGiCBQC4ceNGZmbm8gkTYDLl5eXBwcExMfPwolpueHh43rx5g0AguLi4CgowTkW6sbGRiIhotdSKYSZYAMQAwDL2ovD/NaCfPt2jpnCl5wMAQNsquPz9Z2159kkaYzAYNDncLiXrrYNPDACgp2/A6MLdwNCU2i9T13RNQsHQ56CC/Qkj00nHtbS0Cgv/J0Xt7uFFSMWsZTmTTtvloARlWR4AQF5JlfGFW3AEEgBAQLBRR8fAwTcGAHDJ/6mz/3+8oag4jH71DyhLc429LK2oN7C5jZhRzlTgAP2X+rqwe7fU5fmn82xeeXCg2C5n1RyuRo2M/IvFFSEP08UF9tHRTOtEtM50YGFhqcjwOFupRSW89ruTBP+vWcLN8FRjLQl0xbbawegfpPT09EuXLn379g3dgawora2tenp6mNlK6ebmlpaW5uHhIS8vj1E7ho6OjlZW8xYNX2cSGwG4XV9PICGOpaUJhochAJDhwr4zsm1qaTRzul/7vddAQ8xYcwobMj7OPQ2vr7tbqwEA3ld/i0srrW7F5ZCxnUslpZXhYbodu+wuTrHDSE5OXllZOf7ysteV7z9nMrKl2UyRXfARAGB/NWYTCRE+HgwAcFiQ+cWLxKj417BdGsVvq7IKPk6MqvXtnV9V4WL8f1ahzJ0jWvuwna89HR+ARKJ8bj0fU5r4+qPd2v3BEAJZk+P/Mf2Kn8PxWd/dSkK2aaOxpoRXUPzsQ9cW2QWV2BCICB8LugNZxRDg414wVVQ6zO3k+/hpctHYwdaOXuTIyA7ade3lBYLRCRYMBouLizty5AgCgUB3LCsEEomUlpaOiooiIlqs6u4yQUpK+uLFC1tbWykpKRsbG3SH84eamppxXcp1FsNIc9O+X727NuLv0NMk5GBny3rOQb9lt7Dls9Q3RBvxvzd1zTqD4MG9HtZqifFP9dVE57KmKMLHXFtTMzAwRaOcs7PzpF1yCDZsrHp9Sg4LsX7/0fap9kfD99YIvz9LYpdt1Z1PS46OoqSE2FMf2Le1d3VNpaeFQqHkDHzkjqgoHjnyPLP8iJHfk+Tiore1BxQcERt2Xw0r2iFwRv9csLuNhoLEASJC/Lmrp64kzHtoD7DuDI3Omn3oWqH+W2tWQeV6YfuSsH0rhfdFbXJSIkvnsIpPX31vJ64b4ywGjE6wAAA7duzw8vKSkvpX/o4lJSUdHR2ZmJjQHcgsCAgIFBcXb9myhY2NLSoqCr3BFBUV7dixA70xrA1QKBTtNrrfv3pLH51/qsW1bbA3477N66fOjLu23nDReXnfIinUei7zGGuKhfudin7+etaRre09T5KL9+5lGJc/mAgnJ+ekBWyLM2e5jji1tk+9empjLIuLCyUmwm9t745+UTx+XISPeRMxYfnHBkmh/YYaEn+LJaJQqEOqbnonzzk4OhsZnyp9W3nlWmjuh99+EaUJSekjqNGq6hoqKipsHBgeLqbsCU6HlBAbfGg4u6By9qGrn1/9g353njueUUF3IGsKIR4mX0fd2BdFNfXNM2+XrzMzWOhSATYwMAgNDZ3jYG9v7+rq6rmPX6UYGxvT0tI6ODigO5B5gEAgTExMqqqqxmx20BKDvLy8r6/vnj170HL3lUdYWDgnJ2c5ZmZm2oMaQaqoqsdGP67Oujr7BdMzAEcwClt+LwqaeZiktld3/0hmVu50S7YnTpxQUVGZuDxZXV2toaZYmuAKhf7n+VDVNLCy+mvD958SQhwfqr/B4UN6quJeF6a1u/nc0AKDQck2bRRS98DCwtY3ND5tZj5pTFZWlrq66v69dH6OmqyMdFPOg5k4XI0yUBfduY0K3YEsIyMjqLOu4ZesVNHbwrkmGR0dtXK572SpejsyAw8Xx1RHavWKYBnYhoVGokdpCNNXsMY4f/48Dg6Ot7c3ugNZRoKCgn7//r26sisAAAwGu3fvXlxcnJOTk5SUVFNT08rH0N3d/e9kV8uKxnFNbh7+hLinWkoCi5wKHw82a3YFAPC2OzY8NPT9+/fpBri4uEy0zQEAMDIy2tg6aFrenHiwvLIhp+D9qycuEdfMyTcRDAwOQbCh4U+y4tNLp5s5ICzNzjvmsK63vaPbm/LKSdnVp0+frK2tv3z5wsvBkPHo4urKrgAAzlZq/neTevrmZy60unANiDXVkVrPrpaDR3GvVGR5SUkIL5gqSguzXbj8KC13gR47/zKrI8ECANy6dSslJSU5ORndgSwLeXl5ERERDx8+RHcgC4SKiurFixdXr17V0NBQV1fv6+tbsVtPtMdZZ5E4OFzi4DygKsPpYLZClq5sTNtPHRcICbo53YC/bXMAAHLyCmUfvkw8onsuOOKaOTnpRlU53jAfk7a3t5tLglrehChKck057QAcsYWSODGt2NnDT0n5PxtMP378cHBwyM/P19PTK3tTsnUz6SLeH9qAQrFdzx1z9HmMRI6gO5Zl4XZkhjAPM8OuLegOZA3S/xv+sbZxXA1/zGMHOYI65xY+x9bgdcZYTYt+L1++5Obm3rZtGwvLmuoWaWpqMjMzw0Dtg/nCysqal5f38uVLCQmJffv2BQUFwWCw5b7pvXv3EhPXvdiWAKWj8t3tzd09vdV1jYy7tqrKcq/MfakpSGrbh2YYIC0tHRwcfPr06fEjREREVFTUPX0DJER/KrfYmXdIC++f4x0RCCQpi76QkEBbe8fE2q+Ojo6goKANGzbY2dkREBDQ76JzND+iq6w377eEGWwiJrA6Ied5I87Jcq2VKKVkl0OwsFambbCxudPsUjh8CCkrwmqqLTlpYxoTSM2pcLuRgIWFzb53qwgvI/8BhvtPcq0MZRfch+F/N8lcf7L3pawoh6Tg/juRGY/i884ayRNvnKJocp1JYNxnZQagUGhKSsrx48fH9Z3XAHA4XFZWNiEhYdwkZLUjISFRXFwsISHBz89vYWGBRC5jjSQcDh8ZGcHYjsvVQmZmBhcn66H9lNlRdu9SvPTVxbXPBD7PfLsyd99JR/WzZabHYltb278bKU6cNPEOeT7+MtzPZO53rPv6c+f2rREPo8azq56eHi8vr1u3bp0+fdrGxqagoIBh9w4iwg26yguxbcYcdm6jEjjIeDcqE92BLCXvPn599+nrCY0p5EKWHCQSdeTkNTfvkOi49N/QHWKal1fgpvPF6Vp8ysv8/KLyg6Jq6WU9mtYRIwSMCkb+s185FZ8bWjYRE05plY0DxTbVkTqtI301JCE0OmtWj511VlOCBQCgpKR88OCBpKTksv5sryRSUlLe3t5rrwlOXV29tLSUjY2Nh4fn7Nmzy/T35eXlpaGhsRwz/1NYW5nnPr5gZXgYANDY3Hn5vPrnvECWPVtX5u5M9LRfv36ZYQAeHh4ODs4k3TVNTa2idzNdNR3puRWyhn5mFpaUlJQAgN7eXm9v74CAAH19fXt7ezIyMgAAExMTIQHe2yT0+ygsHlE+FlxcnIz89+gOZGlobO58FP/qgqniCtyrq6ef64iju6cPKysrCQmJ3UX7LbS7TB1De/qm9d5GC9gQMPYFq62tHXLrTkZW7kV7ezhigXqzsyqLUpITu9tocLDsPOt6P6/408Lu8o+wyhIsAAAbG5uLi4uQkBC6A1kCjIyM5OXlJSUl0R3IcmFgYPDmzZu9e/fy8fEtx2pWamrquj3OIomPj6ck3SBn4Ctn4ENz0IRF4tyj+HzaLWRzVBeUM7g6pu25YGq/NNd9rp95i9zIyMjV1XXiERgMtoDqosbmznOXY8vfvTc9bd7V1TWWWmlra1+6dImK6n8NdzQ0NJLSCnejFqImhUSiBuCYpdunrSSYV1z1sXYmM8dVQV//4NVbCe42x1bGF+9NRf2Bg/wysrLjR6Kin/CJa4hpefvfS1mBAObINUdNWZn//IigUKhR1EK+bJ8mFylIcuFAsWcdyca8/ZqzfmtH73nPiH/cBHMGVl+CBQCQlZVVVVVVU5u2AXtVcOXKFRQKZW09J2GhVY2RkVFJSQkbGxsvL6+RkdGUkpILoKmpiYSEZN0eZzGgUKiiwsK84ioS8q3kNAyIYWT3h9DTOvPK+LEyFye51NTaxc3De/DgwRnGHD9+vLi4eNJBBBLMIDr6N0VvPx/Wuxod+2xoaMjd3f3mzZu6urpOTk6bN2+eNLKlpaWwsIB442S5rFnZdciSR9mN76jzXCTsV5JLlqq3H2V09fSjO5CFM4QYvngl0uWs+orZE+3aTt3RMdmeT0tLu6y8svBj980HL1cmjFnhZqc3UOI+Iv+/qqmQ4GDBgwzznWdgcOjN+3rR+VS2qcryupxVj0kq8A5OGBicqZLy32S1/jhZWlpu3brVxGQehRcYRWpqanp6+r1799AdyMphYGBQWloqJSUlJiZ27Nixtra2RU7o6Oh47ty5JYnt32RgYIB+5zZkb23qgwtnjnNsJR6UFuaYb8L6vbmjpX1RTaN0NBQjSAQUOktBLjk5eXV19cQjJqfPWLg8mONdWlq7jR0eRMXERUdHh4eHm5qaOjo6Tly1GiM1NYWfl0v3uMKFE8KqcvPrTm1t79m+Y0d+QWn/IOJFVvm8rl1usLEh7jbHnHyjEcOrsrhidHT0km+MzSmFTcQEK3PHzNcftc7clJefup02JvbZg7iSceNwtGOkIcLPSikuKqSuelRchC8q4raj+bx3UX1vPzfTOzzfqzbgwayNFbSUBN0CnkQ8y0OXsiZmsjqERqdDQ0PjwIEDq+5Xtr6+XllZuaSkZAWa7DCT3NxcR0dHfHx8Pz+/BcvW8/LyTjQD/ndYEqHR/v7+Mxan3xS9+t7cXhjnzkhPs7B52GXssLCw3r7wXEwwB484Z+UVzdznUVxc7OfnFx0dPX4EhUId5NwfFXDynPuju94nKcmIBuCI9s7evx1/Gxrb5PS9abczyCso6OnpERD8+ZGGw+FPnsQmxD1tbmoEo8MwGC4NJVGQuy4R4UI6pI6fCdrDKlhY8GrnZrxgd/0FzLDcfP3RHhKR7mWnie5A5o2Lf6zSYe59jNtW4F5PkouKyuvySr8+jX9OS0s73bDKykq7s0bP72HQr0/Cy7JPn5vtTOUXcO3H2sbcok+mOosyTSkoq4l5XqCtLMS5b+di5lla0Cg0uppkGv4mKipKUlKSiopKS0sL3bHMlYGBASUlpeTk5H82uwIACAkJ5eXl1dbWnj17tqenx8bG5siR+QkvFRQUYH5ngInxiXfvyi3Pnn+Vm30jKATd4fyP6MdRlz2cOzq7sbCwLttqLTi7AgBIHGJNzV5sv6HKYY7rgYFT+j2Pw83NPUmPNDc392NVrbSuz0EeHnaZizAYTt+v/p20VGE+xp09/ULcewEAKNSojcfDh/EF9g6OpqamE9fJLC1OF73OFeXb62IqzLQUFf2CBxk/1pZdt1fcs3PyniOGsH0rhZw4Z9CDtEX+jq4w1+69EOVnWYHsqrW9R8X0+m7G/dy8h31CjGcezMLC0tk33Nc/sLB0fDk4IsF5RGIhdhqjo6O3H2X4OuosMgA+TgZejj2P4l7FJBVYnZCjpiBZ5ISrndW9ggUAQKFQ/Pz8rq6uEhIzNT5gDvz8/JcvXxYUXN3t30tIT0/P2bNnKysrZWRkHBwcZt0qGkNOTs7Pzw+TBdxtrK2SXyRfc1TXO3cLYGE1Nf9cqpkXv4LFzrq37LkL5pSvwYcQ4jrX8gtKZh5maGiorKwsI/O/WhMTYyMZWVnW/eyHBPgICfF//mzFxobaGMt7BSWI8u/bSkX0JKV0J/3unJxXk97swMAAOxtr4VOH6XTA/e+lxCSXaivymWqvNRfhh8/ySEkIZUQ50B3InHjwNJeEiEBB4sBy3+hT7Y9jZ0IeRsawsrLO8ZL8/FdeLjZJodb131ovXIlmpN/idnZVSo6FxWTvpafh4Viyr9Nf/YOBYSmEBHgm2pJo99hZt8pZOBAIJDc398KFC0VFReiOZXbU1NRUVVXXs6uJkJCQhIaGlpSUkJCQCAgIKCsrT/L3nZLOzk5Mzq4AAKUlxd8af8jpe1FQUn6uW4igwHJQXV1NS7NZTZYLc7IrAAAeLgwXOjJrWZ6rq2tAQMDEI8G37sgrKNLR0amrqz15mnBI4BAVJUX080IJSanvbUMRcfmlZRV5ea8nvVmt4+piwjwe545Ol11ZuT2qbgKFJe8jk8qr69Dg/rSsaCkJvq1s+FA9rT0R5vA8483o6OgKZFcAAEe/p5GPn8w9uwIACAgcIt+yS0DV/aRjNBYeBTYm/ZuaO+2dfV9/tC1hdgUA2Ei4wd5cSVaU4+KVyOcZb5Zw5tXFqvxATAIGg2VmZhobG3/+/BndscyEu7v7xo0bLS0t0R0IhmJpaVlUVHT+/PmTJ08KCAhERERMNzI8PFxAYLFmectNTl5Bf//v3bt2GhmdnCgXjl5KS0u1lQTsTBXQHchkLPQkz1pO9lqeBA0NTUdHR3//5FY4RQW54JBbCARCS0ePk4tHSk7l/v37I8gh1n37JnUINjY2SkqI8rFsKnzqpCIzrVR98ftvt+7cAwDEPo3Xtb6z0PeEuVw0U7r3OLOtoxfdgcxEVkHltx8duirCK3O7tu6BBXiEDMGHNm/ZtmPnTjysPmdLpeUIbLm5eivB6oTccsxMv53ax0GHAB/P0jlsVST0S85aSLAAACQkJMnJyUpKSi0zSkKjkfj4+Ly8vH+qbXBhcHNzp6Wlpaenl5eX8/Dw6Ojo/G0gHRoa6ujoiJbw5suXr98avtShO4r/gRpBBoYl4+46Tn3glJC6h5Zl8EEFR1pu9HfjHpHg/FJXPfOY/Pz89xUVTIz0lxz/U62lZ3Di1CnTp0+f7tixIzw83NPTc8OGDUkvUjOz8ybNcFhK9PSxg7Pu+lGQ4FuYm6JQqM2bNx9RUnfwiV3AO8JkIBAsj/PHXQOeDCGG0R3L1JS8qyt5V2emJ71id8TGXshO1i56+qycPNbtOA98Z6nZwkyyCyr5OBlIiJaxN1OUj8XHQef1m2pn/5hVLRSyAFZ3kftEaGhonj17JiUllZOTQ0qKWf6snz9/dnZ2LimZpcRknXHGGgwBAJmZmXp6er9//9bU1DQxMYFAIHA4HACwWuxxwu/f//mzGd1R/I8Af+9gdwN2lp13H2cXv/9a9uELCwNt3G0rdMcFAAAaCtwHOfcNI1EoFIqWdltSctqkAY6O9lgQrMFBOMkm0rCwezhQ6CiAVFZW0tPTOzk5TfpI/K1upa2loXOU/4jk7PtNCXcsr99PkxQXycjKvWjvyMvFuhY03f8LAT7uRTMlF/9YT9vj6I5lMu+rviVllrmeU1/Jm2JBFvJrmJaa8vqpy2LaRNDIwOBQUmaZr6Puct8ICsU+pSXZ3fs7MDSZnHSjsaYEdA5apmuAtZNgAQB279794MEDUVHR/Px8zLH26+/vV1NTS09P/5fbBheMmJiYmJgYHA6/fPkyPz8/KSkpJSXlarHHuXDeGg6HXwu8ge5A/gcu3gZVOV48XNi1S4vtGFpyzHUlzXUl3336BoNi55XUsO3bu5V22607oTQ0f369qj5VUVGSdXT27Ny129HRnoKcIiDwura29lwmj42Jfv/urZ3+XNfqzPWkOnt+Cwny+flfpyDFlC+TpWUL1SZlGZ7AsGSLv5x90UhNfXNkfP4Kp30ugXEHuLjme5WZ6anj8gdWaXYFAPC9/dzScFk2B6dkEzHBJSvVyprvNh4RcuKcYvz7VuzW6GLVdxH+TVFRkZmZWX5+Ph4e3nLMP194eHgCAgK4uact+Fhn7tTX1/Pw8NDT0+/evdvFxQXDlRpuhYScO3e2//cSO5ctposwLzfXwuxkUdwlPNwp0v22zr6G723c7PSLim/peF/9zdj+UWHJHxmI6urqqKio8vJybGzs2NjYOTacAgBqa2u1jikWxTnPt7S/uq7pyEn/wUE4LQ0lahTLQEXASENkfu8B44lJKsCBQo9Kz6Skv2I0NLbdDE+9YqeFjb2i5SvCxzxzXs9PbSQ9LdXb0yHj4YVlCmm5qfj0tbSifmU8s/8mPq3k9ZsaE23Jndsmi/0uOetdhEsJDw/PlStXBAUFEQj0O4IdPXrU2Nh4PbtaKvDw8Dg5OQsLCw0NDc3Nzfn4+ExNTTG28M741CktLcwSdWTdvx+BBMctbk55Vuds8NNUDNrIZmWkkxRg4Ni3R0RE6OLFiyUlJdbW1omJiW1tbXPPrgAAcDicipx4AY2TjPQ0xfGuUCi2kJjcBXvXlMLGW48y5zsJhqMmx1f39efbSvQ3ujY2dwbce3H5guYKZ1cAACwsMC+n1NraWlsby+TQ1Wp0NowcuRedZaAuiq4AFKUOetoeT8utcPKN7usfRFcYy80aTLAAAGJiYu7u7kJCQkvuLjwv7OzsaGlp9fUxUdN5lWJvbz/WhikkJJSUlFRQUCAuLq6jo8PLy2tmZvZ3OTzaCbmFWT1opaWlvGx0z279p+jqrPuj0oo6AEBXd3/088Licoyoym9obPO7k4QYghtrihBgw3fvptfR0dm4cSMAgJSUtLJyHgaIrKysX5u6Zh3W1z/AImmbnP1u4kESIvy6XP/RvtrY8GuN377AVsoIbyWxNpaPSnj9o6UTjTG0dvT63Er0stOai9PwkjMKwLxSdqszp58EmcNgq7XG5npYymkdaQhkJTyzpwMHim2iLWmiLel1M+7B01wUag167KzWz8esSEpKDgwMCAkJvXo1WWNwZYiKivr48WNiYuLK33oNU1NTIy39n8YiJSUlJSUlAMCzZ88MDQ37+vr27Nlz/vz5BTvwrG02bdpU9uErCoVCIlFxaSUv8z/iQKExSa+v3UkgJtr4q79fToJn396VMCSZjg/V35Oz3/b2DeygpdRWEqQgIwIA6KuKCB7z1tc3GBvj7Ozs7u7++PHjmaeSkhBpaWkVFBS8ERSydy9TYFiqvDjHDlrK6cbDcKDIkdFL/s9kRNgmHodAIJdtjy36nWEuWFhYbtbHzrmFX7XXxt+Au/IBtLR1e954dtVeBw8XPfnrvCplysvfdra17KJb9r2tZaK6vgkKhTDs2oLuQAAAYDPlJk/b428rv5x1va8iyyvAxYjuiJaSNZtgAQAUFRVhMJigoGBOTs68nk4WT3l5uZ+fX3Fx8UredM0zsz3OeKaVm5trb2/f3t5OSkpqaGg4XxOetY2KkiIFBSW90Lm29s5hJJJ+x9aBwSFOVvrIgNP7JG1cz+qZ68/b7XXxIIaRr0qqXpVUDQ+P7GPcdkpLknjjf5TDTBzDzCz+t+rGyck5qxptenpaX09HfuyFc+6PAgOuPY55umMH3TBy5JyR7HSX4OHCngVbWLpNK8C2hsHDxXGwUHbyjb5qr42FtaILG20dva7Xnvg4oC27QiCQSNQ8HsLfvasQF1itz28jI6ib4an+TnroDuQ/cLDsZGfeEZXw+kLGI3P9wzTUmKUDsGDWYJH7JGJjYwMCAvLy8lZsHaurq0tISCg7O5ucnHxl7viPMF97nIaGBj8/v/LycggEIigoaG5uTkW1Wh86J7KYIve7d29fvXKZm33XARa6U5oSE/c4courcKBQPs7dSxPlHGhs7kzNKf/W1A7DwTl0kPHQwb1TNm+jUChGsfNv3r6fKMTwt23ORF68SFJUVORkZXwUYMJ71KnyY9XJEwZQHOjQr5+PAkzHzOMcfZ/s3Eapr7puq/A/3n38+vLVe5tTK6dD29rR6x745IqdFlpWzsZQNQ3UMTonrzDXJzEkEnmAnflNohsUuvpqbK6HpYjwMbMwoHOVegZ+DwzdCE+BYmOb6khtwFuavvt1s+dlRFVVFR8ff8XWsVAolJSU1P3799ezqyVnvvY4O3bsuH79OgAAgUA8fPhQR0env7+fhIRERUVFU1Pz31TNOHHi5MPwew98T/19aswdebn51T+YW/yptKIOiUTRbiGTFmbfvpViypFqp6/bnpLl3LfzhO3dH82tcDh8YoLl6upqYGAwXYIlKys3PIx89+4dv6SYlraWxjHVsjdvKakoPD2vCKo5ZEXaoVCjLwtqR/Iq1xOsibAxb//6oy0qIV/jyEo4JbR29Lpei0VvdvWp9kdrN2Lu2RUAAAqFamjqXbv3wtpYfvkCWw5q6puRIyMYm10BAAjwcW1NFH+0dLo9snxfAAAgAElEQVQHPmWkp9E6emiF11OXlrWfYAEAZGVlh4aGDh069OrVq+XOseTl5a2trTk5F2Jpvs4MhIeHHzp0aGHXwmAwAwMDAwMDAEBTU1NwcLCEhMTIyAglJaW6urqysvIK7yAvgIaGBioqqiWx3EGNYqFQKABAa3vvZqpNi59wVn4PDBWU1RSXfx5CDBMS4AlxMzlaqEy5WNXa3pOaW9Ha0Xv9fjrttm3uNxI4mHek5LwjxN+Qm5OtqvY/5UkaGpq+vj4kEjnD3x0rK+uuXbs+lhfcdtPLK2ax9nikoqqKj4+vZXPt98Bvj8venu4uHV2/yEk3LsvbXp0oSh0MCE0uLv/Mzb68a5lNP7u8guJ8HHSWaqFiYQQ/yjzIzTvfq4RFRIN8/9dPikSievp+Y/gHCYUavfkgdQVkRRfP1s1kHuc1cos+nXUN11MV3s+0Hd0RLZC1v0U4TnJyspOT07LqY9nY2ODg4Hh6ei7T/P8ywsLCiYmJSyvgXl1dHRoaWlxcjEKhiImJZWRkjh8/TkJCsoS3WBLKysr4+fnu3Lmjra0DFrdFCABwd3fpbaooevuZhpr08Y3/2f+1tvcghkdot5AtPmAAQFtHb+Hb2ncfv46gUPgbcPkPMBxko8edsQWPV8m5p29QQFCYnZ2DkoJSRVVVWJCv9E25lMiBmvrmjOz8SeLsbm5uxMTEFhYWU86GRCLdXJ0bqgof+JkAAI4aX7O64DnJZ93ugi0r7ZCGAqb7Wq48jj6PjTTEt9Es1zJ8Y3Ond0i890Vt9GZXAIDcoo8X/VNeFxTN66q2tjZxEf5zJ6Qqqn78HkQ8TS7YvpXyTRJGf/MHhiWL8rFg8vLV36BQo5HxryqqvlkbK1CREy9skvUtwpVARkYGCoUeOnQoNzd3Ocx3Hz58+O3bt5iYmCWfeR04HD46Orrk9jiMjIze3t5jf25qanrw4IGamtqYFQ8LC4uioqK4uDhaWlAnUlhYUFFRERUVJScn39vbS0xMfPLkyf7+/paWFioqKiIiotra2nntnDo4XGJmYiTEA5GBp8eOvK/+dsbl0euSDz6OehZ6UguLcwgx/O7j15J3da0dPRAIhIKUiO8Ag6wox1w8McorG44a+7W2d7OxMNRUllW8LaGi3hoY4Ds8BPe21z2tI37giPOH9xWTEiwbGxsJCYnpEixO9v2bKTakhl8AADT97OruR03KrgAAO3fR13/OWdj7Xds4Waqe94hwsz5GSLD0j6NfvrdeD0vxcdCZOeFeGXg5GBq/Bzc2NtLS0s79KkpKysjouMdRkQLSOmRkZCXvTfKfOix5bEqnAjq6+wW5dlvoS1OSTfHt19M3gBhGTnlqElV1TVgAa3VlVwAACARLS0lQ8Tf87uNMAICJtiQmfGbmzj+UYAEAJCUlCQkJ+fn5s7Ozl3ahory8PCgoqKCgYAnnXGecy5cvL7c9Dg0NjZ2dnZ2dHQAAhUKlpqY+e/bM3d0dAICNjc3CwiItLS0hIbHClVvGRgY4uPgbNmwoKSmtr//y/ft3MjIyBAJRVVXV0dEBAAgODr569eqdO/NQ25I9LDmKGi5OuDL28nnmWyUjbxgMZm+uMq/s6vfA0Puqb+8+fW1p6wYAwHCgbMzb1eT5FvCgSbqJ8Iy+NP12annxP3vrydlvpYXYxrJb3XO3YLgEr17lSkr9R6EDDw8PAoF0dXVN6T2anpGlKCsGAHDweZJZWOsfOIW2qrKyspJ8kIP50fkGvObBgWI7WChf9I70d9JbWtnPmvrmO1EZ3vbaaNG7+hsYDLqfaUdbW9u8EiwAAAsLi6ube2JioreXh9DBPVNaIywGLctgOSVdHV29iIgIzXPh/b+6ZIRYzp2Uw8eDlX344nM75WtzNwEhMR4ebtvPpge+J2dw7EEiR0Ii0v2cVsHm4JQQEuBZGsrW1DfbeUVKHGI9LMKO7ojmyr+VYAEA+Pj47t69KywsnJ6eTkk5rSLOvGhtbdXV1c3Pz1+S2db5m7S0tJVMXiEQiIyMzHgBNQKByMjISE1N9fHxGRkZgUAgREREPDw8oqKiPDw8yxqJsKj4jRs3DhzgkpKSSkxMfPTokZGR0ZiCbmdnJyUlZV5e3nznbG392dbe1dreQ0VBAgA4eeGOnAT3u8ovOsozlbghhpGfG1o+ff5RU988jESiUKMbCTbsY9ymKMW1mXLhhVyNzZ2X/J98beqq+Fi3jYZiPMGSEeEY+0PIw5fdA9gFhVMrnhgbG7u7u4/5gk8CFxcXMYJ1SNW97/dQxYeqKS8nJSWl2rIj4lm+ttL6LuFkyDZtNNaU8AqKtzdXWqo53338GpNUsPJOODMzMoKa428BHh5uUVExG9sfmTQBfu4DTJt9z8suuR1hT99AQ3OfgeEJAIC+vr6+vj4KhbpxPVD2xM0hxBAd3Q5LO69xg5C2tjaVI5J5MdMuofndSTLTk8ao/+cLgGHXFj8n3Yz895bOYUbHxZn3zC8hRgv/XIIFAODk5IyMjBQWFk5ISNi9e7GFnEgkUlpa+vHjx0u+gbXOGI2NjcTEC/E5WSpgMNjEfAsA8O3bt/T09ODgYDs7u7GCcRwcnN27d3NycvLx8S2VxmlPT09ggN+GDQTe3t6nTp0a8y8fHh7m4OBgYmIqKSk5f/68rq7ufPe7BQQODQ/niGt57aClPLh/O3xo+NKZo6UV9eMKnEjkSGNLZ/23n/XfWn+29YyCURRqFBeGs3sHNdPurUckuWA4S/a9IXLMFYZHwMXFvW0L6X0f40lnn6WWPEyqyMmd9tHl+PHjY42if0NCQlJW/uGEoV5OdtYMAURFP+Hi2LeeYE0J8x7aHy2dYTHZ+mpL4MBYWlH3PKPM3UYDvQLik0AgkO3dA3NZvuJgZ3NwuDj+8piasoES94ljwgu+9fPMt2m57z3Pq43phkzkjMsDG9uLE49AIBCLM5YWZyz/nsfdzUXwIMN0dyn78IVs08bdOzZPN2B1IS7AKsTDfOvhy2cpxRYGMpME8zCNfzHBAgAwMTGlpKTIy8tHRkaysLAsZiopKSlHR8d13fDlw8HB4dy5c+iO4j/Q0dEZGRkZGRmNH4HD4a9fvy4uLnZ1df358ycAYKx9BAaD7dy5c/fu3QwMDKysrHR0dHO/Cz4+fl/vL2FhsUuXLpGTk+/bt+/06dNcXFzjA2AwmJWV1ZkzZ+YV/LXAmw8jIq54uX/51vqh6gsUglX0trato8/JNxoAAIFg4UChWzeT7qKjPiLJRU0x0076PkmbO15GPBwzVYAhkShH35iMgurBwUEaarK0B+cnnq3LC3iR+a6y9rutyeTsCoVCuQQmlpVXztzjSUFBUVlZOd2/4rq6z5MqtyYBgUC0dPQdfGLdrVVnGPbPIiXEFvQgLbugUoRvUd+TL1+9L69scD2nPvvQlaWkom4YOfr+/XtWVtaZR7Z3tIeFhpa/LXv6LDEzM3Oo/+eJY3/qFrILPlKQEbEwzGNN5X31N4+gNDt7Rwlt58NCTM6WShNPfWuFKyrOaef6yZMnH9+9zoycevlqYHDofmx2oIvB3APDfHCg2GZ60u2dfT63EnfQUuqpimBUyj6Rf6iL8G86OjpERUUDAgJERBb4fGZsbLx161ZHR8elDWydifDy8hYWFqI7igXS09NTXl7+6dOnmpqaxsbG7u5uFAqFjY2NhYU1MjICAIBCoWRkZGRkZJs2bSIlJaWmpiYnJ8fHx6elpYVAIHR0dFlZGXx8AmOtr0NDQ7i4uJ8+ffo7oR8eHu7v7x/778DAwO/fv3/9+tXT09PX1zf23zE5GRQKNTo6+vFjZWtjNRYWpPZrm6mWqJGGGDUFyQK+pGT0vDfg4T4NmSnDY5E8LywqfeNmEBwOl5IQyY2ca64srnXZ8NQ5DY3jMw8rKyu7evXqdLY5PT09MBgMHx//sqc7AjF0ydltymE8XPuLnq3/K54Wh6tRBuqiO7ctUKc38eWbxuaO07rSsw9FBxrm199++lFTWz/zsL6+vsTERGZmZnZ29osXL9AR9Rhrinf19Mvq+zAws/X29rT8+MbFut1CT3LW5SIDmzvlVT+exSeNWVMYndAj3zBw+bza2Nm8kqqIlIY7d+f0+wiHwxXkZUcRPS8f2v191sk32kRbcjGb+BhOVV1TeGyOjCi7IPe0axzrXYTogZycvKioSFhY+OLFi4qKivO9PCgo6Pfv3+vZ1bJSUFCwa9cudEexcEhISERERGbI4BEIxNevX1taWhobG9vb2+vq6t6+fdvR0TE8PNzb2wsAMDAwGBcWwcXFBQAMDg4CACb2PcXGxn758gUbG5uIiAgXFxcfH5+YmJiAgGCszXDTpk2T9q8tzE+rie24eidt6xaqmOSS2BdFlS99FvDuaht+bqGepZOfmpLU5rwtAAAPD6+p+aep4/0gN72ZL8l8/cHjRuIhUZlZsyswm23OWC+LqcnJod5vw0iUuKiQrZ2DhITEpGFQ6GpqTVp5LlmpWbncd7c5RkJEMN9rQ6Oz8HBhGJtdDcARX1t+z5pdAQCIiIi0tLTG/uzg4MTPy/X247fiim9h4Y/Y2f+UXT979sz66t3OjjZsyCgWFhYlKUHoVSNCfDz4EMLRN/ZXP1yIh5GIYENTF7K84uP4zHfu3hfg467/1jrmb8jGRHcpMHWu8Q8MNP34mvVoiuwqNecd6166NZxdAQD20tN42WnGvig87xlxWleajmZq1WJ08U8nWAAAfHz8oqIiKSmppqam06dPz/3C/Pz8iIiI1buyslrw9PT09/dHdxTLCAwG27Nnzww6CyHBQZOOvHjxgpOTc2LViKrq/La3frY0e+d9+g0fZedg//zpXXK47bwuH2cz5SY8fOLM15Vi/FPvH4XF5hio8BsZ6qVnZAMAPDy9kmJvjZ1CIlFyht5jMgrjWLlGXA97AYViM+ymP2M517UuFhaW5OTk6VTd9XS1NkL77l0xAgC0tHZf8L5y0fbs9aDbPDx/5CWLi4spNi2XNt7aAAeK7XpO3dHnsb+T3lx0N8a5Hpayi45KRpRj+WJbJPh4sLHnlvldhY9fWlaRlpZ2M0xq4hb2uCPqGJmZGfzKpi8fXlAw9Dt52oqObvvL9NSOjuaox7GTJgy9H6Gro5of6wgAICLEh0GGi4uLx8vYZ+Cyp7uDmQLVX1v57Z19r99Uu1mvZZPycVRleY9IcoXH5rR19lnoH95IuAHdEf1hdbcVLAkQCOTly5cZGRkODnMVMmlpaTE1NX358uWyBrYOAKCzs3PxjQirmlMmppOOZGXNVLU9F5RV1KrrGk21hBQENhfFuw0PIyW0FqKRiIeH8zAy2tIt0u5KdNCDtMbmzolnkUiUf2hWcHRJSUlpV1cXAICBgWEYiRo7a+f9+G3l17EWgXHcrFXr869/LwpGDg/OaudcUFAwplXh7u4eEBAw5Rjrs5bbyUeuO+uMvdxMtSnc91R2lO0pI73a2loAAAqFsjAzueGis4C3/09BSkJopnvY4/qzOY4fGUE5+jw+wLoLk7MrAAASiZp90FRAoVBZWdmZCwTFxMSjYuIPqbobGpsZGBiKiYl5Xbl69979v4VF9uzZIy6loGH+R0wkKtBUU0NVR3umFVwkEgmHw1+mpajLTVaiHx0d9bzxzNZk3tsyqxcYDtTouLiuipDH9WdRCfnoqn2axHqC9Ye4uLiuri5d3dmVQhAIxOHDhxMSEsa6utZZPhZjj7PODKgf0zjAzmyhJ6WhIABHIJjFzy2svAY+NEpJSZmR9YpTWN0lIO60Y9jEszJ6XvS76V/lFzo6OY/tUfr6XDE6JjR29tWbej4enopP/8miCPHx6GgoRpAjREQk49suUxIbGyt46NC3b18BAFRUVGO2OX8PKy9/e8FksmEcIT5eWriNvraq8CFujv3Mxsf4aKinUNJaZxIMu7YIHGS893j2/H4IMWx35ZHm0UO8nPOQwEUL7jfiZGTllm9+Jiamms9fjE5O4f45CWcXN2FpNQ45x+yCj6QkhHW5fnxMxJISU1cXHD+mKi50QOHwIWdLhb87rG89eqkuz7ccIrEYztbNZF52mnRbKaxc7r95P/W2b3t7+1j6NVaDgUKh4HD4ly9fcnJycnJyPn/+vITx/OtbhBMJCgpyc3OTlZV9/vz5DKIAEhIS3t7eY8WJ6ywroaGhz58/R3cUaxMsgAIAJGe/M754dws12S1Pw7lfS8dn5nH+WEdX/wYCIgAAFRWVioqKr7d7/J2zE4e9r/rm7GIIADhnbQ0AUFdVAoguMX5lAEBH1y9iEjItHV33G4F/18hvptq0n4Eq/H6Yrp7+lAFcvHgh6OZNZua9nJwHxo7IyMgEBwebm5tPGjmCREypAElFQfL6yXr15LwR49/34GluRv57cYFpe+66evqdfKMvmiltWRGny0XyNOWN11VNdEfxB+NTJqpq6qdNjC/6xtFtIVE5fIB1F7GIkEBcQtJEZWwUCvW1obZgmg/wx9pGxDBy5t7etQ0fJwMvx56nKcXxaSVmeocnngoNDa2qqurs7GRiYvr+/TsfH197ezspKen79+8ZGBiIiIiWVoF8fQXrPzg6Ourr6x86dKi/v3/KAcbGxvLy8pKSkisc2D/IwMAACoX6d9TFgm4G3r1zC4FATPfZW3JevvrgHpyupaVrZXB49tET2LmN2v3Gizc1v2KexI0fFJeSvR2ZOXGYvblSVlYmAMDohJ6EuNj+nfjRN8zGThWXf2Zg3Ovl4RLuN1mdYQzGXZubm1umPHXWyqKv5YOMGKeZ2f/SKRsbm+jo6L8HY8Q+wdpCR1kot+jTx9rGKc82NLZd8ov2OK+xKrIrnXO32Dm51NTUQu/dRXcsfyAlJY2Kji0seWdld6WkHjR2Qto7Oni4DwIA0tPTi4qK0tPTubnYrU9M3TQwCEfcevTSTHd+/6LXHlhYWCoyPLYmivceZ/X/Hhw/npSUhEAgpKSkysvLAwMDOzo62NnZqampAQANDQ11dXVj3dZLxXqCNRkVFZUrV64ICAg0Nk7+BvH29h4eHra2tkZLYP8aly9f1tTElCfLFWATKZnFGUu6bbT8vMurDj/G8AjEKSAp6UUqGRlpR888UjptqxAWdt7qms8PI6MnPu2ZmVkkZrybONJcT+pLXU1UVGRHU21Xe+MFU4XxU5W1jUzM+wjxYYT4U+9inNAQTU+burO6uDD/hqt+S1ufxvH/fTzw8PCgUOhYpddEdu9hzC74CNZZUpyt1G4/yuj662NT8q7u9qOXfk56GC7/OMbFq7FxKYW374T+/j2go6uH7nAmw83N7e3tEx37rPJjdXVNLQDA67L7KUPNxKjAR34nlKS5przKxT/W+qQCxupCrTAbCTfYmysREvyv5h0CgXh7e6empo5V+IyMjAgICIiJiQEAjh8/bmhoyMAwrWTrAlhPsKZAQEAgLi5OTk5uovtNampqSkoK2rW7/h3S09NPnjyJ7ihWiIOc+x9HPjTU14uOian4ULkCd3xdWFpYXObn452X9yo+rYyO16y0om4uFxaX15z/r8b0GFRUVN2/EBOPeIckoQDOZXfnqOtmZUmeE7fd6751zKzNW1PfPIKaYvnp06dPZMR4AABpQRZ/P9+Jp4yNjd3cJstc7WVi+VD9fbb3tM78wMaGuNscc/KNRgz/r+4tPq0kt+jT5QuaGGIyOCssu7fs2La5rq4OADBzrTqGkJGZg4NHePwI356dU+tsPU0u4jvAsI1mFuWUf5kjR46M6Tbz8/OfPn16YgeVv7+/h4fHs2dzbeOYC6vgU4UWduzY8fr1awkJiZMnT+rr69fX11+4cKGoqAjdcf0rNDU1kZGRodEeZyXp6ur63vhjcKB/LxOzoKDQSt46JyvtqCRbQHkZ/fYtXPvpZx0f8jCDT0B4Ol+RLVtpP9X+YNqzdexlz69Byk04Fnpqf1dBtXX2kpKS4uFO+/1DTUEy5e/0q1d5HMx0AIBzRnJ0/OZ2F+3Hfxo1NDT+ts0pLnxtZ8g36/taZ75sJNxgbazg5BPtZacJALgelkJJTmxzSmHWCzGH44r85JsI/f2u3gsNR3cscwICgWTnvubnPZAcevbvtoyvP9o/1v5wslRBS2yrBW1tbTgcPqYsqK6uPq7QceXKleW43T/xA7YwCAkJCwsLMzMzTUxMlJSUEhISxvUe11lu7O3tMc0eZ/mIinw0jBwhICS6des2HA5fyVtDodBzRrLfC69nRU2xKDWJ8sqG+3EloWHT/hrJyR85anytobFt7KWnjWpquK2MCNvfI3FhOLdCQmRFpi2UpqEmhQ/0IRCISce1tXXS8z8CAKBQyG76nZMWHigoKD59+jTxyI/Gr+ws6/0oy8L2rRTyEpxBD1KdfKP3M9Gpy6++RFaAe++bksIxsY9VASEhYXRsvJrZjUnHh5Ejx8wCopPLohLXpRlnYZJu87KynmDNwsOHDxMTEwkJCefiBrrOUlFTUzO2L/4voHBEEQsL0tc/cOqUyQon8Qgkau46QKZOD+ISXsywrKivb+jo7HY7cvY2/q3UmxIS4jUVZ7JYNtESOXVycm8jPj7+KID29Q9YuESIiU3uNXFwcHB2dp54BIK9vki/jOyl3xqf/mYHLeUMRiWYDD4e7KarzmmT1VSKwMjIKC171MzpP885KsZ+sA2kFR+qQp+VCam78yq7pue9R1eE64yznmDNgpqamo2NjaWlJQ8Pzyp60FnVrHZ7nHGCbt6cdETjmGrovbvjqywNDQ23bt0KDr7Jycl+4oSRo9OlFY7Q6ux5hRM+c8mxIp7lM7NyzmycDABQU1PPeP1p5jEAAKczStu2kJCSzKQkp6Uo8KX+MwDgiILsRNHRwJu3hNQ9Siq+Ol5ymXQJFxfXpN6UvUz7krPLZ41nnQXwuaHF9VpsbPDZpp9dq7fQTYCL8VvDnKoPMQdHJxcIAa2Y5uWW1m4AgMu1J/VNfXn5BVAo9GVmTkJyDg6MYLyLs39gRRfF15nIeoI1E+7u7hs3brS0tFRVVb19+7aoqGhpaSm6g1r7eHp6Ojk5oTuKRRH56CEHG7O3l9vE3/uwsDAakuGE2DCtY4q8XKwiAuyWJpotNdnstIirNjLJL57j469075WqmrrK8ZMHjlxKz62YYVjZhy++d9NCbs3eyg6DwVTUNfcfvjjz1zoJEX7+E+eZpxqAI7ChMABAWnrG169fx49zcXHRbd/9q39gyquYmZkTEhLGXzq7uAWErTsuLD0p2eWPE1/7OuoSb8S/aKZ073FmW0cvuoNaIIIH6R8+fIjuKOZH4I0gL99g7fMRnPJOd6Myu7u7Lzk5AADKy8sFBXiOijOxMND63H7BrejEq+R+SM1D6NhldbPr68nWCrO+fj4t8fHxeXl56enpYy/Z2Njy8vKkpaUNDQ2NjIzQG9vaprOzcwZvPgwnPS21oLAwLyMhP9Ze5NjliTvLb8tKxbkYfOy1/r7qTmSGkLDoCob5PwwMTxzX1FJVVnS78XwzJbGyNJe6/H90IiLjX3uFJOe9Lp5jp5XtBXssLOidyCyrE1ObA86RMYXlsT9MOkVNTcXCMrX7oYeHh46OzpEjR8Ze0tDQ/BocQaFQ/0jDxMoQGJZMRrLR8cyfemoIBMvdRuOC1yNfRx1c2OqzzTY+LmbifG/cyHm1wMV1MCUt09raWkdHp6KiYkzMiYGBYQMu1MrwsOjxy9z8YoWlleOf/MzMDH7l0/G3z+ygpURr4P8Q6186U/P582dnZ+ekpKSJB0lISIqKijIyMk6cOIGuwNY8q90ex9bGKvdlotZRAUObO5KH/2fBoX1cPTsr43ND69+XfKr9Efgg0/iUyQqG+R/w8PCev0h9npqzlZ7dOyTB3Dli7Hhjc6eS8bXYzLqXWXnzEjg+ZWJyPTz9/eK2jQjx8YjxsT5//jwygmJmZp54KuT2PXdPrymvoqKi+vXr10TbHKnDcgGhqYuJZJ1xBgaHbDwieNj3aB79zz9SQgK8i2ZKLv6TPYxXBYNwRPm7VVmx5O7ufvbsWU5OTgMDgzGzc3x8fBExaQktTwIiiste3hOfK8TExJNSMhSMrlXWTC0Su86Ss55gTUF/f7+amlpaWhoMNoXJRnR0NCMj4wxq7+sshnv37s3ddRsD6e3rz35sz0RPU1BW6+Z+eewgHA6vq6uqTPO0Np7sehbxLF/3fFh6Rh4lJZofK0lISCQlJAA2/sf6Tj4VDxFNX4OLUeedfOLin1NRzeJUqKujmZubO/6SiIjoZWautWfUIkPas4O6pKQEgNHu7u65XyUjIxMUFDT+0tHxUuTzkkVGsg4A4OuP9vOeD8+dlD/INoWixxaqTcoyPNfDUlY+sEXCwkDLsGcnuqOYNzExMdzc3HR0dJOOe3n7WJ531dKewleXlpY2O7fA6GKEo++TFYnxX2c9wZqCw4cPh4SEzPCjYm1t7eHhwcfHV16+Xj+7lMDhcAgEsqrtcfazsauZXjN1Cre9cGH84MDAwMhUVsQ2nlGPUz8Vl/4fe+cdCPX/x/HnDeecMzLTUt+WdkhFgxSJlDT5ktDQ3kpRFP2KiPYQaaiU0tAupTKSqDSlkiSRjDvOzd8fSsbhbPr2+Iv7vD/v9/vO+Xxen9d4vhJqTB5vGozGmcQnPL1z90FUbEJEZPTN23eHDq1BVp7L5drNmnk29JyWVjlp6a5duzJZ2HG4XrdbKUnxnb4+fdW61Kq40tHR8cyZ364UIpE4fKR+UGhkfXbyl5v3nx0+ddtng01bxSp9mZr9/lFRbnMmvPUpBbQKodGyvHnzJi0trcRrVRkTk/GTp0xdtFCIU1xBQSH60ROidNeR09wLWRVlUP7SsPw1sCoyadIkOzu7IUOGVD9s5MiRd+/enT9//p5KlWJ/qTMeHh4WFhbNvYu6k52dff36jbepObciohYs/Nkp70JY2HiTscnv0/cfL5dtPeIBnrwAACAASURBVHXBLqp8z/CrN1pvelB6enq/Pj0G9ZAwGKkRG1tRhvfsuYsnLsZVbqgiOhJUsdy8PFkZqVqJpFAoFBKJVLZtjseWrQdP3qvmlL9Ug0Ag8D0c/jUrd/OqGRSxGgyRKcZDP6ZlJbz40DR7aygKGfm5ubkZGRkO82ZPm2JmOGaUvZ1NcnIygBvXr50LbVn+nvz8/D179ixfvryaMWQyOTw8vGOH9mHnhUiTu23ycNvio2PulpmV22jb/MtfA6s8Tk5OHTt2tLW1FWWwnJxcTExMfHy8mZlZ5Tzcv9SBW7dutdICgvDLl4Zqacyaabl7z57HT57JycmV1g/+z8M1Mnj1j+eH51qWU/Z6n5bZu3xqUatjgcOcYN/5C6wNAjznbHHfBGDB/HnrnBxLjqqoqGzz8rFdfbDO8z9+niojLSUuLlbbcPy8efM2bdpU+iuNRus3YNC2fZfqvJP/LPmMopWbj+po9rQ2HyniKavmmQaHPUj/WrEvZEtmn7vNaL1hkyeONdVW2rbC8Nwee6ux/yya++8Yfd2IiIh/ray4wjzQzYJAIHBzc9uwYUOND2YfPn5ycnJydFwdGxtb+eioUfqnzlwYa+N96faTxtnpX/4aWGU4ffp0UlLSzp07a3VWQEDAxIkTBw8enJ6e3kgb+4+Qnp7epk2bVurOodPpDEb+u3fvLC3/zcrKmmw+YUD/PoGBAWw2W1wMZDIRQNm3xihk8fkCVdXOKSkp3t7erfTL8y0zvUQnXU6WzmIV5ubmhoSEaOv8lg8dPXqMtHwn/1N36zb/97wiCQkqlSKWl1c7CQALC4tHj8rlXe0/eNj7UHhCUivzrDQviS8+bth+ymXpFKFJV1VBIBA2r5qxZfe5wqLixttbw6LZ75/4S25RoRtMRmt06ahEp1FH6fS5ftTRx2lCxM1wdjHbdpZ1c+/xJ76+vhYWFgoKIjUcXLBw0dvklKoCMmpqao/inx699MJ4llduvnDdk7/Uh1Z5M2sMEhMTt2/fXlZBR3RsbW1PnjxpYmJSNvPjL7Vl3bp1y5Yta+5d1JFhw0f4+O2NefSEQqHo6Y5Q7yYVd+l/Vy5feP/+/bOX7ys7ONd5nqZQpVYuW7TU4V8K8+WcmeY6g/vp6qjrDtPQG641dFBf53VrhS7Ucti/b6+u1s9Wqdk5BRQKVVZWNvv7D1PTcg3pjp04deDU/dfv6mJBEohEbZ3hL9+mMpnM2p6roKCQlFSubTaRRLJdfagO2/hvEhz24EbkU58Ns9rISNb2XKq4mPOSyRu8TwsEQjp2tyL6q6nGhLkutB1/4cLFiIiaWxQ0Njdv3pSXlx80aFBDTUihUM6EXnDe7DPWxmfeusNsdktx1P0ZEJrrH8DOzi4gIKBZlq5MTk6Onp7e3bt35eQqdtAUHS6XO3nyZEVFRX//mvUY/1IZbW3t6OjWlx5bwoEDB5YuWcwqZgPo16fnEpvRdElKQio5NjrqyDarysIz2TkFKamZQ9SrdAwMneT6ICZRaO5tyXe1QbdfC1gslvvmTc+fPc3KTIs87VzinDsWeu/td+nNmz2EnpKRkTFx/Lhls/QtzWrXrk7P0vPs+SsdO3T4mJpaYyVjBRISErZu3Xr69OnSV3r26CYQ8O+ddFL5JXL9F6EwmCz3naHjRqnrDq1XA5yEFx9u3X/eujpAV0Uhi61j7ubpvdPQcGxz7eHjx49BQUEbNzZWv4eTJ4N9tm/V6N1+xwZrGlVIBX0rxW5NYEBweLMs/deDBT6fb2RkFBgYWB/rCgCZTL5w4cKAAQMGDhxYoV/HX2rkwYMHXbq04qa8sdEPOrT/aQHEJzwPCH0kI0W7dCGsXfsO0xbuqjxeQU6qGusKAFVcrAXGDW2sLfSGa+WmJ8iIFz0489O6AnDz4UsDgypvPCoqKjFxT3wCbzltO1WrbEUej6+goJCVnV1b6wqAurr6p0/lhLi+f8/Z4btr9trDtZ3qP8Wrd+nrPU8utTeup3UFQL1Pl+5d2p66+LBBNta80KiUmPMbPd3X7dlVuxyShqKoqMjb29vJyanxlrCwsIyLf6ZvMlPf0mvqgp1pX7433lr/Ef4aWDA2Nl64cKGmpmaDzLZ48eJTp06ZmpoGBwc3yIT/Ef73v/+5uVVsLdeKMBk/oUOHTiU/UyiUvfsPbd59ta2iVObnN18ya53tGxByt3O3PpUVbpqXc6Fn+UXfYs5vjEpMTc/hJ739/RQxoFfHxITqUmWJRGJUzGMGlLcfrOFRklXMPnDitvbkzYPNXIfqjABAp1fXsrAa+vbtWxr053K5hYVFJiYmPxh/S9OrxP/k7asRCTs2zlJRahgnn9nYwRnffsQ8edsgszUvVHHKrRNOQYH77927Fx4e/vZt070pgUDg7Ozs7OwsVJqxYZk+wyImLmHlek9bp2BTe5+/9Vv1oZWJfzQ4y5cvV1dXt7ERoslWZ9TU1J48eTJ16tRLly6dOHGilWZtNzE/fvzo3r17c++ijly6dGmWrW1Bwe9KN/fNG1esWrt48aIxo/WLimsdhfcPuf8gusVJrHlv33b72PLX79I7d+lGIBC/5/x+v1OMhyzdcnnJ0upS6HJzc+9HRqy0N6xqwI7D10LC42h0Gc1BWg9jEur/j+Ph4WFtbV3SNufkyWAVFWUAHTt2Tnz5cWDvzvWc/A8jN5+5yffsZOMhwwapNezMy2ePX/O/4+3byndsJ9+wMzcLFw4ud/LykJIUP/jle04Bb+w4UxkZ6Z491TQ0NERMPK8D3t7eM2bMqIMft84MGjToc3pGr149456+r97X/pdq+E8bWMePH//8+XNjZKYTicTQ0NCgoKBBgwYFBwerqTXwNesPIzAwcORIUYvAWyCmpqZlrSsAFDEKn89/FBc/wdR4r5tlrWbLzS+kiEu2RLucz6GIkd38Qu/eeybfhl5k9juEpNpeMTn5bUpKSmxsrIKCvNA8FVlZWYGAr68jPPCUmZXrf+rWyZCL/fv3b6j9Kikp5efnc7lcMpns67Odx+NbWkx79TJJUmJUQy3xZ/Ag7nXY9UcuS6fUIZ9dFNxXWzh6HNu8agZdshaCsS0TFeU2R7bPLfn52evUB49eF2dxzsdd3+n1vaCQTSCSiSSK/hjDceNMwsLOJT1/yuVwFRUVu/foNUhLS1tbuxp3LJ/Pn21n8+rlMzIR2T/yVzuut7OfDeDixYsdOnSoIOTb2CxeNP/9hw/ystQh6g3pffiv0bIMrDjgMzCpSdZKSEjYu3dvVFRU4y1hY2NjaGhobm4+YcKERo2dt3aOHDly6dIfpVF08vRZALdv3+YUM3U0a9e4epXHiWUrVjfOvurFYO0RA4ydpWXlHawMtjhOr3D0qPfclYtmqv3T9srdZ89eJFc+XUd7SH4+4+mr1PZthSQ7TpjjO2WadYM3+TYxMZk1a+aHlGTtgar206wB9FObUpo69hcul+dz6LKSgsx255mNt4oYmeS8ZPI6z+AdG2aRSH/Oh99fTbW/WsU4PquYHRByd7v7KmPdvg7rJ5BJxI+fsxNffjh/Ispry7oCJruTatd9B/wrp/wajR0zzbBXwGaXXUE3Tl95OmGiGYAXL14kJSWtW7euid4SAIDL5cbHRTtYG21d24pln1sCLcvAWgakA+pA50ZeKDMz08bG5sGDB428DlRUVKKjox0dHXV0dC5evNh4PuTWC4vFIhAIrbo9TlnYbPbatY4+Pr5agzQK8rLDDq4EEHgmsldXlaEaNcdAWcXsxFfp/mZN85RRC5KTk8+EnP6nc8dXb97udjavPECzX5ewg8sBPIxPqXw0IiJCT2/U1fAwI90BlY8Ghz3UGjLcbdPmBt/2smXLlJUV85KC/hpVlfn4OcvvcLiDlWHPru0aey35NlJzLcds2xe2bpGQL8+fBFWcssDacIH171C4sqJs2ShbRNQLc9MxXD5BTEyMQCASSSQel8NhF9uY68yeMSo24d2p8MSH0Y8A5OTk7N+/39fXt4nfgovzOhtznYUzq4zm/0VEWpaBNRfYDOwCvBtowh/AEaDEScUA8oFCgMXlfho3rkdIyL/S0hyAANABCmACTAIkGmjpsnh6esbFxY0ZM2bNmjWtuhVMY9Da2+NUwNNza/Kb16N0h/3IySKTSGrd2s9Ze/hY6J2U+0JqCStjNtd32/amvp6Kgry8fF+1zteCHJPepPXtKaRxDZ/PH2Tq3L1zW5UOFatB9+/dExJ82HLCkFMFhca2268FOVYYEPno9eSZKxpj23Q6nUwiP3/zyffw1a1rZvwVaCglMCQiMzvPc721GJnUNCv27dnpU3r28XORViKLwv+RjNLpM0qnyhYOy92Dr9yIBMDhcDZs2ODh4UEiNdEfqJTbN68+CmssMYj/FC3LwLIBSuO92UAGkAJEAu8AIsACAEgC6sAgoCegChCBbMAH+AioAh2BK8AroBigAiwgA6hYBWFkBGfnRDW1xPIvhwDOgBxQBHAAPsAG6EBfYA6gBfCBXEAaqIMbSktL6/Hjx5aWlqdPnw4JCWmCYpDWwq1btx4+/BMKuUtwdt4AYPWqFV3b069GPFHTX9OnX39z42FC42IVuBfzUlxSYfToMY2/zVojJyfHKuYCEGpdAXiU+K7vgEFTp1mYmpqWvpidnc3n8313eL2+sx1AQGjMkGFjJjv4he5fWvZc++m6ju5uBgYGjbFzApGkN32Topy0sqJMY8zf6sjMztu65/zU8dq205o6F81YX2P3kWt3o1/oabfuJlGNRE4ug0ZvIysrC8DV1XXVqlUyMk39pT0TcnpQv5ZVv9x6aUEGlgA4D3gALIADMIECoEDYyHMAAZAHZAE6kCXUiqqK+fMxbBjMhbipucAHoHIrjVdAGKAIAGADYkAHoDOwGqhV2iGZTA4JCblw4YKWltb27dsb6XbSukhNTZWRkWmJCd31gM/nx8XFTR6jJicj0bG3/skTR+8cr8E98/pd+tmrj85eS4iKedw0m6wDAhCqOZr2Jbtdu/asokI2m136/KA+oG+XLp1LbhgAVNvJGo+f+P37j2Pn7lubjyg9V2tANzVVmYDD/iVZvXUgIyPj9OlTenqjBg4cWOEQn8/jcriPL2/5w75mdePc1dgnSe+bMd980SwjZ6+THVTku3Vu2ywbaMmcu/pIV08fwM6dOw0MDDp37tz0e/Dz9b5yeFHTr/tH0lKuOFnAGMAaeAK8BJKBL1VYVyUIgGzgHZAIpItuXe3Zg9xc1F5viQN8Ab788qvFAWcAI2AUYApoAf2AMUCkCFNNnDgxOjra19fXysrqr8SIi4vLihWNEhtqRthsNo/HCb354genjY7OMAUZClW8Socll8tX01/R12BlyNWnj588o9FoTbnVWsHhVac3wSgslpSku7ltnDrZrOSVCxfCTPTVOewiCH5+z3t0VjQzmzh77ryr955XOP1rdu6Agep12FViYuLI4UNnWpjychI1NTWpVPE9u39HYze5uTIZzL49O3zO+K+rJubkMtb87zhNQtx9tUXzVvNtXD7NLyA8n1HUjHtomfTu0f5F0rOrV68qKirq6ek1/QZSU1Np4gJpesu9CrUumtODJQASgDNAApAMvG/s9R48wPHjiI4GDyAAXIADEIGSu4YYIFa7+XKAu2V+TQIeA50BVaA7YAroVnEijUYLDw8/e/ashoaGl5fXf9mVlZycbGj4p6VSUqnU+w9iACQnJ+/y22E/bcS9mJd7jt4I2StEJopMJh7bsUBrQDc3v3NzZ9sGHDnW5PsVFV29MYdO3pljoV/5kKtv6JGzDw4HBKakJH/LzOTz+dpDNMlE/oWDyxJefExJ/QYg7EbcxYjXUnRajx49MrN/Nm922nb6+oNX4uJUrcGDS8R+Rw7XZhcX9u2vvnffweoj6Vwu197OJu3D69O+DiXJVWlfcnnU9lOn/axwjI+P/9//tqp2Ujnwv7mb/c6c3vunmfKiczUi4UbkU+clk+XbSDX96oxC1ruPX0u1x8TIJLcV0529Tvq42JCbKgOsVaCj2XOhS1B4ePju3bubZQOrVizdtKzFVdi0XprNwMoDBgAfq3VT1RoWUAgUgpIPMgPEPBDyQSwCoRjc7IyiXQvozlE4AB4L4AGAgAsiGT+bMRJBooBAAYjgcyAASFTwaRBQICgxyKTBk0GxAvhKQBViMXnAU+ApAOAAoA54AcL7mANTpkwxMjKaMmVKYGDg0aNHhXada0oyAOWmdWlGRUV17dq1CRdsUlycnby9d/Tq2a1fJ12rpbuCdy0ZOG5N4tVtpQO4XH5JaVtbxTZaEzbwQTzof6TZtisCYwzGng3yEXpoYO9OnTp1HD16zOjRY9LT04lEIpksNt9ymIKclMGIfgYjAODQybsBgUHq6upcLvdrVr62+WYCkWg+ZcaT3eWE6IhEwkm/eTsDrh46dHDhwipDFampqRPHGznOHWfp8ft+4LvRetI83xXLFo82MDpx7Ejc4ydiYuTbweu7dFT69F/t+/H9R4Hn/gsjBvfasXFWc+1hqJlrJ9UuBG5BeOCqklfkZOkLZxpt2X1+w7IpzbWrFsiXzB/DB3W9F3EjNze3NLDeZPD5/LTUlKEaVk287h9Ms93UE4RlOwmBDxQATJCYEP8BYi7ABJEDAoBiELjgFYNMAkEATjEEHAg4KOaAzUW5dhh8Ng6Nw5SzeV/r2HOjFAJAlwJJFnwF8JRRLA+eHCBMoJgB3AfGA0OAOUCJ8CKlvAVDp9OvXbt28uRJTU1NLy+vZvHl8IDzwD7gJdAG0AY8gKZJjvDw8Gj6CuQmwN/f/9CBfW/evh0+TJvNyt8RcJ1KFd/geymvgH0v5mVpize71fsiol8O7PPP58y8EyfPRkZGMpmFzbvz6pGXly9gsoQe2rTz4qUrt/RG6hQXF2VkfLW1n3s7IlJniLqV2bDSMfs97IxmmO89eERXV/fFKyFCWSV4efsucd2QlfVtyXqTqsbk5+ebGhuGB6yoLA5+/sCym/efRcXf2O1inpNnSJOglnTa7tuz44UbcRMNm1StsdkJvRLz+FmK08JJstKNoiBaI/HPP0iIi8nItrly7ebAAX3yGYWl4aeeXdvpDu19+NQd+xlCfKL/QQoYRVt2n9vuPPNJ0ofpU82v37zTxBvYtnWL+ViNJl70z6bZDKziao5xQX0OymsQ8sFngc8GpxhsLup+8zlqiDGekC+jYcgH8kHKgXg+CCwQmIAAgjYoUgBfCr9zecUACaCMD1sAMEpy73/1YaNJgEwHgQ6+AhhDISh/wc8GwoEbgCrABciAEjAVWFTmo7ewsJg4ceKMGTP27t0bHBzcZFk4ecAc4BmQ+qtC8yvwCrgNLAJWNf4GcnJyWm97nKrYs3uX83qndm0VCARi0LHgMaN0ZKRl+w/QmDJ16pZN65LeppcaWEd3LLwS8STwzANJCfFZVtNM9fsdunVmzaof3r67dHSGVb9Ks6CiopJXIOS/cPHGoyP1DMcZ6h31mVcSBtIYv2H9ehd5BeWyN9Q2spLS0rTiYuEmWilaWoMvhV+rZoC//6HdO332e9hU1XrFYER/gxEV5eDdV82wWrbrv2Ngfcn84X3w4ljdgf9b+29z7YHL5Q83d1ZWkjt0+OjxY8eGa3SpkNyjO7R38oeMO1FJ+jp9m2uTLQQul+fsdcp1+TSquJiOZg95qVtnQk6XBrubhgvnz0adbVJF0z+eFlRFCAAFkHwC4gsws8ASvYEbF2AChQAXJDbILJBZIDBBzAWxGIXp84hEY8o9Q8I9CEggkcEvBo8FAQdF+Sgsn2VOIkFSEgQi8Cs1iyAGAUAiAwCBCBABcfBVwOgHgSIAFBYBRUAW8AGSL0GSh0AaAkUUdQHvZ/NfcIB3v5Z4B8QBgYAJ4ACUDKHRaBcvXrx27ZqOjs7KlSutra3r/BHWSBEQClwHogEhipBAKuAKxABnUG3ZWP0IDAzU1a0qS60Vk5X1jSwm3q1z2x27DjIYjAJGkYAgtm698xZ3t6M+CypoHBiP0jAeVe6RMTunwMR2zhavnS1QrEFRUTHrR/GctYe9nS3K3inzGYWaA7vmfu1cmmQz1VjDx9t7ydLlY2euk5eV6qaq7LvR2tTee+v2Pbq6evXZQ1JSUuDBnU8uudW2JFBZUZbBZJWGZf9gBAJBYEhE2pfvm1bOkKSJN+NOIqKTpKWlvbb7GhgY6AwddOuYkBy42RajN/qc7tBWvsc/Kk2/w5bDJr+zC22MFOR+Zsgd9XYYOX1zVNTDbZ7bm0bTJyoqSrXdn1bQ3ewQBIJad6JtENrb2X0JCPj5Sx7ocSC+Bz8fDIaw0blAScUJF5KZIH4FkQOwQOCCXww+GwIOuMXgFKNSWd4uIB440uD7p0mBLAOiBPji4P6Dwl5A+boccTFQlMHVRlHVgi9KgCowG5j76xU+n79w4cKnT5+GhoaqqDT8FWcXcAB4JULdJRVYAmyraVidGTly5OXLl/8YAfeyLJg/j0gg7N67f6yBvqwE+1Fiikq7dgYGRpy8d1tWT63x9EIWW3uSW/SjhKp8mXp6enfv3m3gTYtMWNh5143OHssnmoz+aRqmpGYu8Qj7kv45/pfd8/pd+mzn4N17Dnz9+lVDQ2PeXPt1s4d57LnE5IgnJib8a2npu3NP3VY3GWewc71ZV9W6dL113xkqTZdYYmdct6VbBe8+ft179Pp0U50h6s3vGx42ZdOF8DsKCgqnT528dMb/uO98ocN4PP6KTUEuS6eUmhf/NbwPXtLW7KGj2bPC6/6nIkKuv7xxK6IJ9qA9dFCI35w/oyF3BezWBAYEhzfL0s3qwRKAmgSxePCzwGBWOpoHybcgpQG54OWDzwFfAC4HTK7oC9wAQsuX+jUYhWVEuogvIRUNKKJwNHi/5CSLOSj+DPEw0KNRbAyOsF4U34Bvv8Qm9pZMRSTu27fv2bNnZmZmo0eP3rJlSwPumQPsAd6INpgF+APywOpG8GOxWCwikfhnWFcZGRnBJ46tXPVbnXzvvgMlP+TnZefnETq0UyKRCW6bPYZqiSRDQKNSfF0sR+uPfBj1qAU+UJqZTRo+fITFFKNSA0tGisZgMJatcFQ3Xj99/JBxegP+t+/St8zs69eurVm7FsA2T+8lDlaTx2ou2Rgw2dzcYcHi0tnYbHZGRoaqqkjChtnZ2d+zMupmXQFwdJg42sLtTzWwWMUcv4BwGlXcc51VSyjNm7P2cL8BWiXNwbb9b/OjMNeqRpJIxE2rprtsP+XtYtNksvIth+PnIrt1blvZugIwe8aofSfuNcEeli9bbDxC7Y+0rpqXZrt8E/MhtR+8Cyj4CGZ560osDVKnIBkE5hXkP0d+Gph5KCpEcRF4tbCuUgBH4Eb1g0iAviQ0xVH9vzW52hY6fD4KslDwEhKnQXtV7lAxB4zPoJ4CPbbK038Al4HcMq/0798/NjaWTqcPGjSoAdtRe1QRE6yKHMAVGAw0uPZla2+PExkZ6e7uPmuWje7IYeMM9f0P7LabVTGqGxkZCT5HSbn9EB29nr368fl8Ho8j4vyjdPpMMezn5rqhoTfeMNDp9Kzvv8t/Z6/1nzbD6sCB/du8d9JUNH1OxBuYWn1KS8v+nq3eX22w5oATx499TP9xL/aVnZ3t8eCTampqpeeajDM0NtK3m2XN5Vb3v83n8+3tbCYY6x/8n22dt02hkMlkUk6uUCd56+ZG5NP1nsEzJgxbbDuurHX1+l26qs6i7QcuFbLY1ZzesGRk/tA0dVHXMdl/8DCAt2/fFjAYmdm51ZwiI0VbZm/itiOkqfbYUrgTlcQsKq4mNXCZ7Rh7O5uqjjYIt2/fevUs1mWJWaOu8t+k+TxY2SjILP9KIeiPQPgAbg4K6noNpAFEgIFCwBy4CAiJXosDfcUhRYIUEZ15UGCBQISRFNhE8Akglig4EMEhQsAHjwCaAFQeiATwBGCTwCaCxwOBBDEBSHykCxBSgJI7J+MbJK9D6hUY+hCUqbEtyIfEHUi9BksfHGGNRr4A14HpwD6ACpTcQ9atW+fg4GBtbc3j8UJCQurp7zkK7AdqYaACAIqAx8AM4DSgWZ/ly9Oq2+PMm2Of9v7ZhDHqRGVubFS69aRhA3p1njLf+/2HDwI+jwAelSbl6uauo6MzaOioja6bSh7iZ9vPmv+vnuirLLUdZzDLr7HeQ/3w8/UVp/y+dFiYageFHkl5937ebFt1Ta179yL5fFAoYkpKyuZj1VfPMz0Wel9OmtKmXZ9duytGBpmMvBc3to2ctjktLa1Ll4pNDEu4d+/u0kXzl9qOOexWX4vTwcpwk+8ZX9e6W2ktjS+ZP3YfudqrewdvFyG3YSm6RDGby6H1NLLdKeCy7KYNt52q16j7Sf+aM27W9tCw8NL6lbS0TzQa/dbDJJvJ1bUg/KeTspGe+oETN+f9+1/RBYx//j42IdlpYXW6U1HxyaEXIg8cPNxIOj5BRwJ3+3ndP+PcGJP/pdkMrHLJUizQ44AXYGRWOV5EuoqBDkRzDAEfQHjcQVkMGiQo8SBWCAACQMCDGKdmnVEyQAYq5MV0J2COJPYzf2Y1MfOA55DMBMcM7DI5VEXFwAfQQsBxECKjxQM8ADUgAPjxy8ACICcnFx4efvPmTT09venTp69Zs0aUD6EyAmA3UOdPNwXYADRUEDstLU1OTq4FBr9Egc1mx8U+eBLuAYDN5rruCJGgijt5ne7ZTfXsTns5WUkikZianjVjyYLoRwm7dpcEfpGSkvLmRYK/q4voC5HJRD6v6bwOohMVFeXvf6itsmJOLkNOlg5guunQcaP6DxznPGz48KCjx4OCjnTqpBobGzNv3jybmf/q/+tJJgq4fPKKlb8rU+Pj49+8eSMrK1vSyLa/Woepkyc+fvKswlp8Pn+mlUX21w8Pzq6n0xpAfHy6qY5fQPNkYzQ4bA5379HrRSy285LJNInfL967LwAAIABJREFUyey5+YUT5+wQEMVIJDEpKelVq1avWr3Gad26nJwcK0uLr1n5TgsmNN6uDp2MWLZybal1lZ2dvWr5wtvH14qSXzVcS+1j2rfLt+PHj27Ap7kWyruPX8+GR29ZY1n9sIdPUlxcNjaSdTXT2oKV9yU2zLWVXo1bPs1cRUjIBz0S+FzJm1VXnnMAWAAWwOiqxnzi4BAHHcXwLx3U+ocLBFBmwYKOE2WmYn4D/SK4M8Av36mzsABSD1AwVtjOgbGAGFC5t6eBgYGBgYGTk5OWlpafn5+Ojk5t93gWqNiapJZkATzUEEgVkfXr1y9durTmcS2S+Q5zhg/+GeEiEolBOxZZTBi2cKYhmUwsvUiptlcUI4PL5ZZeFpcscjjgUWuvCZ/H4fP5Le3a9+D+/ZT3H5jMwpMXHi60+flVlqbT9m6e6ep7/vbtW7a2dgDepXwEsHffQQkJCSaT2b59+9IZEhMT7W2m6+v05XB5r9++t16279GzD2q9elVYKCEhwdbm36WzRttOrbkyQHQU5WSS3qRV1bK6tXAj8unViIQFM8d271KxFIbN4XK4XAGfIxAjc1mCyxfOXL54lscDl1MsTiFxuYqNurG0jO8jTH4+2TIYDNPxxtscp4mevW5lPtJj17kuHZX69Gjdf6Dqyfqev/fodc91VgRCDQmu40f1Z7NrUDapA9++fTM1HmtjPmSB9eQGn/wvpTRfFeFIu+/dA8iXwfzWsBNvAd4BATUPBOSI+FcS0gKAAB4BZAEoPPDrJLfFkYJPASr01pJUBfPfih14pLqgoNqQ+lAguopDOTk5NjY2AoHg6NGjcnJyVYyqCA/QAx6IOLoKxIA1wOb6TVKCtrZ2dHRVb7Hlkp6erjt86BI7oyWzhBnI5Tl08s7zNMLOXXsAzJg2mVeUdWbvktquOHvNIQt7x9GjKz4qNG8VYXx8vMt6p6SkJFlZqZtHVysr/o6Ff0j7tmhzWPjV34mPPbr/k5n5LfHp87Lhv+E6g8/snFPS3OZG5LPFrkflFZQh4OblMYxNTDa7b6FSqbt2+gYf87/kv7LBK8vin7/ftjcsZF9rbZuTkpq579h13aG9TccMau69VOT2w6T1PpceRMWWPFo4zJvz4U381aC1567FZWTm/NNJefTwvtX05SyBzxes2HRk3SJzJYXKD5t/AvmMonXbgr3WW0tQRdJf0DDdEBXzhEptsPaRrhtdLpw/c8xnXmt/zBCRZqwibL4k9yyIhze4dRUO3BPRugKQw8euAngw4FGArfnYUgC/QjyRRLEUCBIg1ub7LFYAq0oq8YWfQA/7JagFACASwRNSLPIbClDN07qcnNylS5dcXFyMjIyWLFkiSq9oNmAPxNQ4riY4QBBwtd7ztN72OPLy8v0Hqp+6FDtsilvYjTihYwpZbDabC2COhf6jqHs5OTkAyGTy4lkGvoevcLl8Pp+f+PIjgKQ3aePtto+08KL1tNYyFS7uZzFhaPCJo431fuqKpqam787dXt47gk+FGs3y4nJ/fwndfM+9ePFilN7IMfq6YWHnY2KiqeLUJUuXly0S3OGzXV2tbYl1BcBwZP83d7Yf2Wr14PQaSSrh+LGgkTqaOkMHRd+9GH3OtTHq9jX7/ZPWOhs/5zOK3HeGXrwZ5+Fo0WTWlfwA+y17Log4eJ1X6J2790sdt/sPHDKaYDlihufZ2++5Un2uPc7VmbJ11Az36ichEgnuqy3cfM8Us0UtCmlFFLHY6z2DN6+aIaJ1BWCb49ShWuopKbWqUBLCuXOhYw30tQcPkOCkJoS7/0esq+al+TxY7e2+fBHVEhKNZGAq8EhoYnutoAAyAI0IXUkoE0Dlg8yBoDrteQAgSuA6AQ/LO8DEKBDXAeOXoKaULAoWVtdVug/wTDSzd+/evQcPHly6dKmtbcXY03YgCsgDcoEfQDrQULk8nYADgFE9ZjA2Nvbz82u9Au6xsbHz5tqf37egpAFLBQZP3Jj1Pe/5ja23H76cuWzXrdt3tLS0MjMzNQb269ajZ/6PbAKBICCQaOIEEKle3r47fb0HdJWsJidm2LStD6MrFnE2rwerLMN0hu7ZOKVUX7QkoBl++8nAPp3dd1349CV7jE6vHEH7zZs9AMTGxqxasYQqJrgetFpo3PPl288Dx63WGNBbgkZnMguHaajucGmUtmhz1uwfP1qzFam683j8oLN33338uth2nIpSm6Zc2n7NoTepBeKk4quBqymUGlJKdC197t2vsur55s2ba1ctPrVrYeWwZmVKkvdrTFFqXfB4/LVbT6yYM762f8S0L98nzNmx0W2L2STzGgez2Wwry+lZmZ85XB6RRKHT6UxmAZdTrNG749r5pu3bihr6+GP4r+pg1QMSCRK/vickGiCRz0idIql2gyBG4REhkAZfAiQeuBSQWSCxIRAA30EoAJ8JAgUgABwU50Bo3w42kAWAj6MFACAGKAAadHQlQYoPcRb4wp6s+EUYIYXH5bsAcdigPgO1K1gdAIBAqdK6UgI6AntFdiouWLDAwcHB0dFxyJAhXl5eI0f+rNDJBXYAX0SbpCJMgAlIVxRNLeUTMAfwAmbUbX4gNze35VtXVhbTPn36wOfzyWSyvKLy6ZBzLBaLTqcbGerLSvD9nKcKta6SP2SweURZWWkaldJWUWbtgok2VtNfvnmvrKwceOToQHUNJaVyZz179oyZ+8VpwcpqdiJG5Ofk5IgeDm5KNNX7TRjdr9S6AlBiNpXoY+3zsAUw3m772o2zAbBYrLn2NvfPrK/QLKUsvXt02LzK8vyNJ+ziQipV7PKtx41kYHk4Wlov29laDKzbD5+H335iPXmk3fRm6NnX65+2ih37t2/fce66w0e2z6tq2LPXqUtcT/ToNaCaqdw3u/XooiKKdQWgnXKbCQaD/AKuLP1TdMv4fME6z2AHK8M6mMgd28nHXdg03n7rvXsRO3x3VTMyLS3N1GSs61JTM8N/AXC5/HxGYUkxyl+anlZgYInTIC4DgiQgAZ44II8iBfAoYLQFSAAfEAMCTWB5IL9DbRQI+SB+hWQaSJ8hyAHrOzhV+Kg4QAYQzgAAItBXHEOlIS8AlQ8UQVAmTEctwHSpn2ZZKQU5oF8F/gVo4DNBSQG7UohMEbgADK3F7gGASCRu3749Ozvbzs5u8+bN/v7+qqqqqUC+iOezQUmG+HMQ80EQgM8GvxhcNsg0ENqBYVhOaaKUz4Aj0BGoQ7e8gICAUkOwJZOekaHZu92ODdYAzl6JVe3UoUsnJZ6AnPUt+12kT1Vnde+iYj9laKf2ikQiccjArodO3nmd/DEzM1NZWdlwrBCv33qn1V5ONViq29ZM0xups9XT29i4ys7HzUX37j1CwuM1+nSqKlyVzyh8+S7Dc6vHTio17XO6+6rJ1VhXJayZb7pmvmnJz6zixiqiVJKXLmAUtfy2Oc9ffwoMiRil08dnQ+MqIQmFy+XPXnvoO4O4/+CWcYajbh5zrGokm821Wnbwzr2HJYokQmEwGHk/MqeNrYWNOFSjR/rXnD+mRbf7ztAZE4bVWSaXTCZeC3LcsueC9lDNc+cvC+3z8ezZMyuLKRcOLSt9AiSTiX+tq2akhYYIJaQgJgfIgaOKIhVAoVrHTog5uhlDYzYBoFDA5YJEhJg4iotRrXhhGfigvoXYY3AzUSRyXaEsoEBEByr+IUGOAAk+OMAlLl4I84pJdkLhVAgkQW8D7niwupU7SgS2AHXUYAAAvHz50sHBQUVFZdvhw8Pp9PRqB4t9g8QNCLJQWABeFXlcdGkQ+yO/ioZ4Y4Cbtd9kq2iPo6M9WF5O7s3rl2/vlrOlWMXsO1FJFVoHVoPNyv3FBLlTp39rJ6alpT15Ej9x4k9BP72ROtcCFtWY88soZM11Cvj8rfDylRslH13LCRHevn37bJDPvqoLJC/ciOvVrQOAr9m5IwdXrBNsRlp425zPGd/3HbvRuYOi7bRRzSLLzmZz+41dm88o7P5PRwJ4Bzxs1bq1r2rw9gOXePSea9bW0CdYe7B6dOj62u7kf3vOG4zoP6h/q0zcLMVj1zndob2Ha6nVPLQmXr79bLPqoNF4s82by/X5iIuLm2NndSfY6a9FVYFmDBG2IAOLJgVSB4AOXjsUdgCqfBYCiQiqBEhtIFBAccg65BWKO/hy24ElD4E4wAGBCIEUUABaBogZIDEhYILIA48DAQcCHgRccLjgVDK/xD6BGg1+Bph5tX5HZIBYbbaTZEcwZwA00OkQ6IFZ/rFfC4itd1Oamzdvuri4pGlofNm5E1VLp9ADwPhU82w0Koj6YAwWckgBuArUKs+2sLDQyMgoMjKyNic1A2Fh56dOnabRv+v1o+tkpWvwuFTF3mO3Dp28s2ylk82sn8YHm83W0uhPJpPiE1+UvHL2zJnrYQGHttqLMmHMk+QVW89FRcehJRlYLBZr3BidiJM13FlbIGw2d7SF2/3QBqmLbUh+5DH3Hr0uTiHPtx7bXK2a07/mDDJ1plAoZ/cu1hpQg2WzfPPxmMRP9x7E1NiTeMa0yWvttcvGlEVBIBCscj+62mFiW0VhHvXWwK7Aq316dtTX6duAc27bdzH0ekK3Hr3sZ8/79u3bwf27KUTOyZ0L/lpXlflP52ARCKC1AVEWPA0UVNEXmUKGuAyIUuDLgtcOLGUw2wDSwOnTyH+G8MsVzJqfNqMMCjtUmosNFAMcSHyA+F0wyofzOJ3A6QRSKmjnUChqpO0nNTrLmGmQDAXTEgwGJO9AkgBmGTm9l8BdYFTt1qxIiWJW/6CgL4MHw8gIwloZSkaB+1Wk2QpZkLoPcQUU/1PxUDYwG7gLiH7N27Jli7V1xX4yLRAzs0mRkffWrl3Tc9TyzPgDtT09NuFdO+U2QediYuOTyt5yDMforZ43dl/w7xTgKVOnbvfc8u17vpJ8zS69oRrdzfT7zJ83Z9+BQ7XdUiPB5XLz8vKUVDq31ZynrCh7O9i5FTXrLWmbk51T0HL2zCws3n/8RgGzaOFMI0URvhKNhP+pu4dCoswmTZIUfKvRunLffYEn3i76UZgoMwsEAiqlRjnnihAIBPfVFqvcj3qtty6rp9paOBR8q0snpYa1rgCsmT9hzfwJUfFvjh7xlqKLn/azF+Uy8pcmpjkNLLoMiMrgdQezlxBxcwCStJ9uqqIBKOhcKUr47Bk8PREnvGC+Sig/qwyL5CAJ0G+DUUn4iqcKsgykqOD3BeEDij6Bx6vdIlVR9BH0cDAmgFkIqQhIioP56/+OCRyot4FVgpiNDWxs4O0NDQ1YWmLVbwVtsEFMAFPk5JaCAtAvg2v1u4l1KU+B8cDNars0luX27dutpT3OZtcNap3ojrZVpvRWhef+cL+AK917dDsWHFLWuvr27dvzpBee379fulKuOaZ/4DH9qWaSNOoQ9W47N9aQ0O3oMH6yg5/ntv/VdleNxL8W03Kz04rZnOWzTbJ/FPQZs+LZdS/l1uNmcLAydN95tiW0zSlmcw6fupP+NWfevwad2lftum8SBvTqSCBAXk6ewKyue2AJV+8lPYxJEHFmJeW2yR8zqgk1VoUEleK8ZLKz1ylvl5k1KnM2L+lfcxTlpEvLLU+cvy8jTWs8YXodzZ5Cu0T/pYXQbAYWkQTBKORXKjqRVgSBDIiBrwTGUAiqutrk5uLffxERgXroXDM1IZktTNZTAB4ZJC4IAGMyaKdRmFbnRcrB54PzCrR/UNgXBQxI3gCpLXi/3uObhlnkV5hy5UqsXImNG6GpCXt7LFgAgPYEjKyK46nJEEuDoAgQA6EYAh6YoyH49WDPyAH9HBj2QuKXUYA3IEoXq9TUVBkZmZYmSi6UsYajExKeqo7TKqmGqxX3415HPhAi9KWkpBQdE6ekpCQrW87+6Nu3b/i122Qy2d66un5kpYTuX9p52JKOqi0iHyUzM+Puid95g106KvU1WOW5fqbt1FZQxwBguqmO7+FmbpvD4fKCztx99/Gr/Qx9EcvrGhutAV3NDfpt2bPnzR3v6kfm5DJokrXQAl3rtF5/1IjMbMbsGXq13ZWKUhvrySN9Dl1eOde0tuc2Kmw2d1fQtchHbzOymDQ6XZImmZ7+2W3phImGg05figIwbXytG2/85Y+h+XoRtgezknVFV0D+bKBGNzCfDwMDHDuGqotWRIQ5DPSkioFCyQRwM8BkARmgPwOXWc9FykGmofhXtT4zH1JXUfArbpYFfAHa1XuJzkBS6S9ubti4EWvXYtAgzJlDUpgnEPw2leg3QPgIbkHF7tr0b+AYoPiX+Db7KyRjwNQWspaIAX8XF5cVK1qHdnbqh5Qvj/bWrb5sroWun69PiYB7BXr06CH0FFVV1eHDhq6yE9V32a5du5L+fU1JWlraogUOP3KyBHwukSig0trMnjM363vu63fppQ6JBdYGw7V6pKW3Jg1PJflma5vD4fKOhd578/7LzMm6sy2q7OvVLCi0keRyODU6Iw+dvGM6wUz0adu3b798+crYB5frYGABUO/T5cOnb2evxEwxrm29dSMyfdHOr7n8vn37zl08ycTEBIChgb6ivNT5a48KGEUt7S/7lyam+TwKlWLx9LZgm4tgXQEYP77jokX/DBzYANugg1hJlISU+lsfi5ENVlHFAXVGqj0wBtwyckjcdBB+9WFMB5waYpXOFZoGEonw9ERMDJKTC1dr4fHe34c4KMgQUjjJyIDYJUg9+fkrmwtiHCp2AgIEgIgaz8nJyYaGhqK/hWZEf8xYhYH2D+Je1+HcwQO6vU95V6tT3r59qyJHMRO5EJ0ELofTRArXHz58sJs1E8CMaeb/W2YQecrxfsi6e6fWK8sQlixZwi1m3olKKju+v5pqHdx+zYjr8qmb/c408aJsDvfwqTsuXqe0BnTb5mTVApvu5RUU1dhdeJnbsYCQiJk2s0SfNjExMdB/r4hVHUIxHzfkU3p2bEJynWdocA57zp2k31O7JyX0mK/2EE2zieMH9VLMzinIzsn/a121EBpP8KVGmj/JXYwMqhzQGQVjRNNgX70aPXsOsrFxB8wbIqzG0QAlA2W7MnC7gPSiwfKuSpFqjwLrihYkifI7GAfgMnAZGF+/hXYAGcDl8pKnIJOxfTttCL/Abx0OaqKvBXRWEapuVcT4AalHIHT/ub2CHEhFoKBSVXuOCPuJiorq1q1bzeNaBnv3HejVq/es1TvO7F7Yp0fHGtWry6KsKJv7Q5SP5DedO3d+/Ox9jcNSUr8dP38/N79w0Uz9Bc5HarVEHUhOTubxeAUF+TrDhgEgEbi9e/wuGJlsPCT7B8Nm8vCO7VqiAqroqPft8ulL07ncWMWcwJCI1M9ZM6fo2s9oBtVQEWFzePyaqssfPU/N+Jb75cuXClHvyqSlpZ0+dUqCRtvp5xMd6lLPvS2fbbLmf8fbKct1bCdf4+BCFpsmckeauiEnS3d0MAVgN10/I/PHk6QPICDtS7aDVet4nvzjySso/JhWKS2mqWhOA0uMBIoq2Noo6FqDK40EtAMyAO7x43j/HqGh94ENwEbAB0gtEV4vQ1eABVSvBVVK0QDQY8H+8jtwVtgP9BgwMqs9rfYQCML8c7JAGSmAHGARkAIsrcdCZCAEsALOAhV8HdyuRKLBVj5/CyI3Yb9mcb4x4FbVp1+QCfoNMEq7racArIoi76IUBXl4eOzcubPWb6P5WLxk6Vijca4bnTO+XPiRk33AY9YQdVENRLJY7eJ3Fy9c0B/Wu8ZhVHHy+7Ss5I+Ze49e5XJ5JfqltVqoRtLT048cCTgSeGTDhg3ePj7ybWQ57CIBn3sh7FzOj/ySNjglIycaaEw0aE2eqmror9bp0q3Hjd3ar4BRFBASkZmVO2vqqB7/tIhcq2qQkaJRqdT45+81+1WqH/4FnycQI5MzMjJ6967h22s4ZhRBwDYc2T/Iy14UEYHX79Iv335CIEJZQbaNtKSUlERHFfn2ynIljzolRYWOHsc8HC3Lyliw2dwV7scTXqVTqVRGAUNeVuJHAZsiTmMy8rzXTdcdWvO/WP1RUW5Dfp36OuXLH6M+/wfgvjO0zuKu9af5DCwCxP8Bw1Ik6afuQDRgHRt7dfduXkwMgGwgFLgGyAKVn0B5gBVwA0gs12q5yp2wTUE/C0ap64EEwiBIJaLoG7gNGI2ptBUKGcWVEoJTAVeACdRHXIgIGAEnK73OKbm+EYjQdaWTXZm3fYEhgBbgI7Q/jiANYl/AaQcABd8hdRcF5TXJRWn68OPHj1bX4LlHjx7tVFQ+pLxuqyjduYOoqX6MQhaBIPx/KiYmetvWLYsWLRk9xqDs608S4odp1Nw7qH1buSBvBwDbD4Zv9gtVVFQUcUsiMkhTIy0tbb2zi4Ki/BH/ndYT1MeOHFCSnHQg+M7WpOdh1x+bjxMmidbK2bzawmqpX+MZWFnf8w+fvsMqZttN02/2CkERmWupv3JzEIlU5VOv/6mIwdrDE5/76+rqVjUmPj7eZf0aDoe7eMnyffv22EzWVe/bhc3m5hYUlgoKZGT+mDBnh6KclL622mTjIfHPP/gF3pRuozhp8vTc3Nx33/PzP+Z9z04tKizMzPzK53HIRAGBIFBoIyUjRdUwWdNORam4mCvg80EgCECav3Dp7sCfNaEfPnzo0qULAAaDMXnShKDQh/7b7Bu7yOba3cSU1K9/rauWw7mrsfo6fc9cS2yuDTSbgUWSBmNGzdYVFegEGAP8nJzPDg5O9+7tBkqrh0ta51XmI3ACOAP4AUmADEAA3lfdoY/dDrzpoJ/9XWFXMAjQgMQLUBPB/gx2FTFcXToGkFDAxxsOnrFQvQi8oJJmurgCCoQ9IuYCPsBH4H9AzX7wKhD6ZsWzwfxl5xHfQyBYBiwDgoFRQCdgF1CuXx4zD1KR4JQ2dEkG9MtFcmtU/woICKjmKtxiCQs7//JpdHTohlqdRadRBZX/zACANatXHnK3mL54yTYvn7Yq7fPz82OiH+bl5wUcPiwhTjbRVxdR4GDVXJOAU7fMzUzDLjZMBVxaWprRWIOExGdv3761nG6+y9WqwuP+PEv9eZYtN55VT5TkpRlMVmO0zXn/KTPo7F0Jqrj9dP1m1LWqA0QiMevp4aqCazFPko+G3m/XqfvDqKiqUrUCDvsHHd51ZPu8WasP9VTrSSFyXHxC85g8shiFTpfK+JJmNXEIkUA4dDryZMh5eXn5MyGnV3pdVVXtcuHKneo7b3K53Ldv36anp5tMZb569crJSXjaaol1BYBOp1+/ecff/6Cm6Qb/rXbV+OTqybW7ia/efV4+u575HX9pMNK/5iS+/Lhp5fT/ooHFU6yQiS0cPeASAC5Xa/ToEydO9JaWpgH7gRp1yD8DW4Gy+nfpwEQgvqr9KINpBalL4KeDWZLNTURRP6AvJG8C8cJtrC4EyOVBDlAFtOjwq9bC4heBkANB2asHB9T3FdvmlPAdOAREAPOAlXVSeBeeml9692eC/1ut3hKwBO4B0wBxwAvoX3pMkAXkA9IAwPgO2hMUlini+QYIqt3ekSNHLl++XPvtNzNh50NN9NXrcKKAL9zm7Nq167V7T5mMApuZM4dq9pCTpfforCxFILZTlpWTld6w4+yBLbNFXEJJQbqoIOvt27dVVSbWir17djk7b6BQKAvnz7l1Yu1/UK5w/GjN3UFXl9k3WLfHR4nvzl2N7dRewdHBrLnU2OtJZesqKv5tbj7DN/Bm1KMXNBrt7ft0OXl5Tc2Dlc/Nz8/38fZ8dtWdSCR26aDw5cuXARrajmvXqan9bBRTWFjo5+sL4H6Ud0kK15Kly5YsXSbKxshkcu/evUviklQqNTAw0Na2ZiWz2bPnmpmZW86YCh5jt+vMBo/SXrub+PHzt7/WVctBIBD4HLq0eVUNzV4bm+ZrlWNn9yWgyl6EpVgAwYChoeGCBQvMzH6WBCcDlsDjms7tAJwv387lImBdUy9k6juQb4BRNvtbAHooGC+EDG5DwBJJEBgAQBLHNSIeVlFyKCUHtEfhGPDK37/okkAvMMZWmc0kAQwHTtbeleUHVL5i0SPAuAcAEk/BugBhf/wUYDmQDSwHppa8JGkM5q8qN+muyC+jxy4HxABVhbhaS3ucsuTk5EyeNEGrT1tPpxmp6VlvUjIMR/av+bRf6Fl63r3/qPLrLBZr4IB+Kgq028Hr6xmq0Ju2ce2CSecjMw4cOlyfeQDExsbqjhwRHRMbejZk/7592U/96zlha4TN5upbuD2od9scHo9//vqjmCdvh2r0mDR2cDUhtubl2/f81M/ftAbUru5k5vJ9bz7lHfIPmDrZNJ/B8vcPsJ1lLU6VOHv23JAhQ0qHJSYmWltO2bzC3GzsYADpX3OsVx+7c/d+A7+HX+zZs2fgwIHDhonaej45OXnyJNPz+xc3YF7OhRtxGd9+/M1qb1HsPnJtiHq3ki95M7bKaaGXgFIyAPv587W1tUutKwDdgWuAdrnscCF8BhaWf2UCMLImxxmrGxj2oPfC70c4AhgTISWsmPqHAHcFKJYCAF4xNKowkuhtwB+FAvOK1hUABhPMx6AfAk3ITRkAioCbwHDgNgDggwjeuxL6//Q6lYP7KwxFyhFqXQHoClwEbgC3AC3AGeCSytQLCHLLJZPlAFeq3oO7u/vMmTNF22+LICoqql07lbjHT86ER4+c5j5grOPE2Z7X7j4V8fR8RiGHKzxE6OX5v07t2kSccmmQRJDkj5k0SWHdD2oJhUJRU+u5xWPT7j17NDQ1kj9k1H/OVgeFQhYjk7JzCmoeWgW5+Uy/gCvrPIPbK8ttd545xXhoi7WuAOTmMU1mbbNYvJvPr6LTe3kWux4dar7l1Yfs/gPUrSynZWXn/sjJtbez7azaKS83b9iwYW2VFV03unC5XACrViy9Eri6xLoqZLGnLPBbtXpt472XhQsXXrlyJSUlRcTx3bt3D79603Z1gz1InL0S89cfWq2IAAAgAElEQVS6amm8eJsGoLaPEI1By70KlHBv//6Q3NzHbm6nyhfEyQNRwCFgFNATUAE6Av0ALaBsCC4ZqBB9PQ9MrbG7izgY00EeDalSmWIx8HqBKMw0u8eEXwE+0cGUgdD/cnob8Mf8bolTGQHA+AbeTdBPVZnT9BqYAqgBg4HpomTuA6OAyiEuQumZNRQv04EDQBygAowoSjFH7oefu2UD5ZsLVVOtGRERYWdnJ8JmWwoSEhIa6v3H6WuajtHU6KO6eeW0p9e8jPQqSeJWgcXivV7efpVfX+fkGHj4ILOIozZ6df2NmB95zDPXk7Z5bp9kZjp61IjpU82XL1vy+nVdhLvYbDaRzxrWr436gP5O65z/Xe5vPMuznttrjZS0zanDiS+TP2/wPr0n6Lq50ZBtTlbamg0QtG1sevyj8ilmT8KLD8PMXUtf5HL5L99+Fjqey+MXFzO/f/+uIJ6j2k72ypG1uzbZOlgZ3Dmx6vOjvYnXvKji5IMHD8nLy8nKynRuS+3YTp5RyMrOKRhq5uq+1c/YpMFir0JxdXXdsWNHXl5ezUMBAB07dhQQa90SUSinLj5kMFl/rasWBauYc+DEzQUzxzb3RoCWoINVHQ8eCIKCGNHRV4BbwCagF7AfKC2gKkkdEgDZAO1XP8M4YBOQCOQBbGA7cLzMlGTgJLASiADkARmgGCgCvgMvS5vMAAAYQyDWHpIXwMwCgEIt0JPAEJY6XggEVJF9RSJDoI5CEWqEizngvIZkMJhVeHxyf2X3M4BVgJcI1rEL8LRMTQAAwa9sKYGomSELgYUUWhzn0jxwCjFkMWvAdOJ38Mt4T6rS0kpLS5OXl28V7XEAJCQkFBUVeW7d4rFs/CidKrqOVwuXy88r5OvoCIlWdOn8j8OCJY5rnGbbz/rw6Vs9m6JkfMvVHW0ybYq5hVHP6abaSW/SUlK/rlxkIy6ldDb0Qq0+8NDQM04LTKeO13mdkhn/OO7oidMb19S6A+MfwHRTHb+AWgQRuFzexZuPYxLe9urWwWnhJIlGFltqcKjilNd3vNv0tT0edt/KbASfzx8x1a1TO4XTexaXjinxb6VlfI+MeblwpuEC6zGlh4aWqXvt25N2dMfCFe4nJagqslLULY7TdKd7EMUk+QJ+0PHT6up1SWSsFWJiYps2bXJxcfHx8alRH7UEEqkBDKyjoffEyKRZU/XqP9VfGhCPXaGr5k4gEltEz8oWbGClp2PhQkT/7BTIBl4BrwCJ8gYTAEIZkwuAFnAJyAK+A0ygC4RQuckWH9gKBAJldbg5HcC1Bv0YGFkAGRxD0C+BURthQmpHMEVNDwAfIIugGs8CdgOxwBGgeh/oaKAfUDb9gdUZNBoKC8GSB4kkqpgqgasF8xsQy8etddzoHaTEAfDfhl8Cg1UpNaxfv37lypUiLdDc2NvOzMl8TyGT4h6/+Tq2ZtEEoYTdiBs4UHhX1znzHEp+GDRocFTCfUNdUV1iQundvX0n2cIO0grTTbUB9O3ZsW/PjhMNtY6de6CvN/xuZJToU71Lfjtvwlg+nx8d/3aM6Sw+nx/xMKmT9qJP0bvrs8PWiJK8zMu3n8vqqQol/WvO8fOR+QVFpmM0PddZVz+4hePlbL3c7fj+E5EFTNbHT+nezpalh/h8vra5m7iEFICL4TfNJ5qUNbAqMHKw2uOLbiU/v36XrqSieiY0rKrBjYGcnNyCBQs8PDw2btwoyng6nZ6ZlVufxuSHT91pIyNpPm5IzUP/0oRcjUjo30u15eihtFTvApcLExOcOQMaDQCxjELnXUCUzsuKgBqgWT5iWA1EYB3wEKhwhxRIo2gqpOQAoFgVGAKayFVWVBrYo4R/xmQyqMJ8SAI2IILRwwYeAgZAjfKdjr8cez9pA3JJxpgiJMr3ae0qjvF0jJSAaqVIaFEeSJkARRrGuzE7RkzTGGZm0NPDpUsAqkoWTU5OHjVK1BZ7zYuW1uCcAl7iq08blkyymCCyRVwGRiHLfffFLVu3VT8sI+MLgdAAj1ar5po4OlQsWbI2H96GTqhVrPB7dlZXVWUikdhGXlFCgjrTcnJ02KYSWdH6b7J14bJ0iuuOkKqO8nj88DtP1v7vxLmrsXMsxng4WgzVaAXRwKowm+sz1nqL/6nIhQsX0GXk2khTj/os0NHsWXL07fuMwf9n77zjqf6/OP6618W1Z0aS9lCJSlSiRVP6VVIiLaW9NRFJW1NTSlsa2lOhUtHQ+GopJMkM97qu647fH9bFxaW7lOcfPe793Pfn/TmX3Hs+7/c5r5ed1+Lla6MeP4t6/ExNTU1dtfZ61wpS03OUlJTqHidoOnXq1Ldv38BAvoqr1DU0vv/MavC1dgfd1NVSbcquJI2MrLxnrz/bj+RlmismJDXBGjwY3t7o0EETGA4cAE4AgwAtgFF5z0uwaAFXgW6VD7K0wBwEeTIAUE1BNIccfxbH0soo5rofJstAWQfKnaEwCGxnMFyg1BPKzaGgUCFzwK6PP08S4APUvtQwEqiyP1mqE6EIYuWPwV4y6EXFoEI4ylb9b8Figcy1bkccbIeICFy6hKtXYW5+evr09PSqsveNyx6nVes2FEpe984tx9VTS/NrcukbHzBhw9Yde5SV68i+f//OaaYuxK8f026tIiMj+R/PZjEB0OgMGq1w7aql0Re9+o/3GmJp3Fg2dgVIz25tUtJ4rE4npmRsCri8bttZJQXy5tWTF0wbzo8cuYSTlUPtYW7z/Wfm1m3bvn1NaKmnaWdT2m/9/lOK/byAKzfuT5pUuqA1Z/bMdfNH8znzxoDrGzeJp4zP2tpaWlo6PDy8zpFJid+6d27VsKvsO37bsH2LEYP+EieDvwY2m+O79+LKOfVwHxcBErlF6OqKQYOa2dm1AryB4WWHJwCJgAygJ8yLNwfuAMOAt1wHC7tC8Q3wBQCofaBYBLkXKOQpcsoFUbZCIUquOYptQG9VaQClOQAgH7KJkPkKIgNMDl/yYOVkAxsAQrV+yXIIQHcglutIUVdIfQKLDY42kMz1Qln9O7kYnaQRX0XCvmxFg0gAvWRHVl0dR44A0L9509HRkU6nT5482c3NreS72dfXd/duHuXeEgidTnedOe1r1O4SL446NSfZbPas1Uf/+/xDRVnh0bN33bt14rCZlAJ6RnrNzo4AgIyMjKePI/eUbaYIg6zfBZ34Fnmn0WgEDhMAiUhUViDGJWZqGs9s10o37PBS4UUoyRh1ahl2J6a0A66w6NKt5+8+fW+trzXH2UZVWQA9m5JAPpVmO8O/XaduHp6e2traenrNd+7c8fDJG4vxvmSyNIFIpNKY4RGPNTVLN1n2B+xl07MH96u5SacyeRSarq7YvIBcXFw8PT319fVrl4hjMen18hgtgcPh+Oy6YGPZ/c9bGZJTMz39L/bq1nrBVImoxf4L2HX0xvQJg+TlJEt2TuISrKE7dhQUFc308rLkVT7Fs6BK4OgCV4A+wC+ugwUjoHgUVCoAUAdAMRt4X9dEXN4zxK5gtqphmDKKuqOooWU5GcD+mhMsAO7AXS5xB0ZHKKmDkoUCMyh8QcHv0uPPiqGpDHUOSEVQkqrUtCmnAEZZVisnh4LKpQujR4xwGzGCTqdv2rSpX79+6urqq1evzs3Nbd++gcVMIoZMJvezsLSa6JeR9TsrK2fh9BEbljtUGfM1Ob1EOOfY+Yig0MhxDtMCzyzNyMjQ1NTkZ7GHRqNt2ex35XLouT1zhfIeyoh5m7R1P7+LDQsXzJ3nPAiAjAzp/qnVABgMZgO+eP4aSmxzNNSU7kTGSZNI40aYOY2tZmXVmGEy2QMn+R08csLUtDeAvPzc6CdR37+nZGTmsjlSZ8+es6xmunDieOCzS3w5NMfFJ01dfmTq9FmCj7s+eHp6Ll261NvbW02Nd3Xo3bt3O7eptwhWMZO1duuZKeOsunZs+YcRpvzMtp2xc+uOPU+eRA2dsvXOCfc/nLCJmLgEJQWycZdW4g6kKhK2ERAZmX7jxqMTJ1xElUvVRCugeeUjHDUQueoQqMOgpFPHJASun25xw+sp6+ZHtcJ/btoDU7jF1kkgNAMAtjqIXOJeyUUIyMd2CkI5eF651l5KEcVlCZaUctWy9pKGHDKZ7O3t/fTp0z179ixfvjw5OdnFxSU5ORmNgXMhoUqqmhQKZfzIvqoqPLbwzOzWDpns12fs+leJ7L0HTy5eshSAlpZWndlVXFzcmNEjhwww15JNf3V9Q6d2Ql1+BUlals9GqsTExPh3r0rK5Mv5l7OrT19/Hj0XHv/5x++8gvVLJngtsf/zr1JJY57nMbe5S0qyKwBubnMLCgpsrIf8999/qT/TqmdXkZGR7VrypXDMYDCnLD3yIPLp4iVi7mshkUi+vr4eHh6MGgzOvL3WeS0aW685ixjFqzadmuVoLZD/EnM9jjtNmZGc9HXDBr82HbrvOHKDzWbPXhM0zGUrjV6DKVsTNZObX3Du6hNXxxqbMMSIJH2eJiYSFy7c8/y5uOMopbpWFof7p6UATqvKa1zVKRO1kpVGET+uyA0lHwgAnGoe4A6EAp/Knhb1hPw30IpAsYbir0qy9YXA+2r+1kQ5rgStcqZIrlbj1bZtW2lp6Q8fPrx8+XLOnDm5ubl9+/Zds2ZN7RZjYqdt23b9LKwO7N8nJ1ex8Eil0R/HfAw4GW5lZTl1mquhoSH/rtXJycn/sxvRrqWmh9tI4TmgcXMmLFrfgK8bEzqdbmc7/PLBBXUP/dv5mf77ws2nvzJy27fWnecyjMPhfPueTiLVZ5++8WBt0SX6Y3z5U21t7Ru37tYyfutm3/1e9vzMPNfj2Ko1HhLyN66srLxs2TIvL69NmzZVeenatWvtW6roN6+HL0ZufoHH9nNrF4zT+YOuQ26GD+gecuUsg4nZbvMOHDoyzGbwsdA1K1d7OBoYDJi4UEVJJsDbReBmPn8xvnsueiwaL+4oeCMxCRaNhjFjWl2/3odc8fXGBiiASi1nCQ02L3knthFI6WCW1aHTekD+A2g169uxy6qaCIT6VVY1gGpJUSWUgKXAIoAOAChqB8WWwBdAEegMYhZqbxrjbntjVV5c1waMKw+m0WhEIlFZWXngwIElXYRnzpwZP348nU4fPHjwypUrFRUlsUb4wMHDU12cNdSV//uaOXjyJgDFTA69iNnPwtI/4EQDtjtPnzoxpG/Hrasd6x4qCIZO2UxjSEU+esrPYB+f9fOcBgrQLaTRkZGVd/HW8++pmXo6GhNG9S3/7nR3GzNo4noB+hJKFGNseu8/u5f/8bm/s1SUFKavOAQQDPQ0Xr5PysorphVQt612sO5fqRco4XtW4ORabvFETevWrYcPH37w4EE3Nzfu45cvhrqMteB/nl+Zud47Q31XTNRQE1hvylznIXOdh9i57vTy9GjfoWPwyTPa2qV/iTEv3yYnJzs5jH4Uyte2bBMHT90dO9xMTUVCSyQlJcGStbEx3LNntr4+d0DXgAV8O8MIlnReloUFplCMrdDBYjcDsTlQc4LFKttSLGaClAumVsVL8sBEoA9QABwBePkc1o/8ukyXXYBtXCpfBbZQOgpKHqgWUEhCQa1beSwawAKkoKCAgsrdM3LVlvp8fX2dnSvpAzk6Ojo6OrLZ7MOHD48cOZLJZA4ZMmTZsmV19tyJmOPBJ0sepKamqqmpycvz25rOk2nTZ04cNwwAjc5YuzWkYxtdNychLmL/zMh/999nfkbm5+c/uH8/0G+y8IKRWDKy8i7fiUlKyWimoTJuhJmBXtWGABKJKCVFzMqhaAqz2VNckEhEFqv2e7EK4uPjC6iU/vYb/Lbs0NLSjouLWzCsjbW1NZ1O72veq1Pb5pXXgSRC15EbS0vLpKSk27dvDxs2rPzgu7evBm7gt0jx2/f0gODb/p4u/AjJ7j957/yN5xHn1vE5+eVDiwJO3HsV9W7H1g1rPXzH25euFEY8fGBmLIoF77+Atx+S2WxOubyIBCIRCZbKxIkLxo3bUK0CwK7a6ojIUOHpJSMF1mAoXge1zCuGbgWFnyioIcci/IBMKhh6YLGh9BwUrtaTLkBg2WfSFGA88KiuVajaqfNcWcCCK8HiKINQkh2SQLeD4rnK/tbVIQIAkVx1RbH6ytfDhw99fX15TEAkurm5ubm5MZnMwMBAOzs7BoPRp08fd3d3LS2t6uPFiJ6eACqldHV1e5pZGY9YKycnP3fBkqjICLMxXnu8nM1MeKhXpPzMPnwmfMPyCfW9yslLj3ceuycvL+/qOofPUzQ0NOTIMv3t16c8C1CUJ9d9QuPne2pWiSOvlqbKmKG9W7WordFyrrONz+7QPd6NyeKJfwgEfutuO3Xq5OjsOuZ//yvpyCt3dCaTyVu27Vy/e9vRLRX17IwaLDjFy5QpU3x8fFq0aNG1a1cAW7dssrPmt5no+esvV+7Gbl3jzI+t5IWbz69EJBSz6pFlEonEkhZCJpM91m3ntWthx46fJBKJDAZDQcJa4SSTfGrhsfMP/T1dxB1IbYi5yF0HMPbzGyEvv2HJEp4DDEQcUBnyVfQ5yyg0BLqi/C+OqQ1CqxonoeZA5m6p/AH7F6S4Mhhtrjs+NeAe4ArUoy6gGop83EKuBbgTGVpflPwhs9TAtqxLQJUAlAhPVKbKIk9iYqKamlrtpd8kEsnNze3hw4dPnjzp0aOHk5NTv379XFxc3r+vsy2zkeG/c0/cu09PY147O085Ehj0KzNvnueJIU6b86kVbo5MJvtYaEQHq0W62g2pX1GQlyUQiI+jYxcu5v0XxE1WVtbggZb9zHvo6OhQqbSo5/F1ntKoeROftOVA2NqtZ29FvB4/0txvpePiGSNrz64A2I/qG/uGX/PgxkVuPk1Wlt+Umkgkuq9cyVPvwNra+uO3zPKn1+6/7NSpIe5SImDdunWBgYEZGRlsNvvsmZNr5trxc9a9R2/vP37nt9KRn+wqPTPXN+DGnLnzO7VpyI0iiUS8Grh0UA+NHsZddvpv129p8OJdYgPm+ddY739+7YJxAtFtFh7iXMHSANbl5Nx++vTMtWvVX2UAR4EUYJ6Qha9qwhTgKYlNtYHSN1DKdICLukHqP7BqMGlmZoH4C2xdFBRA6SkoZX/dmZWHEYEAQBbY19B1LH6EWdoB7blqy5j6kGsOJAIArQuU4oEavnAJ5f9NqiVYVfZRvLy8VqxYwVfEAMp2DwFERUV5e3v//PlTTU3N2dnZwaGqUMJfQPL3HwCeP38+aNLUZ5e9SSTiXI/jr+N/fk38PttpaC1WJDURcOJO5PPP/MsOJSQkZGemTRrdh1rQcuPexDlrgpKf/m16ifSi4shn/0W//MRisY06G8xxHqqsWIe3e3W0NVXefkw26iSu+zthcfPByx49TQUyFVFKumQj9dr9l2t3XHoW81og0wocIpHo6+vrOGlScmKCxwJbfkRVgi9EsNmctQv47TTcdvhGemZ2UODh3Wv4yt544jLO0vl/Ft67Lp16cuvwphkNnucfYf+JO+NGmEn+Pr7AEiwWi5Wbm6uhoZGXl6eiosJms2k0WlJSUteuXT99+tSyZcuioiIqldqiRam0eTPAExirrj6PV3YF4CawAGABwYARsKNat5qw2QpE8qwAIwEtgbIEq9gASpqg1NBOSKdBMQHUkm/AVIBdumiYARRUWyTbBkQBL+sfqlxlN8ZaaAk84XpKGwaFEygoAADaYCim83ZaJJZXpVdLsKpct8H2OJaWlpaWlgBSUlJ27969b98+AH369Fm0aJFANuwkBzMzM4/1mwZM3shkFI21n0RWS7My/bl51cT6zhN2J8Zn18WNm7bOnDkTQFpampKSUi0NBJcuXti9awcIUpsCwmi0Qq1mavajzP/onUgSiSkZtyPiUn9lk2VlBvTp4rnInp+1h5rwWmzvu/vi+QN/m+Dqg6cfnWevEchU7ivXTF29v6CgoE3bdtHPXv5hwaLwePbsmf/2LTkZyUP6ths/og6fBg6Hs/3QNcMOLUbWR6jd3c32fvSnESNt9wbf9VsxgSzbQOdvIpHovVRCu+Ekipi4BAKB0K9XJ3EHUjcCS7A2b94MQFZW9vv37xoaGurq6hkZGR8+fAgNDXV1dV26dGl6enqrVq3KE6weQE03CFnALOB9mSnfT+AnkAq84FkXJTR0AAvgDK+XKAOh+LlUdBQkEGq1ZieWLRkx84Ds0pQkFXgHVPl+kwLsgde8Cptqxxw4yPfIC1yLZCxtSGkD3wCApQ6iDsArweKUfXiyK68FEAHuSumoqKg/t8fR19ffvn07ACaTee7cOVdX1/z8fGVlZXt7+8mTJ8vIiPK/gIAJDj7+8kVsfn5eixYtg46f7tChw71797b4rr5/alUDZhsztLeFaWfX1YEhp44UFTFUleV+ZdFiXsZVH5mamjrJYVwrXcUbgfP+pqIragE94tl/MXEJLBa7tb6W7ZCeLXT/ZJu9ApOurXna5jRqcvNpsW+TD/fvL5DZbEePsR0tWbYkVZg7x/Xt6xetW6ivmGpt2n3yi7dfA4Jvz3MZVtN4JpO1Yc8F2yG9ehnxK8UCgEqj2zhvOXE61MjIyMkxsr/DVrshXdfNl+ifTKMm+zcl5NqT7eumiDsQvhBMghUdHc1ms4lE4uvXr0+fPu3q6jp48OCEhAQZGZknT56YmppGRUXl5+dXaS7jSRowGPhQ7Xg8sBbYJpBw+WY78KSynUwpSpBSA6hlT2tPiPJKG/wKiyCXhMJmAEAs0+eswnzgaKklTz0orHtIKfOAYwD3lzDLoDTBAlDcHqTPYFbbpOTIAACRiKLK6VNHgPvjasuWLXv21Gk/zS8kEsnJycnJyQlAampqQEDAkCFD2Gy2vr7+tGnTbGxsBHUh0XAhNPT8yf1znYaoKOt+Tf7lvmhaHrVIWUE27PDiBs+pqa50+VBF6ZXlJB4ecDv9t58+cfTUTjdha5yKhmIm6/nrL49iPhTQ6IoKcgPMDb0W/9FiVU1072xw7f4L2yG9BD6zuJi4YN/ho8f/EZdJb29PdsHPx6Fry4/0Mmqb/CPz6r0Xo615/E7zKDSP7eeWzBzVWr9+dVQjp23ffyjIyMgIwKkzIV++fFmztGmDT1iw2RzvXaEblk+U8NKrcgSTYK1atcrExOTt27clMozFxcUWFhYWFhbR0dGenp4eHh4hISEsFovnMnIuEA6cBIoBWeAbr+wKAAu4LfIESxewBE7yeonDtRXDqXVRoPg3CJngaAEcSH9DoSkAMIAYoGe1wQrAQuAY8K0+ntZ1mSJWIAUMqJxgFXSF/DPQCgGgsBuUYkD5WfUsmjIASEmDUbl92LRykfvv37/51+GsF3p6en5+fiWPX758efjwYR8fHwKB0LZt28mTJ1tbWwvjooKCzWaPHzfmW8KnZ5e9SrYPLEw7uYwfIMBLXLn30nt32PwFFVtadDr95MkTx4MCTTppv7i2QYDXEj3FTNaLN18fx37Mp9KkSaTexu0WThuhIC/cTiuf5ROdFu3+OxIsKo1uPXmzqXl/M7O/Z1O4Fm7euBF5//qDM1U3Q8eNMN9yIMxAT7O7YSvu46m/cjYFXF6/ZEJ9a3p2Bd3uaWbZt28/AEFHA60GDLx965am4BSzmqjClgNh0ycMUlGS0P3o6ggmwYqKikpLSzt69GjLli3nzZtnalpaR9m7d+/4+Pi+ffu+evWKQqFUOYsD7AX2At/42xSrd6mqIPAC7vASHSUWVTxm9gb5J+g1rCMVUqH0DpTBAAHILl3NYgM7gF5A9YrT+cB8IA5w4k8fSw6ol7+dFbCH+wdOBrFcBJUIYrXmSYWWKOgJAPLNkMf1O5ACuOuGAgMDraoJbQiDnj17Hjp0qORxdHR0cHBwSbKlo6Njb29vZ2cnaduIYWFheqqcSzc3Cmn+l+++bT50L/r5azKZDODG9Wu+Pp6y0oQBZh0vBczSFpD8tIgpoBU9e/35+esv9KJikpRUL6M2s52sG1Cu3mC0NJQplMK/w5zx09efuvpt9uw7IO5AREFycvLqlUtir/jwfNXdzW7FxpOa6sp6OqVNu7FvEi7efO7v6SIjXe9f9Kv3SfbOCwBcCQs7emh32PmgFrrqe70lWjig8XL/8Vt9XQ0JNBysBQKHw6l7VH0oKiqSla375tJo+nRmUFAyQKtzKACgBXBH5HXuJVgCj6odVDmMPK6VHuVTyK+5s1u5DfKdAUBeDrTpFZXh7YDHQE1y2rGAHZBWa2wlK1L36iPzlwL04k4ZmVDcC2qZlJdyMPKTKgYrtgTVsbS2XbkT8rlSKi3gBVBuZti/f/8bN26IUTv0/fv3J06ciImJ4XA4srKy/fv3d3R0FNKKWr0YOKD/ztV2xpVvmuuEyWTbOPuNH9576oQB8pV1DgdM8Io4781ms/2P3Dx+6bGGRrPAoFKt+VMnTwYd2nnz+PIGV9qKkYSkXzFxCZ++pXI4UJCXNTfp0Nu4HT8aj0JiU8Blsoz0EtdR4gpAgLgsO0QpJl+6zLuj6G/Com/vY5ud27eusbW2kM5Y7nti21pneTnZS7eef01OXz7btmFbTik/s109QxlFdA0l4tk980mkf2L7VSwk/cgMCnngs6wh3eXTVx4LOnND4CHxg+BvzvjJrgBkA9V2ompEGpgrpuwKwDrAodqGHaeo0lN2C6DmBIuTDxQBsqAVQvENqGX9+AmAB3C4hrNMgS61JlhkYBawo54iyvpAJ+4EiwQpuQo9eo46kMQ1ulNF5yBbs9I8OlzZFZVKJRAI4lVm79q169atpUVIubm5586dW7ZsWXZ2NgAtLa1hw4aNGzdO9F5ptiOHDTZrxTO7Sk7NPHgqPDUjd9bEARampR0xz159zsmjfv6W9uRFQvyXn1cVkk5d85clsVhsSJFkihhMIgHv47+PmbUzKTVngsPkV3GHuVfsDuzfHXlmVWP5oM/Iynvx9uvr/5LoRdc7zhoAACAASURBVAwAbQ10zEzaT7LrJyEFFstcbQdN8v47EqzgHbN9912Z7Tr90JEgccciRI4cPtSlrUYt2RUAObLMuoXj1m0716GNroqS/Ao3foXdq6OrpfbrZ/JB3+nmPeptpdUE/9CLircfuirhmqI8aRyr3x2BemgrCRoboD9Q6daPDnblSvACQ8i/Aq3qLmgptN+Q+Q5GewAgplZ6KRKgVZPrLKd2A0MtYFODfoVTgafcgltc9WQFxpD5D4yy9JFVtmNIAOj64IZbI8jPz2/KFAlq61BVVS1RjS95+vHjx5CQkEmTJhUWFgLQ1NQcOHDgmDFj9PX1a53mj6BSqUMGDXAcZbxwWtXGJSqNbuWwsbmegcOkyeM7G27w9tp66AZJSspAT+PS7edDrIcZdul699HFpTNHXrz1fOfew717mykpVRR2jB49evfevQYGPFSapElESc6uUn5mv/4v8f2n7/SiYgBaGio9u7VZ6jpKjMtUtSAjQ5KRJv01tjnr5tv1G7+ByWSSSI3jY7++HDp4MDgo4DEfLn7qqorZuZT4z6w9Pn+k108iEeNuVvWTbkLgeO88v3re/xqwhyt2GkfEhQAVEGMtyRmgD1AhNC5bVdNc/jvoNW92sliQ/1yaYHFyS1ezSkgFPgEmNZzYBSiTgueBVs2ZWe1MAfZwlboXtwPxW6nfs+xv0BkVI6VeAYYACRyARAO3nCq3HW5N9jgSQqdOnby8vMqffvny5fLly3Pnzs3PzwcgJSXVvXv3AQMGWFtbC0rOh81m21gP9Fk43MaKhzWH+6azq9Z629uXGuOEXb0eGRkpJUXMyMgka3Ta4LuRRCJNmzZ9mstkC6vBFhb9qVRqibxcyb9+fn4aGhpfvnzR1tZWVlb+/PkzT7ltsZNHocV//vH+0/cfv7IBcDjQ19Uw6draxrI7WbZWaROJYY6T9d9km2M3xHjXzh3LV6wUdyAC5tDBg4GHA0yNDB6HetTZJpmVQ/HZHeqzzOHVu8RzV59MHN1PNEE20TCOnLk/YlCP8pq5xkXjSLC+Ai5AqGh1sLhRBLpzJ1gEEFQqybET48Fi1TYDsUxVpyAX8m9AK1O8KwBu1JxgrQeuA9UtfNWACcAW/t9AZaSAmcBilCZMtJ5QigUlGwCk0sFdlUdLgdJ9UIYBgPQP0MsCVQHK5XQSExPV1dUbUft3+/bt3d3d3d3dS57SaLTw8PAHDx7s3bu3uLgYAIlE6ty5s5mZ2aBBgxogc5qWlmY7cujKWUNtrLqH3Yk5duFJTh6tkM4w7tzi8KYZRCLx1fvv+49Xsh0s7w8YO7ZUHk5dXf3KtVsANm/eXFRU1KJFi9+/f5eIzDEYDCKRmJWVBeDAgQPbtm07cuTIH/w8BMPP9N+fvqZ++vbzV2Yum82RIhIV5GW7dWo5bIBJZVfgxoT9qL7+geKp3hAGi6cPHzzF/69JsLy9vW5cvUwmS/fu1vLpRQ9+1m7fxCeduBi5aeVkBXlZA71mOw5fe/76i5lJ0wafhPI49iOLze7fu7O4A2kgjSPBAnADcAWCxReAExCCiiUcZmsQv4LNAQBCJlh1qRKycoE8QAVsDkgJAJek8D2gJgd2JWAccKRCN76UPnwri9bEFGAv8KnkiTSkVEslRqtUv7DZIOaUPiZwqUGQuJo6vby8ypOVxoi8vLytra2trW35ETqd/ujRo6ioqNDQ0Ly8vJKSIFlZ2Q4dOpiYmPTu3bvEO7Y6iYmJ9uNGa6jIHd86jSRFNBvjZdzDfNeBU61btwawd8/unrae3TvpmZpZ8B9ecnIymUzu1q3bgwcPSkTmrKysmExmdna2lpZWVFRU5eEC7lmpTjGT9SMtOykl42tyeuqvHA44BBAA6GqrdWita2djqqulJuwYRIm2psr7TyldOwpxN1lkyMiQwGbUPU7iCQw8ErB35xhr45gwT/7PunjzWfyXH9vWTiESSz/mlrqOWrnplJ6OuqAkapsQIGkZv6/ff7l59eS6h0oq4k6wmEzwVxDAAq4B5ypLA4iSe6i0QVZgCqWXoOQAgFwSaPl1nE79DYV4FPQBAM7vCs8cAK+AE0BNFUx+wDBgGfAaIABaQA/gxJ+9FwBKQPvyBAtgl/0SCKlVR5YrfhG43j+nTGcfwJcvX0Qj0CAyyGSytbV1FXmt/Pz86Ojo2NjYjRs3pqWllbffkkikVq1atW3btkuXLs+fPcvNzSMS8Dkxbf2uK7fuPuBeAFuwcNEo29ERERHTpk3jP5hZs2aZmJg4OjqW9BAUFxf36NHD0NAwJibG3d3dxcWlfFuTyWT+SheM/jiLxU7PyvuZnvMz/ff31Kys3/kcTuk7lpWR1m+u0apFs2EDjPV01CWkIF14eC2299kV2qhtc5hMdkpaVomEJoVKo9PpJYoejQjfDd737t5is1iycvL5uTlWvds/vbiO/1ZZDoez7eDVdq10PBZV8qIhEAg+yyYu9z2xZbWTsJXVmqgX9KJin10XGmNhOzdiS7CIgBJQtGkTJz6efPYsP6fQgaviS7DuVjE2lgFdH0pUAKArQkEJdS5P06lQkgEABh2yuZDh2lPeWHOCBcASeAocA1oBxnzbDtaJHqBQlubRWkIxEQSgUApc5dTgcEBXKA2bJlfxE6ADJSnl48ePSwQC/nqUlZWHDRs2bFjVinUajfb27du4uLjIyMikpCQ9/dYcDsdtzTG9FnqOjo5EIlFNTU1bW1tHR0dfX19fX79Pnz71+oa7ePFiWFiYgYFB586duUXmAMjIyCxZsmTRokUlT+e4zVo9t+6Wt0I643dewe88ak4uNSeXmv2bkpVDodLoBAKkiFJMFotAAElKSktTpbm2WgtddTOT9tqaKnxG+/fxF9jmWE30TUvP+fzQf+T07S7TZkl4drV08cLoJ5F9Laz8d5baQpw8Efz+xcPIM8sBpP7KqW85Tj610GtHyLQJA4068+gLIctKr18yYf3O81tWO5WvbDUhdtb7n1+7YKxktr/wj9gSLDZAAeDhgUOHinv1wu3b0NSs/ZROYt0iVOWuwQIAqBQgjwEAyl+QX0P/IDcK8aD2BEcdYEDpLihcqSLvDScuSIBr/eKtm3HA0bJlOcViUBkAoKQGCpfeBIEAshYoDABQYZaLOUC1rL7e19d37969gg6tMSEvL29ubm5uXqNGdnJy8ufPn1NSUlJSUl68eJGdnZ2dnc1isTgcDpvNBiAtLc3hcBgMhoKCQn5+vpqa2u/fv1VUVErK2ry8vIyMjOTk5AA4ODjIysq+fv265DiJROrbt29sbOz169e9vDxYRfn6KqaeO0JkpEmMYqYUkUggEIqZTGkSiUAAk8UqWYJSkJdVU1FUU1FQV1U00GvWo2sbDTVFebmm2/caMerUMuxOzJihdVgFSyxqygrtO5voms7euXOPEx9+ZSJj9KjhHA772o075UcOHTzw6/v7Z5c8th++Ydqz+8xZc7p06bpjx/bLB+aUDKhvdvUlMW1n4PX1SyZo1XyToKmuNG3CwG2Hrqyc0+QhKBEEBN8ePtDkL9i3FfcWIYDZs9GrFwYNwuHDqPlbCsAX4CjgJrLAKsOjR7Bsk4xQzbyPJwW5UHoOynAAQCbAqCjaz6i0ZygiegA6wA8AAEMDUkSw2GBVVpCRV0JBqT032Fz3vbpASd8ahUL5R1awGoyBgQFPSYU6ycnJycvL09TUlJWVZTKZAKSkpJhMJpPJZLPZysrKLBaLwWAUFxdHPrgzb1LfKeMsSaTalT2aaAgbVkxyWrS78SZYu72cVuy48+z5C0nQ3S3H29urn1GzmLdJs11nrFqzrqCg4Mb16xfPn4i54gNg+ayR0ydY7Tl2JybysvfCkfW1CCzhevjL1+8T9/rMqNOt0rB9i8SUjNOXH03+n2DMsJtoMPcfv5Ujy1iZi0v4UpBIQIIFoGdPPH6M//0PNjZYWWOHS2vx7Q8C4LGqXp5z8fICJAP0agcJP4BiQBrUbCjeA7VM6oABFALVXGqEiwbQrTzBMoTSI1AyUKgMAqGikVBKuVQeQ0YahUYV56oBRCAoKMjS0lK0Uf9DqKurlyujcjdprlixIiIiYvu2LVcunZ9sZz5twoBtS/6qGjhJQ0tDuYBWxGSyJVljrBYM9Jp9T05sWJYvJL5+/Xop9NybWxsBhN2JWTrPmSwr3ce4zYOzFQaC6qqK65eMa9j8HA5n7/FbaiqKVYquamHkoB4BwbefvPjYr1enhl20iT8nMSUj+sVnz8X8/tYkHMlIsAAoKyM8HK6uGDcOoaHg1fPPrFCPEgNVt4LZZe04uWD+rjp4gjI6MPGOhCuVi9+pv6DwEgXm4ACET0B/QBkAsoBAYJGQQq+ZCu9mKXA6gJABjjrIiqCX7XgSZEt14mWUQG1VerADcBwAcOzYsRs3/p4mdkkgNzd3xHBrWRlZJpPBZnPCHz7iWTHTr4+pTb/2L67xNlxrQuCMGtxz77GbjVTVnUQittRRdps9M/DocXHHAgCrV7lHPrh9NXBxydMxQ3sLdnXwd17Bev/zMycN7tapZb1OnOcybO3WszrN1Noa1GRg1oQQyacW+h+55u85VdyBCAwJuyE7cgRjxqBXL6RWa2YDpAAxqhMyqzzPBKMAABTfoKCyjY4C0I4DEg1GnKoG1Ww2iPGlrfSUfEj/KD1eCDwTStR1sAEwK3tMtYRiM0Ad0kZQVAcAaRmwyprTiUoVjjzdgfYAjUYjEonitccRI0XABmAMEP3HU1Gp1IyMUu+inz9/6mnK3Qic++icu4o8kUqlVh+fl5fXTl/Fa9HYP75yE/yyYrbd5Tsx4o6i4Qy3MjIwaC3uKBAfH29uaqLA+Rl90dNAT1DtOpV4/V+iz65Q72UT6ptdlbB+6YSdgdfzKHx65DYhAF6/TwTAZnM8tp3zWjxB+i+qc5CwBAuAszNCQjByJC5cqPJKS7EuuFXJ7cg/UcQA2OB8qnR8vDKWK0KGAgBSFPStJgxOTwe57BRyQsVxoesX8UINuFdeYi8Ddg9IS4EyBIWOUOoBsjGoZRuAbK47upLfgq+vr7MkFcyKEjowCVgPXAFGAv0BDyAK+NWg2bp17bLJr1QH39DQ8MevvBJ35z492p05far6eCkpqVfvk62dNqWlV1s7bUI4kEhEEkkqK4ePZhaJ5MX7JIv+4tzNz8jIsB05bNHcKRf3z1k3X1i15GfCHt+LervDw0VVuYEFF9IkKe+lEzy3h7BYbMHG1gRPXFcdXel/y+x/PuZj1o0bblZYZiRCozOev074mJBKpVWvtWk0SMwWITft2+PFC4wZg/BwHDhQcoxQSZtTDBRWfir9DXQA+SiuvMTQlgMC15EeRDwCuKX9ihmQ/QZ0AgAC121SHS2UQkMJcAHcAQ5QYA7F9yj+AZYGKBW6myASQeMqSyjZqJVwexwh8QbwAj4C34CSD+Bc4DHwGNgKaAAjgAP1XGpNTErmftrFyOTa/Ze2Q3qunms3cJLflUvnillQVFRqaWAwY+bsLl26pKR8b9dKx9ykXTONf1c9QfTMcbL23nV+r88McQfSECx6dQw9f27gwIGivzSDwXCbNePDf3G7PCabmbQT0lUK6QyfXaHWlt0dx9RDxZcnGmpKc6cM9dt3if/6rSYazIdv6Y+fvjpx4sTHDx+2HY8mSUvn/v5dXMyQlSU319MrZjCSk5MGmrXzW2FPL2LciXxjO6RnvVxDElMysvPElqJJZIIFgETC9evYuRPm5rh+XVFTcx6wVnzhnAc+cD9nACV7mBQUc2VezYmQZ1Vai1KgwkEJJyvf9xLLuw7L/p/IAGLsD7YCZEtK8glgDIFCKAoqL5DLNUcB13K7ApCYmKimptaI7HEExVqgpqIzBpAGHAfeAseB+vbArPfyOH4saP+BQ9t37LIe2Nd2SE8SifgotFTkPyuHEvPmy85NK1N/5WiqyD65UA8B6yYEQqO2zXEea7F/rHd6erq2tkiri/YH7D165ID7rOFBG7zqHt1QviSm7Tl2c/W8sc21BeMi0LFtc/MeHY6eezBj4iCBTNgET/KpNLKcUmRkJI1G89tUo22246QJQyZvysotNO1tfujMjkuHFu05dudXZp7PsvGK8rWJun3+lmY/L6CLUQ8hxM4Xkv0FuWQJAgIweLD+3bubq+h8ipBngCcqJKAAELJQRAEAmQRwuIqz+smDU23vvhWgWlm+jlCWgnHK9prJQHMBRlxPWgHl1RmM1pDqAm5RJAVd0CZUpOJSgDHg6em5YsUK0YYpfjKBd3WNYQGxgG1ZBs4/JiY9jY1NGAyGqqqqvGJVZ3NNdaURA3uc2T03MmRdM41/tO5N7Ghrqrz9mFz3OInkgK/LdBcnUV7x3r17F88de3nNx8G2j/Cucv56dOiNpzs9pwoquyrBur8RiUQMf1LnX3wT/MJgMBmMSsXMQSERvUzN79y54+ZWm/7SmbPnDx07/yru/ZHAoD6Ww4ZN30dU7dLDclz/CX47jtR4z8NksifM33c3PFKMyrqSnWAB6NmzWWxs0b59CxcuFFcIq7gsZUqQ/wJGMQDIZVY6znPTXoqCgVXqAcrGcco088SrH9wMiAIsysLIHwniYCipQoYEhTYomAoO1xd6a2AykJCQIJbtBvHygu+06Rswhqd2Ws3YjRkTdvX6mP+NBUBoUpQWOR8T6v7dei229919UQTBCANjw1aU/Jy6xwkINpu9csXiK4FCtBiiFxVv2H1BUZ68Zv5YYSjAuYwfEPU8/ktimsBn/ge5cDPGbOwGo+GrS57mU2knL0YePB2enZPj41N3N3Tbtm1LNkw8vLwjoqKXr3B3cnJ+/Sb+N0vbwmHLgElbBkz0W7X5HAAGgxkXnxR49oHZ/zw3bNwq4iXbKkhcgqUJOAN3gFBgDxAIvJCR+Xr1qq6ubr9+/bKysuqeQtDkVTtC+ln6gFN5769ZDT9OxcpPi2gAQCSAXqbhqcK1hiQWNIHbQLnQVUFv0CZB2goFzlW1MYYCMZGR7doJq5ZCkjnB5cBYJy+B+TW8FBcXFxYWVqId2oQk4BdwxWK8982Hr2of1thtc/S0lJ89E1G/suNE+wVTBtW+g/MnfPya6u53crrDoBGDhLgB5LnI/uCpu7/zeEkdNlEfvPxDZWXlBpgbngl7YuWwcZTr/vhf8u07GW3fvp3Enx8xT3w3bn4cHRvxODbiySvNVqZWjtuHzQjYEvQ8tbDZ9VsPbUfbCfAtNADJqsHqDBwFeK4mr1692s7Oztraes2aNfb29qKMioePc8mfG7uqM71UDesOqZWXtuiyAKCgDgqX8p/YlywUgPWAU9mbY2mjoHLqLw20BlYDrlu2BAQEiCFEcZNSn8EcoEzjAo8fP45+8sSoe/ekxG+HDu5vb6ChraG8Yf3qJcvW8LQuIRKINDpDvpH7cDUWMrLzdwXdat+m+TAr4zoHd+9scO3+C9shvUQQmMDZunri1FUrwh8+EvaF1qx2V5cvmmYvLP3bU5eiPiSk7vBwEXZLv5QU0WvJhDVbzvh7ushIS9bXZeOia6eWn5Jy3nz8SVZtfeXmQ1VV1RUrVuzatUtFRWCdOstXrFy+okahcrEgKStY+sAkILyG7KoEQ0PD2NjYkydPTp06VWSBcapLjHLALmlKyAenqNIr1TQZSlGq8mMuuanTrZhaV6wSX+W0qjnP0wacgXeAHpCXl9e6tfg1dURJBrAU+FafU6wAtUMH+/Q26d/HOGifj0Lxl7DTu9MTHj06v+p8wIK9Pi6xV7x3bPPLz89ns9lhYWGRkZHp6elr1qzKysqaM3e+06J/MYUVPam/croOWa4kT448t46fpg2f5RP3Hr8lgsCEgX5zDQ6TlspLZVCAHDt2ND7uyf4NU4UxOYVa6O53Uk9HfaP7JNEIJikryi2bZeu1I0QE1/qLmTTanCwrE3bt9q49+1RVVbdv3z5u3DiJ8m4SBpKSkjsA2/gYRiKRrl69evDgwV69eoWEhIjg1/OqzEymHJkEFOUCACEX9MoaDVI1iFlxp2gEIjh6AMDmMtcaAUiCtlo3wBy4X+24ArAMKKlpP3LkyL9WfbUP2AZ8r88pxsDCiIcHzhx5Erq6pq9tIpG4d/1kK8t+4LDMjAxYbMS+/aqppmAfdY9OL2Kz+d+NbKKBhN2Nnel+WF1VKe72ZhkZvj4MtTSUKZRCBoPJ53hJY8yQ7ufOnV22bLmQ5s/IyNi7a/ur6xuEMXlMXMLZK4/XzB8r4j6P1vpawwaYHDp9b/Zka1Fe929ijI1pm5ZaQ4dYHj1+5suXL+3atTOv1Xr470AiPiN06mnh7ObmZmtrO378+EmTJgm7+P02UEVLm/wG+UwAUHwDCteX4HglyNN51bkTkMi1kyivjQIjACjmcoWXENNwKeAyYA3EcBXsKwJzy7IrAMHBwbdv3xZPfOKgCNhaz81BVSAA+PjtG51eNHvNsdFDjG2H9OQ50sK0U6Cfc+f2LZp2A0UPg8GcsnifRe+uYYeX1CtbGm1jGhB8uzHa5iz0Pvko5vPe/dOFd4npU52CtgpeKozD4Rw+c5/N5vh7uhAIYqinsDI3TE7NvPHg1Uhhlnz93Rh1Mti/Ycq6tattR4+ZO3euuMMRBeLfIiz5/q7vSpSent7Tp0/j4+OHDh1KownR1iCuyvNCcErkuukAV3NJR2l0Y1YtySqBpoi3XMeldAAS5OXA0Kk4KDnfrorAQ4Bbqq83sKXsMZVKlZKSUlRU5HHmX0pytQy7TtoCfYHp02eMGuscev3xxPm73n+qMUPr2a1NU3YlFmRkSPnxwTePr6jvWtQyV9uLt58LKSrhsWHPZSlFg9dvP1hY/KkUZy38zsk0Nmwl2DlTfmYvWn+sX6+Oc5xtxJJdlTBlnNWLN1/ff6rXWnYTlVi28YyqmsY/kl1BjAmWKjAI6AmsAzwaOsnBgwc9PDwsLCyEt6aSxP2EA4UzoGQBgPwjUNIrXrEig1NF672MbC4ld5I06J0BgChd0VuoDvQVZMh/Chm4UCo1D3LZgxI2btzo4uIinrDERDhQLz8aBcC07PGCBQt69uwxY5JN1476tZ3z9xJ0PiKf+rfZusnIkGSkSY3ONudz4q8pLtOEeonQ8yHd2usKds5Lt57vP3F786rJXTs2xFtQsHgsGh94Njwzm0fjUxN18unrz9T0/FOneNh//a2ILcEyA8KBF8AfFv1bWFhER0fv27dvypQpbLaA3aPuVU6wyPFglixfcQAuuUE5QLtmK8FfXEGRlcHQAwAphdJSdwLQHOgiuJgFQjNgD9ATOAzs5Tr+8OFDUXYYSAL1ul2VA6YAJe5ODAbDqJshg5Y3YkB3oUQm8ZjZeSz2Pt5t6JqBk/xCb4jFzVxYzHGy9tkdKu4o6kfyz5xu3boJ9RKb/Tbs8hKYlmkehbZy0ylFBfKmVZPl5WTrPkH4EImEDcsn+uwOZRQ3aazUD2oBfdry/bNcZ0pJSUK9sYgQ/xbhn0Mmk69fvz5w4EATE5OXL18KcOZlALfulkwsiooBgPQdLC41HFUCSMWoCSWuJW2CTGmrIaesNVUfuCOweAWJNfACcOb6L5KYmKihofEP2uPwTw9gf9ljGRmZ8ePHF9KLhlkZ1XbO30vHNs2PbpndQlddSVV72cYQw8HLxB2RwLAf1Tf2zVdxR1E/yLKkzMzMusc1lO3btgy36kKWFcx+d/TLT377Lq2YbWdjKVn3J0qKcstnj/bYfk7cgUgQ8z2DR0zdGna3Rhm5Yibrf7O2UQo5a9Y2eL+qUSIRRe4CYdq0aba2tmPHju3Vq5e/v/+fT/gfUOnTiAZOmQyyXAwoXPaRZgrg1Fynw/0jJpT1vrDLrFAMxGqSUy88PT3d3d3FHYWo4f8bSQmYWfnI5i3bV7DYvnsvKyuSFeVlJ9pZ/FPlVid2zgFgP6rPs1efE5I79O/dqc5TGhE6zVTff0ppRJu/y2cMW+m+7MTJM8KYnM1mnz55/PUNATQPFtIZ2w5ebddKZ8tqkRr78I+BXjP7kX0Cgm/Pcxkm7ljET/iTd5kFMvptje4+ejvGhkcHwNGQiBUbT7Zt2+7osZP/2v25mN8tpcRjWEBoampGRUXp6Oj06tXr8+fPfzibD/CL66liBCj5AEDMBruyd4JarTuT3C+y9AFARhq0MitgseuL8k9CQoKVlbCUAyWWorqHlKILVC9P27J1+0+KIlWqdUpBM+spOwdP3hT98k//ZzY6zHt0cPpffwO9ZuIORJB4Lhrvs6sx7RLaWHX//OGtkFqCFi2cN89ZAL7IMXEJKzedmjZhoOMYIVbi/zm9jNpqN1O9dv+FCK7l4X+ht53nlgNXE1MyElMycvMlqKhx/8l7c9adSEpMlGNn8lQ+y82nee282LKlfj9j3b1bVxt17Uil1rdrqBEjzhWsDUAgAEARaAa4AyMEMa27u7uDg8PEiRNtbGy8vb0bPE+ljeJCEBJKHyo8BYWr7NlOCa1ZvF0ISygqK88iSaNQHwDIasgvu+9tLAnW48eP27dvL+4oxAA/HwaKwADAj9dvk0gk7j9wqOSxl5d3Wlqai7NjTtZpo04tgra5CjTSJkRKY7TNWe46fNHC+UcCgwQ+89s3r/eu/CNtLUYx0//IdQ1Vxd3rp4mxVZB/xo8w37w/zECvmVFng7pH/wHDrYxuRX6AcmfP/Y+YxcyMzHQCi3b/1CqhXrR22Gz2gVP3Tl56ymCT5OVk9ntP7NmtDc+RB0/eJZGk5s5beOHM4bsnV63bfv7WrVsi9mIRI2JbwXoM7Ae+A9+BeCAScAYmAC+A90DNJeN8YWBg8PTpUxKJ1KNHjy9fvjRgBjYQz/VU8QEoJfuDHCCj4jgB6AKwa7ijIEojTRHXy2ys5DTALtkObFbxVazZgODEga+vr4fHv7V9XkJN6vzcdASuAfzUD+vq6t69//BF3H+GPQf1s/c1GrYm8tl/v6qKiQAAIABJREFUfxpiE2Kie2eDsDsx4o6iHpwKix45UkjyXX+UEr39kLxsQ/C44WaujkMaRXZVwso5dicuRqb+Eq6Fdt+eHbwXjgo5d3r7jl1nQ0LDH0QNt50wY2WgUC9aO/3G+WQydJa4r1NRIMTd3FhTdhVyLbqFrvrzy+tvhZ34/C1Nrdv04AtRnTt3FnG0YkRsCVZB5Q04ADlAKDAAsAB6AcsrF5g3AA8Pj9DQUCcnpwasYzkDn8qfMEFILH0o8wWFXOoMLYiQrbm8nS2L09SKPSa2CkCCDAmFZT5mCkBjWRSiUCj/5gpW7Y2pskBnoAGlIstXrHzyLK63ed/V28P6jPWRqGX/JvjEZ/nEgBOS2aPCm+w8xpj/jRX4tHFxcZT83Iadyyhmbj1w5cmLT7vXT2/fWsASD8KGQCBsWD7Rb98lWiH/pQQNYeRgkzM7XYdZD3B2mhQWFhYb81xFiZ9bP2GR+P3Xwwf3/TZ43Tq+oqYxD6Pf5+RSncZaajdTvXxocdKT3daWxh06dOjatasoQxUvEldxVgDkAa+AHYAFEMHfWQ+58yEu2rZt+/z5cw6H07NnTz6rsjjAOOAqV3GY3FvQym5RyB/A5FINNZYHp+YisgICuLWxaM0AgKSI4lalR0yATfzEJG4CAwP/weqrEuwBnp/60oAJEAC8BRY3dPLAo8ejn78upDObur4bI1oayrTCIiZTwOowQiIt/beyimrd4+qJ+4plC+dMvXuiIe0vb+KTlvuesLMxneNsQyQ2moUrbuTIMmvmj/XyP8/h/OG+Sx10aqf3+saGOeO7RlwPmjKqs/86R6FernZ+xu4/tX3q7ePLa2oaffH26/O4hDnONuVH4j//KGTJhz+MElWMEoHEJVjcfAKcgINlT1mAB1B9QyUWmAksrXme9evXX7hwwcXFhZ8muN/As8qVN6Q4sEo+QjlA5cXgZrX+TVGIKLfSkVcFpwcASJftD5KA4XVGIxkEBwevWiXOLX8xMhbwBNoC+oA20ALoAbgA54EYYIYgyhg54MxafdTKwbfb0JUnLz0WQNBNiIpRg3vuPXZT3FHwxbuP3z9//mI92CoyMuIPp6JSqYGBgf8bM8rc1FgJ6VHn12mqK9VrhkI6Y+PeSzFxCbvXT+vYtrE0UvNGT0d94uh+/keui+BafXt23OU1ZcRAYwD3Hr2zsPcxHLLSdoYAuubrBZFI1G+uoautxvPVL4lpoTeerpxjx31QRVmeSCR+/vzZpLvhoAEW8fHxPM/9y5DoBAtAKuBRtjr1BNjDS/Z9H5AN1F5p1bp166dPn6qpqfXq1Ssurqr/DTcxlZW7CVlglXXqk36giKsASx5oUetFc7nubElagBqAiuUrA6BRaB7QaDQikaisLFJ3VYnCDUgAvgIvgXfAS+A4MEZwHSJv3n3YffAMtZA5ydZ88/6wmw9fC2jiJoTOitl2lxtJGZaNVfcvEdtD98zY4bdm2NDBX782UMdrkoP9CGuLH/Hh/u4jnl1a57FwTH1niHj63+rNp53HWjauiqta6NmtTWt9rZBr0aK8aHpWrqpGC3sHx58ZeaK8bu2k/soJCL7t5+5Y5TcrKyOdl5/vYD82ZM+c4C3OS+dPterfJzz8vrjiFA2NQAcrCwgEtgGWQHdgXLUBwcBF/vySV69ePWPGDAcHhzZt2hw5coSnJschVNrXU4wApey53H8V8lckwFYBpJr7BzmKuFHmpUEkgtkBABSVQTUuPdisUfz0gQ0bNjg7O4s7CvEjDegJbXIDA4NWrduwQfzv/nahXaQJwUMiEUkkqawcSn2XcMSFqrL81cCl7z+lzJ7u0LaD0aEj9egozMrKGjnMeuaEvq7bHRp29dz8gm0Hr3btqL9rvXBNe0TP2OFmOw5fi4lL6G3cTjRXdPpf/5zfVCnSrwBvp952niSS9KA+HVfNHa0oTxZNANXJyqFsORC2ba2zlFTV71Z5eVlKbkbw9tkd2ugCuB3snpVDWbllq/e65QQiSUqavGjJcju7eifrEk6j+IrHIyAVuAeYAjy1VqpnXTWhpaX18OHDY8eO9ejRY/PmzcOGVVKK+wq8437OrOToTOCqundURFsaeHrzcACCAv4Dyr3K5JuB2gUAiCqAQunBxrIsHhERsXHjRnFH8fezddvOuTMniTuKJurN3ClDvXed3+szQ9yB1IOuHfXvn1o1ePKmtLQ0Xd26S8tv3Li+y387jfr7yKYpRp0aqEpw4eazl2+/Lps1urEko/VlqeuolZtO6emo6+moi+aKC6eXlpkoKcotW+mTmvpjlOv+4uLiggLqraClNW3hCYk8Cs3LP2TLaidZGenqr8qTZV5e9+M+oqmudHTLrJLHufm0FX6Htm3ylpImT53uOm3adFFELHwkfYuwhPeAJTAN8Af+Vx/tx5qYNm3as2fPDh8+bGtrW6579gkYCnCvm5M/oLBsv1DuM5hc/YNyUuDUtHiliBAmLpSVcRGJQJdS50G2TsUoAajyCZ/ExER1dfV/TX5XLOzcsX2u00BxR9GYyKfShkzeFPsmoe6hwmT8CPMXb7+JN4aG4bfcfuRw67S0tJoG0Gg0J0eHPr2Nr54LOLFl8pMLHg3Lrr6nZi31CVZXVdy0avLfml0BIBAIPssmbgq4LOymwurcOrZiveca11mzI6KinzyNnTp91pmrIq3mLKQz1m49u2H5REWFhqyfqSrLH9k843Ho2vATS149utzXzMRx0oTY2NgG+AufPBFs0bd3P3NjPV0tY2Mx25Q1jhWsAqD8AywWcAVO/PGcZDL50qVLkZGRlpaWU6ZMWbx48ZnK2RUA0mvQWQABKIZUFLgVaHmk6GXkAR+4/r7IOqD2AQClZqAMKT3YHBj9x29BBPyb9jhiwdHJeaPnUjsbU3EHUgd7jt+JffNttuNAC1OxWd+4LDv0LTWPTqd7b9g0c+WKwE1TTLuLaF+GJzrNVN9+TG7w0o64MDNpd2rHzLGjbToadl+8ZHnXrl1TUlLS0tIyMzOzs7OfP33y+HHUjjUThw1ouCwkk8k6cPJuQWHRRvdJcv+ATxRZVnr9kgle/ue3rHYSZV+kjAxpqKXhoAH9be3+d+/2zcyMtNO73ER29WIma9Wm02sXjFVXVfzDqUgk4l5vFwDPXn3293P/lZnL5qCIwZnlNn/6jJkA8vPz3WbPjIqKevX6rZaWFoDw8Puea1fJyEjRC4s4HHbfnm3uBi+WJ8uMnLa9i0m/lJSUBmRpgoIg7ObSmtCbPv1nUAMFhfsAgi0mXLp06ZOnT9OPHk02NCw/KP8SnDsoZACA0l1Qn6H8R0UEVipBllJtIgIYcjhGR1rZL5RIhEx/0AdAhgRZC1AGlB7vAQjSlVpo9OnT5+nTp+KO4l/BydFhjFXL8SPMah82YIJXxPmGWxT8Cf3tfdWatWAWFz+MjLx5fPXAvl1EH0P4k/frdl57+vwlgIyMjCEDLZ6FrRevyePr94l++y6FHmysbtZX7r4IuRGTmZOvpCCnrEhWV1HQVFP8lpIe+fzjl4id3CPffkwuLCw2M+ErnX326vPZK0/cnG06t+OrfDExJWOxz6llriMsG7ltZfyXHzfCX61wE/VNdPznHzcfvnYe21+7meD1OGqCxWK7+51cOH2E8Lyw2Gy2+f/Wt23f5efPHxwmfeXs4cUsduC5iOxcqqyMtE4zlaBts3h+Auw4cuNR7GcFBcXTF8SjV9c4VrCqIPAlZn9/f++UlPXOzmjZEkFBIJHAhlQsKAwAUPgIfAJ3ImoqB/niCgmGcvIUcIBayV1RvjmoFgAgqwUKl5KU6P77/wH/rD2OuAgMCrbs27POBEtczPU4/u7Dt9H6muPG9FzlamHRq6PoY9hz/M7l8I937j0seTrZ0eGw39Tyz9aX775NXRGoKC/nMMp08XTRGfGadG39Q8hy3kLFzqaXnU2vKgfj4pOCQx8eOh0+ya4PWUZm476w8zeef036cS6gFkmcUrJ/U/yPXO/UTm/X+qn89wmqKMknJGcu9D4bus+t0YmOcmPYvsXX5F9nwh6L2FHRsEMLww61t7YLGA6H47kjZOakIUJ1GiUSifdPr0r6kdmhtW658taYav9jq7PMdeQy15HTVx4TXmy10ygTLIF7rH8DQvT1ERGBkBD06oUlSxTVXWiZACATC6lXyK/84WkkDVZ+1UkI8ghnVsquZMlgmwIkSEuBZVzJTGKooN+CMPDz8wsICBB3FP8QZDLZZdqs3naeQVtdu3bUr/sE0XI2LMpnucPCqWL4z8tgMM3/58FmsTt1MX4Y8aj8uPvKNbsCNp7r0aHkacSz/8aOn6Sjo7N82dKjIRH+Hk7WFiKSjTY2bHXlbqzk7/DySVTMhyUbTl+7evXp0+gJi4KLiopU1NTl5GS/RO2p/auUzeYcD32Y9CNz+ezRaioKtYysjrqqoram0qGgkGkujmw2S4Esde/kyj97H2LDdkivfcdvR7/81LenGO5DRAOHw1m37dz4keZ8rlD+CcqK8o1uCx6NpchdDuhVturTHrAV9PxTgQ8ljxwc8OoV6fIj2gILVsZnvAIrAvm/qo6X4bWtSifhbWVVdxld0IwAgNwMNK4P3nYCsrUWNnl5ea1btxZ3FP8W8xYsunzt3tz1IZMWBNyOqE2wTfQc3eomluwKwIT5e7sYmS5avubc+Yvcx62trb//olJppX94+RT6Tn9/3w3eTv/rz2Ky5nkG51NF5EHkvcxhX/Bt0VxLSKRn5s5YecTSwc/CYUvwjYSTZy4NGz7C28f39t3wLl26Ehg5L6761J5dxb5JWOx9rLthK59lDvXNrkpQU1YgEomPo2Ojn73SadEu+iVPh47Gwfypw26Ev/qanF730MaJ756LY4ebmXRp+o6okcaRYJGAlYAxQATMBL2/9r2KKyKdSB4SyB5zEtdcieFTWDRGlfEEQJVXglVQ+SmJjOLyJUydiuWrlsA9QPLdmI4cOTJwYFNTmxjQ09OLevxs+rw1XntvP4yWICvoscN7i+vSuRT6yVNnpk3jIYUwf8HiuWtLtwDCn3708PDIz88nKLVRVlUbNMj64s3noolQS0OZWkBnMBqr5VHqr5whzlsdpi6Nin71ODr2aFCwoaEhADabbT14QDP5/MuHFtfSTZyVQ1m37ex/n3/s8ppWk/UvP4y2NnFynBAUFBQeHp6Wlp6bX1D3ORLM+qUTdgZez6P8hU6jmwIuD7bo9ie/63+BxpFgUYAZwCOADfwU9ORzgC8cDopKG/8UH4GaBai2VjCJlObYAubA3vLB8oCLEmR5FRWkV866ZHVANwQ4UFQDrW/F8RZAK0G/BWHwL9vjSALW1tb9LPqJbAFGwiHLSIWeD+H5kuNkJzk1g7kexwEQpGR7mZp2bNuikEYxMGgVGfHwVsQ7nmcJgzE2pnuDb4nscgLk9fvEkdO3h4SG2dhUXaGcNtV5ymhjr0U1WkSX9AkGBN9ePnv0VPsBf9g65zLO8szOGd/f370Rsnfi0E4jBvb4k9nEjjRJynvpBK8dISxW4zCs5JNtB6+am7T/i3c/BUXjSLAA5KO0qPw7IMC+xwdALIB16zBzJgCwQEgCANJXEKJQVGgPvAISAbOSzkVXBbSigF2tf7BQHte4DsrKgdkPABQUwBgNllbFS1pVT5VEqFQqkUhUVPzTntsmGgadTh83doyaqvqvzFxxxyIR/J+98w6E+v/j+OuGs2VFkiRp+ElZZWZlREY2qaQ0VCKjgZAdSaWhRVMTqWQUihSloS2SSiKVcc45N35/kGS7O45vHn/xuffn/XndcXevz/v9ej2fqXEeu0MD3r/v2RAr9thJEpOAspnfXBk5TU1NwYmiWVlZ9stWoJmYil5VFL+tGJ4g3VYvTrw1TAtmdMRqw4GdMXdOxCdIduqh7iDrTlbclVybTT3XYmbmFnsGn1FXlPRzs+TmomZPsDtiIgL+bhZRvvarbempFegWeHaF+5GKyu/9D6UrfDyc65bphh5MGubrDh0HT6VJzRDRVB752zCMZ9QkWB3w/VUsThMxACsAvgMAEglKSgDAcRVw3wAIQM4E7J/C9iiAWwC7EaCGhB5E+Vo4Ia4FOi81MIlAyzQAAKQIEDrtULMBrKdT8ENKcHCwg4MDo6P4d2FhYcnKyrp69cq3792aKf5JkEhk4pHNdlYmhw7u73FA7LGTB4+ePRBzGAASLl6t/fFrxsxZHh6enz5Xqpr7OW09PgxBYjBoDBO65sdo+pOt946bp2Zw/WaanJxcjwMSk1NaiMiJ3TTB35dX7Qg/X9fQtNfPQVJiWDvXqKDgaWlpJd7Jxd94dTS+pWvVx1AzU1x4vozEiQtZw3zdoeDgqTRx0QmLNGUYHcjoYPQlWHRsJLgN8KXtp8BAcHZmewytpUCiAMt9IHctTOQFSJ6AjLqMW3Id1pHhr0qLcoCaTpoN7OOgWQsAgIMDsJ1axREAGgALYRSQnZ09lmAxlri4+EZs45NXw7T6MvIRmch3ft/627d7dYeVkWn/0Ofi4mpsxE6fPn2Fw8rrKSnjODku3cibNH+DX9QVInFod2pcVxkG7rs8pJegL0xMqFmSPS9FVFdX29tZu7s4JR5cG+Vj13H8V33TrugrqdlP/bdYWRoqDVekNBF5LDU0PFJVVVVtgVZmbvHwB6CjJk0kkbLyXw7/penI4TMZk4X59TXm9j90DAAYdQkWAkCHTlORO6nDAwC0AjIf2u5tML3cgtaQFRazPxRFqhyD+Q8hGgAQ7PCDA679vWOImAQkQQAABBtQOt34TQc4Pxpe8fLycn5+/jF7HMZiusQM34xvIbQyOpCRQuihFL0VEb47B6Swika3C9DoLzJ49aZEU0ODCcN8Nikv/krOEIYIYKKrMLpscz5+qZWW/mMnkp+ff+/evbq6Oj0dLVsLg5XGs+5d8ulQrWwlkk5ezIo6dn2tvc5mRwMM0+hQ+cHi8B++/JKSkgKAiopyWSnG1GWvXaqT8+BV6cduTemjhLhL2ZOEeI0W9q8+NUYHo+Md0sEEgMV0mur238Y4bE8B9wsAAPUDKL0U0pMAYrHwP6ZlGuzLSlo8D5AUCLiARspfkgucgoDVAQBAAFCm/DkuBJAIMI5OwQ8pvr6+np6ejI5iDFjp4PDwfia+hdChrfcvQyQSvby2dSxTDRwuLq7YYydUlRUyzuwQExnyGsjRZZvz/WeTiEi74pqluUlz/bdnbz7x83LFBq/sIteelFaY9+iNk91CR+tRYaP6hy9ff0wRa0+qGhrqhs2JuTt+rpZeIWd8XCyo07BgILHnMoUn8C7W7nkfeYzeGGWrFMIAE/ofNSAOwl9VU+j3QKYAALDmQGNNr2dRAF62QkIjFBEifpDuNlKuACwAaF9zRiIBpgNlHAAAOx9gO6kcCAD0UEE6IikrK1NXV+9/3BhDjJWNXfUP/HxT/7qGsV5C2OyofyHhLBUnrlvrtHzZ0urvv1TMA/z3JtI9sC74uVkG7B0du4RBMcnqmn+2BJw3bn5cXOa11rAwOaBzdlX4rNQ98BQ3F9se3xUzxYdcUpLuPCr+IDThty48pbsBx/CBQiH93Kx2RV8mEhkZxmA5eTFLSIBnLLuiglGWYNGxZ/ev7iwKQD0AAFRB68eBz8EGcBLgHIAHwGKAanbhdj8cZiYgKQKw/hk6Wvrx8vLypk+fzugoxgAAiI6K0FeVqGvALd08pqcPXBxs5NZmHG7QuWbU3n0NDfVIJEJZRTV4/6W5i3bcuT+EpTBzJad8rf41dPPTDplMvnzjQUXl92u3X2zb4WNrY/XoUWFZWZn/Tu+V1louK/UxmPadjXdlX71CzpRVfIv0WT4au8YKnpbaux46dD43Krq9N6K5uQWHH+4i985wcbC6OBr4Rl5gYAyD4uCpNH5eLmOdsZ1BahhNW4QTAVzpN1tn8xvW59DyCwCA7Q3gsIOdSQQgA+ApgAUeLwKko4DiYJoM2L89M0Z6m81vQkJCDh8+zOgoxgAAKC19dzLBa87/pqzbdpTRsYwItqzWXbd21ekzCYM6i42N7cHDR5ER4ZWVX6prashkspvrJr9916dO4jkU5MDBxkL3OOdKTkm8VWC2iPGekmQyObfwzbQpQh37YnGX7+4/dftb9Q/B8TxJKWnqaooh7mZhAe5kMvlkqL24qGDbsK/Vvw6fSZ8oyBvkaTtaaq0A4Gcd1mpjTBOulQnDBAjUFDHxTV6h8+f/+UMEh+1RsdjsskJ7pSXDFunFRAT01OcePX97jd1Ib3mKiU8TFxUc6xmkmtHxzkEBTAVwBphFvzlbOv2MfgiNrQAAaOo7rGU4xudi1VLhlBaTqBwu6UDn1xYNMFo00evr60VFR0f5yH8eBIUMAPamqqs9DtU14Li52BgdEYMx1VXYeyLj9evXPSo29Y2H5x9XuzNnEwAgMfHq0s17InfYrvWObyZQ0CgEJxvzj5/1YpPHn4xY02EgTQUB7tZLXfYxJMGqa8A14fBxV+69Lf1a8fUnIDEzZkp++ZLb2vxruZnKkXM5MySlzcytTh6PxbBwWiwx9HMxMdSWNdT+szfwsw576HQ6ExPKa50JJwdrH9cagdhtPhS8+2DnjKoLOjo6RU9fOqxY+vBpXGzIyuGMrTMaSv/79LX2ZtYTQ62Rq6QafeLmTHHhsZ5BWhjRCRYSYArATIClAIsBuOg07UOAqwAdC1VMFUBq2y8kAaX36qt+IQgCzDaA2Qao2lOti+aBnh4EBwMSCQB6AKtpjXo4GLPHGVn8rhcRERY8ev621zpjxoYzErh8aNMiO3MHx3WbXDbTOJWZmXnKtSTX0JRj8Zf4+PgWai1AIaGqphbNyqViEaStNMNrnZEAHzWfOgJ8XLjmFiKRjEYPaw1G5befeisixcWnaS/UdTaZN2/evI5uytSbN1NSku7ef1xSUuLsZI9mwvByItJO7ep8OrYJf+RsRhOuxXm53niqnjhjIRLJDThyH9lVG0gk8vSZBA1VBu95LTdXD9h7WVSYX2rGZMZG0iMH4m5JzRBZqCrd/9Axemck1mChACQBFgPEABQD3ASwo192lQegCxAJfwRDWXKgzSuWqRxa66mclgkDMBsAgJMLWoJXwJMnICgI8vIQEjIeIAIARYfYh5wxe5yRQ2Vl5TjO9vWDCzEuN+48ZWw8IwQBPq6i64FlxVnz5eeYm5kUFNCknB5/6uzNW5ni4uJIJBLf0lJS9llooojMnDksrOznUx7ae55VsdhV8LSUipmNF8rvi7tJS2xUsGxL7IVLideup7psdlVWVu7IrgDAwNDwSOxxDAbjsWXzkSCHDx+/hHpadTzajCcciLsVdijJ2kjFz81yNGZXABBzKs1g8UBvQlqHWBFtIPhutjiecOf7yFOm3X342v/Gsit6MLJWsAQAVAGsAEwBmIdgfjJAOEBn1SrEDyDXAACwlgMqA6h2fsOMhyYJAAAEf3sXIbi6gqsrBAXhZWXTli2b5eZGU+hDDxaLRaPRY/Y4I4Tnz5+LCvO1/Sw3W+zeZT/GxkML/tGJOQUlFAp51lTB+XOnLtGfT+N2Z7TfMgB4XfJlh/+WX1hyZNR+BQWFfs/qAy4urvr6RgTA27fvmpoajU2W3M/Ly7v/gIUZo2S6g5933InI9YvU5w58Rcp9jbGmtZ+7kxEtUQ0QE6e9vxoJZDJJWUWjTe2pg4cPH+Tl5m5x9+iQtav7VZtfVMLBziYjJQYALYTWuEvZFV++O9ktnDpZcBiiHTqSM5+l3Tk0wMFSs2USbxUy0L8cAJBIRKCHzY7d5/f4rhghhW4UCiVw31UdNWklubFWJzowUlawWAAmAHgDXAWwHprs6h6AAkBGpyOoWmC7CE1NAACofMBS61LFKQithu0OPiSRvx5i8vE59uRJa2urrKxsZGQklRcYFoKCglasWMHoKMZo582b158radixHjFYbTiAR03MyXt89/4T06WbP9RxL3aKMV4dRbsrnOT0SclH3S7sdQz02ayiKG9uZvL582eqZ/v85WtlVc2JE8cFBQTjTp64l3tfTVUlMChYTnYuGsPsF31De/leFcugZW6HX77r/ypoNBKNRlUPvZXknfsvxo0XTU3Prv1Rl5p6o67urysaLV4cGhJUWPhnnW/2HLm9J1Ilpk5qJZLOJt7z23NJU0kqdNvS0Z5dAQAFkCwsA21ZiNizN+pk+pDGMxA4OVg91hrvjOzZyHyYoVAoAdGX9TXmjmVX9GJEJFjSAIkAjwBchuwSPwCcAZ4AdHToIuuB9QI0tX2FYYHws9dz+4aNA0iqQBACAODkgaa/d/anASwB8PLyevz48Y8fP+Tl5ffv79lMjeHk5OSMJVgjh+bmpuu3Hz97/ZHRgdBEQsoDDMeEsN3ttxb6+vqBgcF5+YUBYQdX7biwwDpksWNk9IlUMpn6/RohQZ6U41vuX97m46RqqK9dU0NTVkogEHA4rLKyUlNTU3rGbW3thWgUUlRkEjcP793cB/cfPlu/JXD73nQl88DVW48ZOIQTCO2uWYm3CvWWh2vZhXQ8F9dVhoH7rtISzEDYHZu6w3tnQUGB9Azh+XOmpKendX606lv1g4LHiopKu8NDp4uL7g4PWWxk8q22gQWD9I24ICctHrZ96QzxiUMd5DCBGMTXGRcX10I9I2WLYHtXBjdNiwqPtzBUPHgqrf+hQwmJRN4Rft58keK8udP6Hz3GwGB8gjUZIAtg0VAKGQQDqAG86nyIAKyXAFvb/hvHEyoTLAQCUFMB93tVHjkegPPPo0iAIIC2ZiQkEhkaGlpYWFhTUyMvLz/SVrPKysr4+PjG7HFGDigkKsDDZq7kFEYHQj0EAjE8NjX+9LnuD8nIyNzOunsv/8mx00k4pqlzDXxoVyeSkRK7FLNhkZ42Lema3dJlDwqeXE1MYWNjA4CZM2c+KHj8oOBxVnZO2wBlZeXrN9Pz/SSqAAAgAElEQVQeFD63Xukhp6yrZR+pbh18/EL25VuPcK3oKdOklc3azXxMdBWKXg6hbU5q9lOjVZE84yfPnDlTXV2dS0CcwixobW3TeQwajZ4+fTqZTI6KimRlZVFUUqmqqkIhEdF+K8K2L501bfSphvbFYBIsAPAPCMoveKplYKtjH0rL/wztyEuLC47nTsl8zKgACK1Ez+AzjtZas2eOxIr70Qsjv1D5AewAcgH4hvhCxwHedP6dDOwXoany968UAKocdZFIYJsCjb+9e1AIIP0tM8/bTRkViUQGBQU9fvwYi8XKycn5+fkx9o3dgZ+fn5eXF6OjGOMPmRlpXmuGo4Jn6HANPOvusa1zqXV3hISEdnj7BIdFbvSNp/2KM6cJb7BXX+lgT/tU/aKjoxMYGJz34PGde4+KP1E+fPruYCIjzIVzsFjQMabNNmcorm6zKebSnYrow+cuXLoKAGg0+viJ+JPxZ3ocjEQiQ0Ijli5flZaWrq2tPU1cVFZKrPOA9+VVb0srezx3tHD34avJomL9j+uG46rVWnpmO3ZfontIg8LCQPH1+y/Fbxhg7o5rbnH1j9vooC8hJtT/6DEGA8MSLAzAOYBzAEOdMF8C6NKkwZEM+I9/fmXPBfynQU+LRALrTGhaCsDUfoR5PGAX/DWGCaA3xyl/f/+ioiJOTk4FBYUtW7YQicRBR0BXxuxxRhokIqFDUHs0gm8hPH7xadnyAW06GxkZvy2ntSSrDUcrjW+fS2nsLhwUaDR6/4FD6Xfyjly4P0FgnImObEeyMnS2OYu1ZV4UP3tf8q7fkceOHlliavLx40crK6uQkBAJCQlbuxWd84lNfqedfC44eBwbijiHje0RV/dE7aPy3B3edx686X/cELN1vUn85ZzqWmpb2amivhHnFhDv42LxHyjCG4EwLMFaAKA79FcpA9j1t2g7Rx4Q3wLptxMUZwZQHsHA0psLAGtY+J5zyQOnLLDoE5rM/6gvcIyHZvtBN2V6eHgUFRUpKCgsXLjQysqqS4HqsJGdnT1mjzPiYKhpGo1k5r5QXBIQHrF34KdMEpny9GU5Xa5+Zu86t80b6DLVwOHm5r6b++A7QWiVz6Xt+25bb4yBobTNsTdVyT7v5eGxZfUqB309bR/v7d3Xwu/cuTNt6hR3dw9cU+OuXbumTJnSdnyTy+acwvcAgG8hqFjsEpmhFLEnWkxk/FDEOTwkZzyaIj5TQIB6J28TMyvXgJ7X/4YNBAIR7GW7K/oyrrml/9H04PuPhh3h58O2208U5BmeK/5rMCzBGgZdqLcAun+XXrG8A3gIHcUeHOlAeDpwbxwlAHQrJr1BF9e4CI97YwDk5rYH0EigyAClm3YMuVNNfR/Y2trm5OQsXbrUwMDAzMyssnK41+ojIiJ27drV/7h/g7i4kwUFDxkbAx6PZ0IjGBsDFZDJ5KCYJGXzwKNXn9+7/0hTS3vg5+70D3TeeYouYQjwcc2cwnvxwuAcdWiHjY3NP2BXalpmUvL1ypqmtoMy/xNLTi8cistxcbARCbi0W7fqf9XGxMQIjOevrq5ue6ikpMTX13f9ujW73EylZk6u+9U1yWPCMOc9ejvf1D8oLNpr6/Yjh2OWmSkNRZDDQNGLD/77rp+MO939ISKROHPGdDwe3+8kPj5+X+uQOyIY7NLNyoLxcTH3ibhAoVCG+lqfKmv9oi6GbVvKM663jZYxaOW/XNRsAdC5xBTzGdA3AYsFAED9AM7zQHwBLf2/9ToQ5Zx8iDT+DWS4A7EZ+GdCymqgUACAZQI0KXYdPR5AAmDg/TkmJib5+fleXl729vY6OjrPnj0beGS0QCaTf/369Y/b41RVVdlYmyvISCopSJUUpQbv3DJXetbTpwzT9szJyZk5dUL/40YSl28WyBn5sQvK3Msvunw1mYtrcGKVUlJS6za4WzrTp8f2SLBjaHAAgcAwW18ypX1V3H+L1YH4WzTOFnclV2lJVyG0sopqEgX95NmLB4XPa3/82h0RwcTE9ODBAy8vr5ycnB07dtzJygk/mi4xS3anf9fbJw/PHf4xmXz8gts83Wprazdu2hx0KMN64wHiCJDfHBThh69vCUvOuJ3To0DD6lUOv379HKB2w6UrSa2YifordjO2LlZIgMfOVHXv8aFVqX1bVhl5NCVqp8Ooc0MaXYziIo++qQL4666tGTA3AFsPgABoAtar0FjV26m9QhYFQE4GXgnIDQHdCDi9EAr3I+ZvJs8BQAK0tAAKJY5GSwKQAFYAWPU/ZVcUFRWzs7PLy8vd3Ny+f//u7u5uZmY2+GkGwYkTJ7S1B7HS8J/E3MwkdIuhuqJtx5GfdVgNG5vzF692UW4cHpKTrphpjyaD1TOJeadSnj168qLvkva+WeGw8vy5My/ffZaaIdL/6D7BYNDB7uZ6OlrZd/NonIrKAH6/DgJ8XLhmAoFApLqi7m1p5aGzOa2tlAYsjoujXaDVeuOBqu+NCArBaoluI46YciOdm5snNDRUUVExLCysrR1YRETk+YueS4tMTE3T0m9NH98yV2qq6eKFXOP4U9NuBwcFHr9we539MNRu0IcdEZc/fCPevZff46NlZWV3s7N0dXUGPmFE5N64uJNO20+cCHeiU4zUIC8t/vHL96upD80Nut2404NHz0uvZTzau9MBhfovr7CMBP6Dr28rwCEAU4CvnQ6xJwC2GgABgAf2ZMAOPrsCAMQHAKUAQCDg+2v48hBsU+DDHRYMCd9WqL91K3h7I4/FpgDcpCq76kBMTCw5OTk9PT09PX3evHmBgYFDd1P1b9rjPHv2zGm14927d2/evGm8eFHdz1q1eX85ifNyc1w9vHGH+xoNVXkNFVmtBfPUlOX1dDSU5snq6WjpaGsoK8rFHhkqBZ1XL4t11ecM0eR0p/htxf7T2RmZWbRkV23EHIr12XOFLlEZasssN5FVVlLAYgdaBEBHSBREXUO7L4SprsL+uFSqp7qV81zfYPGxE/Gm64+p20ZoLY1QMPZ99uZLTt7j43Hnftbjm5sadHUWCgkJRUREmJubD0RsxWHF0tovb382tvjuuZx32aex7pv9UlsbW7vouNsSGh6PnlPjDjScEIlk49VRv1q42pooe8TVxZmPhzMoOGxQM8+YMbOlpZXmAGnFwkCx/HNN4TP6/yGy8l9m5hYHetiMZVfDwH9wBasAwAOgudMRjlvQ1NYnWAfMF6HpW6/notDAwgVNvWhiYSuB9RU0yy6F2UuBQgIECmxTmASgua25VVQU5sz5dfZUnaU1Nzc37U+Eg4MjNjYWACIjIxUVFWfOnBkVFcXPz0/7zB38g/Y4xcXFbps3IMjNW1bpJpzYjQDKAR9jUeEeKnwlxIRSjm/pfvxnHRaNRnKwsWwJPKemdAyQ6P9JSe+OiBrsplhfkIe7q7T6e53geGr+acsqqpe6xmbfzaeLiJqEhERdQ3P/4wbGSssFElME1FXnmVva7vD2pde0AyE4NMLBY0fyUTcAcF9jrGHt57GWSq9ut9UGShbBgYHBWTm5bUdu3rzhvHaV7Jz/1Tc2qaotMDAw1NbWHlSJ97MnRWtsFuzYnWC+SPHQ6YwfddiVa8zl5OTelnzQWag5eSI9P2QGyNvSyuMXc6prGxqweCwOTyCQkGgmMgVBbG3RVprh72rR2ado4854wyXL165b19tseXm52PrvTCzsgy1+CNrldyzQpv9xQ4/7GqOtoWcnCvJMEqKbkFFSWuHX6p87Ng7trsgYHfzXEqwagKV/Z1fMZYAoBQoAEIH9Wq/ZFRIJbDwAs6BJFjgygfQJmpt6GvYcYDYAEwCivUyf3CEd4uYG586hp4jRJbvqjIeHh4eHR0ZGhrm5ORMT065du5SVlekyc3Bw8PLly+ky1WhhrZND8mHntmTCQFO23/Hd4eVuz0fbHPEAIPFW4WJ9dQqCSU1dy9V1S+evOhwO9+PHDzKZ/PHjxwEKYTx9+lREiM7/Qn2jYRMCaFYuFvLxcCeBTka/dx++Ulf8Xx8nEolk49V70zKzqcj7sVhsj5n9+Akicsa7LPTnbnemMiPpjKrCzKLru/yjryrISfvs3GViYtrbyKKiotzcXF1dXUlJSdqvu2CBuve29l4wNBrJjEHX/mzk5+Xs+6zeYEL91fHAzs4hLjGrvLxMaILAYkNDaxvb3k7sjbjTCZkZGWfOnr+YcLYRJXYr425bIvLo0SMinspUm2oS0wojj6XxjZ+4es36SZMm8fLyion9pWi1f1+0mk0YBkVmZ8UQyRQcniw+bUYf2VVdXd2GdattjBRI7BKDDaalpWU874jwukYgELvcbTyCTu/eYc/GSgf3uCNnM/h4ODes0Kd9qjEGCGIYuhV6xNHR8eTJk3SftgBAHaCjyZX9MSByAVsPQAGOK9D0Bnp8uhw8QJ4HOCmA3x/4rMWAygZsT7IJnLLQ+FsAkgkFFHsgdvo0UAXIpdeT6YnKyko3N7dPnz5ZWlq6ubnRuGygqKiYn0+ftYdRQUNDg4mBenaC91BMTiSSzyXnJlwvwDaTUGgmJBIJZBKF3MrCjGZCozBM6J9Yyu7IvQoKCkVFRcXFxba2tj2W36oqz9+zbcl8mV4NKzSs/HIuBdAlZnwLQW/57hWrNjquWn0qPu7K5Yu/ftYyocgoJPxsIGCbmiVE+dlYMQn7N/Xoc3zoTGb5T/aIyKjBXpdMJvPyjNu6dev2HT4dB9++fbt9m6eT0zoDQ0N9XS1WNCEuYg2NttAdYHF4F7/TL0qqjE3NPb22dbzy79+/D/Dz+VBWMllo3HzpKaevFTx9Th9JpCWmiwM2aErPFAWAaxmPMu8VxwStom4qqw0H3L13S0lJJSQkvHv3TkNDY9GiRUPxtq2rq9NQU4rYbqWjNvtaxmNDLdmB+1tTwZXUgt2xqdIyCtH7YvpdR8fhcNXV1ePGjePl5e17pOI82SOBdjujEvceOiMuLj6okAz0F8aH2XW+zWAs1bX1uw8nR/osRyCobyumUCghMUnzZaYtVJWmY2yjBcetcSfPD23TQG/8d1awvAFeAlR1ZFdk4LwJlDeAxQEAcGRBc0nP2RUAgATg/q4mbJYGrmKAnhIsSu2fn5kFADvlr0eHevdeWFj40qVLRCIxLCxMSUlp6tSpkZGRwsLUWF6Ul5fz8/P/O9kVAHBxcdU3thCJ5KH42kCjkSss1FdY9LpM9brkS0CQx6ev9SzMyAUKEvrHDxBIyJ3+gfr6iwCguLjY13tbTfXXZaaKfWRXdKTkQ5XVxpjdkft09fQBYIXDyhUOKwEAh8N9/PixbSGnvLz88aNCFXO/FeZqS/QUhH7r5RS9+OAfndREQN3Oukfd1WfPmnor9XpHghUXF7d+3VoWZgwfH5+BoWFaRlZ+fv4CK4e4iNVys6fS/mQ52FhORqwBgL3HUw11VVpJCCQKTSETx7Fjtq03VJazBIDKbz/P3Sii/Vpt+PgGhOxyvxCzEQBMdBXCDiVTPZWH0yITY8M5c2X3H4hZvXo1vSLsTHJSYlhIoL7B4vyCoqV21ht2nvpaVVP3Mn4ortVG4q2CgwkF9/KLBtjlx8bG1mVlqztkMllPR2uVhdJcySnb1i82MzU0Ml6yKzB44J9ya9dv3BK4/2y08wDHDzWC/ONW2WhHxl73XEflgi6RSPLfe8ls0XxZKTq8j8YYFP+RBCsb4CTAn90/CjAlQ/MrIJIAKMD6BOAlkHoqa8FgACMCTWpdj6O+A7G2h/HMrED5va3EygKtmgB/31cM7naJWtBotI+Pj4+Pz7179xwcHPB4/MaNG62trQc1ia+vr6en5xBFOGLZ6R8kb7Tt9N510sPuuiU5fdLFmE2dj9Q14DbujNgdsrO1lTiehz1iq/X0qcPkVpGQ8iDyeMatjBwhoa5XZGNj69gmExMTExMTk5g+Iz0tzdLlGIKMR6HQLS0tPPxC0TGnqNanxeFwFEChEH/ueJYtW8bPz29oaNjhaqCsrHzvfqHGAuWrhzaIi9JNZtpttYHbaoMeH7LcEHP+At3smbm5uVuJf9Ri22xz2ha0BgiRSErJfFzw7L3EFKH3d6ODDiTb2ZjHHouXk5OjV5AdpN1KtTOSe/gsb1eA//eaGj5ujrwrO4d0+Yqfj0tQYPwAs6uBcPbMmciIkO3rDKyNlABAWW760xu71K12RXFze3huHeAkJiamYSGBnRs2GY6kxKRPlbUJ1/JsTVQHe24jtnnH7vNbnIzERKhXYR2DakZ9gkUCCAeI6ZxdAWAygfIaiCRANALbVSBUQXNPgjhIJDDNBqxh1yQJANjyobEnxwKmqYD93d2FngSNf3+/yAJEU/1MqGLBggWZmZkNDQ3e3t579+6VkpIKCwsbYEHMv2mPo6un7+/nw06Pmgba4eZiY8i98sMnJQfO5j4qej7AO/u5c+fOnTt367ZtbYVTvZVPDRCXTc6PHt6dJT7pzYdvBAIBg8EAABqNNjIyAoC2X9vg5uYWEBTSsg0SFZnIycYUutVyUAnKYEGiWehoaUAmk5HIP58sgR42AXsvXT7iPpBzP1XWnkvOxTbhjXXkw7e3WyuGbbOpa8CpW9tevJIyc+ZMugS5P3pvwvnT43h409LvqC9Q8XJU3xJ0zt/NzNZYhS7z98GCebO2hl2uq6ujvWjVx3t7RtpNuf+JFCb5dchh/KzDWm7YLyk9b+DZVRuKSipZ91+a6s2jMSo6oq8x90DcrQdFJUpyg/j/rKr5FXwg0d/NiurivzFoZNRvD60F8AforLqAqQBMMbQSAQDY06CpAlp7kRtknQJNi3rIroAMiJ6M0TgmA/b3Mi0bGzQt/OvRaQCGAAzxm+Di4jpw4MDDhw+XLFliaWmprq5+8eLFvk/5Z+1xMjMzf/z4YbMphtGBMBLPsEsp11Op2B1uy6uozq6ePn2qqCBDqK94kBhwMsLJx3mxvV0/y64xBw/n5Rfeyy/aH3ture+Fk5dyqLv0QJgmwqOsKL96lcP58+cbGhr6P6FPREVFP3yu6fhVaobIl2+99Cf/ppVISk4v3Bp69sadovXLdIO9bOfL/FWmzc3FlnHaa9UKKy0N1SuXu8qOW1uaRUaEd/xKIBD6lnchEonh4aE3T2wW4cecOX0KiUCwsDC/y95TXYtdvuXIo+elF6/n7z+Z6ux7cogESH03Gblv2UzjJHg8/urlC4XJOw8Hr+wsNrZ663G/oOjYY4Ou9JWeI/P0FQNMl/tm08pFKZmPKioHatn5+v2X3YevRXgvG8uuGMgoTrCaARYBXOxS9kQCzC3ANgIAMH8AUi9vEwwzsE+HJuteLHuqoeVH12McfNBiAPD77ho1AcidpLbVAZ4CMNxuxtDQMDs7+9q1a7m5uYqKivb29p8/f+5xZHh4+L9pj2NiYvK+rIKV7d91h3hfXsXJxU9fvY8B4uiwNC3e7UjwyrZfDbVlvlV96fuU6dOni4iIAIC4uPiDh4/iEh8fv5A9ROHFRzrlXfRapi/2Ij/RwkRbXUVOQ23+AtX5WhpqluamoSHBg3ILxWAwy1Y4ma75Y8go8z+xxFs9u1CXfKgK3HfFP+qSAP+48O32zsv1uLl6/hcVHM99/8rOG8ecUy7FLlBVbLPHyc+/n5iY+PnLF0WlPytPHh5b+Hi5Q0OCe4sQjUYfOXpcd0XUgnkz9kVHCgiMDzp4Q90mJCO/fINHsP/BrIclRAK7pLiU1rItQyL5tlBl9kD8qvuGhYVlgpAwDt/1NvpHPW7BggVUTGhubp5XNBKVwHZ52EQcSalvxPU7Mr/o3dXUh3t8V7CyYPodPMbQMVq3CFsBNAEKAbqUrXPchObq9kUpRFPPUgsck4A0D5qkelq7aoMIxL+L1REIQEyF1t91IBycgFv059GJABf/NCAyHm5u7piYGAC4e/fuqlWrGhsbzc3NXV1dO+tAYrHYf9Yeh4WFBduEH1FlFsPJlVsFxksshv+6BQUFUyfxdekKRACRTCYPfC0t+26ey6YN80wDjBfO9dloQvcgkUikuuL/uotTvC75kv3w1ZLFWhQkyw4fP11dvYHMZrjY2D8g4NHzUoU50wBgl7u1zca9ZovmdwxoxDZfvvng3Yev08Umuq4yHLhvSUhMSkVlraS4kN5CjcdPX1RUVKxcudJptaOq6p8yne3bvV8UP9+zZ8/Wbdt7e4WNjIxfFD//8PkNKwvLxctJnR+6eSuj42ely+cGGNigwGDQRAKuY5uYOjIzM2tra/B4AtvfyQSRRGXbHRcX1wiQGu0BJjRql7u1b+SFvkXYzyfn1TfifDcz4D0+RhdG5QoWGcAd4HG37Ir9MZBfA6ntKAFQT7qeiEIB+zTA2kHz7K7ZFarPNyPbFGjsZCCBEAPS771AMYDdAHQrwaUr6urqGRkZubm5ra2tampqenp6d+7cAYDY2FhNTU1GR8cwKioqPn36wkLDZ/qoRnrG5Fcvi4f/umfPxDMxdV0xlhSf2PY/OUDQaPShw7GFRS9qm8eZOEUNm22c5PRJG5brZSfsuLR/9aX4KA0V2QUqcpoLlJbZ23ZU5XdHSEhIRHhiaUX7RiE/L2cTroVAIJLJlKz8l967E/adTFWRnxm+3X6VjdbAs6uyiuo7BWV38589f/cNjQICgWBra4fHtxyI+WudSUhIKDsnt/bHz77zV3l5hYz77zW0FnY5XllZabbESGm+jPRsSSDRP+OoqPy+auvR7z/qaGlkDvDfeSDCNy3eo0Odrg3fPVd0FxlSPS0HJ3f190GsVg4bvNwczsv1Qg8m9fgohUKJiU/jYGdZv2zU+B39txl9CdY5AFmAYwCkv49jKgCRC7jf5s2st4FU/dcAVnZglYEmW4CePsdInZI1jnIgdZqdfSo0Wf5Z7OPkhcZOt68KAEupfS7DAxqN3r59+4MHD44fP3769GklJaWdO3fa2dkxOi6GUVtby8rG0oClm2L46EJHTfpF8TBZiXdGVXUBgdA1F5k1bcKTosdUzBa9P8Z6mbPs4p0FT4d1N0eAj+t4uFPOhR33LmzPPudurjlZQW62p8cWPL4H33gODo6ip8U5z+oX2O5eYB1q4BAxfepE41XhPhEJRCJpl7u1j4v5DPGBO8K3IyYynosVsWO7l6Gx6Tg+AU01xS2uLlQ/I109/fsPHgUGhXY9vlBjueEsMWEeZWUVIgW59wStltVdsFh/YKXzzgcFT2hxWMpMT0054SE84S9lrENnMove1Pr5UV8CYWRsGn+FSv2RoWamuPC8udPiL+d0OU5oJW4LO6coK2GsI8+IuMbogVGWYLUAhAE8B+jyYcZeDJjEP7qgrC+B/BLwnb5A2bgApQBYwz/PGMPUyzUIgHjf6URuaDb4k5OhUUCRBuhUHcGQqnbqEBEROXXqVGZm5sSJEz08PJSUlLZt20Z7Me+oY/lSqxfpu//Z2k8MBt3SjO2tOG/okJGVKyn/9uh5WeeDV9OerF23nroJ7Zba5+Q+3Lbnxsadp+gRIDWY6io8vRE4S4igqabg6rKh+wAMBhN77MSlKymWtg5TZylkPyz5UlUbstVOd8Ecqs3gkEhk+mmvj+8eHzl8ZLowR0HyTnZEjaKCrK6Olqa6iu5CTSWFuf+bJb4ncjfVzwuLxaLQTKdvvp0yQ/5I7LFHRcXpDypOXspJSMmr/dnYeSSRSHbwOOoacKbLDL5RV/6nu/3O/Zc9zm/pvH+V0wZVVVVaagEXaqvPnj6hy8Hs/FeXM16npt+meloAkJot/eHzQMvJhx/dBXNaCK1Z+X9e2x+/Gt0DT21Yri8vPTxKQWMMiNFUg5UHsAOgu8oyewEg70Njw59dP/QzaPydXSEQwC4MpAWA7dSOw84OODVA3wdiY9fZUO8A97spkY0LUDJA/u0EhQBgngzYTnWT/AC9+jUAAMACVUUdHT1fP/robtOFoKAgFxeXlStXAkBcXJyJiUlra6uxsbGrqystlRCjhcrKSnFRQXrpg49STu9xWrHMNisnbzgvOn369KXLVt6+/1Jhzp/vADKCiZYufW5u7uy7eXsidysu2cXCgtaYP2OnyxIkElnyoQpPIDQ0Np+6mhfsaUUvYe5nrz++eFOxzLyruImjlYajlUbAvkTjxfopN9I6jtfX1yclJZWUlAgKClpaWk6cOHH+/Pnr1q0t+VBFu+BZ6ceqX7/q3pRVLbAKnjF1wpk9K4UEeTjYWLA4PAcbCwCoWgTo6RtISUkNduZtW73CwncXv3jd+WDK9dR1a1axsXOcSjmLJGJT4z0B4Exi3p7jaSxsnKstJKqqf23YeQpHACQCgcO3CE2cXPT0hY62+ot3la6Of5WsuQacEZWQXefcQz46KCSmTUcROneQw3qfuDfvP0nNHbReVBfmzJkT8LGm/3GMY+1SHd/ICyJCfBJiQqUfvx2IuxXkaTuO85/+WBuBjA6rnGYAD4ALAF27nHHAkQbkkj87gwAAFGC7CLh3AAAs7ICaAE02XTNJFBIQfEDsdouC+gZMCYD/vabDrgRNv/eyUQhgEYWmpQCdlr4mAZT3maUqyEphmJCr1rg4rhoS/WUq6G6PQyAQDhw4kJSUhEQira2t165dS8ui/Qinurp6uoR4/at4RgdCPXSxyjFbG22xdJ3dUnu6hDRAHFYsffK48FnqH2VtDbuInNyeG+uoYG9UZNyJo0xMqMlTprEws1CAstR+ha/31hAPMwPNuTROvvvIjbT8D1PFp71+XmhvqozF4XMfvf/Z0KyjIunv2u6ea7Y2envA3lmzZl2/fv358+c8PDxLlizp0EMxMtSbwA3J6Y8RQL5+civVev1xV3I9g04rKCj8qP2xymmNgYHB+fPns+9kNNR9N9KW2e5sBACvS75UVv/0jb7xsLBbLWrvVFVVWZiZvH7z7lddTzKAAGQyeaXDMnZk/RpbjU1+Z6ZLzo09ekJbQ+VugqeGTXDYnsOKiopdTtHT0WRjavHdZPIAACAASURBVP2fxMTan9h35d+IJJCRV9x/4BB1z70LoSFBVy+dd7RULXpV8fz1Z1t7By6ucbp6+rR38KgqKeRdGpyA1jBDIpG9Qs7oqEnnFr4N2GKFRvfYEj/GmFVO72QCHAQoASjpVnQFeGA/C9ivXU9hvgmEL8DMCpjx0KIE+Kk9PEsSGdiaoGs9CBGYkv5kV6ycgP9974dCAsssaDL/s8PIB6APsKW/V3C7t3/Azu1ZN88ePbx/jozC4dhjjLWm6dEeB4PBuLu7u7u7Y7HYyMjIBQsWYDAYW1tbJyen/56Rzk6fHaeiRooPBqN4W1r5oqTSf/bsYb5u/KlzyoryhFYiC3P7WimF3PVtTQtuWzxWOq4mEomdN5709PSUFeX5uDloNCBKynz2oPAZALx8+fLmjRtsgmxH4kKFhYWtLc12H7nhtW5xE64F19y8Z88eKSkpIyMjW9uuHsxoNPrHr3oODlZunvHe0bdUZYQ7MrNBgUYiVlpp1PxolJsx9VtJztpLJ9jZmLFYAoaFY1/crRt3ilqJICQ8uab6G4LUPE9extjULC31urmFldsWj75n3uC89ltV5cGDvarERewO//H1XRm2deeBO2cvpoiKigbu8v9e8229d1xLK7l7dgUA6ZnZZWVlBQUFQkJCKioq9F0m377Dx2nNusOHDq50Xt65g5J2hCeJvC75Ijl9Utuvpmv2ailLujgMqHt0eEChkGKTBSNiU9LP+IxlVyOTkbuCRQbYDHARoOedcAKwn4am3jR0sICuB+IgDfqQn4E1GZp+r5JxzoFG0/af2cWgadlfFWsKAIUDm/bz58/Wlks4WZEfKr4eOHRcX5+RZub29vZr1qzpVx6moaEhIiIiKyuLiYnJ0tLSycnpP7N7mJBwfneI39PUriW9owjaV7DellbauR1/8uwFvUIaOMlJiW6um4+HO2qrzCaTyarWu/MfUlPkPiiwWKyKonyIh9nDZ2XTRAWWmakN9s6h/HONS3DK9Ztp3R9qaGjQUFcV5EaryM8ofle5eqOPrm6vPVzXU66tclzZ0krcunVrwYP7RgumrrbRGOzT6ZHq73XjuNg+VNSs9Y5HIhFEEpFEZlJWVbt/N11FXmKTw6KlW04IC4u8L3mDJxDTM7J6XOPZHx31P6nZ2gt1uj+UlpYmIyNDJpMV5GULCh8LCwtXVlaamxqVlJZqa2nm3M1dsXxZZNQ+ujyXkcChgwd/fLzv69KeAataBn6rqSu9u4exUXVAIpHDDyfPkZwiKTHp9JW7fm6WjI5o5MLAFawRmmAVA7gC3AfoWYO9FdjPQNMnesbDlgDkSsA3AQAwswPMAIImUDgA2gq2HIHC92cwF8DKQbriVFZWvnr1qo9P3uFBSUnpwYMHAx+PxWKjo6PT09MBQE9Pz9XVlRaPlJHAvXv3Th0JOhG+htGBUA9dtghNnKL2xyYwRAtNcZ7c0WA76Zmi+UXvjia9iT91dqiviMfjE69eOXnyuMPK1UlJieKCgMURil5+miU+IT5yQP8JgfsTx4urretUj//9+/eUlJSysjIuLi4DA4Ow0KCK8pLq6h+p6Xf69kh4+fKllaXZx4rP5eUfndc71dZUCfGzn96zrk2F/Gcd9uTFbI+1RjQ+ZQA4fiH7eQVZV8/gdPyJmu81Ojq6UlLSgQE7x3EwVX1veFT0/N69e8rKygOsgVNTVS4ofPTp02ctDVVAILNzcrU0VMWEuUWmyd69m/3kaTELC0t+/n02Nva5c2ndjR0JkMlkNSXZ+1fazcjrGnAH4tN9XZYwNqo2GrHNO/dcXLNUZ9Y0YQDILXzzruzralttRsc1QhnbIvxDPYARwGuAblLqv2kG9ouAo2t2BQBEFWAuAcw3IFGgWQ/InZwxEXx/ZVcAIDl4z0FhYWFh4UEuqdEbKuxxODg42lylCQRCbGyskZFRS0uLvLy8p6dnm772qAOPx7OxjAgjQsZS39jc3MwYoYqUG7ccltn9+lmNAJK3P/WdbgPHy9P9+vXr5R8/AcD5s6eTMt57eW09FL8uJDhwvU/c4aCV/c6Q97g0YXsMAJSVlV2/fv379+/8/PzGxsarVq1qG3A+4dIAg5GSknr9pkRJSUlQUPBqYgoAJCclqtsFTRLgqMc2Eyks4wUmBO5Pov27fLWN5jxT/z1R+9pMHtswXWJWXFwcEOA3btw4Ph5OXT290velxsYmO3x29j3b1cTkmzdvLLe3bcJir6dm/Pr1i4eHV8/YzsBw8fPnT1lYWIqKijauX8U1jjfnXj6NkY8EkEgkEt3JFpOLbYRkVyUfqg7Ep+5yt+EZ197NrjZvVvnnmtSsJwZasoyNbYwujLgVLA+AqG4Koh1wFAKiABp7Tb7oD8c4aLYF0u9e4AkA6wE2AvD2edbIRF9fPzY2lvZFi8TExJMnT/769WvixIkbN24cXY7R+fn5J2ICToQ7MToQ6qF9BcvR85jgFOnQsAh6hUQFBALhVHyc05q1w3xdPB7PwsLS8auykkLy4fV9txmSSGR5Y18zS/uWlpapU6caGRmNH0+rPIuzs/PChQvNzP7UYOXl5Xm6u5GJOATA8fDVUjN6vYH5WYfVXRY2Z9bkcZxs8+eKz54hsvdkOhaHj4twYmHGXLz+oK4Bt3apNgAkphVezCi9eDmx+yS1tbVpaWnS0tKGBnoxMYdNTE27j+lCTU3NJGHh2KOxK1c6dnmorq5OTWVe7iUf03WHcnIfDvRVGNmsclxhrzdVU7mrrD8Dybj3POv+y0BPG6ZuRVe7oq9YGSnNFGfwbfwIZGwFCwAgEOAOwMvesyv2xwB3obEn95shgoMLKAv/ZFcAMAegnxu9EQy97HHMzMzavhhevnwZFRXl7e2NwWAMDQ3Xr1/PxjbS+4R5eXkbsT1oQv4jVFR+t9t8eKHu4oDAEMZGgsFgXr0snv2/GYpKKnuiorm46KOk0C+dsysAQCGR6F70qH7WYdPvPntV8hmJRJJIZE9Pzy7n0sKuXbtsbGw6J1i8vLz19XUmC+d4bzJt01noAoFAvP/43ev3n88mP3DfulNAQLCqqupB4cMzN24tW+EYHLTrU+WPuwVvt4aeFRMTO3klf5Igl89G4+qvmdXV1R8/flxiavy1ql18uaioaNEivZqaWgD4/KUKAIqKHn8oK7O06st7m42N7fz58xaWPZT7+OzYFrDZlJuLjVF37EPBZlf3QO+NIyfBir+cg0Qiwrb3rGzt42LuFhDv42I+nk6iJGPQzghKsK4A9OHfwXEfIB+ww5ld8UCrEbRM7XQEQGv4rk9nYmNjNTQ06DunlJRU2zIkFos9cuSIoaEhgUAQExNzdnZWVlam77XoxcyZM7/V/nPaqm14hSbkPi4/fe6qhIRE/6OHmMuXLuZk336eGnj99pMFqorXrt9iSEFYeESUxaat+OZGeSlRyWkTrt8pbsTilGWnolAoPh5OfY25tiaqAHD3UTkdsysA4Ofnb25uJhKJHZIoLhvXo5DwP0UTNasQ/80mJjpyncdXfvu5cGko7/gJurr6pxO2tv0FKysr7e3tcTjczOnih4NW+kZd5eATtbQwV5g3f7XT2uLiYu/tXh8qqsrKylpaWurqG7BYbFsNpZycnNXfeZLLxvUEPFZTS7utAVNPV3tXYPD8+X91BXJwcPSYXQHAixfF0Z6uAPClsltf96hFWlr6S/WI+KxoxhP8914y0VVQlpvR2xgkEhHkabMt7FzUzhXMvepojzGsMD7BIgJUA0QD9CosTQGOVKC8gKZhXHfgEIBmcyD9bTGoBOA1fCHQmTNnzqSl9dADRRc4ODg8PDw8PDwA4OHDhwcPHvT09ESj0RoaGs7OzoKCI8uqEYn851qan74sd9oeZ25l9+DQVUbFYGtjtW9/jICAAADU1NSEh/g/TglEIpEmuvL4FsLaNavT0jOHPyplZZWsnLzPnz+Hh4ddvfNu5iyFGTNmxB7a9yDJr/MyEt841ps3rhsupkPteQcmJibR0dFt7xoAIJPJ86SnsLCwPioqnic/V0yEn4eLY56xd2FKcOjh6xn3Xra2tmiI8+bn3LyTfo1CoTChkazM6MamFhIFxcXJ9up9ZXUd+eK1P6L20tLSndse7969N2f2/2Rl516+eg0AYg62Gxcut7etrPyCbahbtkT54sULGzZsPHvmzMOHhTIy7QU9GRnpAgKCfZeuc3OPi79670NFja3dMjq+RAxn2vRZ2fmvGLuIVfntZ/CBq9ucl0wW7kf1npOD1Wu9id+eS72tco0xzDCyBsv75MlggMcA1QAN3dxv2iEBxyVoKYXWwcjlcPIACACKAGQ0kBqgqbr/UzpAIYFFFJpsAP6uhJ4PcAKAivfZFrfNZuYWqqpqgz+VbmCx2MWLF+fk5AznRQkEwqlTp65cudLU1MTOzr5kyRIHBwf6LgNQAQ6HM9RVzU7YwdgwaGGwNVg37zz1P3Dz5q2MtuSGITx79mz+/Hn19Q0sLCxkMllVRXGft5nCnHZhqqrqXwaOkVH7DmtqDt8a8a9fv3Jycp4+fUomkydNmqSrqzt1avt6dXZ21t4wn5TjWzoGE4nkJWujG3AEEokiPEk0bPceMTExGgMgEokaGhp5ee16+rFHDl+4cD494w4Gg6mtrdVUV1aVm1Ze3YptbDC3sMzOurNvh5GYSK9/wboGnEfwOQ5+iej9vapYbd/mVV//69DhY50PystIIRAIQyOTq1cu3866JygoKDxRaONG5+07fAHg7du38nKytrZWx47H9/101JRkEUC+fbfwPyPpAgCVlZUOS00yz2xjVAB5j95ey3i0y92alWWgr+r9x2+fvvy40YGRekAjin9RpsHA0bHm5Mmi3h7+CexvAfkNKD8A9xXIA46RkwcoEoDV7OTojAOuOGgYmK8UCgms0wBrDfD3GsdcgFsAXV2vBobENDE0CvXm3bBa0nbBy8tr1qxZbfY4DKGmpiY2NjYrK4tIJPLw8FhaWlpbWzPkg/jYsaNf32b7uZoP/6XpxaASrLellTYuRwqLnjP2a49IJC5fbn/69NmHDx+6bFzntnLhMrO/ZCFxeMIC69DHT4ZWmguLxebm5hYWFhKJRG5ubg0NDRkZmR41sUyMDFyWztNW6cFn5tHzUtfA89a2Di6uW7o/Oii0tLQSEhI6lnh1dXVyc3NLSt6LiIhUVVVlZKSvWOEQGOCXnn6LFUPJPNO/sLiWXUgrGYNrwnps3WFr24Ohe1pamsNy+w8fP3WUS6al3eLm5umsEfrz509e3vY2nrq6Ohtry/MJFzuO9MYWVxcymRS9/+BAnvgoQkVJ4c4Ztw5p3OHk8JkMNArpZLdwsCdevvmAhZnJaOGY6zPAv5lgTXZ0/NxTFyHqB7DdBHI1NDUBUP7YC/YNCgls4wDGQ6MxQDedJq4z0FDW02l/w4QCZgnAWnW1wOYDiAWg5Qu5rKxMXJyRHpyDlb8aUsrLy48dO3b//n0ymczDw2NsbGxnZzds1fFmS4yDNmp1CDSPRvpNsIhE8oXr9y9cL/jV2MLJxRt36qyQEK3OdzRSUVGht1BtPB/3pAl80TuXCo7vQXtpS9DZ6XN11q2n1aKuC3V1dXl5eUVFRSQSiZ2dXVVVdd68eUxM/RSpYLFY5flyt+LdhSf0nFgomQc/KHxKY2zJyckZGRmHDh1qi3OevExDI1ZLS7Oz6IPGAsWcc/0osHcB30KYorzpQcHj7sts79+/37zJOTUtU2zKZHv7pYFB7Yq7B/bvizkQvTc6xsDQkLbn9F/j0MGD1aW5AVssuhwvq6i2WL8v8+z2obCNx7e0Bu2/YqAl20fRVd+ExCQu1paTnsWAusaRxr/YRdjjjh/HU4AcaOxwwRpYdoUAYJaGRsO/XAI70yIHzJ+gpbWvSViYAC0N2MVdLzoT4AgAjToEjM2uysrKaLGspztiYmIhIe0tbJ8/fz5x4sTixYtbW1tZWVk1NTWXL18+dIJhlZWVlZ8+SE5fPkTzM5y8R2+DYlLqm4hq6loHj19kSNl4j3BycopOmpB+uq8ixsgddsoWIXRJsD59+pSXl/fu3bu2JF5FRcXb23tQDpscHBxJKamGpgb5iX5sPe3O8HBiysvLadwoNDU1DQ8Pb/t5zeqVclKTebi5HhW/uXs3R11do+14K6HPTy4AAEhIyQ8/cpOLkwOA7LvJJPzIDW8f3x5jk5CQSE3LBABf352sbB3r/GBhaXUr9QaJ1P+1/jXWrF2rqXas+w1NckahvKK6g0fsjZODS3/75cOn6r3Hb3hvMp/Q033IANm+Ycm2sHOC47kF+cfRMbYxBgXji9w7QH4BxL1O2dWAYecDrEGv2RUAtPABS++5GgYNzJOANBuwcl0fQgGsojm7Yji+vr6enp6MjqJnRERE/P39236uq6s7f/78unXr6urqkEjk9OnTlyxZoq+vT0c/xJUr7E9FjmIFrD7Ycyz1avrTKVMlDp+4SHt5EN3h5eWtrcM9el7aUXfVHSQSSbWlGh6Pf/LkSWFh4c+fPwFAVFRUSUnJ1tYWgRjYXVpPiIuLxxw+vmSNe495Ydg2K0cH++y796mev40JEyYUFRXJyckhEIi0nGcmuvK841g2u2x89vwlAFy+dFFClK/fSaaKCPDyCWTl5OJwODWV+RaW1ptcXPs+pYv9vJCQUGpaJh6PP3v2jL39IArVJwpN+Fjx6b9Ud9UFNBpN7umL0kx//tqdl9FojoKnpTTaXHbmZtaTR89Lo3Y6dFe6GhQIBGLnZsutoWcjfZazMI81FTKGEZFgsb4E9H0g1UHj4JWl2ViBrAbQ97ubAMTea+SZ+aBxeddtwYkA8wAEAOi8XcEIysvL+zUfHAlwc3M7Ozs7O7c7Md+5c+fKlSuhoaEAwMzMrKKiYmlpKSXVQ03MACEQCNiGnzOn/QeF+I5fyLlT+Cm/gNYdqyHlTnaeloZqfMRK6Zk9r6tl57+aPGWga71kMvndu3ePHj0qLS2lUCjMzMyysrLLly/vt1RoUKiqqpEQrGUV1eKiXTthp4sJNdb/ov0SgYGBfn5+V69ejTt1lkgkhoWFePkvnzSpfQv77JnTrEjC05flMlJ9Jc3zZaZpzZ+irqZ07fqtoqf917EdPBizb29USemH7g+tclxFIpFWrHAYYPwNDQ3Xrl2z7EW+4b/BjBmz7j58pa74V4+TmIgAidDg7RvlsmVDQbI/7VehUCiHTqeP5+Pyd7OifTYAYGdj3rHRzHv3+Uif5bTcaYxBNYxOsJqB4xZQ3lOTWrWBnATY/pyvEK1A6iXBYsYAUalrdgUAkgBJVEY0ssjOzp4xg8pdfMaira2trd3urtXQ0HDlypVdu3ZVVVUBQFsljZmZmaSk5MAnDA0NtlmsMCSxMpRTV3Pjkx/n3R/p8tnc3NzXb6YvszHOOr+9xwEnLt3d6B7U2+lkMrm0tLSoqOjdu3ckEqltjVNRUXHZsmVD+uURvf/guo0OnfvI8C0Ei/X765oo9itW0T6/lJTU169fAaCtDDEkJAyLxf5PcqasrIydnf3VpGuPHz92XLfaUk/a1kS1jy5Cn40memql6mpK2Xfv951l4nC4TZtcNDVUuz/EwsISGBiwaJHBwOPn4+MJCfJXV1dnYI/qUKO1UC8z71qXBAsAEvZv0F22rhlPBwGh7z8aAvdfWWevKylBz/LQiYI8S5eo7TuZ6rpqrLSOATAyweLIBsQLaPxJ/QycPNA4AHso5vqeNSCY0YBUheZu+RkTtQ2DI5Dw8PDY2FhGR0ErXFxcjo6Ojo7tBh01NTVJSUn+/v7fvn0DADQaLSsrq6enp6mp2UedTUbazdwLo1fIrFfEJ49vqPtZWVnJcLPLfhEWFuafIJqQkm9r3IMO7Sor9T2R4cqJ19p+bW5ufvXq1bNnzz59+gQASCRy2rRpsrKyVlZWKNTwKZlJSUlNmzHXeHVUh2rDIofIrT7B+vqL6HUJGRmZxMTEDlX379+/s7NiHIwkN7huKi0t3b7DOzsn7+LFiy7BSbXVlVcOb+qt7l5hzrRTkas0Fihn5eT1UXbJxsb28uXL3m5OvLb2nP72hoeHZ1ho0P590UHBDPYGGDqkpKRSE3toyRLg44qPXBVzKtNm08ELB6jf7bj/+G1SWmGwpy0nB2v/oweJrNTUj5+/X7qRb7V4hIo//4dhWIKFrISWvMGpW/UwCTvAAJrPUL3ov6MnQJNSD8fVAeJoimsEQS97nBGFgIDA2rVr165tt7HD4XCpqalJSUkhISFEIhGFQvHw8CgpKenr60tLS3ec1Uog0LGca4TwtrQyOaMIiUKPlqe2dZv3vrCt3RMsEoksPIH39asXISEhLS0tFAqFnZ1dUlJSR0eH4f/Ah2OP29laFb34IDd76sMnJfyCk+mYXUE32xwxMbFbGdkbndcaGi7evsMbALi5udv+4d+/f69nYpiT0Gvn2lzJKWf3Ouku1HhY+KSPuqhBLf32zSYX15cvXri60apYMZKRlJT89r3n6uC5klOK335pxLX2u43bIxQKJfZcJoUCkT5D2Hljtmj+nqPX2/6Bh+4qY3SHYQkWuZnW7AoAKANrj8VNBAwTdOnF4RAArH3X0viJAJEAGozfOqUPR44c0dTUZHQUQw4bG5uFhYWFxZ8+6vLy8tTU1LCwsMrKSgBo20L68eNHdv4rFfkZGMyo+vNyzyYxja+rq+fj462vbxg3jssviAPLIV31uUxQWAwp3GSzWiXyyKgRvEEikU24lmY84V3Z13cfvpZVfMO3tKKQSACQEBNiZ2P28PAYgRXTbOwcqdlP5WZPLa2oFhOnW0VzG/z8/E1NTQQCoeOJi4qKdhZh70BCQmKJueWV1Afr7HV7m016pmiAq7GVxZLklGFqTY89dmJ4LsQoMBgMqXcxxpyL3k9efKAiu6praArYe9nOVLWPzg96scVpsVfIWSEBnomCPEN9rTE6YJgOlvACx69aPSy6DgpWA2ie1+cIAiC/AHMKNNe1H0ACsPMBCEKzJhDH/zWWGWDPf6KqvQM1NbX09PSRb8A8DMyZPWuVhfKrkk8l5VUUCqUt5ZokxDf3f1OUZKfPmyOBRo/UFSA+xeC9pwCAmZn506dPfHx8hJZmJIqptvoLoFgOHz7s5OR07NixfqdhFHg8/sOHD6WlpaWlpfX19bczMybyIuSlp0pMEZolMUlcVBDD9Cff1bAJzrk/4kr19XW15krwhm2zAQAymaxqHZ7/sFeNZOrYvXs3EonssM3pAzUVxfR4lzbliLPJeT/rmlwc9DoeTc54VPuzabWNhppVSO6DJ/QN8l9GQ0X2/+ydeSCU2xvHH2MwGGskSdr3RCIkSxIV2bdKSimlhSzJLpKdNgmVylJpk5LIkgotUt3qVpIkWZLEGGPM8vvD/XW7spuZdzCfv9x3znvO183MPO85z/N98i/Qsv3DkxcfUtIeeu0xERLgpeG0vUBo73DyPxvibsXLw9X36BHEaPTBogkoYh8DsLlAKgUKBQCAVwRQ4wEAWtZ0/3tLAVjTWiGC4HA4NBrNiq4AwNPDzXSV3G6brsc6JX99LHz67tSFXM/QCxQKpTPq4sZwTps0bu4MSYUF0+bPkkI88CosfkqhUFAoVGlpaVJSkq2trdrSJSQKfKv9Mk5MrKCgAFl5vyAQCJ8/f66qqvr8+XN1dTWZTO58eMNgMFOmTJk6daqampqAgIClpeVaC1N1JV6jlYv/nISPF1NTU4O4Lerv1NfXk9p/Brn9U9yKQqHYu3fxGxJ79+5VV1fvT4Clq7fGI+RipLcVAISczFy0SH6Rnpefg9FqTdnTl/IvZb3jw/LmPDwuLy1laW6acjGV5lJHITU1NVgeWu6qnr6Y+7MFH+7F0OI+DBeH1x4Tz9CUcC9rFIpVVMgIhnGAxScELQv7GvQRCO0AAEAFNg5oMepx4ByAtG5M4IcxBw4c2LhxI9IqkKexsfFOxo0nNw78+ZLc/Cl/JiU0NuGKSt6Xvq6IiL/5peY7hUKlUqkoFBuFQhUR5peSEJk+WXzm1PELZk+ih4Pzn7h5H5KVU3z58mWnXW1HR8fChbJz5i3IvH074rCrtbU1I2PohoaGurq6r1+/1tTUVFdXt7e3k8nkzpRzDg6OiRMnTpo0SVNTU0JCoqc89FmzZgWHhvt6Otlv0PrzVTER/vLycqYKsMaOHduM+/dJjkSi/GzB03wVNBrNxcVVX1/fZy3ePjd32y2bTHccuXhsJ5YXczrhPJFINDU2uJ79TESId5PNFnNz8+vXrgYG+FZ8+mxuZnzxEo3be+93c21pbj4WHUPbaZmZq1evLFlEm1O87z9aAo5cWWe4dJE0Au7T40QFt1hqhsemu9itYfzqo5BhHGAB6reGgz3AJgJQDwDAzQNEzR6HcQO4AdD9GJyx3Lt3LyQkBGkVyLN+rdlhn/X9Hy8siF2tuXC1ZjfBe0VV/cu/K999/HopvTAy7ubPFjwazU6lUikUKgrFhkKhBPl5xUQExo0VlBQfIzVBVFJcZNIE0SGmfBVkXan5yX7q1KmJEyfa29vLy//jNMGF4eLk5HR0dNyzZ89Q5u+kra1NX29lU2NDO5HILzhmk43t9+/fW1paoNNokUIhk8kcHByCgoLi4uLi4uIqKiri4uLc3IMpegoNOeRmp9vtS+KiAp8+fVJR6cZBAEF4eP998jK1P+Ll40+PVXbv3u3r69vZNqd34uLPnDlzSl7fr6q6hkAgYDCYtPSMNborv//4qqiFAQADQyNdvTUfPnwQEKCNizcOh8NisQBQVlaWcfMGL3Z07YtnZWaEOtOgrOFRadmlm4XeDqYMOxb8k7kzJD9+rktJe2Cpz1zvshHJMA6wqEQAPECvf6g4HcCigUoFymwg9hBAsQNoAAzgG3g4UF5e/quD7GjGea+DlBhGWW4GTWabLDm2FyMiAKioqv/wqbbqRdGWfAAAIABJREFUa0NVzfenLz82NDY3/sSRSOTOg4DOzTB2dhQKxdbRQaZSqdzcnJxotJAglpMDLcDPg2Zn79wV48dyY3n/iV20jeaIT5jj6ekJAObm5lxcXKXPngLAyZOxaDRaWVn5yZMn1dXVnY4VANDS0kIikchkcnNzMwD8+PGj82cCgYBCoYhEIgqFQqPRL168+FL1WVtnJQCwsbFxc3PX1dUT2/HaqvN//Gyr/PRxn5s7nfbGxo0THzum+y/+CeJCVZ8/02PRoUBo+8emr+SvjyQ2rKmZOT1W0dfXDwoK6ufgTZs2b9q0OTMzE4PBdF45EHBIZ4UmhSNOX18fAJKSktz2OcktXHgzI2uIwqzWWeTn50XHxFV/qUqIj045bGfndbbz2HqIMw8LGhsb62u/zJgypF1VKpUal5JDIpHDvZDPQ9FbvujImYyikvdKNPpgZNETwzjAIuAB1QCUXgMsKj/gej4W7EQKILW/bQ+HDZ6env3J5xjZaGosVZIeHxawkWEr9hmB/UlFVX1bG/Fb48/2dlJ9YzOZTK5r+NmMa2vGtdV+awKA+UsaRf9vPcjFxQUAxA4yAPz8+fPXl2tVVVVVVRUHB0fnNgMajRYSEhIVFRUUFGRjYxMUFOTk5OTl/eetEhcbc+L4EZVF014+r/Pz+7fH2r59+4hEor+/b/7j62o6k+h38ljxsXyxbPdvS0F+3k+fB94tiz7k5eU67rbnxHCbr/xnOzM0NsPbN5R+K/5qm9PP8To6Or9+lpGRefHXG8L/TS8NDQ0jQgLKP7wbtJiCgoKQoIBv9bWbjJeEOAbobfUik9pLbwWcTMppxrUPetphx5bNG4PdhmSt/qXme/CJ63brV8ydIUkrVUNk96ZVHiEpYqICUyaynsPpyLAJsHh5oL0dSGQA6j/REAYDbUMuhpgKcKdfXlrDjE+fPg2L9jh0hdDWEuDM7B08/h+Q9WzfjG6G2uxf/2XjGt9ORiclJf2+Q6moqKioqNif5TZaryfhap7e8EWhUHOWu6ooK3Bzc2fn3Ot8lZOT098/0N+fvo6R48aJv/1Q/XvPIhKJUlFVN32yeE39D7FxC+i6ej9Zv9b87ZuXC2ZLlL754mT7j7P51/qWX0e09OBX25zB3f77nwQ/P3/s6fPPn78Y0AxpadcjwoKJBBw7O7vkOKETPhaS4//phOi5Q/tSxmNFI3+VpRrPnr8aJdtXZxPOUAjfVRVmDXqG63ce3yt+E7x/PQ83c9Xu+e41c/RLOOhqKcA38r4AmYXhEWCxAZB5AcUN3ARo+79rKAoF3CWAW9Fbm+fekQC4CIBAqiGdycnJGabtcWiIj7fHmmXSfY9jfkj/plTfynlG6KB+rakexDQEAkFnhaau2gznrds7r7zMDCKRScvWBpFIpF4c8GmOppb25dsPPHf904Th9MVcvyNp0vPn//jxvQ2PP5VAg5SyQVNeXp6SkpxzN0t9kWRisP9S04A5c+blPPxLc8n8jLxn7UTa1w/+zq+2OTRh8WLFxYt7C7vv3cvfYrPx0uVrsrKyALBhvWUHrjYtZrsgf9dv3LzC176Hb9hu25G8czet5DE/l1NTY09EPLzsM7jbCe0dYSdvLJgjFemzkaa6aAMHmt3X0cwn/GKE90ZWUSGdGB4BFhWA8K3rxeYWQD0FvgpgEwTyBGgXBxIWgB+gf6VdEwA2AfR3L35YERISEhsbi7QKhMnJznpwaV/nzxVV9a349nkzmWV/ftD4RF0vKHy6atUAWsX9QktTzdteR1iQl0gkdebdo9Go+4/Lxo6TZGR0BQBmZubL1KLc7fU7d0HY2NhsNtv6+PgyUkO3mBrrt+O+6S1bEB9gMVVKjESiUNjQMbHxuqtW+BzJkF6w8EIq3TuUdmmbQw/y8vIsLcydnZ1Pn4rl4+EwMtA1NDYtKry/Wm2O586uPoAkEsVq74mWdo7CR89Gj+cLHo+3NDfhBFxessfgZnj26uPZ1Htu9gbiY5nX2FNEmM/OasWh49c8dtHx7200MzwCrJ6gUKGlAaAB4AMAAAca0BjoMAdSX9+knADHAPQZIJHhUCiUlpYWxLuLIEtdXR0nmtL5c3hcRsCR1FAP6+EeYB0/l7VMa+Wgv+SUlJZs2RcrLb2g6Xvt/VTPzos+Udev38qhncZ+ERoSXFb+WXtDcHbifgB48ten5WuWMVhDF/B4/Cbr9VKi7GFR/7Z8iU3J0VmpKygo+KDwMcOUdGmbQw8OBQaMFxPgI1c8TT/Ag+GkUCiRpzIuH932Z4vDyxmPAo6ne3j60SmvnznB4/HKiotCXI1XqA3mtJpKpcYm320jECN9hsHO0KypEvILpp66kLvZAuH34IhkeAdYXeggQQcOsHcBt6mPkVwj8WSwk9jYWC2tbhyGRhUOe3YGOBkBQM7DV54hSZ8Kj4uJCiItaqjkPHwTfvz8oG8PCYvwPRDAw8Ojt1pb3zbCe7fBu/JafiFRYeHuOwfTDwfHvXl5OYuXLFcyOsDBwc7NKxhtZEzvRevr61NTU42MjH432bp3717m7YzS0qfNP77t3axjsuo/fSEu3nx8++5Degvrwp9tc2jOj4aawqt+GK5/5ieRKEL8vJv3xbcSyGQKBYXiGMPP4edoaO99btrM+Y+fvmTCzkV04u3bt3qrtTnQ6OMHNmgozx3EDJ+rG8Jib9haLp8/ayLN5dGJFaoLYhKzcgtfLVOeh7SWkcaICrA6IX4FjjLomN7bGH4A0d5eH8YkJSXduXMHaRUIU1tT865crLL6W8DR9BnTJo2A6AoApGdJ3s3Ost26bdAzdO5+pd+6U1ZW5uriyM3Nc+NmNw3v6I2YmFjxo6cAEBDYX1eCQdPQ0CAiIpKXl+uwc5uh9kJDvRg0B0Z92fJVq/WcHHZOmyi0SmO+nYGJlER3nwcoDkQOxYyNjaOiolxdXek0v7DIuI+V9RMniGzdf/pL7U9AcaiqLTuTlPYr9Ny9c7tH5J3L1+8wleMrvXn16tVac+MHqV6D/rhIuna/vLIuxN0KwzXYvGCEsFu/wivswsTxItMmjUNay4hiePci7BYebsBvARjT2xhpgIFV1wwTcDicnp5eXl4e0kIQBo/HBwcdCgkNnSI1Ptp/o5riHKQV0YC6b03WbimZWTnq6ur5+flIyxkGREVGBgcddHJ2SU5KvBK9/ZeDxsmknIclZf5Oxt3HVf9HfW1o/v1HDFH6H0gkkrq6+oMHD+g0f2VlpamRHpqDw9s3QEeHBv6Zw4X379+np6evWbNm+vSuz9/l5eVG+itvxDv2/ifRE03NrSEn0pYvlR6+m0AkEtnxQIK/s4UgP2ImqHSC1YuQlrBjAPpKK2TetMOhwWqP0wkPD4/fAf97uRn5KfuR1kIzxEQFW5p/9DmspqYmIjz0/bt3qVeujZ7DnT958uTJxeT46sfR7iGXvHet+t2fbNs6zW3rem7s8H+QefQEQKPRnJycdXV1dPIKlpKSelzykh4zMzNNTU0mhrofK7+4uLjwYXmPHTu2Z8/u+XNnsqHQvLzYL1WVN085/fKkGBC380rzil657zQa1qEJGs1+0HWtT/jFUA8rNLr7PlcsBsoI9DJhw/bxa3EA9JWjNVy5d++etTXyTsHMAIVCeVtWqWUVrGIaqG4ZWF3biLQiGiAmzFtY2EdWkO4qLVkpys/G6tevXzNGFXNy/lyC+w49FAoV5GZhsGIw5lUUCs1F9RdHR8ffPWBZDBEKhbJSW/NM6JaFC+ZQKJT3ZR+sNljPmD497qBVftLe0wfNXtw+OIjoCt/WfvDo1TYCMcTdqkt0VfX1O+3kMwh+LPeuTSsDj9G9VHb0wBQBFuonYO8C51sA3FCn4kBDR1/mR5MALIe6DjNSXl7eZ6fY0QMKhcq/9yAt497c+bIVlTXuIReRVkQD4oM329nadHR09DQgKjJy7tSxBU8+zFuwuNPcaNTy9u83QzwaJhHxSJ226+nplZaWIrL0iKG0tNRqvaWG2hK1pYuVFRY4WKvLzZ9S+fmrirKCga6W2lKllpamaZPEAGBwSVeFJe/2ByVvMtMwWrn4z1eXGPsEn0gf6u/AcKZMFFuqMCsu+S7SQkYITHBE2AbcVwH3GdjYACsMKF5AYYDKBRQstMoBZYAPFZix0LKojzETAEbkwYmPj8++ffuQVsFEzJo1CwBUVNXHYJoDXUdCnbmwIPbCke3KRp6W5iYpFy//OUBvzZq72ZnjJs0ICYtgvDymYtbs2XEpeU62qwc9Q1qco+xK8/KKz79aEjGS8ePHP3/+XEZGhvFLjwAaGhpMDHWTDtsryBj+bjpflh/RaQJX960Jh28fnB89vq09JCZt+iTxw349noVMkpp45c6zfdv1BjE/smgoz/v05Vv2/ZdaS0eEUTOiIBxgsX8HzHVo/QIAQKUC7jvAbxurvG+AbQLgjPq70cbBDiS5PtoKzgc4OgTBzEx5ebmKCqtBelcIBAI3hgkeJGjEnBkTZOZIfXj/qrq6WkJCosurU6dOvZlxZ+xYkYqKipSLqQx2EGUqjhyNXqOr82TXMWPtham3S4QFePZuWTV+nBCWp7/R0tgx/P7OZkuU5IselTA+m83Pz28obXNGM1GR4e/evR0rOkZxYddmxp3RFQCIiQoOLsGtsOTdpfRC521rJoj39vSPYkfNX7Dw+p3HBtoKvQxjTjaZafhEXBwvJsQ8zROHKcgdEZKB7w7wXPonuuqW1p/Q9hZ4nvd3Si5JaFvY24BpAJcABmNvwvTk5eWx2uN0S3JiwhbzkeOhh8MTXvz9efUakz+jq1/oaK8gkUmMVMWc3LiZud3R70kFyjPgqI7xVv+4h1pWEVaOJ+q/N/dzBhsz9ekTxzx8yGg3LKB125zRw+XUVBfXfbdvZ9qYLqXtzPi2dr/I1PLKuijfTb1HVwBAIZNDwyIjTmX3Poxp8XEwi026+63f7xQW3YLYAy7qC7R87nsYmQzsdf2aECsMeIPetq/GAoQCDL5pJ3MTFBTEao/zJ9XV1WwUgrjYCCkbDTyeduVO6aTJ03z9AnoZdu58MqMUMTtqampqamoAIC0tbWBgCAC3bt20coloxf0UFeL232s8b6YknkDMzCtVXTxHRLhrm61mHP7jlx8aGhoISAeQlZW9fPmyiYkJIqsPRzIzb1tYWnBycB7327Bak5Y5iPeK39zIfuK0dc34/n2YcHOy1dbWcmD4qr5+H1xxIrKgUGwBLhZuQUmRPhs5OUbvRvgQQWwHi9LvB2wUoe8xWD4grwBKz6mKnAC2AAb9XXP40draOsrb43QLkUjk5R4JGXc1dT8W6XkTuSaVlL4SEBBAWs4wZvVq3TvZuQ+KSnwCj3keuatmGbLS5uiDtx1me06rmQfUfWv6ffCt3GeaWjpIST1w4MCJEyeQWn3YERjgFxHsbbRSOe+iDw2jK3xbe/CJ62UVNeFe1v2MrgAg2M1s/z7ng4dCnAOH69MOH5bbxU7fN+IS0kKGMcMgMqX21c2JlxuoatDW696UDMABGmpiMmJiYpB6yGZyJk+e3IInIq1iqJBIFG3r0MvXbs6Y0TWnhMWgkZGRuX7jP/aD79+/1zLUTT/1r9uk7JzJCdfTkFAHACAiIkIgEOjaNmckkZWVmZ9E4yqfjNxneUWvXbatGSsysKcamTmT6murZGRkPn75QSJR0GimKNgfKJMmiOoulzt+NtPeGrHHjGENswdYGG5o66uMBi0MP3utHJQA2MskjhT0gdUepydIJBIVQTsjGnE967GaxnJWdEVvZsyYcSszZ8N6C6CSKRQSsHEAG9vGjTYISjI0NKRr25yRBIXco33JIPjxszXq1E3pWVKhHlaDm8HGdKm3t4ep2dqQk+nu9vo01MZIlOVmVnyuT7/7VG95X/X5LP6A2QMsDiwQJvQxhjypt1d5AXYAjIQa/R7A4XBoNBqRpmnMT0LCGQ2l4Z13V/+92ScqLe8eAnnWoxBJSUmm+l/t4OCgrq7OCrB6h0gkuu93FeCl2T5fbPLdrIIXp0K3C/AN/nPV1nKZgsGB4ifPF8nOHb4BFgCsM1waeOyqlISo9GxWFsrAYPZtHRRvH0EgFye09tz9SQDADcCd5rKYCT8/P1Z7nJ64X5CvR9NcV8Zz9Xax5boNo9BCtrm5+cGDB3g8HmkhSIJGo7m4uOrq+lfpM1pZpr50mggh/dTeoU9VUVXv6JdwOeNR3U+29Q4nSKQh7X9LjhN4+/btOqtNbkEXhq4NQdx2GCak5tc3/ERayDCD2QMswPbxOicfUHv46uEH8AfwpLkkJqOgoIDVHqcn3v39ZsHsSUirGBKXM59t3rwFaRUMhUgk2m6x0dJQjo7wkpScoKaioKIkFxjQtXVMVtadqMhwRBQyEgcHB19fX6RVMC+J58/LzBS1W798iPOQSOQT57OSrt0P2r8uxH0dH5Z383YXZWNfQvvgkzgtdOVPn4p1cnbNe1Q2RHnIgkKxHXS1DDx2tZ1Iy3PYEQ+zB1jkvlqbo7gAumtMiQZYCbCLHpqYibKyMlHRwbR/Hw1kZNyaLCE4TNNLO6mubSRROcXFxZEWwiAoFIrbPmclBRm1BXyPrvvu2ajd2toaH2j14NL+rDu3fx+ZnZ3t6+mUeDa+ubmrVc/FCymaGqok0ghxAtPT03v+vN9mgKOP48ciQ9zXDnGSR6VlTv7nNJTneu425uLkmDZpXEdHh4Gh0cHgw0tMDuAJg4yxDHUUnzx+BAAzZ8998OTtEEUiCzeG03W7gXtwMpWKVBv04QdTf/dwYQA/rY8xbBzdX1cBSKK5IObD29ublZ/RE75e7nHBm5FWMST2BiQFBIYgrYJBNDc3y8lKi2EaS9IPrDdYCgCLZaeV3z86fbI4AJA62l6+fNk5Mjkp0WXvztxk9x3rl9lu6dquZMrUaXX1dU1NTTBSEBcXLykpQVoFM/L8+XNRQQwPZvDZVz9b8H6RqU9elEf6bJw19R/zXiwPhkDAA4CWltbhY3Fq5oesnWKIxAGH7Gg0ikJqBwC77TtPJv/T1zIz/4Wysf9S8yA184PxF3Ipw6cKZ7yY0DrDpYdPZyAtZNjA1EnuHFhoF+ljDJXczcUxAFHdb2yNND59+qSqqoq0CmYkOCiQC032i7pSXvltjBCf67ZVnd/TvdCMwwMAP5aJygU2m6o67tn5pGTkb2BQKJTlGqox/usXy/7noUpinHDnDzfiHJetNb1yPeNwVHhzfdnj636cnOi4S/fTM3K7TCUvL//q9TsG6WYIAQEBnp6eV69eRVoI0+G8d88JX8tB337hxsOXf1futdX702NWUVpyiZLCGn3D9VYbnjz76+qVy0rGPtOkRHZZa6nID6BuRlyUr7i4WFlZ2d21Kfv+X/5H08ZJTM7KfYjFYpubmw8FBiwxC+LjYT/ut6HPDyhmYOG8KeWVdVdvP+q2xTWLLjB1gAVUAFJfnZm7e6iYArCAPoqYipycnNmzZyOtgkkZJzZujrSCkpbu1vnzy8re74s8+a2uBgWkMHdz+QXTACD5+sPjibkodg4MBtOKx6NRbG/LKhxsVrnvRNKPNvXWo8DomxgMNwcnB5aXt51ICgwa+TtYL1++tNlo5bJleZfo6neEBbGqCjODgoKeFBc8zzgIAOWVdWNExomI9PUQNhDKy8uvXb3i7MJcu8Jz5sypqalBWgXTUVxczIVqH1xc8ra8+sS5LJPVihZrlnQ7INTdsrEJl3Lj4QbLNROkZp49n2xkbFJaWhoRHuIYcNF89SLnrf3qIx7tv3H1ZrtHT5+3EUh7D168m3tPTOyfLoj8/PyHgkIAoKysbIvNBjEhzoTwbUPZjWMMpquVwk7eePbq48J5U5DWwuywIXWeKiFh8/Xr6T6HYTUA1+sGjcAE+PlHBvAygJwhaBsuaGtrx8bGsgzc+09jY6OFmTEB30RoJykqqwYFh/5ub1FVVbVaZ/nl6J0zpiDwKEloJxrbHeEfI3k+KaX3Js3q6ur5+fmM0jVULMyMa2uqqQDyCoqeXr6Cgv/0WyASiTdu3Lh65dLnygoBHvZjBzZMluyjUrIZhz+WkGWpr9w50tbtlKm144oVK2io1sV5b1radbGxY1WWqh5iptB2586d6urqrLY5v6BQKHKy87PPOf+5+dQ7bQTisYRMMoWy11a3n01gDkXf+OtTW3JK6q8ru3ftqHhXmhbniEL1nWazNyBx0mw1BUXF5p9NK7RX9jQsI+OWr5c7Lze77JyJVoZLZOdN7o82RKBSqa6BiXtsVvXZk5EZsNl35nTyrb7H0QFmD7D4JKFlU28dBgWmws8/fOC2AMQNTR7zQ6FQlixZUlRUhLSQEUVdXd0KTbWkqG3zZjK6jbyK6QF370OrVvX9WMy0AZbjnp15uXelZRYeDAyWlJQEADwer7JEKe7gOtm5ky7cKAw/dUdzxWoFBcWjh8OppDZF2SmWekqD/iJZbOD3qOQvmv4G/zB75hQeLpS2rklgYBA95h8EDQ0NZmZmubldz0NHLat0llvpLbBcozSgu67eflT07P0gIgPDbVE7HH20tLR+Xbl4ISXmWGheSr9cgJRNAwuLn/VnJIFAuHnz5tkz8WTCj8So7cKCfRXSIwShvcPJ/2yIuxUvDxfSWvoAwQCLuY8IAYjfAF0FpIndv4pmB1J3Rwpr6KqJOYiJidHW1kZaxUhDTEwsJ/+Bhpry/UuegvyMS8basi9+vfW2/kRXTMubN2/evHz8PCPg7JWCHZvNWvBEMoUNjaJsMVWUmz8FANYaqKw1UIk+n11w+9ylw5vFRHtuHdoP1C0ObthoSyPtXcm6ey8j45aV1QY6zT8IRnPbnDdv3txMT//4sexrdTWJROLk5Pzy5bO1kdKAoquyiprjZzNXasgOzpn9fKSdouGOsIijOjr/NI0xt7AsK3u3elNYWtzePkuVOdF9dXz7PxgMxsTExMTEpLi4yMjeiURsExXmdbPT7eX0HBEwXBxee0y8wi6Ee21gY+vvbzfaYIYdrHgAm17qGfnloFm3+5f4xkHL1v/cOgHAECAYgJumapkQFRWVrKwsloE7PcjIuGVqYsLPx13zNJYBy5FIlCWmBx89fdHP8cy2g9XU1LTfzeX506JLx3dJjmfEkYGt2yk5FV277fYMWIt5CAsLo1Aoo6pq+MjhqJSkc2OFubWXzpk+WVx27uSODhKFSv1V+tAfWnBtR87c5sdy21mt4EAPvvapobHFLfjC67JajeU6gYeCOy9evXI5MiIEKB0ysyfIzpFUlps5a5rEn/eqWxzMf1g6uHXLysqc9+5pqP+iJDt1q+UyRBIYeuL5609ZBS9ctzO1T/0o38HiAFgIsBug+55fbD04ObOzA3Vm18BsJsARWutjQnA4HCcnJyu6ohOKikqTpSReZgYyZrmAY9cs1zGFVSyJRCotLf306dPnz5VVlZ9qa2saGho6OohsbFQA1OYt26w2/EdnclJi9PHDnOwUWwu1Ex6+DNP5tqIhLml0RVcwOtrmvHnzZs+uHSIiolQqpaL8/Ur1efcvug3ayo5KpV65/aj42fs9NquHHvqLCPPFB9sCgG/UVSXFRaFhUSoqKkbGJkbGJhQKJTMz8/GjRzeP5Hyt+rRgtoT3bsMBRYG9MH369LT0DBKJdOXKZaeQhMaGr8H7zAZUyUg/ZOZOqqn/ceHGw55qBUY5zBBgWQOsA9gCcAbgFEDXjrZsPbiE8IhAi1rXi6Nk99zPz4/l3k4/6uvrJ44X7k/66tBpaGy5nlX6/K8UBqzVO9HHj8WePCY9c4KEmOCEcYKasiJSE5SnTRLvLGvCE4j7DqUcOxKZmJI6ffr0xsZGMxPD8WM48pNchrWV6zACjUZjMJj6+voR0DcJh8OdTThzI+1aK+4nO4oN2FBsKHYymcyFppwK3tz4A0fsIC+WHbz/AgA8efEh6dp9S30VE08aH/X6OhhZG9d7R/jsc/4uKCR6KDhcWlp61apVq1at6hyQlnZ9q3c0DtcMVAqZ1MGGYufnH2qtKxqNNje3MDe3aGhosN2yyT308mHvdcyQCL9SQ/bw6YyikvdKcqxu9F1hhiPCX1QCWAOMBUgA+HdvRkAKfm7sejsnGrhUoEW96/VNAH1nzg9/lJSUWOntdMV6w3oJAWKgq1l/Br95/2WXXyIbir21tQ3FjhLg420jtHOiUUvlpxtpyydcKfjehJs5eZziwumqCrOvZz0JPpmJwXAT29uOH7CycY1POH9JWlq6/9pockT45s0bxz0729vxbEClUigUCnnhHMkIr3W9h5VVX7+vd4whUdmB0hHlZdlpeMF4tKyCz6XcGD0G979IS0vLzMw8ceIE0kIGycuXL0OCDlZ8LOPiYFuuPHuL5bKxY/hpvsrXuh9HTmfMni6xwViN3ulBbz9U7wu+VN/YtkB2oeVaKzW1Px766UNNTY3tZmt8y/fFCyY/fvnRz8EI2T0t7/CLWyw0J0rQ0jOFVrCqCH8nC8APYDFAROd/84+H5i1dCwmxkoCz6aa68CTAVjqoZSrKy8sdHR1v3LiBtJCRTHFx8YkIz7Phdn2OzCt87eCfkp1b0GVfAYfDnTl9uuBejr6hiaTkxNevXz1+VPT+3d8TJ05KTL6IRqPr6uosLUx9fA+oqakPSNvQAyz3/a4P72UlhG3t0xmBOSl9VbE74PL9h4+QFoIAw+7hqqys7MyZU4UPCsik9rFCPE62OspyM+m0VhuBGJOY1diEc7HT58cyNBE3+/7LS7eevPnwhUyiTp8193zSRQYsWl5eXlhYuGLFitUrtfZYL7MyUmHAot1C7CA5+Z89tG8dlheDlIaeYAVYfxIAcBXAE8CIhw/wGwB+i4y5OIC0Fsj/3RzlAtACOAcgRCfFTIOFhcXOnTtVVBB7L40SlBUWFF7x+vN6dW2jV3jqu0/fODg4qRQKhoc/LT0Dg2Hcx8pAAyzocW6wAAAgAElEQVQcDnfjxo3cnKzKTxUcaPYfP5o0FKcHupjSTSAjOBSdnl9SdfRYzIwZo+tgwsjIyMPDQ05ODmkhAACPHj36+fNnt1ZkFArF3NSw9muVqBCP4YqFprqKGC46ZnBQqdSL6YUlf320t9aZNAHh9qyuh1K4x8zy8z/IsBVLS0ujIsNevSwRERbAcLL77jFk/OlhQ2PLwaNXwr2sUSjmKipkBVjdQgLYBfCMV+Rkq53M741vsNMAt/4/Q9EAOgBpTN5bkUYMu0fYYYqhga7DOgU1xTm/X6yubVy5KTzycLSmpiZSwnoJsJqbm8PDQkqflTQ1/QAqGYUCCpnMxYmSmyu1Ul16qcJsxiSWMYach6+On7tbXY/bt9/TyHi0OHC+efNm0G1zysrKXJwcGr/Xo1AoKrCxs7NTKSQONAqPJ/DwYJpb2h8UPe7d5LYTPB5vtd6i7uvnSRLCaDT787+rE5MvzZs379eA+vr6VTrLXbZomesNzKdqcDx+/iEl7YHRysVLFZils8USkwPnkq9NnTqVMctxYzDnzp01NTMHgLKyMlcXx9rqzyYr5Rw3r2TkW/7vD9XXMh+57zRi2Ir9YZRXEfYEGuAEQHV76ya4hAH908AjAgB8AoD7w7VhKsCl0RFdZWdns9rjMIYzCYmLF8kc2mdupCP/66LZzmOXr6Yz4a5JcXGRi9MeNBtp7ZrFdr5G4mIjficXNJfM01wyD08gKhvtX6yoJCHRTXn8yGMQbXPy8nLT09OePn6E5aKG7LfoyUT3aubjtRamly5f62WqysrKfS57K8rf+zkY6Kj/kzxe/71Ze62xh1eAiakpABQXF23dbJ18eDsD3HrLK+tiErMWSU+N8LZmKjemMyG2BmtW7t7jZLt1GwOW27vX4ciRw+npaUVFRZwcaCEhIV0Dk3ZgUzQKWLxA6rCPFWPCrNnTJD7Pn3L6Yq6N+TIGLMf8MPMOFgAAVgw6VkE7+glku4KgFMeaWIwSZ4tO12E7AI7TRSbTsWLFiri4OFZ7HMaAw+EM9XU15CXd7fUBQNnId9yEKVevIZz91mUH69WrV06Ou9kprclH7Blpjso8XM54lP208WTcKaSFMIgBtc1JPH8+7kTo3s0r1RTn9vnnoWIa+OD/huNv3ryJjAj7+/VfHGgqiUQBFBqoVB4uNp89+n8mUZFIFOPth3mFJNrbCbXVn24nONO7aXpjEy4u5S4XJ4fd+hUYLg66rjU4SCTK3oDExy+rtu90UFFRoetu1qtXr7S1NKUmSenrG1VUfHj96q/97l6rVusCQHx83NGosPggG/kFDNpOiz53Z/Y0CQ3leX0PZQisI8Lu4ZkDeN3fPENfpaCehlJsDMH738yYiQDTAE4CMJfNLX2gUCgqKiqFhYVICxldOO91yM25w8PNpb5Mx9v3AOJW2r8CrLdv39puthbgYQtzt+zW3nD0sMQ08GH/WpGMABobG83NzbOzs/scSaFQFsrMfZrm108rjdOX7p1OvQ8oDqCSxYR57dZpaC0dQH1rWtbT6ZPGzZkxof+3DII2AvFkUnZzS9vOjTpM20nmF5XV3+JT8kpeVXLxiV65egORM/rm5uZl6ionDqxlWNmvZ2iKjfmyKRPFGLNc77COCLuBdwq0rgH4rc0R7zLL1rOWcDgQ5ORg507YtEkCIAuAXhUpzEdMTAxtW9uy6A9hEVEAQKFQTpyI/v79O5O4A+zetePls6LkCDvGmKczOYsXTHLeuycs4jDSQhiBsLBwa2trn21ziouLd9vb7bdb1X+jMhszNRuzwRsN6K9YNOh7+wOZTDl/teBdefXWdVrDpQBWSkLU39kMAFJuFC1RWnT/Yb+y3GgLPz//kWMxxw/7JDAqwPJ1NHM8kODvbCHIz8uYFZkTZtzBYmMDHiloNQf4rTALKwJtlkDu/CqhUMDZme3OnRX+/plGzJVPR1dY7XEYTENDg5ene/WXqtbW1taWJnFR3u84VMH9h8iqUldX58di5GeLeO02QFYJ89DQ2GK6Oz7vHsL/NAwjLCyMTCbv27ev21cfPLjv5LBz8gSh0P2WIyb+vvvg5e280vVGqrJzkXfXHBy3ckqD43MLHiBQokQkEqdPnWS3XnPXRm0sDyNKnn/8bPUOvxDpvRE9hPZENIF1RPgv3Fhgnwq41QC/narzjgWCBZD/23hAGYebsGXLl6qqiIiIxYsX01kv8jQ3N69Zs4apmtCNeNZammnICOtrK3TaIboEJiksW2tqirDBgYzMgplSgheP7UJWBlOxeV+s8fo9w7pb9oAgkUhqamoPH3YTUJaXlxsbrCq86tNpwT8CyCt8lZb1RH+FPPOk9Qya+Av5afkf0m9lMn5pIpEYcyL66pVLVFKb7x4DDeW5ndfrvjVxcKB3+pyr//6TSCTz8HD/bMbxYbkniAkaai9cvWzhoI81P36uS7x639sB4QpfVoAFAIBCAe84oMoDTua3q1TAikDbuq7R1SyAMIDVAPX19Vu3bq2trY2Pj/+9Tnjk4ezsLCMjs379+r6HsqAFRCJxyWLZJzf8fl0pfvY+/Nzj1CvXGaykvr7eae+e79++GZla8PDwbLXd8uVxzOjMZ+8JZZODhY8G2Ux3mKKpqZmcnCwm9p80l6amJtUli28nONGqER6y/PX28+WMonkzJ5qsUmSqIsGhEHAs7dn7n/GnEoSFkfk3amhocNht/+H934oyk/4uryUBhouL03rj5pWrVvPz/2usX1xcnJR47lnJEyyGLdrfeqrUYBKqcgtffays22KJmKkNsAIsrAigxgBpOuDnd+0miOUDoikQJ/7n4kKAIACt366UlZXZ2dlxcXGdPHlSUpLutcGIwLK/YjAOu3fOk6RusdD4/aKy8YGU1HSGVXGWlZU57N7R0tTgv9dw/qyJoSdvAkBB8auH1wIYI2BYUF3baOt1KSPzLgC8fft21iym6INLb9LT0zMyMn5vm0MikRQVFsYdtGKGFnVD5PX7qoTUfOnZUmv1VdjZR5oDz8X0otgL+cDOm3AuCcEvrOTkpNmz58jKyvY+7O3btw677ZubGvSXL3Cy1R1o79HzVwvExwouVxlAtQRtGaUBVhPuNLsYkKcDft5vpYK/gcUCdQW0/vffZQrAA4Bu04zfvn3r5OREpVLj4uJGmCkOqz0Og6FQKApy85/+tn3VSXllncWe2EdPSuldDVRXV2e1zgLIuAiPtV38hNTNfPIvdRU2mrFyPLFhm5uWllZ8fOz27fYdHR1IK2IQXR66zE2NjDQmM8bbk358+vLt/JV7woLYLZaaXJzM6L9AK968/7LV48ysubIxJ+MZn/k+UEgkUlRk+JXUi7OniMQctOHkHIBgn4iLZrrKc2cgE0oiGGAh9mSAYgdYAS1rAS/fQ3QlCiS9rtEVP4BPD9EVAMyaNevWrVs+Pj7m5uampqYNDQ00l40UHh4erq6uSKsYRXh67t9g2M0X1VQpsd0bNJZpLKVQKPRbPT4+drW2eojL6qxz+xjg1jisIZEoZZXftbS0ACDrTmbQIcb1J0EccXHxkpKSzp9v3UwntNQO6+iqoqreIyTlVk6Ji52+vbXOyI6uAGDOjAkPUr3UZQTlF86Pi41BWk4foNFoZ5d9RY+faRtsktf3fvm2sv/3+jiYxSbd/fa9mX7ymBPEdrAmKNpU63RfRciDAfbp0LL6P1WEnSgA9LO/a2Fhobe3Nx8f36lTp5A66qYhrPNBBiMnM7ckvcddorNX7p+++uR25t1+VnTicLizCaftd+7uz+CjR6LupF+4edq5pwGsHazf2e5xRl7N0GbzFqSFIMDLly99fHyuXbsGAItk5z1Idadrvz/68bm64dyVe1hezNa1y3m4ufq+YWRBoVB2+557+qp6t4PT2nXDIMu2vr5+k/W6VtxPLjTlzjm3/tzSgmtzC0qK9NnIycGgvbq/P1TPniYBo9MHi9rD5wCvIFA1oGVB1+tsAJMBNvZ7fmVl5bt37+bl5enq6k6cODE6Onr4hlk5OTms9jiMJPCgv7HOwl4GWBsvFRvDr64iP19m0R4HJ2lpaQB4+fLltWtXWltbO4jEhoZvZxLOd277l5aWbtywtq2trc8Ai0KheHt53M+7fe+iJw1/nRHMy7eVf3/6ceLcaIyuAEBaWrq2thYAkpMSFWUmDcfoqrL6W3xKjogwv+MWXV6eURdadYJCoY4d2IjDE/YHX4yKCF6stPRQUAgWy7weqmPHjr11OxsArDesVbUMo3TgM/ry7ufDcrvY6ftGXArct5YBCpOvPyC0E2cjbb/MFOe+aDRw8wNKEMhigF8MFMGuA1AAqwHOAwgMcGYNDY3CwsIHDx6Ym5tjsdi4uDgREREaqWYcwcHBcXFxSKsYRVxJvdDL9lUnOuoLdNQXZOY/D/DcVduAo1Ip48fy66jOx47l5OTkJnZMWKYqj2LnoJDJQvyYrLNOHmGpmZmZOjp/tHn6P8XFRdu2bNpspsKKrvpJRVX9eofY3FHjfdUtcnJyly9fPno4Ii+5xy1P5qSy+tv5KwVoNLuLnT4/trs0kVEGlgdz1M8aAJKvP9RUW7xEdXlEJLMb5549lwwAaWnXtaz8DLTm79+xppfBkyaI6i6Xiz53Z8cGbbqqiknMEhXmX2ugQtdV+gNySe6qNl+XneYTAJCANjkgSfUY7AkBjAd40n2m1gAoKCjw8PAQFRU9fvw4k5hx9wdWexwGExUZUf+xKNDVnLbTVtc2rtgQIi4+foLkRDKZPHXqdDV1jSVLlnBycpaUlHjsdyW1/7wcvbs/5gusI0IAqK5tXLkx7HZW3ggrZxkojY2NBgYG3OyEO+eGTY5mWUVNQmq++FghG3ONUXgg2E9CYm5euPX0ZNwZeXn5vkczAevXmgtxtx313dD7sMSrBQL8PHrL6WL6T6VSDx2/piI/S3XxnF8XR+MRIYoD+OShZSkAf49jZgLsBdAAkOrq3jAYVFVV79+/X1xcbGZmhkaj4+Pj6dp9k1bQvD1OfX392LHDo8sEIpw7e+ppmg/Np5UYJ/w6K6gZhy99VQEAn758u3g61N/bGQAlxI857m0xOJuZ0QmRSFptE37txu1RHl0BgLCwcNXnz7utlyEtpF+8fl+VkvZAfKyQxy4jVmjVO652ujZmatZOu9pIHDGxp2bMmIG0oj5ITL6oo6358m2l9KzeXGzWG6kGHrsqJSEqPZvGZjfEDpJnaMp6Q1WazzxoEAuwKFLQ0rPrshjAfIAQgD4MOgaOoqLi/fv3X758aWtry87Ofvjw4Tlz5vR9G3KkpKTcuXOHVrOZGuuXvf97kYKyrp6BgQGr0UpXdu6w22CoRD8LBn4sj5riXABQA7A2UafTKiOezfvi/PyDh8UDEgMQHy/++v0ASroQ4enL8ovphbOnSXg7mDIszXm4IyLMd+uM8/uPNXabLXn4xiScS2byFJcjR0/std/QS4FOJ247DJ0DzrntMBgrMtCsnx7BtRLcgpIcNq+eNmkcreYcOsxl4DYbYC2APUAMQDYdoqtfSEtL5+bmRkdHOzs7q6mpPXjwgG5LDQkcDsfBwUHD5oPSC2QUZabpKo09Fxvm6MDqtfIfSktLX7145GDTY5oUCyah8muTPuvx4P9oLltW8OhvpFX0SG7hK+eAc2UVNUFu62zMl7Giq4EyY4p4bvJ+nx3L9HQ0du3cTleDmCEyY8aMHzhyeWVd78NQKLaDrpaBx662E2ljWVf7rcnl4HkfB1Omiq6AqQIsIYCDAEkAxwAY89k5ffr0jIyMS5cuHT58WElJ6fp1RrdA6RM/P79NmzbRcEIvbz8ekWnh8XdWqUufP3/+cmoqDScf7mzeZHU5ul9OCiyQBcVGra+v73KxsbExOzsbET3Ioqik3EYg1n1rQlrIf6BQqFdvP3LyP0sgEEM9rCxHoiE7I5FfMK3oms8CKXY52blnznTvcMQMJF+4vG7PiT6HcWM4Xbcb+EXS4AuovLIuNCYt3GuD6Jie840QAvm/eFGAGQArANIBDJEQICYmlpqamp2dffPmTQUFhSNHjiChonsePHhgZWVF2zkjIo9cuZH9rh5T8uyFCdJ9i5mHLZs3bjJWEhHmQ1oIi76J8l5raqz/+5X4+PhlagpJ8SFLl4z8vu9dWL16NScXty8tvqtoQjuxIz4lxy0oUUxUINzLetWyhSOmjSDibLFQL7nh9/rRTQW5BcXFxUjL6QYpKSnFJepxKbl9jhwvJmS8SvHImYyhLFdU8v70xdwQdyvmTOlDMsBCAWgBFAO8A7gDsARBKQBYLDY+Pr64uPjbt2+LFi1ydnYmEomIKoLy8nJRUVF6zDx27NjQsAiGNdRjfh49elRR9teujfQtHmZBK2TmTJKdOXbnDrtfV9jZ2WdOHrdEbjon5/Dzgho6Vhs23s5Dvtf1j5+t4bHpB6IuqyjMCnG3WrJoVDSFZDAoFCrMY2163C5f9936eqtKS5H/d+9CWETU8fN5Z1Lv9TlSbv4UCTHhSzcHWSOflvXk/uO/D7paMu3mKGKyxgDYA6QDTEFKQXegUCh/f/+nT58uXLhQS0trzZo1VVVVSInx9PR0c+uXSS6LoUChULbZbko9zspIG05E+ViN52+Vk50fEhzs6bE/+lhkQyvH07J2QSHhUXhQ6O3j14QjZN97gZSAiqr6wGNXo07dNNdTPuhqOWvqaK/upDdiooKZZ13dbVVD/Z1UlReqLlHYtXNHc3MzABAIBGS1odHoZy9ePykjLjbwi7+Q1/tg41WKlV8aSl9XDHSVmMSsVny763b9vociB2I+WDY2NqdPM+9BcicFBQXe3t4cHBxBQUFycnIMXp3VHocxLFNfus1MYRg1cWP5YP2C0E48fi5bSIDXYMUi3a3HZ8+ei2qvKfnr05W0zMmTJyOtjqFkZGRYWpg/ywhisN/Hw6dv07NLpCaIbjBWG7VW7MzAxfSi6MS7nJwcFArl2csPRkZGp04nICuJQqHs2L713etn2efd0Oged3OoVKprYOIem1UTxMf0Z1oqlRoRd3PeTEltNZn+jB+NzZ6HBaqqqvn5+QkJCWFhYfLy8oy0U2e1x2EA5eXlykoKxlpzhlF0xeJ3MFycTrarbczUhQWxmounqszDxgXZnouw27RxPTMXW9GDVatWTZ4y1WDbkcrqbwxYjkKhpt99utvndHllXYCLxXarFazoClnM9ZTuXfTKPu8mMW7M9h3bEY+uAACFQsWcjN/l6L7BqbdW1mxsbP7OFoeOX8O3tfc5ZxuB6BxwTlttQT+jK2RhVcz2jYSEREpKCoFAcHV1lZeXV1NTCwgIwGD+6ERNU1jtcehKaWmph5sLAf/jdOCGWUj3q2JBE/ydTDp/mDdT0lhr7pTJUvcKHpBIpP7bZb1588bHaz8ej1+4SEFBQbGlpeVO5q2fTU18/PyiomPnzJ1vY2NDP4+0obN06dLZs2dbO8XlX3Cn3yrff7ScvXyvvuGnqa7SET8b+i3EYnCUV9bHJ/ojreJfjIxNDh30xROIPJge8yMxXBxee0w8Qy+Ee23opSTi+48Wn4hLbjsM+rnXhTisAKu/YDCYzgLDxMREHR0dHh6eqKgoOrnrUigUHA7HSkKnOXg83v+Ab15O1nhRbISbKSu0Gqnssl6Rmf9ip60lCgXfmwhs7GgSiSS7UN7L27fbNlkNDQ0bN6wltv0IcTMfLyZ8J7/03q3T3BjObUbS4mOF6huaGxqbH7/IXrwocqGcos2WrQQCob6+vrGxsenHj7r6WnYUyu9AAA396gaHn5+fmZkZicpBoVDoEQi+K/965XYxiUTZZKYhOX54fMONQrZaqm23sz11+izSQv7Fw+uA5roAsTHckV7rJkt230dknKjgBmO10JgbPaVVlVXUHE24fWjfWr7h07mSlYM1SJ4/f+7m5obD4ezt7S0tLWk7eXR0dH19va+vL22nHbWUlJSciD7695tX7EBep6+4bZ0m0oqGBCsHa3Bcvf34RHIuDk9WUlF1d/fi5+cvLS0tKSm5X5D3sezNYe91igv7fl5Kv1ty7c5TDg4OfiyXqDBWWAArLIhtaSWExd+5ev3W9OnTGfCL9IKKioogP2/cARNxMSFazUkika9nPXn8vGz+LCkzXSUuTg5azcyCTuhtDre23ctsLjwlJSX7XPYS8E2KMlNWqMxTV5rLydl1iyct6wmhvcNcT/nXFTyB+P7j14zc0lZ82wEnC3Z2FKGdyMmB7v8jBII5WKwAa0jgcDhvb++ioqJp06YdPnxYWFiYJtOqqKhkZWUh/kA8rGlsbIyOPnY3K5NEbJswTsDWQk1zyXykRdEGVoA1RBKv3b948zGZTBEdwzdr6rgli2aqKgw137Gm7oe2ddjT0r+Q9YkIDw8/fvzIh7xQmuxg1TX8TL5+v7q2UUddZrmK9NAnZMEYSCSKvL7X5WsZTNhOCo/HZ2Rk5OZk//3mFQGPk5snGeRmgeX5N+Um/GR65v2/iGR2FApNoQIazdGKb8Ni+diA0k7AAZXKxs7Z9KPR017XVLdfubOsAGvYc/HixWPHjnFzc3t7e6uoqAxlKhwOt2bNmtzcvo3aWHRLTU2N3dbN379VW+opbDLT6OXgf5jCCrCYE/8jV0WnqNht34GgBhKJNEZY6OfrM0OcJ7/o9Z17z0XHCFgZqTKhQTaLPqn6+n315sj8gkJaPfbTiYsXUo4eiWSjEsVFBQT4eD5W1TU1t0+dMScsLHzixIlUKjUiImLWrFmrV/+ndXFzc7PbPpe/XpaSSUQ1+Wn+Tma9VCmyAqwRQlVVlaura0VFhba2toeHx+CeZZ2dnWVkZNavX09zeaOBuNiYuJgjR303LJadhrQWesEKsJiTpma8vt2Je/eRtFapr6+fNXPa3zkRYqKCg7i9qbk16dr9z18b1BXnaqvJoFAsB/ZhTOmrig3Occxwct0f3r59W19fv3DhQiwW29HR4ejo6OnpefDgwc2bN8vI9FYwGH38+NkzsVLjBQ97r+/2ZJwVYI00jh8/npSUJCgo6OfnJy8vP6B7WfZXg+ZIVOSttJQ751yRFkJfWAEW02Jsd3iDrROCjah3bN8mzNHQ0NgSc2jrgG4sLHl3K+cZlhezzmDpRAkROsljwWCqaxtNdhzV1FodEBiEtJaB8eLFC2tr68zMzHHj+tW/uaCgwMdrPyeqIylqe5eOZywfrJGGvb19YWHh0aNHQ0JClJSUvLy8+umu+/79exER1qfbYAgJPpSdcWnER1csmJmUI/benvsaGxuRElD67HGAi+WLN5/6Ob6xCXf8bOa+Q4nfvjf77TXbb2/Iiq5GEhLjhIuu+nAQPyspLCwvL+/yakZGRkhwcKf/O1NRWlqamJh45syZM2f6e9itqqqad+9hYNgJ3S1HdnglMIkNHsumgY5MnTo1NTUVAKKjo5ctW8bLy+vm5qap2VsJm7e39759+xglcIRAoVDMTQ0xbK3pp5yQ1sJiVMPJiU4I3bJ8mVrBgyIsFsvg1R89eiQ+hhcAxo8TfvLig/yCHk/JKRRqXtGru/dfCvDzrtVXYQVVIxufPUYbTb5ts7VsJZC5MNixYmKfKz9Rye3SMyfMnCJmsFqD0AFz5s7nFxDk5OAQFhYGNnYAUFZWHmI+8eBITU2tqKgICQlhY2Orr68/ffq0jU1/7dbk5OSKn5SeOXNaTs/nfMTWeTMl6Sq1T1hHhIyjurp6//7979+/X7Bggb+//9ix3diBsM4HB8qbN2/WWpi42uqsNVDue/SIgHVEyOQ8ePLW3jvxeEycisrSbgfU1dWdio/7++/XeHxrG76tvb2dSCRiMFwkEhmLxQoKCQkKCiovUR2Q/wuRSFRYJHP3vIuIMN+b9188QlOuxbn8OexzdUPKjQc/mlqXLZm3XEWalWU12qj71lT+uU5RdnqXOtO8wtfVdf/svJLJ5LqGn4+ef+IVmnAuMYVh2qhUanR09IQJE/T1/7XCio6Onj17toaGxoCmamhoCPL3CPPZAh0tNnsjTyel01psv2DtYDEOCQmJc+fOAUBaWpqFhQWRSFy/fr2dnd2vAaz2OAMlOCjwWmrynYS9g0vpZcGCHqjIz7p30X29g8sPHGnChImTp0ydNHkqrqWl5Onjr1+/UMhEHi52fS0ZJys5AT4ePl7u31NGqr5+/97U8v1Hy82cC/EnIgjEDjQ7Oxc3v//BoMWLF/e0IpFIXLpkccg+k86p5syYUF37/fcBbQTitczHL/7+NHG8iK3lcmFBRu+usWASxEQFu/201FCe++fFHV4JPt4efgcO0l8X4HA4T0/PTZs2LViw4D8aduzw9PSUlJScNm0AdUsiIiJhh0/+8x9ciTTUOSBYO1iIQSAQAgICcnJyhIWFPTw8lJWVV6xYERcXxzJw7yf19fX6qzSKro26vRzWDtYw4tW7qvcfv76rqOHFcC1XmT9nxoRBTFJZ/c35YEpVbbORiYWzi2uXvQcikaiqoui7W1dH7V+rql3ep9QU5xqvXPzw6bvM/FIONNpQR0F6NuuzhcXA0LIK2mTrsHYdfavaq6qqQkNDPTw8xMS6aVXe0dHh5OTk7+8vICAwiMkRDDZYARbylJeXe3p6VlRUVFRUPHv2TEKC1b+lXxwKPIglV+zaqIO0EEbDCrBGJxQKJTjmZlp2KZZfWHahnObyFTgc7mZ62l8vSoL2mWmpzPt98NMX5RY7I01XKy2Rn6WjJoNGsyMlm8WwhkKh6NqEyykt8w84RKcl7t+/n5WV5eXl1Yux0Y8fP7y9vSMjI9HoAR+7sQIsFnD8+PGioqJv3761tLRoamru37+f5eTeO+qqypmnd2K4RpqPaJ+wAqxRDg5PuJ37rOBJGQeaXU9T9vfDnYbGltRbRZ+rv02VGhd3Ied+6oE/u5GwYDFQ3IIu5j16r29o4rbfg7ZtLk+ePIlCoWxtbfsc+SGSgBsAACAASURBVPHjx6SkJC8vr4EugWCwwXrvMQspKSmd7XEoFEpsbKyOjg4AmJubb9++nR59W4c7eDy+o711FEZXLFhgeTCmusqmuv9WdbTi29Oynrx693mMEJ/paqXOqsAWXFt4XPp+e0PklLIYIQS5mQNASEy6ssICXj6hxUrK27ZtH2I2S3t7u6+vr5aW1rJly/ozfsqUKWpqaqdOndq8efNQ1mUkrG9upqCpqQmNRnduWaFQKDs7u4KCgqysrMbGxqVLl2pqaiYnJyOtkbnYbmfrtEUbaRUsWCBJO7HjRvZTj5CUqFO3pGdPDNy31mmr3i/PhV2bVt3MKUFWIYv+Y+0UM3OZy/uPNUgL6RFXO73iaz5pMVtnirauWqG+fVvf20498fXrVwcHBzs7u35GV52oqqoCQE5OzqDXZTCsAIspCAgI2LJlS5eLGAzGy8vr4cOHqampT548UVJS0tLSunr1KiIKmYojUZGNtR+NdBSQFsKCBQJ0kMi380rdg5MDj10VFeYPcLHw2GU0b+bELsPQaBQ3hrPuWxMiIlkMFIlxY8ZLSBrZHa7/znTOn7+D5cEY6sjXNfyUG2CTkl8UFhZGRESEh4cPYg9s8+bN+fn5r1+/HtzSDIYVYDEFDx8+7KX5oLCwcGRkZFFR0blz5+7evaukpKStrT1qI63IiLAbVxNZnqIsRhsdJHJm/nPP0JQDUam8PFwBLpZ+e82V5GawsfXoZbXHZpV3+EVGimQxaAJdTE1XzJo+c666+UEmMSLvCX4sj5mecvmHD4O4Ny4u7sWLF2FhYYNOMvb19Y2NjW1oaBjc7YyEFWAhT3l5uaioaH9GiouLR0dHFxUVnT59Ojc3t3NPKyWFcUZwiOPr4/mo4ObdpP1IC2HBgkG0Eztu5T7zCEkJOHKZG8N5wMnC39lCdfGc/niE6i1f9PLtZwaIZEETtpgvqyh/R6ZQbmQ/RVpLH0T7b6wuf+bn693/W9rb2/fv3z916tTt27cPZWl2dvaAgABfX18ikTiUeRgAK8BCHg8PD1fXgXXQk5CQOHbsWFFRUWJi4uPHj5WVlTU0NE6ePEkikegkkhkICT708U3xhaM7kRbCggXdwbUSUm8VuQcnBx2/LsjP4+9s4bfXXE2xX3HV74wXE3ryYjA7DSwYTENji96WCEJ7R0hopI3LSTyB2aOHcxF2pY9yfH36VdZXVVXl6Oi4ffv2ASVd9QQfH5+zs7O39wDCO0RgBVjIU1lZOeiWT2JiYpGRkYWFhdeuXfv69au6uvrSpUsDAgKYsH/nEGlubr5yKelchF3fQ1mwGLZ8+9586kKuR0jKkTMZU6XEAvet9XE0XbJo1qB72vg7WQQeu0ZbkSzoQdGzd9n3nk6ZPNnH201JSWmJsT8zJ7x3cj3Wsbn2laaGau/DsrOzY2Njo6KiJk7smik4aCZNmqSrqxsdHU2rCekBK8BCmOzs7Dlz5gx9HkFBQT8/vwcPHuTk5AgJCRkYGCgrK+/cufPPDurDFDNTw1B3C6RVsGBBF95/rImMv+kRkpJ0/b660tyDrpbuO40Wzpsy9Jn/bJvDgjnRW75o8sTxM6X4Hl/z/VpdeenKjVUbQ5AW1TcRnutU5SZERoR1+yqVSg0PD6+trfX39+/FR3RwqKio8PPz37x5k7bT0hCWDxbChIWF0dYDjZOT097e3t7eHgDS09MdHR0bGxtFRETs7Ow6vbWGI/X19UT8D1WFWUgLYcGCZpBI5AdP3hY8+rud2DFz6ngrI7XfmxLSEMWFM1JvFv7um8WCOSm/H9X5A4oNnj59MlFiDLJ6+onXLoNF+n57HPZ2sWxsbm728fFZu3at/GDrDftk/fr1AQEBUlJS8+fPp9MSQ4EVYCEJhUJpaWmhX28cPT09PT09AHj//n1ERERAQAAajdbW1ra3t+fn56fTovQg4cwZAy1ZpFWwYEED6ht+3s4vLauoQaPZVeRnudkbcHLQ93PYe4+p2Y4IVoA1jMDyCXyurBQSGB7NPFAolIutjqW5ycXUf2vbnz9/fubMGV9fXyEhIbqu7u7uvnfvXnd397Fjx9J1oUHACrCQ5MSJE9rajHDLnDFjRkxMDAAQCIS4uDhDQ0MCgSApKbl9+3Y1NTUGCBgi2Vm3UyKskVbBgsUgIZMpj59/yC18hW9rFxMVWKkua22izrDVRYT52okdRCKJ1TZn2EClmJia3cvPl1CwtzZVD3QxRVpQH1iuUbr/5P2hwID97p4AkJCQ8OPHj6ioqF48RGgFCoU6dOjQ/v37g4ODubi46L3cgGC935Cksz0OI1fEYDC7du3atWsXAJSUlBw9etTd3R2NRmtoaOzYsYMJnwA6IbTh6HR6woIF/fhS8z2r4EV5ZR07O0pBZprD5tW8PMh8AZisVGS1zRlGUCmk9WvN5k4VmbpSYe0aRaTl9Itof2vNdYcEBASqv9aqq6tv3LiRYUtzc3M7OTl5e3sHBwczbNH+wAqwEOP39jiIICcnl5CQAAAEAuH8+fNWVlY4HE5QUNDM7H/tnXlYU8f6x98sJBB2ZJUdERCssgjigoiIVRG1V6uVWtdrbfW61LqvrfuGu1KtWrTWDdeq1euG4oYiLmgBBQQCgbAmEAgkJOf8/hjvaX6JokLIAZ3Pw8Nzllm+M/PO5M3knJkRo0aN0voDiU2BCUq6JWAw70V1Td3N+2kPnmQqFIRj2zYRIZ0njNTCe+lNZMbEgaFfLsMOVmvBmMcRlEp+WTWRzW5NL6LFrhg3eOL60D6fR0RE6DhrR0fHESNGbNu2bfr06TrOugGwg0Ubb9wehxb09fUnTZqE9jPPz8+PjY2NiIhQKpX29vZjx44dOHAgvfJSUlKcW8nDnphPE3m94v7jzFsP0qW1MiNDg9Cu3kumD2ezWXTr+gcmk8nl6hWXim2szOjWgnk3JEkq62Wty7s6+ued3ILSv6/GzPj597HfRB/4Xdf75wYEBOTm5sbHx3/5ZUv5RRU7WLRx586djRvf/GorjTg6Oq5evRodP3nyZPfu3atXr2YwGG5ubuPGjQsLC9O9pLjf9kWGddZ9vhhMAygUyoep2Yn30yU1tXpsdlc/95kTI3kGLesREFXQtjm7106mWwjm3fQL8VmysdXscVQnq9+4+8+Az9zmTxkKADuWj/1+0W87t2+bOk3Xk0nDhg1bt25dcnJy8723+EFgB4seMjMzW+wDTxS+vr6xsbHo+Pbt23FxcUuWLGEwGK6urtHR0Tpb9OHBvdvb57X0FXsxnwLyekXy06w7yS+qpXVMJqNLp3bffdPPxMiAbl3vRVTfLnjF0daCEU+fxWod01cvXxXtOHBx3vdD7W0tqIuxq8YHRC0ZOSra0tJSx3rmzp07Z84cBwcHOzs7HWetCXaw6GHx4sVz5sxpdHSBQGBoaGhmprvZ/p49e1LLzSclJcXFxa1atYrBYFhZWQ0bNmz48OHN98yWXKHIE5Q627/Xdo0YjHaRVNfee/TyYWp2bZ2co8fu0qnd99/0M24lTpUaDrYWyU+zAju70y0E82byC8t/P3XLiMfZvP+/XXw96Jbzbk5dvP80PTdmyVg9jR/Ef9vw7z69e5w4dc7DQ6cFYTAYK1asmDNnzoYNGwwMaO6n2MGiBz6f3+jtcU7Ex69fs4zNZg3516h58xdqV9j7EBwcHBz8+sWWjIyMAwcO7NmzhyRJLpcbFhY2ZswY7a7sderMhfFjhl8/jDd4xugIvqDszsOMjGwBSYIRT79bgMesSVH6XD26dTWVn2eNXLThyOlfG//VDtN8SOvkkRNiuoeEPb/z3NWt/eQRAXQraogaqWzF1hPhPT/7edbINwbo5OV85eCcAV8OWbFqfeSgKF1qMzAwWLx48aJFi2JiYnSwTkQDYAeLBpq4PU5BQcHIQUHff9Ov//jttDhYqnh5ea1ZswYdV1RUHD169PvvvxeJRADQvn37IUOGREZGstlNMjNXV1emnmFRscjOpnkXrMN8skhrZSnPXj14kiWqrGYwGC4O1t0CPL4a3IPe0VnreHs4FBZX0K0C82YmL9hnaGImLnoRFeI6f+0fl/a23H1X/36Zv+ePq/OmDG3b4JhsY2WWdGrZ0MmrMjLSf5w9V2fyAMDW1nbMmDEbN27U/KVIqVSKxeI2bdpUVlaampoSBFFXVycUCvl8PgDY29u3b99eWzKwg0UDTdweZ8jQoT9MOfE0vWDOvJY1qWNhYTFlypQpU6ag08TExPj4+JiYGJIkORxOUFDQ8OHDAwIa87UsJLTPxRuPW8Lr7piPA6WSSM8qSH6anZNfQpKkgT4n4DO3iV/1MTMxpFta89LN3+PYubsjo/Cq7i2Ol7llHA776I7/yOUKL3eHFrsq7OEztwuKyjcvG/c+G5BzOOy/fps95sdf/j0xbe++uOZX9w++vr65ublHjhxRu7527VoA4HK5fD6/e/fupaWlFhYWqampnp6eJiYm2n3wpoU24UcMQRDV1dVN+RHN1dX1bnJau3ZuUVGDtShM6/Tq1atXr9e7rEul0lOnTsXExOTn5zMYDH19/W7dun3xxRe+vr7vk1Tq00dDJr9jw3YMpgGUSuLFq8JHz15l5haRJDCZjA7uDr27+YwfQcOLsTTy06yRwyZvwA5WSyMjS+Ds4lYkyAUADoc9pF8XuhW9gXKRZOW2kyOjukcP/bDnWw7GfLd538UAv46bt+7s1evD9g6prq42MjL6oCgUQ4cO3blzZ319PXXl7t27BEEwmczHjx//8ccfO3bs8PPzk8lkqampOTk5hoaGWpy+Auxg6Z7Y2Nh+/fo1MZHfDhyKjIzUih7dwOPxRo8ePXr0aHQqFotPnTq1bt06gUAAAGw229/fPyoqKiQkRG27UESRIN/X20WXgjGtHXm94lkG/8nfuXmCUgBgMhmebm2DfNt//UXIR/bD3wdhZsKrk+Ftc1oWfgPnZ2QVHDl8OGbDGrq1vJWEu8//vPJw6cwvzU0bM8v7w8QB478MHT1z3gaO2cRJ32VnZR09fKCNuaFCoaiR1nG5XAaDRQCzR0hva2ubHVs32dnZsFkMRb2cxWLWE+yFi5dFRg5qRL5Tp05NSUmhTufPn+/n55eamtquXTsAUCqV6GHoy5cvR0dHW1paGhtrc8sQ3Md0jVa2x2ld3pUmZmZmEyZMmDBhAjqVSqUXLlw4dOjQsmXLSJIkCMLZ2Tk0NHTQoEF2dnanTp7wcMGvEGLeQWGx6FlGXmo6X1JTy2AAR0/Px8Ohb8hn+P1TNfC2OS2N5D9XD520IT09XamQ063lDSgUyq37/zIzMdy8bFxT0jEz4Z3fPzvl2asDJ/c72JrfO7lEbSVVhYL448ytm0l/pV5ex9P/57X0qmrp9J+2/rx04djx/576nyatrZWYmFhUVLRv3z4nJ6epU6eqfpJu3ryZx+MFBQVFR0c3JQtVGCRJaiutD2LChAlNeQ6plSIWi4cOHXrjxg26hbR0UlJSLl68mJSUVFlZ+fhxSpeOrt4ejj0DPfv18sWbEvYesezG8Z/pVkEzpeVVf7/MT88SFBZXsFhMgiDtbS06eTl39HRspWso6AyCIEK/XHbr5Aq6hWD+odfI1a7tvBjysriN39Kt5f+RnVe8Zd/5GRMi3V1s6VVCEMSyzaeu3E73DQjasnW7vr7+e0Z8m7Mhk8mae3NoPIOlU5p7exyFQpGfn+/q6opO7969u2zJQg5HL2rw0O++n6qtXGZOn2JsYrJi5VptJahJQEBAQEAAQRDdg7v8dWBhsK/7zftp1+88O3T6Vo1UBgBMJsOprWWQr3t4j8+83LW5KgSmpaFUEnmC0hfZhRnZAnFVDYPBIAjSxtK0Q3uHfw3oamNpSrfAVgaTydTX5+Btc1oUhcJyc5Pcs7/OolvI/+PgyZsCYcWmpeM0l7nSPUwmc8WPw1f8CLv/uBbao4uXT+fde/a9v5ulSXN7V4AdLB3THNvjLJg/x8vLe+y48QDQO7SnAVshVwIAkyBIO0vehrlRq3f+uffXPU13sEZHj8zNyTI00CsQFEUNafbNnqRSaZ/ePWdP7NsryAsAIkI6RYR0Ug1w/3HWzft//7T5eFGJGAAYDOBy9dBzNiFBXh/PD0PG7StqWBbmZgBQWSUxNTH+z8z51dzPigrzbewcTIyNXma+8rBVgrycbqFagCRJgbAiO684M6dIIKwAABJIBjBcnaw93dqOHxH20b/lpxtmTohctun4L2ta1mTJJ8vzF/mWVtYEQdAt5B8qJdK1O0/37+03ZtiHPZOuAyZ/HT756/Azl5ODg3x/mDUPffa1TLCDpTuaY3uc+Pj4V2lJ925d8erg3bVrVx9vn6/6OoV190F318Wen7Y8fsGipQMHNvWZrRXLf2rflnVo3YKS8qp+36xbu755d1EsKir6PCJs+7Lo0OC3LhjW1c+9q9//W5O6WlqXeD/tXsrLk38liSqr0UUmk+lga9HRyyngM7eufu2NeI3/xkMLG2NP1MjZQqGwXbt2fD6/TZs2clnt0+cvy4oLgKUfGxu7YcfPv66dCC3x4Y2GqKquzc0vyckvyS0opRqLAQx7W4t2zjafh/o6tsU7fDcXkeH+K7efpFsF5jV7jyYUFRUd27qIbiGvuX73+fmrKYunD7Mwa+TrezpgaL/AwX0Dpi49sGd37PETp7W7urW2wA6W7mj09jhpaWmLFs5js1jFxcWJt++p3urevfuyxXPZbHZ1dTUAdPbzT3xwGzlYmTlFZ66l3rv/SCviz5w+ZWTAupa0wcDAMGbLTq2k+Taqqqr6R4Sd3DW1veuHbSZlxNMfGOY/MMxf9SJBEE/T8u4/yTxxIWntrjMyWT2TySBJIEnSxtK0vZtdh3b2n3Vw7uTl9MYXGGln8MCIpy+Lc3Jy0HvFkyZNCg3poSCgvFRgbWOTmJhIt8CGkMnrC4tFBUXl+YXlBUXlNbV1qOaZTIaZiaGLg7WLo1VosDeel9I9eNuclkPGK6GdtXlLmHSvk9Wvjz3b3tV209KxdGt5N0wmM3bl+LSXBV9ERQwf+c3cFrYwJGAHS5c0enscS0vLx49ShvYLkNaof5+wt7e/fS/FxMQErZb+7beTe3SNXTZzWFGxaNj32y5cut502UeO/BG7c8eq1Ws/69RZB98S5HJ5WGiP3avGfqh39TaYTKZfR1e/jq6at9JeFjx7wX/+gv9XwmNhqVipJFgsJvrPZrOc7a0c7Cw8XO06uDt4uturvtWiS6pragIDA/ft2+fi4gIA9fX1/v5+3h07P0hKnDt37tixY3k8Hi3CENJaWVGJuLhMXFJWKRBWVIir6xVKFpOpJAgWk8lkMpzsLe1tLfw6ug79PJBn0OwPPWDeE7xtTsuBIMmWsHTI8xf8344nzJw4qHVNHnt7ODw4u3z2qsPduwWeOXtB6z8TNQXsYOmIS5cuNXp7HGtr64OHjmzZHHPh0hXNuxYW/+xhzmazu/fsHTJyDQms4yfPOTo6NlLu/ygrK9u0ftW1w/MHT151I/FOE1N7J1VVVeFhIat+/CLYX5urvb0Nbw8Hbw+HNy66KK6SZmQVPH+Rn5YpuHjjiUBYgd63JQiSJEkGg8FkMowNDawtTW2tzNramNvbWjjYtXG2t9L6S45nz1+Wk4menp4BAQFTp04NDAykbnE4nB9++GHGjBnazRFRKZGKKmtEldWiyhqRuLpMJCkXSWTyegBgMpgAoCQIADA2NLCxMrVuY+rmZBPs72HdxvR91nfG0I63h4OwVEy3CgwAQJeOLr8e0cKX4UZDEOSvR65Ka2UbFo1ppf1346LolGev+oWHzJ2/JPrr0XTLeQ1epkFHRERE7N+/v+keT1OQSqWRAz8fMCBy1o+z32d/QLlcHhzkH7dh/OO/8/4u1Fu/PqZZ5eXk5AyJ6r9n1TjdeFdNp7hUnM0vzs0vKRBWCEvFpeVVFSJJTa0MdSk0TjGZDLlcwWAw9PRYBEEa6HMsTI04HLaZqaGxob4hT9+AyzE3M+LqsawtTQGAZ8C1tDBB6dtZm+lzOdAmWAoWaJoKvVec9vypd8fOIC8Hzv++aJYngbRAWiuTyRXoAnqqiSDISokUAMRVNSRJVklq6xXKSolUJquX1smqa+r02GwGA+oVSgBg/e8XUhJIADA15pmbGpmbGpqbGlqYGbUxN7YwM+JyWv2GxxiK6cv2hwR6fTkIr+pOM5duPImevuPigflqD5Xqhqxc4db9F77/5nPv9g66z127EAQRNXFTzz6DFixcTF2k0dnAM1i6gCAIqVRKr3d15crl2bOmb5j35ZP0dBenthtito4aNarhKJ9HhK2e/a9OXs7fLTpw+frdZpV3+/atqd9NvLDvx1Y0O21jZWZjZdY9wPP9owiEFdJaWWFxRXWNTFRVU11TW1VdK+YXi6pqAKC8QkKQJABUVkkVSiWKMn/J2l5hr5f+R+8V19bJAYAvKHNyfV1XZy8nZzy7j44N9Dn6XA4A6HP1DPQ5AIBWXkYOk5mJoR6bZWxkYKDP0edib+mTZvmPXw2bvAE7WLRTWl7p7OLyMDVLxw4WSZK/HU8oLBbFLBnL0fsYnAEmk3nht9ljftw964eSTZu30S0HO1g6QSvb4zSRn5ctun96qT6X0y+08837L8LDwxsOv2zpom6dHfqHdrp046mdg0ujd4N6JwKBYPKk8TKp6M7Jpa3uFb8Pxd7WAgA+7PEyDhvKk1QvnDp+KMBV6WSshHIRujIk1G1IT+08sob5dDAz4Ulr5XUyOfLIMXQhrpIW5Of37z1Jl5kWlYg2/Xp+ZFT3CSP76DJfHXAwZvK0nw5+NXLY0WM0vyqLHSxdoJXtcZoMQ6F8vc6KWFJraWn5xkAVFRUikWj71s23bl5ZMm3Iutizf5y9/yAltTkEHf7j0C+xO9iM+piFX73xIXQMAIC8AuQVqhfu3EqAab1pUoP5qBgR2W3z3gt42xx6kdTUkSTRztlGZzkePHkzr6B0xeyvPtZp7O0/jVn/y4W+4b2vXrtBo4yW+F76R4ZYLGaz2fS+6gUAc+YuHDRhY2pG3rSlB+wdXd+2JMGYb6I7dPA6cuSwjZ3j7XS5sUO3039ebMpquZpUVVVFjxoR3KXTg4T4879OuX54AfauMBhamDZ+4LmrD+lW8anDZrMNdPWSsrBUPGv5AWd7qyUzhn+s3hVi7neRwyM6nDiyl0YNeAar2Wnu7XHekyFDhxoZG63YtWPQ4GFjx457W7DzFy5du3bVza0dtd+Odtn9S2zszi0bFnwVETKiOdLHYDDvD5vNNOTp421z6GX6+M+H9uuig4xO/JWUkpq9YvZXhrxPYsGU774OB4C/LkroEoAdrGanObbHaRzh4X3Dw/u+T7DmyF2hUEQO6OdkzX10fkXLXNITg/kEmTkhcmnMsd1rJ9Mt5NNFn8vxcGveZygFwoqNu/8cNjB4zfyvmzWjlohCSlfO+HOueWmO7XFaI4mJiYEBnf/zdfCvaydi7wqDaTlEhvunZvDpVoFpRk78lbQj7uKK2V/1DPSiW8unBZ7Bal6WLFmycOFCulXQg0Ag2L9v780b1+pqq53szP7aN9POxpxuURgMRh28bc7HSp6gdN2uMyOjenyKE1ctAOxgNS95eXldu3alW0WzMHvWjPtJd1lMIEhgstgslh5BKAlCCSQJQDKAMObpDerT+Uzstx/94gsYTKsGb5vz8YEWZy8XSTYtHfdxP8zeksEOVvOyefNmuiU0C/+Z8p0BWXrr2Dy6hWAwmKbi7eEw57vBdKvAaI30LMGug5fGjwjz7+hGt5ZPGuxgNS/BwcF0S9AyaWlpE8d/E9rFbe2CdywEj8FgWgsftCEBpsWiUCh3HvxvbZ38o1mcvVWDGwDzYXw9avil32bhl7pp5LeYqXRLwGAwLY60zIJfDl2eNm7Ah+0VgWk2sIOF+QBm/TBj9JCu2LuiF1dH/F4qBoNRx6mt5dafxjMYDLqFYF7DIEmSloy/+OILZ2dnWrLGNBphYa6tpTHdKjAYDAaDeS/y8otPn6NnqzraHCwMBoPBYDCYjxW85CMGg8FgMBiMlsEOltYQiUTooLKyEgAIgqitrX3+/DkAvHjxora2ViwWFxQU0CkRg8FgVNActaqrq1+9enXjxo0bN25kZmbSqg6Dad3gh9y1w65du4RCYVZWlr+/P5/P79+/f3Z2touLy4EDB+Lj4ydNmjRr1qzi4mIXFxcHBwe6xWIwGIz6qNWmTRsLC4uSkhK5XO7p6WliYmJmhl9nwWAaD57B0g7+/v7z5s2rq6t7/Pjxtm3bRCKRn5+flZVV586d79y5ExgYmJiYmJycHBISQrdSDAaDAdAYtQoKCvz8/Nq1awcAOTk5WVlZ+H00DKYpYAdLO/B4vGnTpq1fv97Y2BgACILo2bNncHBweHj4Tz/9NHjw4Lq6OqVSyePx6FaKwWAwABqjVn19fc+ePceNGwcA0dHREydO9PTEq49iMI0Hv0WoHfr16+ft7c1isTp16vTgwYMRI0aEhoYCgEKhcHJyysvL27Fjh0QiWbp0Kd1KMRgMBkBj1PL29p46dSoAzJs3TyQS8Xi8oKCg6OhoumViMK0V7GBpH5lMxuVy6VaBwWAw7wsetTAYrYMdLAwGg8FgMBgtg5/BwmAwGAwGg9Ey2MHCYDAYDAaD0TLYwcJgMBgMBoPRMtjBwmAwGAwGg9Ey2MHCYDAYDAaD0TLYwcJgMBgMBoPRMngvQgwGg8FgMDpi0Z7ku8+LAcDH1fzvHBEA6LGZ8cv7mhpx6JamZfA6WBgMBoPBYHRB2PTzb7v124JQFztjtQAJ2wbdThUu2fsQnW6f2aOjmzkKk7BtkGqaCdsGhU0/f27d50YGelHz/ltdW48ChE0/f3HjgAGzL6olq9VivRk8g4XBYDAYDKbZiTmaig64HJaVmX5BSQ0AdGpnkZpdAQDj19xEdS90DQAADldJREFUfs+/B3m2dzRDIQmCXLL3Yb8ghwWjfadtuTNtyx3KN/r9v5nffN4+W1ClmsWRq9mToryqa+vRaVllHQDoc1gA4O9hOTK8nQ6KSdHUZ7CkUqlQKKROBQJBSkpKSkoKn89vYsqI8vLy5ORkpVL5oapyc3PfeIvP54vFYgAoKSlRVU7dfafywsLClJSU1NTUurq695eUnZ0NAHl5eTKZTCKRlJSUvDFYXl5eA4lQ1fu26I2Dz+erNRxV7WrVpVkKVUmqVUeSZGpqanp6eouaIlU1jLc1NJ/PJwiigQDviarpqpkxn89PSUnJz88HgJcvX6KL1AEAEARRWVlJnVZXV78zO0qtVpoSJfXkyRN0pbCwsBE1oFrbBQUFCoUCAHJychouRcNdQBOkrXEK34d32gyVdRMNprCw8H3Gn4ZTaEQslCPKvdFZYzDvw4V7fAZAW0vepY0Dfl8ctvAb34Rtg7bO6E75TDV1CgDwdDIL6mCF/pbuSwGABaN9AWD7zB6j+7WX1ikA4DM3i/0XXgDAirhHXs6vvTEHK8P4hFdUdhJp/e//zaROLU31qWR1U94mOVh3796Nj48/duzYqVOn0JWTJ08KBAKxWFxXV1dVVQUAVVVVEolEJBIBQElJCUmSNTU1JSUl6DOsrKxMoVCQJCkQCBQKhUQiKS0tpT6Hbt68efDgQalUunLlSiowFWbt2rUVFRVU4uguirh79+6ysjIqRyoMABw4cODIkSMAsH379osXL6pGLC8vj4+P5/P5lPKqqqqysjK5XK7q0Jw5c0YgEAiFwi1btrxReUVFhVQq1ZREkuTKlSvv3bt35cqV7OxstbKj4hw7dqy0tFS1clTFnzx5En1MymQyzdJR2QmFQoIgqJQJgiguLgYAlAV1isjPz09JSVFtONVqV6suzVKoSkpMTCwtLUXJHjt2LDc3NzEx8ebNm5RUTZNAUinxcrmcqrHKykq5XC6VSqVSaUVFxRuPVeNSqam1mmo6sbGxyDAAgM/nq9kSun748GFUvejzRk2hakM3IF61DtXMGAB+//33mpqa06dPX7x48fbt2w8ePLh161ZycjLVKHFxcSdPnqQCx8bG7tmzB52+0eSQ6Wr2wUY3JUqqurr62LFj+fn5MplM1RrValjNoqjmprohAJw4cQK1/v79+1XDq/YRZIpUF0CNgv5TgwYVF9W2Uqk8d+4c+k/VDBVYMxaFtmwGZU01gVp31uyDVNZqnRGlc/To0Q+1OrUUQGP8UY2r2oiUtqNHj6K4qv0Xg2kOSBJIgMIy6bUUAQBEBDpQtxK2DUrYNshQnw0Ac3bdD5t+Pmz6+YV7ku8+/3/zIBMHefL02QAwbbgPupJXXL1qUiA6njykQ72CQM91WZsbxF18ee5OXm8/O3T3cnIBSlYirW/2ogJAE38iFAqFEokkIiKirKyssLCwbdu2ACAQCAwMDBwdHXfu3LlgwYJffvmltrbW1tbWwMAAAAoKCsRisb29fXl5uY+Pj0wmy8jICAwMJEkyLS1NLpe7u7tnZWUtX74cAK5du7Zo0SIulxsUFHTs2DEUmM1mozCVlZVCoTA+Pt7W1tbMzAzdXb16NdLAZrMPHjyIcqyvr7e1tZ08eTIAMJlMkUgkk8nQ/BOVrLu7OwCkpKTU19ffunULKa+qqnJycrpy5UqfPn3s7e0HDx6MCi6Xy0mSVCqVZ86cUVPu5uYmlUqTkpIiIyNVJXl4eDx9+tTb2/vRo0c1NTUSiSQzM1O17KWlpUKhsKqq6vTp0wKBwNvbG0XncrmUeAAoKiqqrKwMDAxUKx1VAx4eHgRBVFdXOzo6opQ5HI67u7uenl5RUZFQKNy7dy86jYqKAoDr168PGDDg6NGjVMOpVvumTZtUq0utFAMHDkxOTqYkdenS5erVq6NGjQIAKyur69ev9+jRo0uXLpRUBoOhahJcLhdJtbGxQeJHjBhhYmLi5uYGAFu3bu3UqVNubi5BECKRKCAgQPN42rRp8fHxagUvKSlRbbUnT55Q6fD5fDb7tc3fvn378uXLqrZkYWGhat63b9/OyspSU0iZn5ubWwPiVetwzZo11DGV+IsXL3JycoKDgyMiIhYtWsRgMJCdAEBqaipBEEwmkwq5cuVKyjnTNDkXFxdkulTiTW9KlE7Pnj2fPHnSvXv3hIQEVWvMz89XrWHUfSiLopq7oqKCqm1VNm7ciMJLpVLVPoJMMSUlBXUBsVgsFAqR0cbFxaFBw8jICMV1dHQ0MTEpKyvz9/dPSUnx9/enaqaqqgoFrqurU4uFFFK9vuk2k5WV5e/vv3//ftQElAbUnW/evKnWB6ki19TUqHZGGxsbf3//hISED7U6MzMz1RTi4uLUxh8qLjXeoka0tramtKEKNDY2pvovBtMcTP2XN0mCjQWvV2dbAKisllMPth+9lk2SMCTEGQA2TOnaxev1JNOwxVcqqmRUCpcfFAR5WwMAkAAAD9JLAcDC5PU+5T072QLAvvMv/D0s+3ax33gklSTh+6He6G5Xb+txAz0AALloOqBJM1gMBoPD4Tx58kQsFhsbG6OL/fv3HzJkCBr0AUAmk3E4nMmTJxcUFIwZM4bJZBoZGc2YMcPU1DQpKUmpVJqYmDCZzNLS0pKSEh6PN2bMGOSKAYC1tXV9fT0AXLly5cGDBygwFcbZ2dnd3R0lTt1FEV1cXDw9Pakc9fT0KAcFALy9vXfv3t2jRw8AoCIWFBRMmDDBy8uLCiaTyXg83rfffuvn5zdy5EiBQBAXF3f8+HEAsLW1bdu2rUQi0VReXFw8ZcoUDw8PNUlBQUF79uwJDQ2Vy+UEQaSmpqqVHRUH5cjlcqnoqICUqr59+0ZFRRkZGamVTq0go0ePplLu1atXeno6i8VCWVCnKMGCggLkWFANp1rtatWlVgp9fX1VSdbW1tQ8kKmpKfIbDh06RElFPxeqmgSSSon39fVFDgoAWFpaZmZmkiTJYDDs7OzeeKynp6dZcLVWU02nffv2np6eVGWq2ZKmhWsqpKI0LF61DlWPKRMaNWrU5MmTExIS2Gx2aGho3759mUwmurt9+3axWHz//n3kCfF4PACgpnk0TU7TdJvelGr1oGaNajWsaVGouZ2cnKjaNjIyqqmpAQAWi0WFV+sjyBSpLoAaBf03MTFBg0bPnj1RXFTbjx8/9vf3R/+pmqECU0MNFUutOE23GZQ11QRq3VmzD1JZq3VGlE4jrE4tBc3xh4qr1oiUNgBAcVX7LwbTHJxOzNt1Om3ZvofxCa+SM0qHLrw8Y9u9bEHVkPmXd59N3/NnOo+r7vrMGtkJAAiCBACRRLbm0BOz//lkQR2s58XeN+bpqUV5nFk2fqDngGBHgiQBwNr8tUdhasjxcjLzcjJjMRnNWkyKJvlxPj4+6enpdXV15ubmlIN1+PBhfX19Hx8fBweHdevW5eTkoKHfxcVlx44dpqamubm5a9euNTQ07NGjR2lpqUKhyMjIaNOmjVgsNjU1BQAG43XhBw4cuHz5cktLS3d3927duqHAHA4HhTEzM3v06BEaNKm7qvKoHCUSier1Pn36REdHx8bGXr16lYro5ua2ZcuWnJwcT09PNeVMJhNJGjduHADs2rXLw8PD2tr6+PHjmsqdnZ3Xr1//8uXLwYMHq0ry8fF59epVp06d0JdXHx8ftbKzWKxHjx5R35XVykthYWHRpk0bzdJR4du1a7dz505jY+OioiKUckJCgr29vUAgQDX28OFDdIoSdHBwQI9uUA2nWu1q1aVWCjVJQqGQcqzLysq2bt0KACEhIXw+H0k1MjJSrVhKKiX+wYMHZmZmHh4eABAcHHzu3DlHR0dzc3NnZ+c3Hl+4cMHT07Ourk614KgOqVZTTQeV+sKFC926dUNhVG0pODgYid+6dauenl5FRYWfn5+aQsr8GhavWoeqx8iEVq1atWfPHoVCgWRwOBwul0sZ2IgRI8rKys6ePXvt2rVu3bp17tx53bp13t6vv4RpmhxlupSRNL0p1VArvloNq1kUZZmqj06Gh4ejHyhDQ0Op8GrdFpki1QVQo6D/EokEDRqPHj1CcVFtK5VKFouF/lM1g36AMzQ0LCkpUYuFml6zszTaZlDWVBNwuVzV7kxJovoglbW1tbVqZ0TpoIJrmlYDVqeWgub4Q8VVS03VkIyMjFgslmr/xWCagz+WhqE3/nadTkNXUrPK/70uER2j6SsAmLPrPhUlYdsgNosZPvMCOrU01adu/TwxYMDsi8sndlHNQp/DqpMrO7qZN1shPoDmXaZBoVCo/kYgk8m4XO769eunT5+OvjHX1NTweDwGg1FXV8dms1ksFuVdIUiSrK+vRyMCFZi6qzoqad6lcmxYJBWxtraWmjxTU94AasrPnj1raGiYlpY2ffr0N0rSzJdKgSAIqjhvK1EDpaPC19fX6+npqWqrra1FEyGoxqRSKToFgJKSkmvXrqn9LqBa7e/PgQMHhg0bRs1/yOVyNMmkKlWtYimp7yxsA2gWvBGo2pIqDShsWLxqHTauPinkcrlqXM3Oomq6ajQxa4qGG0jVouDt/Y4qCBVeNVlNU6T8p5iYGGrQUMtLFVQzMTExM2bM0NfXVx1q1GJp3WaoJlDrzpp9kMpaszNSfJDVqabQ8PijdkXNkNT6LwbTHNTU1g+a91/N6/8KdZ02zAcA0BJZFN072gBA4pOiO8+KQ/3s0OndZ8Wd3dsYGrDvPivu/tnrK+ggr7haUFJDXTTgsvw8LFGyVmb67R1Mm72EKtCwDlZRUZGdnZ2OM9UZUqk0Ly+vQ4cOdAv5AEQikbm5Fvz9iooKtceYMJgP4m2m+EGDBhX44x5q3khTxh/cfzEY7YIXGsVgMBgMBoPRMngvQgwGg8FgMBgtgx0sDAaDwWAwGC3zf2VVDk6rH6jYAAAAAElFTkSuQmCC\n",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 12,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "fig = GeoMap(area_name='europe')\n",
                "\n",
                "fig.coastlines(land_colour=\"cream\",resolution=\"medium\")\n",
                "fig.contour_shaded(prob, style=\"probability_blue\")\n",
                "\n",
                "fig.coastlines(resolution=\"medium\")\n",
                "fig.gridlines()\n",
                "\n",
                "fig.title([\"Combined probabilities: wind speed >10m/s and total precipitation > 1mm\",\n",
                "           \" START TIME: <grib_info key='base-date' format='%a %d %B %Y %H'/> \",\n",
                "           \" VALID TIME: <grib_info key='valid-date' format='%a %d %B %Y %H' />, STEP: <grib_info key='step'/>\"])\n",
                "fig.footer(\"© European Centre for Medium-Range Weather Forecasts (ECMWF) Source: www.ecmwf.int Licence: CC-BY-4.0 and ECMWF Terms of Use (https://apps.ecmwf.int/datasets/licences/general/)\", logo='ecmwf')\n",
                "\n",
                "fig.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "ebd615be-4157-4f88-b566-0b70341cc432",
            "metadata": {},
            "source": [
                "Note that plot produced using open data dataset will slightly differ from one from Open Charts. This is due to different resolution of the data.  \n",
                "Open data is on 0.4x0.4 resolution, while high resolution data is 0.1x0.1 grid."
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.13"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 5
}