{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Intro to Argovis' API" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", " - Author1 = {\"name\": \"William Mills\", \"affiliation\": \"Department of Atmospheric and Oceanic Sciences, University of Colorado Boulder, Boulder, CO, United States\", \"email\": \"William.Mills−1@colorado.edu\", \"orcid\": \"0000-0002-5887-6270\"}\n", " - Author2 = {\"name\": \"Donata Giglio\", \"affiliation\": \"Department of Atmospheric and Oceanic Sciences, University of Colorado Boulder, Boulder, CO, United States\", \"email\": \"donata.Giglio@colorado.edu\", \"orcid\": \"0000-0002-3738-4293\"}\n", " - Author3 = {\"name\": \"Megan Scanderbeg\", \"affiliation\": \"Scripps Institution of Oceanography\", \"email\": \"mscanderbeg@ucsd.edu\", \"orcid\": \"0000-0002-0398-7272\"}\n", " - Author4 = {\"name\": \"Tyler Tucker\", \"affiliation\": \"W. M. Keck Observatory\", \"email\": \"ttucker@keck.hawaii.edu\", \"orcid\": \"0000-0002-0560-9777\"}" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Purpose\n", "\n", "The Argovis project (argovis.colorado.edu, [1]) is upgrading its API, with a new design that better supports expressive, targeted search across multiple data sources, including Argo floats [2, 3], GO-SHIP profiles [4], and more. This new API is intended to enable co-location studies across datasets and efficiently scoped download of exactly the data researchers need. The purpose of this notebook is to illustrate some of the key features of this API as it is being developed; please note that this API is still under development and will evolve further before full release (including access to other datasets), and that helper functions here are examples only and will be superseded by a python library in future. Please send comments, feedback and feature requests to the team at argovis@colorado.edu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Technical contributions\n", "\n", " - API development to access point data in a new schema (e.g. oceanic profiles)\n", " - Alpha demo of the new Earth system data API, including:\n", " - Co-location and cross referencing of disparate data sources\n", " - Querying and downloading data or metadata subsets for exactly the measurements of interest (e.g. oxygen profiles in the ocean), within the metadata space (lat / lon / time, data source, etc) of interest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "A new hierarchical JSON schema for describing generic Earth-system point data was developed in collaboration between Argo and GO-SHIP data experts, into which e.g. Argo and GO-SHIP data were cast and indexed in Mongodb. This allows for convenient and powerful cross-indexing of these data for performing the co-location searches of interest.\n", "\n", "On top of this data structure, a new RESTful API was developed that leverages the OpenAPI standard for specification and documentation of point data search routes. Emphasis was placed on creating the ability to make *targeted queries* that return only the data of interest, filtered by user-specified metadata and data search parameters, in order to leverage server-side resources on behalf of users and allow them to download only the data of interest to them, thus enabling rapid, interactive analysis building.\n", "\n", "In the following, we will demo some of the data queries that are possible with the new API." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results\n", "\n", " - Ocean profile data is queried, returned and plotted, filtered by data source, geography, and available measurements.\n", " - Argo core and BGC measurements are co-located with GO-SHIP WOCE lines of interest.\n", " - Co-located measurements are plotted and compared.\n", " - Examples of filtering measurement data by QC flag, and interpolating measurements onto regular depth profiles are presented." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Funding\n", "\n", "[Argovis](https://argovis.colorado.edu/docs/Argovis_About.html) is currently funded by two NSF awards:\n", "- Award1 = {\"agency\": \"US National Science Foundation\", \"award_code\": \"1928305\", \"award_URL\": \" https://www.nsf.gov/awardsearch/showAward?AWD_ID=1928305&HistoricalAwards=false \"}\n", "- Award2 = {\"agency\": \"US National Science Foundation\", \"award_code\": \"2026776\", \"award_URL\": \" http://www.nsf.gov/awardsearch/showAward?AWD_ID=2026776&HistoricalAwards=false \"}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Keywords\n", "\n", "keywords= [“Argovis”,“Argo\",\"floats”,\"GO-SHIP”,“oceanic profiles”,'hydrographic data\",\"profiling floats\",\"in-situ observations\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Citation\n", "\n", "Mills, W., Giglio, D., Scanderbeg, M., Tucker, T. (2022). _Intro to Argovis' API_. A DOI will be assigned after review." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Suggested next steps\n", "\n", " - **Python library of helper functions and wrappers**: this notebook leverages some simple helper functions for wrapping API calls; these should be formalized and expanded as a fully unit tested and versioned python library distributed on Pypi.\n", " - **Schema finalization**: the current database implements a release candidate of our point data schema; this will likely be updated based on early feedback.\n", " - **Data source expansion**: the current database includes a selection of Argo and GO-SHIP data, but has been designed to be highly extensible; integrating more data sources (e.g. tropical cyclone, atmospheric river, satellite, and gridded data) will be pursued as ongoing work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acknowledgements\n", "\n", "GO-SHIP data were included in Argovis as part of a collaboration with Sarah Purkey, Steve Diggs, Lynne Merchant, Karen Stocks, and Andrew Barna (NSF award \\#2026776).\n", "\n", "This iteration of Argovis is hosted at the University of Colorado, Boudler, on the CU Platform Engineering team's OpenShift Kubernetes platform. The authors thank and acknowledge the whole platform team at CU for their consistent support." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\n", "# Setup\n", "\n", "## Library import\n", "\n", "We begin by importing some typical libraries, as well as some examples of custom helper functions that wrap the Argovis API:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#data processing\n", "import numpy as np\n", "import pandas as pd\n", "from datetime import datetime, timedelta\n", "import time\n", "\n", "#data visualization\n", "%matplotlib inline\n", "import matplotlib.pylab as plt\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local library import" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "##### import local functions\n", "# for data processing\n", "from utilities_NSF_EC2022 import create_url, get_data_from_url, get_info_from_df,get_data_for_timeRange, \\\n", " polygon_lon_lat, mask_QC, simple_plot, qc, interpolate\n", "# for data visualization\n", "from utilities_NSF_EC2022 import set_ax_label, \\\n", " set_map_and_plot_locations_withColor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parameter definitions\n", "\n", "Next, let's populate some useful parameters for our API. We'll store the root of our API in `URL_PREFIX`, and pass our API key around in `API_KEY`. If you don't have an Argovis API key, you can get one for free at https://argovis-keygen.colorado.edu/ API keys allow us to allocate our resources fairly to all our users. `API_KEY` can be also left empty `''` (as in the cell below), yet in this case the user may exceed API request limits (and get HTTP 403 errors), depending on system load at the time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# prefix to use with all API queries\n", "URL_PREFIX = 'https://argovis-api.colorado.edu'\n", "API_KEY = ''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also declare some space-time variables we'll use to filter our search results by in the following examples. Dates are encoded as ISO 8601 UTC datestrings, and polygons are defined as lists of [lon, lat] pairs; to construct a polygon interactively: \n", " - visit argovis.colorado.edu\n", " - draw a shape\n", " - click on the purple shaded area of the region of interest (not on a dot)\n", " - from the pop up window, go \"to Selection page\"\n", " - from the url of the selection shape, copy the shape, i.e. [copy_all_this_inside_outer_brackets] after 'shape='" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "startDate = '2021-04-20T00:00:00Z'\n", "endDate = '2021-05-02T00:00:00Z'\n", "# To see what this polygon looks like, visit https://argovis.colorado.edu/ng/home?mapProj=WM&presRange=%5B0,2000%5D&selectionStartDate=2022-03-31T22:30:45Z&selectionEndDate=2022-04-14T22:30:45Z&threeDayEndDate=2022-04-12T22:30:45&shapes=%5B%5B%5B22.105999,-76.289063%5D,%5B26.902477,-72.597656%5D,%5B26.084682,-66.395555%5D,%5B25.005973,-60.292969%5D,%5B10.833306,-65.566406%5D,%5B11.942098,-72.133142%5D,%5B22.105999,-76.289063%5D%5D%5D&includeRealtime=true&onlyBGC=false&onlyDeep=false&threeDayToggle=false\n", "polygon = '[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]'\n", "\n", "# helper function parameters\n", "## list of parameters to extract from dataframes to dictionaries for plotting, see get_info_from_df\n", "info_to_store = ['lon','lat','date','cols_bySource','ids','woce_line']\n", "\n", "## repackaging of polygon coordinates for plotting, see set_map_and_plot_locations_withColor\n", "polygon_lon_lat_dict = polygon_lon_lat(polygon_str=polygon)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data import\n", "\n", "Note that due to the nature of this notebook as an API technical demo, data import is performed throughout the following examples. Helper functions are provided to wrap API calls, but expert users are encouraged to access the API directly, as informed by the [API documentation here](https://argovis-api.colorado.edu/docs/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data processing and analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Co-location examples\n", "\n", "One of Argovis' goals is to enable *co-location studies*: quickly seeing when and where two or more datasets intersect, possibly providing crosschecks or other mutually supporting data. In what follows, we'll see some examples of co-locating Argo and GO-SHIP measurements in the polygon we defined above.\n", "\n", "### Data source searching & negation search\n", "\n", "First, let's try selecting a few different sources of data, like Argo core [3], Argo BGC [3], and GO-SHIP [4] measurements, and plotting their co-location. See the helper functions for detailed implementation of the API wrapper, but here we're leveraging the API's `/profiles` endpoint and its time range (via `startDate=` and `endDate=`), data source (via `source=`) and region (via `polygon=`) metadata filtering." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of items: 50\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&polygon=[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]&source=argo_core\n", "Number of items: 4\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&polygon=[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]&source=argo_bgc\n", "Number of items: 46\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&polygon=[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]&source=cchdo_go-ship\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAJqCAYAAAC4iT2qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3hT1RvA8e9J0nQPOiillL33XrIFBERQlCGKDAFFREVQUVBRhqCgID8EZYkCsqcge+8le+9dRoHS3ST390dKKdJN2rTl/TxPnqa5Z7w3DfTtufecozRNQwghhBBC5Bw6ewcghBBCCCFsSxI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IYQQQogcRhI8IbI4pVQepdQwpdRepdQ9pVSsUuqmUuqoUmqBUuodpZRfMvWDlFKjlFKHlVL3lVKRSqnzSqnpSqnaKfStxT0Gp1Du97hyFxI5VjBBO13iXntZKbVMKXVVKWVSSh1IpF6+uPPepZS6pZSKVkpdUkptUUoNUkqVSCYevVKqc4I+opVSIUqpnUqpL5RSHsmdj60opQorpfrFxXEh7r2PVEpdVErNUUo1S6F+lwTvXUGllFEp9YFSanvce2JRSo35Tx0XpdSXSqlDSqlwpdQdpdRWpVQ3ZdUgQZsNkunbWyk1OO5zd1cpFaWUuqyUmqeUamGTNyjpvpVS6tW49+iCUioi7rN/RCk1SynVRinllEzd9kqppUqpa0qpmLj3YLtS6lOllGsy/ab5/Y6rV1kpNVEpdUIp9SAu3jNKqclKqQo2fGuESD1N0+QhD3lk0QfwHHAX0FJ4vJtE/Y5AZAp1fwZ0SdR/WGZwCnH+HlfuQiLHCiZopyswLZEYDvynTh8gKoW4n+grrm4h4FAKda8B1ZI5nwsPyz7Fz65QKn5uGvAnYEiijS4JylUB9iVSf0yC8vmAU8n0tQxokuD7Bkn02xAISSHu+YBTBnzm8wG7UvG+dUmkrhewMYV6V4CKNnq/9Vj//ViS6c8CfGnv/0vk8ew9DAghsiSllBGYg/WXVhjwK7AOuAkYgAJADeDlJOo3A2YACmuSNwb4B4gGqgIDgCAeJVOfZtCpJPQRUB7YDvwCnATcgZIJ4v4UGBn37QNgIo/O2x2oALQEiv23caVUHmAbEADEYk0m12FN2ByBBnExBAD/KKUqa5p2yZYnmIAeiAFWAWuAY1iTJm+gONAbKAO8CZwDvk6hvalAOWAmMBtrkhoY1w9KKQdgOY/el1VY37tLWH/OPbG+b0mO9sa1Ux7r58QRMGP93C0E7gNlgX5xX1/Fmry0SyHuVFNK+WL9+eWPe2kr1p/hMcAUdx71EutTKaXHmsDWiXtpB9bk6zTWc+4IdML6nq1XSpXXNO1KMuEk+37HmYT1jxawJqWTgbNAKFAa68+4BvCtUipE07TxqXkfhLAJe2eY8pCHPBJ/AI14NArwUjLlFJDrP685AJfj6kYANROp5wMcjytjBiokUsbWI3ga1l+YSY0YlsP6i1zD+ouyUDJ9BiXy2pK4uleBEknUKwTciCv3ZxJlLjyM9yl+fq5AQAo/t4ejmWGAZyJluvznvXsnmfY+TFBuQhJlxv2nvQaJlNnJo5GnlxM57gRsTs1nMx3v2dwE7X6VTDkj4P+f13olqDs/sc8Y8F6CMgue8v1+JUG5PkmU0QOz4sqE/vffqTzkkZEPuwcgD3nII/EH1hGHh79APNJYt22Cut8kU65ugnKTEjlu6wTvXnLngnXE8WHZJ5LSFGIok6Bu2xTKPvxFHwO4JHL8qRO8VMbszaOE9tVEjidMODak0NbDZD04sXOKK+OENflNNMEDqiU4Nj2ZvgphHSHVgDU2ei+K8ehS5z/pqH80wWcsyUQK64juwz9q8j/F+70nrtzyFMrl4tHtBj0y8vMkD3kkfMgkCyGyrmsJnndNslTimiR4PjmpQpqmbQFOJFInoyzTNC00sQNKKQU8vHl/h6ZpO9PY9stxX2OxjuQlZ3PcVwesl6sfo2laQU3TlKZpKo0xJEkp5RA3caSUUqqsUqoskBe4E1ekQgpNzEim7bw8usy9QNO0iMTKaZoWBcxLpo/Ufm7OA2vjvq2rlHJMps3UehHrqCbAT2mpqJQKwHpJFKznfzeZ4r/FfdVhHSVPSkrv98PPTXLvJ3GxHIn7tlZyZYWwJUnwhMi6tgFn4p6PUUrtUUoNVErVTWoGYQJl475e0zTtcgplHyZSBZRS7ukNNpUOJnOsENbRDoAt6Wj74S9cByA6wWzIJx7A4QT18qSjr1SJS+p6K6V2Yr0Mexnr/WSHEzxyxxX3TaG55N67cgme70uhnb3JHHv4ubFgHaFKzsPPjSPWewqfVuW4rxrWz35aJDz/lP4wSHi8XJKlkn+/qyV4Pi25z1rc561KXNkM+6wJ8V8yyUKILErTtFil1EtYRwjKYk1gHiYx0Uqp7Vjv7/lD07SY/1T3jvt6MxVd3fhPvQfpjzpFyY2sJLz5/3o62s6dcpFEuaSzXrKUUt7Aah79ck+JcwrHk3vvciV4fiuFdpI7/vBzExo32pec/35untbDn3+opmnhaaybsP+UPvOpjTu59ztLfdaESIwkeEJkYZqmnYhbR6s50BrrDMISWEdNGsY9PlFKvahp2pnEmkhFNza7DJkK5lSWS03c//VwduMVrO9XaiU3k/JpjOVRcrcY66zMQ1gTkChN06wzLZR6OMs1pZ9DRr536Wkjoz43Txu/Lc4fkn+/E86k7QzsT2WbaU1chUg3SfCEyOI0TbNgXf5iOYBSKjfWe6XewTpJojjW5VQSjhSFxH31T0UXCcuE/OeYhvUXeUq3cyS5eGwa3E7wPO9T1PcDTiUyqplplHUh5fZx387UNO3NZIrnSuZYaiUcbUppdCm5ZVIe/vw9lVJOKYziJfe5SY+HPz9PpZRrGkfxEvaf0mc+4WXS9Mad8LOqNE07kmRJIexE7sETIpvRNO2mpmkzgfpY1zoDqKyUKpqg2MNfOHmVUvlSaLJG3NeLmqb99/Lsw+9TSkJKpnA8Nc7zKFGpl476/8Z9fTi6aU/FsN4LCNbkO1FKqZKAmw36O5rgeUqXhJ+YVJLAw8+NLoVy8OhzE411ceWn9fDeQcWjtexSK+E9lTWSLPXk8cNJlkrevwmeJ7sbiRD2IgmeENlU3CW+9QleSniT/poEz7sl1YZS6jmgVCJ1HjoX97VaIscetlGeRzfnp1uCkUqAmkqpmmlsYnGC55/Fzcq1l4RXR5Ib3XzXFp1p1gV7HyZZryqlEr3XK25yTttkmkrt56Ygj2bcbtE0LTr10SZpOY8ur36Uloqapl3HOnkFoI1SyjOZ4j3ivlp4/N9PWvo7y6Nk+NX//HElRJYgCZ4QWVTcbNkndmtIcFwHPB/3rYZ17baHFvPo3rJPlVKV+Q+lVC4eLRmhAf9LpJtNcV9rKKWeGFVTSnlhXazXVn7g0b1PM+MSiUQppYISfq9p2j5gRdy3DYEfkkvylFL+SqnuSRy7kGAGZHqc4VGy0jmxOOIm0LyfzvYT82vc19zA6CTK/EAyl781TdsD7I77trNKZM/ZuCVRpvEoif05XdE+2fdpYEHct82UUl8lVTZuj9j/Xop++PnNBUxI4j1/B2gc9+1i7el2Mfk27qsDsChu6ZSk4tUrpd5IxWi6ELZj74X45CEPeST+AAZjTXY2AZ9hvRRUGetaWm9gHX1IblX+ZjxaODYMGIL10lc1rKv+X0hQ//skYiiFdTHghwvI9ourXxP4AOtl1UisN5mnZqHjLqk4788TlA8Fvsc6WlQR6z2HvbBupXU2kbr+WLfmelh/P9ZFjZ8DKmFN/PpgTYCjgb1JxBD/3jzFz+/vBHGsAdpgvXzaHOsacyaso24348r8nkgbXRK0UTCF/oxYLzk+LP8P1ok5lYFWCeJJuM9r/UTaKc+jhXljsU4WaRgX+1s8vs/vXBt/5v14tAOLhnW9wq5YL6tWiTufH7D+8dLlP3X1WJfXeVh3C9YtzSoDL2BdjPvhv4cQIN/TvN9x5X9NUP4u1i32Xoj7rNYCXseaAF+LK1PW3v+vyOPZedg9AHnIQx6JP7AmeFoqHhtJYuV+rLthRKZQfxxJbB0W10afZOqGY92y6XdslODF1enPo8QyqccTfcXVDcS6h2lq3rv1SbRx4WGZp/j5BQEXk+n7ItbFeR/29XsibaQ14cjPo9HDxB6rsCb+D7+vkUQ7jbAmQcm9d/MBpwz43BfAeo9bSj+7Jz5LWPdt3phCvStAxST6Tuv7rcM6khebQp8a1j8oimbG/x3ykIemyU4WQmRl32Pd2eFHrBunX8Q6shKNdZRqEdaZmg21JFbu1zRtFtZZtqOx3jP0IK7+ReBP4DlN0/po1vvfEqVp2jisl7VWYN11ISau/ylAFU3TFj31mT7Z5yisy8GMwrrg7P0EcW8BviCJiRSapl3VNK0O0BLrbgRnsSaiprj4d2NNapuTgbt3aNYFpitjHXE6FRf//bjz+QZrknEs6RbS1eclrDtifI315x2JdeR1J9aRzOZYtyt76H4S7azHOlHkW6yTH+5j/blfxXoZtaWmaa9pKa+Vl55zuIh1tO4NrDuSXI3rOyTunGZgHZGclUjde1g/F69jHbG8gTX5uov139BnWPcoPmCjWC2apn2F9d/YSKyLSN/B+lkLA05iXcfyHSBQS3wpIyEyhNI0zd4xCCGEyCRKqUFYL9ebAPeMSNKEEPYnI3hCCPGMiJt48HB9voOS3AmRc0mCJ4QQOYRSqoBSKrkF7L/l0ZI2f2RCSEIIO5FLtEIIkUPEXX7tCfyFdaLJVazLeJTEuqXWw/sWTwCVZARPiJxLtioTQoicJQj4NO6RmFPAi7ZO7uLWpUtpm7REabLVlxA2JwmeEELkHL9jnb35AlAU67pyLlhnkR7EOvN6qmabnSf+6z2ss3fTw567jgiRI8klWhtq3LiedudOoqtVpOj27RB8fb1tHNGzw2w2ExERiZubdVeolHapioyMwmSKxd3dndu37+DtnQudTm5JfRrZ5TOsaVqKnw+z2cLhw8fwz1cYRyfXBK+buHr+OAD5i5bL0Dizm3t3ggm9ezNddbPKexkWGoKbR9b/DAvx0KUzh1dpmpbofsgygmdDd+7cZcOG9C0J1rDhK+muKx7ZsGErf/45j6lTxyb6i3z16o3UrVuTo0dPcOHCZV577SU7RZrzZJfPcK5cxShVrhJvvPkaV6/eYPg3Hzx2/Nate3h5uVGzThsunTtD8QrPkSeoKGeO7uLGpdM4GB2JjYmm4/vDKVC8vJ3OQmSE7z5oyec//23vMIRItV4tCvgmdUyGLESO0rBhHcaOHYamaTRt2pbr14M5fPg4EyZMA2DLlp1cvx5M1aoVJbl7Bl2/cRuA44f/ZdBnA5n625T4Y3fvPeD5Zp0pXrwaTZq9xe7ti3n/ow8IvnSC9Ysnc/nsUYxOTrh7eAEQFRVhj1MQQohUkRE8keO4u7sBMGXKWAIC/DGbLZQoURSAIUMG2DM0YWe9P/gGo5MLMdGRoGn0er8XwTdDGP/rX/wy9n+4eXpTrFxNzp09Se+PhrJ04SKiIsNxdnXHw8sX34CC+Ocrgqu7JyXK17T36QghRJIkwRM5Vv78gQDkyxdAvnwBdo5GZAXnzp0jJsHI25hRoxkzajQGByMvtHuPlzr1Y9a4zzl9eCf/LF9JlXov0f7dbzEYjXaMWggh0k4SPCHEM+HAgVNcvXgeB6MTsTFRFCtbEw8fP97sMwInF+uo7707wZw4sA0Ai8VM07a9n0juDuxYTcVaTTM9fiGESAtJ8IQQ2VZsrInJvy8iKjqGfHn92bBxB0ePHuf2rdvEREfj7OJCREQ49+7cwmw2UaR0VT7+fl6iM6Z3rJ3PHz/2A6yzsMPuh3Bwx0oat+kBwLnj+/h75hiO799Mt09/plqD1pl6rkIIkRaS4AkhMt2ffy1n3ry/WTRvPHp98nO9Ll66Tqeu/Ti8fw8ORkc0TUOzWNA0DYvFgsFgQG9wwBQbg7uXD755ChBUrBKOzq6EP7iLi5snZas2pHTl+sleaq1SryXH9m3C3dOHkpXqULJSHYxGJwB2rV/E76M+ii+74i9J8IQQWZskeEKITHfl6g22bFhL+04fM3/WmCeOHz1+joFfjmbntq1ER0Xg5ZOHD4bNJPTuLQxGI45OLjg5u+Ls6oGzqyfzJn5N1YatqVLnxXTHZDQ68fZn4xI9VqPRKxQtU5X9W//h9o1L1G3eMd39CCFEZpAETwiR6T7v/zbfDxvBxjWr41+Lio5h+PeTmPnnbEJu3cDHP4jmHfpQt8UbuLh5PtGGKSaG6T/1Y++mpQA4Ortijo2hbI3GrFs4ifDQe3R471ubxezjH0STV3varD0hhMhIkuAJIezGYjYDMOjrcUwYPx6DwUiFWk3p1+UzvHMHEhMVweHd67kdfIWY6AiiIsK5d/sad29f5/yJfx9ra9f6hexavzD+e51Ob9METwghshNJ8IQQmS4qOgaAAkWKUadBe44dOoCLmwdKKfZuXsaeTUtxdHQmJjoSnd6Ao5MzBr0Bg4MD7h4eePv4PNae0dGJ2JgYDEYjJSrUpt073+IXEGSPUxNCiCxBEjwhRKarW78tABfOnoK4/bC9fX1p+VJzalSvQG4/b/bvP0a5csWp91ylx+qePnuZuQtWcfTQAWKio3AwOhGQvzhN2r77VPfgCSFETiIJnhAiU/06ZQFnTh4DwGBw4KVXXqHj662oWbUsbm4u8eVqVbduQB8WFsH43+awaOHfnD11AlNsDI7OLhQoVoGm7XpRtmpDu5yHEEJkZZLgCSEyxf3QMCpXaU7I7RsA+OUJxM3dncaN6tC4QXXuh4Yxa85KNm7eyeFDR7h39y7RUVHcvXMTo6Mz+YuWo92731Dr+ddkZwkhhEiBJHhCiExRp/5r8ckdwK0bV7l1A3q/24f3e+nQNAt6gwMeuXzJnbcw+YoWwNnVnfot3yKwYEk7Ri6EENmPJHhCiExx5eI5APIXKUvZGo0xGBw4c3QPdVu8gbdfXnzzBCW6HIoQQoi0kwRPCJEp6jZszLZNG7h09giXzh6hTrPX6TNkur3DEkKIHEkSPCFEpli64BcAIiKj6PHul+zcudnOEQkhRM6V/CaQQghhYy7OTty9excnFzd7hyKEEDmWJHhCiEy3d9cuajVua+8whBAix5IETwiRqY6fOE9sTBT1WnaydyhCCJFjyT14Qoin0rRFV+rWq52qsmazhTp1WgBgNDplZFhCCPFMkxE8IUSaHT9xns7dP8cvdxn27NjKjevBqar3v4mzsZhNGRydEEIIGcETQqSa2WyhTPnnCb52Jf61ilVrMH7sIBo2fCXF+vPnLwXAy8c/w2IUQgghCZ4QIg269viC4GtXKF2+Eovn/4afn1eq68bGmjh++CAAXT75OYMiFEIIAZLgCSFS6ash41m2aAFKp2Pbprlprv9Sm3cwx12eLVG+pq3DE0IIkYDcgyeEeMy+AycoUqwOuXIV48Spi/GvH/j3CADvvt87Te39/MtsatV5lV1brQsbD5221XbBCiGESJSM4AkhAOsOE6dOXuKnsdMIDw8DoFaNxly/cRQnRyP5C+QD4NDBo2lqd/rvMzl3+gRV67eiVKW6+PgH2Tx2IYQQj5MRPCEEQ0dMIjCwPA0bvsjyxQuJjgyPP6bXWf+b6Nm9PQDbNq3n5ddSN4q3e+9RLl88z0ud+vH2Z+Oo3bSd7YMXQgjxBEnwhHiGLVm+iYuXrvPTD6NB0+Jf9/XPi9HRGd/cAejiErzyZYoy9LuhAGxat5qAwEoMHTEpybZrPPcqLzR5GTdPHxq/2jNjT0QIIcRj5BKtEM+oo8fP0eXN7gAonY5hv29ncM9GNGnenJm/f59ond7vtmfJ0pVcuXKDkpXq8uMPo5j91zzyBARw925ofLkZs//h1LFDDPzfP+QrXDpTzkcIIcQjMoInxDOqTKnCNG3xEgANWnbmTvBlYmOicXJywmy2JF2vbCnCw+7T7t3BDBizDA/fIG7dCeXixUu0adeHy1eC+ej9j6n3YidJ7oQQwk4kwRPiGbZh7RpQipOHtse9orFwzl/EmpLebaJ+3eo8uHebW9cvk79oWT4Y+ief/7wcB6MjMTExvND8DXzyBPF676GZcxJCCCGeIAmeEM8wV3d30DQaturKj59ZJ1GUq1wNJ0djknVefqkBBYsUZ+wXr2OxWEf6TCYTsTHRbN+8kVvB1/l4ZNrXyRNCCGE7kuAJ8Qxo/ep79P7wyRG1suXKkztvQUymWACU0pE/f8rLmCxdMo3Qu7eY8E03AHQ6HUZHJ2o3bcfoOQfx9M5t2xMQQgiRJpLgCfEM2Lx+DbNnzHji9Xv37uHp7U/NRm0A0DQLjo6OKbaXL68fi5bM4Oi+TXzZrS63rp4nT1Ax3vxwJEYnF5vHL4QQIm0kwRMiB4uNNdH61fcAKFGm3BPHr16+TECB4qxZ8CsASilC7oQkO8nioedqVmD7jtWEhd5h1fwJtg1cCCHEU5EET4gcKvhmCIWL1mLz+jU4GI0sWzwl/ti2nQcZP3EOXt7e3L11jeoNXuaFdr3xyZOfjWtX4etbggmT5qXYx4xZS4mKCKdag5cz8EyEEEKklSR4QuRQH/YbRljoPXLnycf1a4fx8faIPzZs+DgGfT6IQoUKce3iKfyDirBv8zIspij881rvwbt27WaKfSxasASAWeM+z5iTEEIIkS6S4AmRQ+3asQOAceO/o/Vrvejz8fD4Y/37vQvAjm1buHPzChuWTSf07i3av96OE0fXc/fuaYZ8nfJ2ZEcPr2XUmFHcvnEpY05CCCFEukiCJ0QOFR5q3Vmi/aud2LZxPTOmTaN0uca0aNWdRvWrUrhYSSLDw0DTmDvxa+o0e53ffpnIgsXriIqOYffeo7Ro1Z0Tpy4m2cfuvUfp/1H/zDolIYQQqSQJnhA51IBBA8jlk5sSpcuTN6ggANevXGTHlk181H8Ef0wfS/d3rSN5Hl6+tH3na8pUqU+Pbr3IG1CWF5q8zI4tmzh24mySfYz75Q8AXnzz4ww/HyGEEKknCZ4QOdTHH7zJuTPbWLZ4CgM+/4g8gflRSuEXUJAZ0/+gTu0X+H3KVIIKFiH07i2O799Cr6+nMPyPXdRt8QZ1mr0OQL68/om23/GtT/h70UIAqtVtmWnnJYQQImWS4AmRw/3w01Q+eO8jbly9RL4ChYmJeoDZFIve4ICzqwchd+4A8OeYTwDw8vHn9d7DcDA6ATB4yNgn2ly9ficr/7ZOsFBK4R9UJJPORgghRGoY7B2AECJjfT/8YwwOBib8PI7LF86yet0SypUpypRpi/hu2PcYnV3JHViIgsUrPlav3buD0RsMrF88FbPZgl5v/XswLCyCNzq8jd7ggCk2hi/GrbDDWQkhhEiOjOAJ8QwY/s0HbNiwHICmz7dm644D9H63Pfv2rcHJ0cj5E/9y9cJxTDExj9U7dWgHFouZ3LlL063nIAC69vwClMIUG0O5Go3JV7h0pp+PEEKI5EmCJ8QzomLF4kyZbt2xou0rbzB+4hz8c3tz7PBaVq1ZzIWTB5gy8v3H6vT7fh7fTtmMweiIg9GB8xevsW7lCkwx0Sil472vpyTWlRBCCDuTBE+IZ0ibVo34fcZkAAZ9PogOnfoBUL1qGZTS4Ze34GPljU4uzBz7GWZTLKNHfELHNz/AL6AAHwydwc+LTmZ2+EIIIVJJ7sET4hnT+sX67D+wiRrVX2DV30spX/kYxYoVIzoqgmbtH1/ceMHkoZw5uoe1a5ewe98xThw5xOc//03+omXtFL0QQojUkARPiGdQoQJ5uXBhD8VL1OHy+TNcPn+GEhWew8XNM75MyM2rrFs0mSHDh1CxYnGq1WxNoRIVJbkTQohsQC7RCvGMOX/xGr9OWYCLsxNXLu1l3ISfATh5cBt3gi/Hl1s4dTjefv681qYJz7/wFmdOHiNf4VL2ClsIIUQaSIInxDPmz1nLGNB/AC1a9QDgzQ7NmTxtIs4ubkz7oS8AFouFQzvX8kqblylfvj7nz1+gY5/v6NB7mD1DF0IIkUpyiVaIHCo21sQnn4/C3d2dXN6eVCxfkkb1qzLw0x5MnTSNHVs2UrlaSyZOGEn3ru+ilA6TybpMytmjuzHFxhASchcHozNDp21Hp5O/B4UQIruQBE+IHCosPJLpUx5fxkQpHVVq1GLM2BF8+ulgzp85yQtNXgag7buDKVq6KgDH/92Km4cnq/5ZSeU6L0pyJ4QQ2YwkeELkULm83Ll+4yjbdx5i955DzJm9kAtnT7J35za67twGQK26DdixZSMALq4eBBUpY63rl5cH9++i1xt4rceXdjoDIYQQ6SUJnhA5mJOjkUb1q9KoflUG9O/G3XsPmDxtIf+sWMO/e3exe8c2xk8cx559h5g++mNKVa6Lh5cvdZt3ZP+W5ZSuUh+jk4u9T0MIIUQayXUXIZ4hubzc+aRvZ9as/AO93oDFYqb3u33YvWsvmmbh6vkT8WU/HD6TJq/2tGO0Qggh0ktG8IR4Bun1OtZtWErr1m/x4P5dTh0/ik5v4JfBXfH0zk0uv7zUadaRGo1esXeoQggh0kFG8IR4RlUoV4yly/7E2cUVvV5PnfoN+e77YTxXpyYOxDB99MdERYTZO0whhBDpICN4QjzDypcpypXL+x57rXuXlwHwz1OO7Wvm0qh1NztEJoQQ4mnICJ4QIlHOLq4sn/mTvcMQQgiRDpLgCSGecCcklPt37xARFsqt65dTriCEECJLkQRPCPGEC5euxT//Z/ZYO0YihBAiPSTBE0I8Yeu2/ej01lt0d6yZb+dohBBCpJUkeEKIJ7zXsx0BgUFx32lEhN23azxCCCHSRhI8IZ5Bk39fnOjrJ05dJFeuYrRo1YO3e3SOf33dosmZFJkQQghbkARPiGfMoaNn+KTvJ1y/cTv+tcXLNlKidANq1WgMwJWrNxj69ZD44yv++hmLxZLZoQohhEgnSfCEeMboddZ/9q+1f4/7oWH8NnUhXd/qyc3rVwGoUKspX/+6jrELT+DqkSu+3sIpw+wSrxBCiLSTBE+IZ0yZUoUBOHnsCAULVOKzfp9RuU5zuvQfQ6nK9VBKx95NSzEYjfT7YT6DJ20ErJdpIyIe2DFyIYQQqSU7WQjxDHJ2dSMy3LoNmVI6/t22ksO71xEYVIA71yM4smc9q+dP5PLZo4CKrzfq4zZ8NXGNnaIWQgiRWpLgCfEMunblX8xmC3r9k4P4Cxavo3vXd7l24SQbNiynY6f3uBV8A1NsNNcvnSImKgKjk4sdohZCCJFacolWiGdUYskdwJ69hwDwzOVDxYrFKVy0CLkDCzJ28Wn8Agry04DXMzNMIYQQ6SAjeEKIRLV4qQVms4UTx45RsGRVjEYjUZFh3Lp+wd6hCSGESIGM4AnxDIiKjsFsfnyZk/uhYZw+++Q+syOG9uXu3dO826MDRUvUIfTePVq8/iEApSrVBZAlU4QQIouTBE+IZ0C5Ck3w9S1Bi1bdWbFyK/dDw6hW/UWqV23E2PGznig/Z8Ea6tVpgad3HkbM2kveAsUBcHHzzOzQhRBCpINcohXiGbB29WwqVqjHji2b2LFlEwAGgwP5i5bl26+/Zdq0mdSt9xyvvvICmzbvYezoH6n34lt0eO/bx9o5vHsdADqd/G0ohBBZmSR4QjwDCuQP4O7d0xw8fJphI35hy8aNREWEERUZTqU6LYiJimTJwiXMnD4dvd7Ai2/05cWOHz7Rzp3gyyRcNkUIIUTWJAmeEM+QCuWKMXfmTwBs23mQls1fI2/+4rz39ZQk60REPGDdgt9Y8dfPANRu2i5TYhVCCJF+cp1FiGdAwcI1Wbh0/WOv/fy/6Tg5u9Kp3+gnylssFr54qya9WhSg32tlCQsNwWB0pHmHPnT66PvMClsIIUQ6yQieEM+A+3fv8Hbnd1j9ZicmjvuKJcs3sX71Kuq3fAsXF/cnyt+7fZ27t6/jG1CAvt/9hXfuQF7vLXvRCiFEdiEJnhDPgAMHN1OxQj3mzPiTOTP+BMDgYOTMkd183qk65ao/T7teQwgPDcHTOzfeuQOZsOKinaMWQgiRXnKJVohnQIH8ARw+up0KVaqjdDp0ej25vH3x83GnYqWKbPlnFh+1KcWAN6tx706wvcMVQgjxlGQET4hnRL68fmxcOzP++4OHT7Nrz2G+GvgNAGZTDE3b9sLLx99eIQohhLARSfCEyGEiIqOo36gDK5f/gY+3B98Mm8i9+6EYHQyER0QSGRnNyr//JiL8AQYHI6bYGAA6f/wjNRu/aufohRBC2IIkeELkMFev3eLMiaO81v49Qu7c4cqlC7h55AI0dDoDeoMB91y5iQh/EJ/ctXtnsCR3QgiRg0iCJ0QO4+bqDMDRwwfx9g1gyJTNeOcOfKJc2P0Q5k8aQkD+YjRs3TWzwxRCCJGBJMETIgc5cOAUb7zVG4DuA8ZTvkbjJMu6eXrTpf9PmRWaEEKITCSzaIXIIT4b9BONGr2EwcmdYb9vTza5E0IIkbPJCJ4Q2VxUdAyVq7bg5vWrtO35lVxuFUIIIQmeENmZ2WyhYeOO3Lt7lxEz9uDm6W3vkIQQQmQBkuAJkU1VrdGKs6eOo9Pr+WriOknuhBBCxJN78ITIpm5cvwZA2WqN8A8sZOdohBBCZCUygidENnD9xm3uh4bj6OiAk6MRJydHwh+EAtDo5e52jk4IIURWIwmeEFnUxUvX6dbjM44eOkh0VASgAC3+uE6nJ1+R0pQoX9NuMQohhMiaJMETIouJio6ha48vWPX3Mnz88/FSp37UatIWFzdPe4cmhBAim5AET4gsZOXaHbz1Rk8MDg507vcjNRq9Yu+QhBBCZEOS4AmRRazduJuO7bpQ6blmvD1gPDqdzIESQgiRPpLgCZEFnD57mdfbWpO7Hl9MsHc4QgghsjlJ8ISwI7PZQlh4BA0bvEye/MUkuRNCCGETkuAJYUeBQZWIjozAzSMXn/24xN7hCCGEyCHkJh8h7CT4ZgjRkREANH/9AwxGo50jEkIIkVNIgieEnfjn9kYpBUC95m/aORohhBA5iSR4QtiB2Wyhd99hALR/b4iM3gkhhLApuQdPiEz0z+rtjPx+PKeOHyM2JprX3x9O3eYd7R2WEEKIHEYSPCEy0Vtv9iB33oI0aNWVxq+9g4uLu71DEkIIkQNJgidEBjKbLej1Os5fvEaLFzsB8Pm4fzAY5J+eEEKIjCO/ZYTIQPmCKhMVGY5SijxBRRk2fYckd0IIITKc/KYRIoOYzRa8vH2IiHCl26djKVGhtr1DEkII8YyQBE8IG7p16x4DBo3iypVrHNy/F4tF47MxSwgsWNLeoQkhhHiGSIInRDqZzRaKlazL/bshBAYVIF9QEPt278LgYMTHPx+NXu5Oiw6ygLEQQojMJwmeEGkUERlF+QpNWLVqNjHR0VjMJq5duYRZ01On+Ru80uUzSepEjmSxWNDpZPlUIbID+ZcqRBrFxpq4c+sGVSs3IPzBfVq/1hZHJ2e+nLCGtj2/lORO5Eir5k2kd8tC7Nv8t71DEUKkgozgCZFGnh5ueHh5E3ovBIAl8+fxUqd+do5KiIzzUZtSREdZ902uULuZnaMRQqSGJHhCpMPYn0fS9a0e9PxiIoVLV8HTO7e9QxIiw1Su+yI6nZ42b38hy/wIkU3Iv1Qh0qhuw9c5cmAvJSrUplKd5vYOR4gM91bfUfYOQQiRRpLgCZEG90PDOHJgL72//Z2yVRvaOxwhhBAiUTLJQohUCL4ZwohRU6lU+QXcPL0pXbm+vUMSQgghkiQjeEKkQoNGbblx9RJlqjak4/vDZKkIIYQQWZokeEKk4MCBU0RGhOPo5ML73/5u73CEEEKIFMkwhBApeP3NXsREx9Dts3H2DkUIIYRIFUnwhEjG+YvXuHMrmFx+AZSv0dje4QghhBCpIgmeEMkYPWYasTHR+PgH2TsUIYQQItUkwRMiGRERkaAUr7z9hb1DEUIIIVJNJlkIkYQChWoQei+Erp+MISCoqL3DEUIIIVJNRvCESEKjJtZ77vIWKGHnSIQQQoi0kRE8IRJRskxDgq9dwc3Tmzz5ZPROCCFE9iIjeEIkIuT2LUqUr82XE9ZgMBrtHY4QQgiRJpLgCfEfsbEmYmNjqNqgNR5evvYORwghhEizVCV4SikXpdRrSqmRSql1SqnTSqm7SqlYpdRtpdQ2pdRgpVRgKtsrqZQaH9dOhFLqjlJqp1Kqr1LKKZVtvKmUOqCUilJKXVVKjVFKeSZT/nellJbg8Uoq+rgQV3ZnamISOcPPE2aBprFwylB7hyKEEEKkS2rvwSsNzEvimA9QO+7RXynVW9O06Uk1pJTqAkwAEiZyzkCNuEcPpdSLmqadT6aNr4BvEryUF/gQaKiUek7TtLCUT4lvlVJLNE2zpKKseIb8NXMBACUqPGfnSIQQQoj0Scsl2uvALKAf8BrwHFATeBWYCkQBrsA0pVSLxBpQSjUFJmNN7m4DHwO1gCbAw6SwFLBcKeWWRBtlgK/j+vsyrn574CRQPu611CgLdEhl2WwtNtZk7xCyFf88/gAEFSlj50iEEEKI9Eltgvevpml5NU17Q9O0HzVNW6Bp2nZN03ZpmrZQ07S3gfpALKCAJ65tKaUMwP8APRAG1NE07SdN03ZqmrZW07QuPErOSmFN/hLzWlzcn2qaNjSu/lzgeSACaJeK87kd93WwUkqfmjcgu/rg4+/InbsUf81bbe9Qso233+4AKKrVe8neoQghhBDpkqoET9M0cyrK7AbWx31bKZERuNZAsbjnIzVNO5lIM8OB03HPP4pLCv/r4X1+G/7T/1XgRILjyRkZ97UY0DkV5bOtebPn4O7pQ/++A5ItFxtrYsr0JYybMJu2HT/KnOCyqDatGuHm7sGOdQvsHYoQQgiRLraeRfsgwXPH/xxrk+D51MQqx90P9/BSbS6gQSLFbsZ9rZ/wRaVUHqAE1kvJKfkNuBT3/CulVI5cB+Po8XNERYbz3jfTiIxI/rbEcRNn0/+j/nz1xZes/Wc56zftfez4b1MXUq7iC5Sr+AKlyjamWs3WzJj9T0aGb1dBBQtz9tjelAsKIYQQWZDNFjpWSvlhvUwKcFvTtDv/KVIn7utpTdOuJdNUwpG5OsDa/xxfAgwEflBKecSVz4d10oUrMDEV4cYAQ4BJQAGgO/BLKurZTPDNEMb9MpMiRQrQpnWjVNfbd+AEv0ycxcb1G4iNiaZq9RoM+PRdYmJiuX7jNjdvhxAVGUXBAoHM+msJbh65yOUbgKZpvPjyOyxf/CsAUdExfPL5KKpVrUDDelUZOex7lE6HZtEAjam/z+PHMZMIvhHM1UsXiYqKAECzPJqT0qfXBzSot518ef1s+t5kBVWqVmTp4r/tHYYQQgiRLk+V4MUtaZIXaAx8inXUDWDMf8q5AUFx3x5LodkTCZ6X/u9BTdP2KKX+B7yP9ZJuQkeAb1MTO/A78BlQFBiolJqqaVpUKus+lfMXr/Fc7Rcxm81YLGb6fWgib2BAomXvh4ZRpVoLQm4FgwLNouGRy5ey1Rrh7uXLng2LeaHJKyidQq/Tozc4oHQ6YmOiUUCT197B0zs3PQf9ym9D32H8xDm82fFFKldpRsjtYGZMA6OjEzHRj05drzewbct23L188PTxp9ErTWj0Snf+/mM0G5ZOexScUvw6aS4DB/TAydE6CHr5SjBrN+zi9XbN4l/Ljlo0a8Cs6X/YOwwhhBAiXdKc4CmlWgLLkinyO/DDf14LxDr5AuBKcu1rmhailIoAXHiUFP7XB8BxoDfW++juYF3G5StN00KTaz9BPyal1DfAn1iT1PeAH1NT92k1adoeT588DBy/CoPBwNI/RvHP7HHkzVeZchUq0rFjGzq2a8aqNTvo3bs/Smfg4+/nEBsTQ4kKtdHpHl1Zz1ugGNN++Ag0Rd+Rcyhcqgo/DejAqUM7APhn9v/4Z/b/4ssP+nwQgz4fhEcuP7xzB+LtF0jZag2p1bQd0ZGR+AUk9ZZDu3cH0+7dwQBcOHWQNfMn8tuEXxk/9mdKlClHs2aNGTNqNAB5/H1p3rS27d+8TNK4YXUsFgvnju+jcKkq9g5HCCGESBNb7kV7BnhH07T1iRxzT/A8NWvUhWFN8BJdKkXTNA3rJdWnvaw6C/gc60jhAKXUb6lcQy/dfvhpOiG3gvn+L2tyB9Dqrf7s37oci8XC7u1b2L19Cx+93xelFIVKVubDYTNYOHUEezcvZdTsA4+1V7x8bQIKFCf4yllu37hE4VJVeO6F9kSGh+KbJz8lK9flzOFdWCxmipSqil9gQQKCipLLL/CxRBEAr9SfR8HiFejxxQQADuxYzYpZY+KTO4BCBVO15nWyoqJjiIyMJpeXe8qFbczBwUCBwkVZ9sdoPvxuVqb3L4QQQjyN9CR4m4Bycc8dsd7D1gp4E/hTKTVQ07Tf/1PHOcHzmFT0EZ1IPZvTNM0St2jyfMAP68jgfy/72lTBAoHoDQ583b0e1Ru+goPRkQunDhJ85RweXj7x5Zq+9i5RkeHcun6Rr3o04P6d4MfauXv7OstnjuHND0fy1YQ1jx2r3vAVqjd8tFFHveZvZOQpUbFWUyrWasq1i6dYM38iO9ctYN36nZQsXiDNbfUbMIqF8xbwIPQ+ZlMsKEXVGs8xddIIgvL5Z0D0SWv/+quM/XFcpvYphBBC2EKaZ9FqmvZA07QjcY99cevgdQFewLqrxbS4pCmhyATPU3Nj1sMZuJHJlrKNhcD+uOf9k9vuzBbatmnM+XN7aPJCU/ZvWcbu9QswaFEE5gvk9TdfB+Dtz8YR/uAe21b+xfH9mzEYHPDNk5/nX+ke305oyC22rZrN1pV/ZWS4aZK3QHE69/uRei924ssvvuTjz/57pT55O3YfZuqvv1HxuZa8PeB//DD7IL0HT+XcufNUKF+XFq16cP3G7ZQbspHunV8lOjKc+yE3Uy4shBBCZCHKerXTRo0pNRLrZAsLUEbTtBNxr5fg0eSJ8ZqmvZ9CO+FYL9Hu1DStlo1i+51Ha945J5xQoZR6EXg4ZXKopmlfxr1+AesI5S5N02qm1EdQUKDm6+udrvhOnjxD0aKFOXbsFGazdecJXz8/jEYHrl29Rv6i5Z6oc+nMYYyOzuQJKpquPjNSWGgIITevYjA4ULxEEYwOiQ8WWywal69cJ/R+aPx5J3auEeGh3L11DbMpluIliuLinKoti5/awUPH8Mjlh2eu3JnSX3Z24/KZLPlZFCK15DMssptLZw7v0zStamLHbHkPHliXMPkU68hgGx5d7rwKaFgnWuRLrgGllDfW5A7gso3jS5SmacuVUjuwbnv2oVJqrKZpaR4q8vX1ZsOGRemKoWHDV+Lrbt72LydOnsfH25Npv8/l2tVrfP7z40t2mEwm+rQqQo1Gr9Cxz3fp6jOjjfjwJS6ePoRJM7Jtw6NFg6/fuM3iZRvYu+8wSxbMx8HBkbot3iSgQDHyFy1HweIVkmxz9CdtuXjuCIcPbsLPzyvDz6FB4zcIDYvl058WZ3hf2d13H7R84nMqRHYin2GR3fRqkfStULZO8G4leB7fq6ZpYUqpy0B+Eln65D9KJnie0pIqtvQl1jX33LEun/JJJvb9mBLFCvDhh4O4cPYUPv75aPnmk7u2DXjTmrA3f/2DzA4v1ZxcrJMjzpw4SreeA7l8+SrXrl7j2uUL6PR6LGYTZao24L3B056c8JGEviPn8GXXOtSu25pjh9fhkMTIoK106tSOTz/+jJiYKIzGzBk1FEIIIZ6WrXeySDh18r+zUbfGfS2mlMqbTBsNEqmT4TRNWwdsjPu2d9zOGJnu4qXrlC5VmwtnT1G94SsMnbaNFzt++FiZsPshhIfepcFLXcjlm/j6eVlBl/4/4eDohIbGpk3bOLBvL9evXAA0LHGXY1t0/CjVyR2ATqdj4Ph/eBB6n+df6JQxgSfwdufWGB2dWD7jpwzvSwghhLAVWyd4bRM8P/yfYwsTPO+WWGWllI5H98ndxTpjNzMNivvqjHW3jDQ5dz7ZJf6esG3nQQYPnUDwzZD41w4dOYPFYuaT0Qvp+smYROu5eXrzw1//0r7XN2kNMVN5+fjz86KT/PL3eYb9vh3v3HnRNA2lFG9/No4JKy5SuGSlNLfr4ubJpz8u5uihf+n2zqCUKzylNm1fY8s/MzO8HyGEEMJWUpXgKaU6xe1GkVyZdsA7cd/eB5b+p8gS4HTc88/iJl781+dA8bjnYzRNi01NfLaiado2YGXctz15tDNHqoSHp20JvVGjJzF29I+ULFGDQ4eO06FTP5o8X4PnGjzPD/1eZebPA5Ks6+aZvskc9vTNpI1MWHGRX5ZfoGr9Vk/VVt4CxXln4K8snjeX70ZNsVGEiRs57GOiIsPZu+m/H2khhBAia0rtCF4/4KpS6nelVDelVF2lVAWlVO2471cAcwA91skUH2qaFpKwAU3TTFi3FzNjXcB4q1LqI6VUDaXU80qpacDQuOLHyaRdJRLxcEjICHikpaLZZOKbYanZCtdq6qTvKF2uEg5GR9w8vdm0fj01a7/M34smMmX6RLavnkvf18owcUgPzh3fhyXBPrACytdsQpu3B/LD8JG80vZ9zOaMeX/c3FyoUbsuC6dm6BKJQgghhM2k5RKtB9bLp1OAzcABYFvc983jyoQAb2qaNj2xBjRNWw10B6IAX+AnYCfWyQ1d4oodB17M6B0lkqJp2j5gcXrr//zTmERfP3T0DC1a9aBS1ZY0atqJPfuPkcvLnZq1quFgdMTLJw99hs7g4rnT5AmowNAhP7JyzULe7tGNW1dO80P/V+ndshCbV8xIb2g5UuM2Pfjwu9ls27KJEqUbcPlKcMqV0mHSr99x7/YN/t2+MuXCQgghhJ2lNsFrDbwNzMSa2F0HYoFw4CLWvWl7A0U0TUt2X6e4XS4qAROAs1iTvbvALqwjhVU0TTufxvOwtS+xruWXZhazmao1WjFi1FRu3boHwJ2QUJo8/wqnTp3By78QwTdDeKHJK9y994D16zZRKG6v08IlKzH41/W07jqA6FiNps+35siRExw9tJrbt07Qo1cvZo8fxPjBXW11njlCifI1GfHnbgxGFypVasi8hWtt3ke+vH7UeK4e8yYOtnnbQgghhK3ZdKHjZ12BYuW1Fzt+yLpFk7l4+hDRURE4u7pjMZtwdvVk2PQd8TNG+7evgKubK7duXOO9b6ax7I/RT6y/dPLQTn7+oiO9P+rD11/0Qq/X0eD5jhzcv4dxS8/G72UrHpkx9jO2rZ7Da693ZNL4wTZt+/qN25QpXZseAydSqXYzm7adE8gaYiK7k8+wyG56tSiQaQsdP/PK12xC+ZpNALh3J5jtq+dgNpt4vk2Px5YDeevj0SyYPJQ2bw+kbNWGLPtj9BNtlShfk5c69WPcj9/z6/iJxERHgVK07vypJHdJePPDkZSqUo9pIz/gyKEj7Ngy32ZtB+TxpWad+sz55UtJ8IQQQmRpkiVkIC8ff1oksRBx+RqNKV+jcYptFChWHoDAgqVQOh1lqjagWfveNo0zp6lS50UKFivPV90b8FH/EYwZlfRs5LSaPuUHSpWuzbzfhtC255c2a1cIIYSwJUnwsrgSFZ/j2ylb8QsIsnco2YqPfxBv9PmOP8Z+St8POlMgv20WhPbz82LI8G8Y+NlAajdtS2DBkilXEkIIITKZrRc6Fjam0+kkuUun2k3boTc4sGX7AZu226b18/jmDuDngW/K0jVCCCGyJEnwRI5mNpvJF5jbpm2+2/srbgVfI/TuLf763xc2bVsIIYSwBUnwRI6maRa8vT1t2maJksUAcHX3ZOvK2Zw78a9N2xdCCCGeliR4ImfTNLxz2TbB+7D3GwCEP7gPaPzvy05yqVYIIUSWIgmeyLHu3r4OgK+PbRO8gDy+KKXiv48Mf8ClM4dt2ocQQgjxNCTBEznWillj8czli5Oj0eZtFy9VLv65weBAweIVbN6HEEIIkV6S4Ikc69/tK3nxpRczpO1RPzxaA8/bP1+G9CGEEEKklyR4Ike6df0y4aF3+WrgexnSfp3aFSlasgwA4aH3MqQPIYQQIr0kwRM50s61c3F198Q/t3eG9fHVl/0ACH9wN8P6EEIIIdJDEjyRIx3dt4niJUtlaB8vtagb/3zbqjkZ2pcQQgiRFpLgiRzpxqXTVKlSkVy5ipEnoAInTl3kfmiYzfv5qL91FG/G2E9t3rYQQgiRXpLgiRznfshNoqMi+PTjt3FycSU6KoJaNRpTokRtYmNNNu1r0ICe8c8vnjpk07aFEEKI9JIET+Q4SqdDKcXfKzfT4PnGeHrnpm7zjkRHRRIWHmnTvvR6HS+0bAXAiI9esmnbQgghRHpJgidyHA8vX+o0e52PP+jHymVLKFq2OltXzaH1q23J5eVu8/7Gjh4Y/zz48lmbty+EEEKklSR4Ikfq2Oc7Bv+6nh9mH+TwrnXUqF2H3ycPz5C+/HN7U7h4aQD+GPNJhvQhhBBCpIUkeCLHunb5NF93r4uLqyt/L/4tQ/sa+9M3AJw7vg9TTEyG9iWEEEKkRBI8kWMd2b2eiLBQfhrzHXp9xn7U69SuiKu7dc/b5X+NzdC+hBBCiJRIgidyrE4ffU/hUlX49JOvM6W/z7+wXp5dOed/mdKfEEIIkRRJ8ESO1nPgRG7fvM6M2f9keF/v9miLTm8A4Pj+LRnenxBCCJEUSfBEjubpnZsKNZsy6ItvMrwvvV7Hax06ALB+ybQM708IIYRIiiR4Isfr1PcHHty/x7gJszO8r//9NBAvHz9uXTuf4X0JIYQQSZEET+R4Lm6e1G7ajqHfDHtsu7KIyCjMZotN+3JwMLBl8xJuXjvPkb0bbNq2EEIIkVoGewcgRGZ4/f3hHNy5hoaNX2fgFx/xTo8+mE2xlC5fiW2b5tq0r3x5/chfuBib/v6DslUb2rTthELv3ebr7vWJigjDwehEsbI18MmTj5qN21K4ZKUM6zcruHn1PLs3LMbTOze+efLjG5Afb7+86A0O9g5NCCGyBEnwxDNBp9PxyeiFDOnVhB7deqE3GAEY9cOXGdJflSqV2Ljh6SdamGJiMBiNiR67fPYoURHWEcnYmCiO7d8EwJYVM2nz9kCavNoz0XrZXfiD+/w86E3uBF957HWl05HLNy++eYLikz5f/0fP3Ty8UUrZKWohhMhckuCJZ4ZfQAGG/7GbVXP/h4ubJ0v/GEWt6uUypK86daqzdNHip2rjyN4NjP+qCyXK1+b13kPxCSjAsX0bcXR2Q6fg1KEdvP7+MOq1eBOAsPsh7N+ynL9+GcTCKcOIjgqnxesfotPlnDsxLBYL00f35d6dYPr/MJ9cfnm5HXyZ29cvcfuG9XEn+DJH9qwn9O6tx+o6Ors+SvjyBOEbkB+fuO99/IMwOjol2a+Duoi34Tc89IvREY4FV0LNLxNi6kmsViCjT1sIIdJMEjzxTHHz8KJO8zcY3KMBAGazheq1WhMdHc2Rg6tt1o+/nzcWizlNdSZ99x77tyxn4P/+IV/h0mz++09cXN25feM8g99plGgdpdPFJ3hunt7Ua9kJ//zFGDOgPctnjuHkgW30+2H+U59PVrF63gQO715Hu3cHU6RMNQC8cwdSvFzNJ8pGR0Vw+8Zl7vwnAbx5/QLH/t1MbHTUY+U9ffwTJID54xPAYgWvUMj3CxSxKGUCQE8YXvrZeOoXcDVmAuGWjLsUL4QQ6SEJnnjm+PgFxj+vUPkFrl66QKlyFW3ah6eXO5olbRM4Kj/Xgv1bljPs/eZ45w4k5NY13undG4AVy1dy+fwZQOHk4oqTsyvOLu4EFX1yBLJE+Zq0eqs/S/8YxZmje/jsjar0+noKBYtXsMWp2c3Jg9tZ+ucoqtZvRYOXuqRY3tHJhcCCJQgsWOKJY5qmEXr3VvyInzUBvMztG5c4dXgnuzcsQtM08uaFyZNBl8iVXaVMKEzkNb7LhejVMpInhMhSJMETz5wJQ3rEP7966QKg2LJhjk37CAkJRSWWFSSjSr2W5C9Wga/erkPIzas4Ornw6//+h7OrO4VLVeXtdh9S8bkWGAwp/7Nt3qEPXr4B/PFjPxyNDnzftzWj5h3GxcU9vadkV/du32DKyD74BxbijQ9GPPW9dEopPL1z4+mdmyKlqz5xPDY2mpDgq+RzHYLRcSOQdLJuMUVxfF0TFiwthU+eBJeA477m8suLXi//1QohMpf8ryOeORVrv8CxfRsBKFyqCueO7+PHn//kk76dbdbH1m17cHHzTHM9v4Agxi48zpLpPxAbE0XdFm8SVKRMumKo1fg1/vrfQN7p9TbfDfmOc0f3ULZa4pd6szKzKZbJI3oTExVB3xF/4eTsmuF9Ojg44p+vMAWddqNXyY/EOjhA48YWlq914+Kpg/y77R8sZlP8cZ1Oj3fuwCcnfsR97+LmKZM/hBA2JwmeeObUbd6RkhWf48zRPdRo1IZxgzqxYP5SmyZ4hw4ew9svb7rqGp1caPuObfbPNZliKVQoHwYHI+dPHsiWCd6iaSM4e2wv3T79mYD8xTO1bx3hqSrnaDTx4fCZAJjNJu7dvs6t648mfdy+Yb0MfGDbSsJCQx6r6+TinvjM3zz58fYPxMHB0ebnJYTI+STBE88kv4AC+AVY75kqUqYqG5fadmuxixcvkL94FZu2mVZXzh1Ds5j54P1PUUpRvX5ru8aTHvu3rmDdosnUb/kW1RpkfvwWXNETlqpyD+n1Bnz8g/DxDwKee6JsVETYYzN/rQngJW5cPs2RPRswxUbHl1VK4eWT59GIX56gBJeB8+ORy09G/4QQiZIETzzzKtRsyvKZYzGbLej1tllSJOT2Leq1su9iw1GREQBER0Uyet5hjMaklwHJioKvnOPPnz6hYPGKvNpjkF1iCDW/jJd+dvzs2cRomoFQc5tUt+nk4ka+QqXIV6jUE8csFguhITetCeCNS49m/wZf5ti/m7l/J/ix8g6OTo9f8s2T/7H7AB2dXFJ/skKIHEUSPPHMCypSBgejIx/0/47xPw20SZsx0ZEUKWW/EbyrF07w69AeKKVwcnHLdsldTFQkk4b3Qu/gQI8vfrHbZcoQU0889QtQJJPg4UCIqbtN+tPpdHj55sHLNw9F45aBSSgmOoqQm1fil3y5ff0St4OvxM/+jY58/JKyRy4/AgoUJ7BgyfhHQP5iGJ2cbRKvECLrkgRPCOCVrgOYPWkI3Tq/SpWKJZ+6PU3TyOUbYIPI0mfoey8A8HyzFhw6eNRucaSHpmnMGj+QaxdP8v630/HOHZhypQwSqxXgaswEAo29HlsHzxqnAQ0HrsZMyLQlUoyOTuQJKkqeoKJPHNM0jbDQEO7cuMytuATw1tULXLt4ki0rZhAbY730q5TCL28hAguWIG/BktalZAqVwjdP/hy1KLYQzzpJ8IQAGrbuyqFda2jcqBX1GzXh22/6Ur7Mk79EU+P02csAuLh72TDCtPli3Ap+GtCBdStXUKpSXbvFkR5bV/7FrnULeLHjR5SuUj9T+05qx4rLMVPx0P+Dh35hgtfbEGLqnmXWv1NK4e7pg7unDwVLVHzsmMVs5tb1i1y9cIJrF05y9cJxrpw/zoHtK9E0DQCjo3PcaF8JAguWIm/BEgQWKom7p48dzkYI8bQkwRMizofDZ/Hv1n+Y++tg6tdpjpOzK9NnTKRpoyd3SUhOw4avANh1NCSoSBk+/3kFcyZ8SZd+P9otjrS6ePowcyd8TanK9Wjx+geZ2rerbsMTI3X/3bEiOHZIpsZkKzq9Hv98hfHPV5jKdVrEvx4dFcH1S6e5ev44Vy+c5NqFExzauZbtq+fGl/HI5UdgwZLWhK9gSfI+vMybzNZuQgj7kwRPiAQq1WlOpTrNiYh4wPDezRkzZnKaErzde48S/uA+r783NAOjTB2/gCDe//Z3e4eRauEP7jFp+Lu45/Kl2ydj0en1mda3g7pIoLEXOhX5xLGHO1YEGntxPnpVlhmxswVHJxcKFq/w2C4nD3f5sI70nYh/bF7+56PLvDoduR+7zFuSwEIl8fEPksu8QmQRkuAJkQgXF3eate/NrHGfs3LtDpo1rpViHbPZQvsOPShSuir1WnbKhChzDovFwu+j+nLvTjD9f5iPm6d3pvbvbfgNRWyyZRSxeBsmZ9tRvNRKuMtHqcqPLu9bzGZuXr/A1fMnuHbhBFcvnOTy2aPs37oivoyjkwsBBUo8fn9fwZKZ/vMUQkiCJ0SS6jR7neP7N/PWGz24cGEvLs7JX5JavGwD9+/e4ctfN2RShOk3a9znNGjVlbwFMnfh4KSsmvcLR/asp32vb5+4fywzeOgXJ7sUClhH8jz0C3N8gpcUnV5PnnxFyJOvCFXqvhj/elRkONcvnnrs/r4DO1axbdXs+DKe3rkfm9ARWLAEeYKK4pDNZncLkZ1IgidEMt4eMJ7+7cvzbu/B/DF1RLJlt+/8FzcP7yy/3+uZo3vZ8s8sdq1fxICf/yYgkRmZmenEga0s+3M0Veu3on7Lt+wSQ2p3rEhtuWeJk7MrhUpWolDJR+s+Wi/z3oy/r+9K3KjfxmV/xC/krNPpyR1Y8NGEjrj7+3z888llXiFsQBI8IZKh0+l4uesA5vzyFbduDcDPzyvJsgf+PUQu3zyZF1w6LZ5mTVRjoiP59p3nqdviDdp0+wInF7dMj+Xe7RtMGfkB/oGFeeODEXbblSE9O1aIpFkv8/rj6e1P6cr14l83m03cvHo+/v6+axdOcuH0QfZt+Tu+jKOzK3kfrt1XqGT8PX6udpyVLkR2JAmeECmo3bQDf/1vIMWLV+O5+o1YsmDCEztebNt5kH/37ETTNIIvn8U/qIidok3ZB8NnYDLF8uDOTQa/04gtK2ayZcVMAguW5Iv//ZNpoydmUyyTR/QmNjqSngPn4ORsv+QpI3asEE/S6w0E5C9GQP5iVKnXMv71qIgwrl06ZU384mb0/rvtH7au/Cu+jKeP/2MLNuctWII8+YvKXr1CJEESPCFSsG7RZJTSoWkWtm1az1/zVvFmh+bExpr4eugvrFi+ikvnz8SvJ+bukzvDYomJiuDQrrWUr9U03btTGI1OGI1OuLi4M/7v8+zbvIxFU7/j6oUTfNaxMt/9sRuD0WjjyJ+0aOp3nD22l7c/+x8B+YtleH/JSc2OFWAi0lw202J6lji5uFG4ZGUKl6wc/5qmadwPuRmX8J2IH/U7dXAHJlMMYL3M65+v8BP393nnzid79IpnniR4QqSgYPHyaGhUqFyNg/v38GHvvvT9oD8WixmDwUixcjUxXL5EbEwUzTv0ydB78P4c+xl7Ny1Fp9fT4KWutO355VO1p9PpqNagNdUatGbMgA6cPLSDPi8X56f5RzL0ku3+rctZt3gKDVp1oWr9lzKsn9SK1QoQHPsNeRw+Jam8QCnIY/yayOiaOWqplKxKKYWXjz9ePv6Uqdog/nWzKZab185z9fyjZVwunPyXfZuXxZdxcnZLcF/fo/v7XN097XAmQtiHJHhCpKBEhdo0b/8+R/duoEKtptRu0o7oqAgAqtR7ie8/fpnYmCjyFixBq7f6Z2gsleu+yP4tyxk0+EuGfPUtQYVLU7Pxq/HHN6+Ywco5/+PBvTuYTbG07fk1DVt3TVXbH42YzaTv3mP/luXs37qC2k3bZcg5BF85x58/fUqhkpV49W3b7P1rC066Q4AeMCdZ5llZKiUr0xscCMhfnID8xR/74yAy4gHXLpx87P6+vVuWEfnPzPgyuXwD4hO+wEIlKVi8IrkDC9njNITIcJLgCZEKrd7qn2jytnLeL1w8dRDfgAIM/N/KDI+jQs2mWCxmmjWuzS/j8rBrw6LHErzVcydw99b1+O/v3LySpvYfXvb1yZPfNgH/R3RUBL8NexeDg5Hun/+CwSHjLwWnlnWplKSTO5ClUrIyZxd3ipSuSpHSVeNf0zSNe3duxK3dd5Kzx+9y9mg9ju59EXADwqj5fCQtOprxC0h+mRwhshtJ8IRIpy3/zGLJtJEEFizJoF9WZUqfm1fMQKfXU6pkIcaNH8Hr7TpzdN8mysTt2frt1C2cPLgdRydnCpaolOYJEw9nMxYoavt7zTRN46//DeT6pVP0GfIn3n55bd7H05ClUnIepRS5fAPI5RsANGf5LF/MJgU8vA7vwe6N7uzfqtHji9t2jFQI25PFhoRIA4vFwrzfhtCrRQEC8helY5/vMi25ux9yk/m/fsMbb3UGoFnjWlStUZsZYz7BYrEA1nvqSlWqQ+FSVdKU3N0PuUnvl4rEbUWlMuT+u63/zGLX+oW8+Ebfx3ZIyCpSuwSKhgEHdTGDo3l6Duoi/g4DKeZUhhJOBSnmVAZ/h4HZInZbu3XdwKThvsRE6zCbH7/J0mJWxETrmDTcF1OsTMwQOYckeEIkYv2Sqbz3YiGO7tsEwPA+LejVogC9Wxbi/p3r1G3ekaJlqlO3ecdMi2nuxK9xdnHl5x8/j3/tj2mjiAwPZeh7TZ+qbVcPbxziLpcG/GeJF4vFwvbVc7kfcjPd7V88dYi5EwdTukp9mnfo81SxZpRQ88toWsoXNRQmCjm+gKsu6+5Y4qrbQCHHF/DSz0avwlBKQ6/C8NLPzvKxZ4S1C93jRu6SZjYpQu9l3v7HQmQ0SfCESODAjtX0alEAkykWTbPw27B3sVgs3A+5id7gQNO2vej22f/o2Oe7TIspJiqC/33VhSN7NhD24D7nL16LPxaQx5e9+9Zx/dJpYuImfqSHwWBg1NzDADy4H/LYsTULfuPPMZ8wqEttTKa036cU/uAevw3vhUcuP7p+MjbL7lIQYuqJhkOK5ZTS0KlIAo29suRomIO6SKCxFzoV+cS6fkqZsnTsGWX3etcnRu7+y2xWhD/Imp9NIdJD7sETAuj7WhkUiqi4JCmwYEmad+hDwRIV0el0jJy5167xnTiwFbMplhKly5M/3+O7ZeTL6wcQf5k2vQwGA8P/2Elk+IPHXn+uaTs2Lp3GvTs3mDvhyzQltxaLhd9HfcT9kGD6/zAfN49cTxVjRorVCnA1ZgKBxl4oolBKS7Z8Vp1R6234DUVssmWyauwZJSoqdZdetaf7JyREliJ/rggBFCldjaoNWvHL3+eYsOIiZarUp9Vb/Slfo7G9Q8Po5MInoxbi5OLO2dMn8M9TlukzH23tdODAKQBu37j01H3l8g0gb4Hij73m5unNRyOsG8dv+WcWUREpb+n10Kq54zmyZwNte35FwRIVnzq+jBZuacj56FVopHyp7uGM2qzGOhs4+ZHWrBp7RnFySj5Zf0jJb0SRg8jHWQjg/W9/p+P7w+0dRpIKFC/P6LmHeKlTPyxmM8OHjiL4Zghdew6kYaOWFCxekbwFS2ZY//6Bhej5xUQAvu3VOFWjhScObGXZjB+p1qA19V7slGGx2VqsVgCVzFp4CWXFGbUyG/hJ1RuFo9cnn+Tp9Rqu7jKEJ3IOSfCEyCZ0Oh1NX3uXYdO3E3LnNiVL1GDV8n9o3KYnxSvUYu+mJRnaf6U6zckTVJS7t64zrHezZMveu32DKSM/IE++IrzxwYhst21UamfUprZcZsrOsWeUxm0eoDekkOAZNDy8UpfYC5EdSIInRDaTyzeAdu8OxsHRmciIB6xbOIk1839l2g8fsWT6Dxna98Bx/6CU4trFk0z74aNEy5hNsUz67j18vSP4YWxJynpVy3bLdKRmRq2mGQg1t8mkiFIvO8eeUfwCTPT44jZKFwXEPHZMr9cwOlro8cVtDA6pu5QrRHYgCZ4Q2VDd5h1x8/CiUNESnD23Fy3u7vCVc8dz7eKpDOt3zsSv0DTrL8E9SYwYLpz6Hb7u+5j0m5k87suz5TIdqZlRq+FAiKl7JkWUetk59oxUsPg1lKpIvsLbcHKxoJSGk4uFOs3DGPTLDcpWi7J3iELYlMyiFSKb6jN0BkN6NeXtnl/w8y9j2LZ9HyuXr2DHmrm82n1QhvTZsHU3fPPkp1i5Gjg6P3mJb9+W5ZzYPYVpvxswGGKeOK6UCYWJQGMvzkevIlYrkCFxPq3HZ9TGPjZpQdMMaDhwNWZClow/O8eekfZsWoLFfJIu/WIJLJS2LfyEyI5kBE+IbCogqCi9v5nGhrWraNumCRPHfUXewCAunTmSYX3mLVCcF9q9R+FSVQj8z6SO2Nho/hzzCW/39MWQwp+OD5fpyMoezqi9Z+6IWXND0xRmzY175o6cj15FuKWhvUNMUnaOPaPsXLuAoCJlCCyUcZORhMhKJMETIhsrU6U+BoMDn385BoDCRQvbZLmUtIqOiuD29Ys4ODhSr24EuhyyTEesVoDg2CGcjjrKyagLnI46SnDskGwx+pWdY7e1qxdOcunMYWo+/5q9QxEi00iCJ0Q2V75mExbOW8jFS9c5cvgI3n6Bmdq/pmnMGvcFsTHRdPv0Z/QqMlX1nqVlOoR97Vw3H53eQLWGre0dihCZRhI8IbK5CjWbEBZ6j4oV6nHx7Cle6/HlU7cZeu829+4EJ3ncZDLFL3i8ZcVMdm9YhKe3P6Uq15VlOkSWYjab2L1+EeWqNcLd08fe4QiRaWSShRDZXPWGr1C94SuAdWswW+z1Orr/q9y8doHyNZvwzqDfnmjzn7/GsuKvn+kxcCLzfv2GMlUb8ODeHcC6TIeXfnayuyk8a8t0CPs5vn8LoXdvUbPxq/YORYhMJSN4QuQgtkjuAPLkKwLAoZ1r6PtqaSLC7j92vHDpqgBMGtYLj1x+dOk/Jv6YLNMhspKda+fj6pGLstUa2TsUITKVJHhCiCf0GjyVcYtPU6J8LWKiI+nXrjxrFvwWf7xUpbo4OrkAGg1bd8XNI1f8sYfLdFg05ycW3NU0AxbN+ZlcpkNkvvAH9zm4cw3VGrTG4GC0dzhCZCpJ8IQQiTIYjXw0YjYfDJuJb0ABfAPyxx9bOed/REdFALBo6ndP7E0ry3SIrGD/lr8xxUbL7FnxTJJ78IQQySpVqQ5DpmyO//74v1v5e8aPVG/4MuFh9zm6ZwMHt696ot7DZTqCY4dkZrhCxNu5bj4BBYqTv2hZe4ciRKaTBE88MywWC6eP7ObcsT1cPnuU6KhIfHLnxTegAEFFylKsTHUMxscv40REPMBodMaQ0sq9z4i7t68zdWQf8uQvxmvvfM0Pfa2TO5LatkwIe7lx5Sznju/nlW6fo5SydzhCZDr5rSVyvHPH97Hsj9GcOrILzWLBxc0dH18/nJ1dOHngDPu2hBIVEY7FYsbo6IyruxexsdHERkcRHRWBl08evpmyif2bl3P57BGiIsOJjo4gJjICLx9/2vUa8kwkgKbYGCZ/9x6xsdH0HDiRkBtXuHX9AgD/bvsHJxc3YmKiMBqd7BuoEMCudQtQOh01Gr1i71CEsIuc/1tJPBNuXb/MhZP7uXrhJDevniPk5lVC794iLDSE2JgY8hcqwvCRQ+ne5RX0+sRvPT1/8RpL/97I8RNn8Pb2wj+3L3ny+PFRn0/48OUSGByMeHh5YzQarQ9HR04e3M7JQzv4YOif+PgHZfJZZ66FU7/j3PH9dP/8l/hZtsN+3868377lwPaVREWE8VXXunw7bYskecKuLGYzu9YtpHTlenh6+9s7HCHsQhI8kW0d2rWWFbPGcunsUTSLGQejIy6ubnh5+5A3bwC1a1akQoXSvNG+OW5uLim2V6hAXj7s3fGJ19u02suN4DsE5XvyF8XFS9d5ofkbDOpah1y+AXj5BhARdg+LxULxcjXp0HtYjhjd27f5bzYsmUrD1t2oUvfF+Ne9cwfyzqBfsVgs9GlVlPt3b7Jz9Tzqtexkx2hzJgd1EW/Db3joF6MjHAuuhJpfJsTUU2Yk/8fJQzu4e/s6bd4eaO9QhLCb7P+bRzxT7t6+zpLfv+fAjpXEREVRsmwFJk0Zz8svNUxyZO5pOTgYEk3uAArkD+DE0fUcPHyan36expXLVylauDRGBwfWrVnGznULMJtiqdu8Ix37fJch8WW0G5fP8OfYTylcqjJtun2eaBmdTodf3oIEXzlLZMSDJ45fu3iKkwe28Vzz12V0Lx1cdRsINPZCERu/gLSeMLz0s/HUL+BqzASZmZzAzrXzcXb1oEKtJvYORQi7kQRPZHkWi4WNy35n49Jp3Lp+iVw+uenW420GDeiJi3PWSBYqlCvG75OGP/aa2TyC36Yu4JuvhrBt1Rzu3gnmyO516PUGPhuzlKAiZewUbepFR0Xw2/BeODg40v3zX5JdS8zRyYWPR86hUKmqTxxbOHU4R/dsYOmfo3nzgxFUqtMCgKiocFxc3DMs/pzAQV0k0NgLXSJ7/CplQmEi0NiL89GrZCQPiIoI48D2ldRo1AYH+WNCPMMkwRNZVvDV88weP4hTh3ei0+mo+Vxd5s2ZSIVyxVKse+LURbr3/JSwsDB0Oh16nQ6dXo9Op8Og16PT6+NfMxodKFWqBIM+f5dcXrZLNvR6Hb16tKVXj7b8OG4G3w//HjcPb8JCQxjepwXFytXk45FzbNafrWmaxqxxn3Pj0mn6DJ1BLt+AFOsUK1cz0ddrPf8aR/dsICriAZNH9MbVIxfhoXcBmLDiok3jzmm8Db+hiE22jCIWb8NkWZIG2L91BTHRkbI1mXjmyULHIktaPX8i3/RsSOidKwwfOZQb1w+zbFHqkrvfpi7kudrNuBMSik/eYnj6FsDZKy8Orr7ojF6YlAuRsXoeRGrcDY3m6o0Q/po5m+LFanDgwKkMOZ+P+7zJ6rULiQi7T/laTXF0duX04Z3cD7mZIf3ZwuYVM9i9YTEt3/yYUpXqPFVbVeq1ZMCYZdRt8Qa58xbEyzsPAA5GR1uEmqN56Bcnu68vWEfyPPQLMymirG3n2vnkzluIQiUr2zsUIexKRvBEljN34mA2LvudzwZ9zmcfd011vROnLtKqdWduB1+nbos3eL330DT1+0mHSgwaPJq/F/+a1pBTpXyZogwdMYSBnw2kZMU6vPvlbxidEp/8EXz1PIN7NACslz5jYqJwdfPky4lr8fDyzZD4Erpw6iDzf/2WstUa0qz9+zZps0Dx8hQoXh6A0Hu3+axjFWJjorl7+3qqRgefVTrCbVouJ7t94xKnj+yi1Vv9Ze078cyTBE9kKQunDGfjsun8b8LPdGzfLNX1tm4/wMutOxKQvygjZi5NVRJ08dQh1i6axIWTB7h7+zqaxUKPHk/OorWlXj3aUqZ0Ud7o2JN+7StSv2Un6jbriMFoJDL8AVGREbh75MLHP4jcgYW4efV8/JZgYaF3GdqrKR65/Hi1+yBKVa6bITGGhd5l0rBeeHjnpkv/Meh0th3oD7sfwqj+1stn7l6+yS5j8fuovhzbv5kipasSVKQMz73QAU/v3DaNJ6uz4IqesFSVyy4yakbwznULUUpRo1EbG0YrRPYkCZ7IMu7dCWbNgt8YNeaHVCd3sbEmPh34I39MnUqpinV5f8j0VNWLighjxEcv4ejkQuMXXqBZs4a0ad0wUyZt1HuuEhfO7eLTgT8yZ+ZfrFs0GQClFErpsFjMODg64ejkQsPW3ajVtD03L5/hzLE9bFz6Ow/u3+HnQW8yau4hXN08bRqbxWLh91EfEXr3Fv1HLcDV3cum7d8PucnAzrUwm03o9Aa+mrAm2QRyz8YlWCxmDmxfyYHtK1n252jKVGmQ6p9zThBqfhkv/exkL9NqmoFQc/ZIajJqRrDFYmHnuvkUr1Ab79yBtg5biGxH7sETWcahHatxdHLi7c6tU1X+1q17FC9Vj5nT/6TlG33T9EvfycWN1p0/JTo6kgcPwnjtleeTTO6+GTaR8b/OTXXbqaHX6xg9oj9XLu/j7t3T3L17mpCQU9y5c4Kr1w7z+aABNH2hCdtXzWbkhy05tn8zr3T5jI9HzsHJxQ2A/u3Ks+WfWTaNa+XscRzdu5G273wdfznVVtYunMSAN6thNpsILFiSz8cuw83TO9k6Q3/fRpf+Y+j88Y8079AHgOP/brFpXFldiKknGg7JltFwIMTUPZMiSr+EM4L/m7AqZUKnIgk09sJBpX3izdmje7hz4zK1nn/NVuEKka3JCJ7IMlzcPTHFxmI2Wx5b0+7Lb8azdesOIiMiuX//HsHXrmBwcCA2NgZf/yC+n7UxPulJi2btexNUtCxTR75PYN7yOBgdMTg44ODggIPRiU6dO/LlgB6MGTUagK5vtcqUET4XZyf6vv8GAOZfvuX7n6Yx/ucJ7Fg7n4q1mjJkyhamfP8BJ/7dwqxxn3P5zGGbrLF3eNc6ls34keoNX6Fuizeeur2ETCYTCyZb74ns0n9MqrePyuUb8FjZZh3ex2JKfsJBThOrFeBqzIQnRr3AOnKn4cDVmAkpXtp01m3H3+ErHNXp+NeitWIEx35LpKV2hsWfUEbOCN65bj6Ozq5UfC71t3YIkZNJgieyjMp1WzLth4+Yv3gd7V+1LlA6Y/Y/jB87liKlq+Ho4kOBPEVp12s4N66eI6hwGYqWeXLNtbQoU6U+P8w+yLF9Gwm5dY3IsFAiwkO5d/sGP33/A7/8PB6d3oDB4ED9Rh349ptP8fJyJzwikvDwSCIiovn77zWs/HsZBw5uSnJB5PTS63V83v9tPu//Nr9NXciI4aP5tGNlqtZvjaePP/fvBLNjzXw0TaN05fpUqP1Cuu6ZO3d8H7980w2Ajn2G2/wGdYPBQJu3B1Kr8Wspjtolx2h0gqSX4suxwi0NOR+9Cm/DZDz0CxPct9aGEFP3FJM7H8NYfA0/ApDwR+vIafIbX+e26WPumD7MyFMA0jYjOC0JXkxUJPu3rKBynRY4JjFxSYhnjSR4wq7OnfiXJdNGcPbYXjRNw6JZcDQ+uhw1duyvFC1TnY+/f/wSqS0nGOh0OspWa/TE63WadeDc8f0816wjITevMGXk+7zxejfQNOv9cjpd3H1zCovFTI0azTh6dLNN19JLqGe3NvTs1oZpfy6lf99PCSxYkvt3gjGZYji8azVbV/5Fm7cH0uTVnmlu++Giy07Obhn2CzI9cWV3t6IusvbGb+y+vZgoSzhOOleq+75M4zw98XNK22SCWK0AwbFD0jyy5azbjq/hRxLL2R++5mv4kQhLtQwfycuoGcEHdqwkKjKMmo3l8qwQD0mCJ+xi2Z+j2bJiJg/u3wHAYHDgg34f8UaHlpw+e4kXWnTj9KmT3A25Re/BU1PVZui924z4sCVo4OUbQP6i5WjTbUCSS5GkpFi5mvEL97p5ePHNpI1JljWZTHzZtTY1arZkx/Zl+Hh7pKvP1OjaqRW1alSgadO2GIxGjEZn7t+1vo+BhUpiMpnSvP+tg9GJ9r2+Yc6Er7l46pDN77/LTBuWTGPur4MpXr4mfUfYbyHpI/c2MOlML8yWWMxYR62iLGFsuzmbnbcX0KPoBMp6Zfz2Yv4OX6Wy3GAuRK/O0FgyakbwjjXz8fHPR9Ey1dMbmhA5jkyyEJlu39blrPjrZx7cv4NSipKV6uLg6MS6tZt4qVVnXm/XmavXb1Gpbis+GDoj0dG1xPzw8SsYdIqmzRqTy8ORnWvn8uOADhl8NlYGg4HPx63AZNEoUbwGHTr14+Kl6xnWX8niBTh7ejsNGzclMjwUo5ML1Rq8zLhBnejTqggr/vo5zW3WaNQGo6Mzm1f8mQERZ5x7d4L5ukcDNv/9J8GXz5K3YAkATh3aSb/25fnmnedZMv2HTI3pVtRFJp3pRYwlMj65e8iMiRhLJJPO9OJWVMbv4uGoTic6epeQUuCoTmZ4LKHml9G05P/4SOuM4JBb1zh5cBs1nn/V5kv6CJGdyb8GkenKVX+eynVaUPP5Vxk17zAfDpuBUjoO7d+Dm5c/Q6duYdAvq2jb88s07aBwJ/gyXw0ewMRxX7Fu1R8sWDyTS6cPs35J6kYAn5aHly9Dp23nlW6fs3P7TipWqEfJMo0YNHgcwTdDbN6fg4OBuTN/4uTJ3TRq0oT9W5fHH/t75k/8+GlbLBZLqttzdvWgWoPW7Nm0lPAH920eb0Y5eXA7N6+e569fBjH4nUYEFSnDlxPWEFCgOBEP7nPj8hlWzvkfUREpjxzZytobv2G2JD+ZwGSJZcKp7vTdW4ZeuwvSd28Z/rowMFOSPnvJiBnBu9cvQtM0aj4vW5MJkZDSNM3eMeQYBYqV1z7/+e901f3ug5akt25OcOv6ZZxd3XHz8Ep3G2MGdCDk5iVOHd8Y/1q3dwax+p/VjJpz4KljTKvrl8+w5PeRnDq0g8jwB7h75qJSlap069aels3qPjZT2FY2b/uXwLy5CQuL4IWmr6LTG6jb4k1e6TogVfUvnTnMdx+0pO07g2nUOvW7iID9PsMxURHM+t9AXN29aNq212MLIZtiYjh/cj9nj+2jWfvemRZT371liLKkPaHUY0Cvc3iqy7e3rhtYu9Cd3etdiYpSuDiH0rjxDNq1+5HAwHNJ1tM0OJkJyWVi6+BZ+380Izi16+BpmsY37zyPu6cP/X6Y99SxPev/D4vsp1eLAvs0TUt0tqHcg5dDhN0PYdvqudy8eg69Xo/ZbGbvpqWYYmMwOjqRO7AQJSvWoUq9l8hXuHT8pYx9m/9m98bF3L8TzKUzR3AwOtKi40e80PbdTI3fLyAo3XWvXTzFkF5NqFz3RU4e2sGcBWviZ+GOHNqfRXPncOXcMfIVLm2rcFMlIKgo7345CYCQm1fZuGw6h3atoetbPVFKEVSwCA0a1KVQofzs//cwx44c4/q1q0SEhWJ0dKLjW534ceQnaeqz3nOVAHi3z7dER0UCsHreBIKvnKX75xNSvDcvf9FyFCxekS0rZtCwVZcssd2TxWLhyO51lK7aMNH4jU4udOn/U6J1DUbjY/dSZpYoS/q2DTNjwmwxMelMLwaVXZXmiRhH9jgxabgvZpPCbLb+7CIiPFm+vAerV3dh8ODXqFFj5RP1NA2itRLpijmtnnZGcELnT/5L8JWzz+QEHiFSIgleNhcWeo9p3/fh2P4tODm74JnLG03TUApq1anL++93Zu/eI6xbv4Wda+ayesGvKBS5AwtSsXZztq+ew4N7twFQOh1vde3M5F9H4GA00qh1NzufXer4BuQHYP+W5eTyyU31qmU4ffYyg77+iQ1rVuPo5IKXTx67xuidO5A2b39Bm7e/wGKxcHD7KratmcPCBUuIjgzH3cuHPEHFaPRyc0pWqsuJf7fw++SfCLlzl98nD09zfwM/e4f5f/2F2WwdITm2bxNfvFWDT0YvxC8g+V+gdVu8wZ9jPuH04Z0UL18rXedrS6P6t+H8iX9xdHZlzIJj9g4nVZx0rukawXvIbIll3Y3JdCiY+hmzt64bmDTcl5joJ0eGzWYjZrORwYPnM3ly+URH8oJjB6c73rRK74zg/9q5dgEOjk5UrvuijSITIueQBC8biYh4wJnDuzh3fD9Xzh/j+oWThNy+Ti5vP2b+NZUWzRK/X61xg+oM6P8oWftn9XYmTPyTbStnEhH+IP71eo2a8MN3/fDy8mTUyG/ZvX4RA8Yuy/DzelpGoxODf13P6M/acffOTapWboTFYiaXXwAvtOtN8w59stTN1zqdjkp1mlOpTvMkyxQuWYm8BUvy29CeHO/fg1IlC6Wpj6B8/mzdvpI2bd7m5Vdb8Vm/bjR+4U2+7t6A1l0+S3aEtmq9l5g/eQibV8zMEgmeXm9Ab3DIVvuLVvd9mW03Zz8xwSK1zJjYdWdhmhK8tQvdMZuSH3GNjXVg3ry+fPSRdVeQh3fo3DZ9nGmLHdtKbEwUezcvpVLtZji7ZMzSREJkZ5LgZTGmmBgunD7AmSN7uHz2CMFXz3P/zg0iwh9gMZvQ6w24unuSO08e6tSrTdfOr9GgbpU09dG8aW2aN330n3lsrInQBxHxS3sM/Kw7NWqUp12bN216bhnJP6gI38/ax/2Qm9y6fgnfPEF4+dh20eHMVrFWU3L55eXrIT8zd2bilyCTU7J4AY4dWRv//Z4di8mbrxKLp33H0unf8/wr3Wnz9hdP1DM6OVOrcVs2/f0HoXdv4ZHL76nO42m90O49lE5PmSr17RpHWjTO05OdtxdgtqR/141oc9ou8+5e7xp/WTYpZrORNWs68eGH1gQvWitBcOzgbJfcARzatY7IsFBqytZkQiRKErwsICoijJCbV/m4bVkiwx+gdDpcXN3x8fWjcMGClH2pMXVqVaZencq4udl+EVoHB8MT67YVKxyEpmn0alGA4X/sJJdvgM37zQie3rkfu8k+u6v0XHN2bVhks/ZG/jCUc+cu4+bmwtDBQ1i7cBJKKZzdPMhXsBT1W75FpTrNqdu8I+sXT2Hb6jk0b/++zfpPDVNMDAajdbuK04d3Mv7rruh0esb/nfQEgazGz6kAPYpOeGIdvLRw1KdtLbioqNTdLxkZ6ZEpkyky2s618/DyyUOJCtkvORUiM0iCZ0e3rl/kr/GDOPHvVpRSdOnRnb4fdCZfXvuOmADkDfCzLo6laWz9ZxYvdepn75CeSRVrN2f9Ytst89Lp9Uf3KvXq2Y5/D54kPCKSdeu2s3HjViZ91wtPb3+atnuPAsXKs3XFLF54rRc6vd5mMSTGYrGwZPr3rJ4/ETQNd08ffPLk5+Kpgzg6ueDonLZkJyso69WQQWVXse7GZHbdWUi0ORxHvSu5HPISHHUWC+Zk60eZw+i7t0yqd75wctKIikw5yXN0zv4rJ9wPucmxfZtp8uo7Gf7ZFCK7yjo3Jj1DLBYLM38ewNfd63M3+AI//zKG8uVLMXpE/yyR3EHcqJ6fP9UbvCzJnR0VLlUZTdM4cOCUzdt2cXbiuZoVaNqoJiOHfcyubQs5emw7pUqXZPHU4Vw8fYiQW1fp/VJh3nuxEL+P6mvzGB7q3bIQq+dP5Nth33L46HaaNGuKp6uBr4d8jdlsyrZbUPk5FaBDwSH8VOUov1S/wE9VjtKr+GQMutRtqPtw54uhR17gyL0NyZat3igcvT755E2v16jRKH0zfLOSPRsXY7GYqdlY1r4TIimS4NnBkF5N2LV+IaPHjuL4kXW82SHpm+3t5e69B9y5GUxjWX7ArnQ6HX4BQbzathsnTmX8ZbWAPL6sWDqJ4BuHCQ4+Su7cvjzfuB4/jRvN7g2L2LfZ9muEhcbN4j58ZBt9enXA3y8XXd9qQ5MXGjFu7AS8fPLQuvOnNu/XXh5evjXqnNGn4iJKane+aNzmAXpDCgmeQeP5Vx4kWyar0zSNHWvmU7BEJfIEFbV3OEJkWZLgZbI7wZe5cfkMe/asoWunVvYOJ0kDBv2Iq7tn/Cb0wn4+/WkZTm5e1KrRhC7dn5wUkVGMRiOdOrVl/bot3Lx5C1DkDkzbbN7UcHHxQKfTU65MbXLlKkbu3KVo1bI943/+BSdXLz75cVGWmgVtCw8v39bJ3REnvVuq6jxcOiUpfgEmenxxG6Oj5YmRPL1ew+hooccXt/ELSP/Ej6zg8tkjXLt4UkbvhEiB3IOXyVbN/QUvb18K5M+6kxbu3nvAgjlzaN6hj71DEYCbhxdf/rKaQzvX8Ouwd6l18hSb18/GwSHj//l27tyBn376lZ9GjUXTLNy8et7mSb/BaGT03EOEP7iLo7M7Tk4u8ZMscrKHl287FBySqp0vUrN0StlqUQz65QbrFrmza70r0ZEKR2frZdnnX3mQ7ZM7sK59ZzAYqVrvJXuHIkSWJgleJvt3+0qavNDE3mEkyWy2UK/Ba7h7evNixw/tHY5IoHzNJnw1cS0jP3qJ/AWr0rRZc4KC8uLm5kqRwvkpXaowxYvmt2niZ23fndDQ++gdjBzbv5mQW9fw9Q8iOiqC8Ad3KVKmGvmLlnuqfpxc3HBySd1IVk6U2p0vUrN0il+AiQ7v3aXDe3efNqwsxxQbw56NSyhfswmu7l72DkeILE0SvEwUcvMqYfdDGDm0v71DSVKLVj0Ivn6Vb6dssXcoIhH+gYUY8edulvwxmi2blxMbG43ZFEtMdBRmkwmwXppTSoeLmzulypRl/pz/4emR/uSpc9c3GTd2PLn983DqwBYObFtBTEw0SukwGAxERYbH7Z6iY9ygt3jzo5HZZlmdrCK1O1+kdemUnObo3o2EhYbI5VkhUkESvEx0bP9mjI7O+Pl52TuUJ9wJCaVh4/Zcu3SB3t9MZ9XcXzh/Yj8Fipfn9d7D7B2eSMDo5ELbnl/StueXiR43mUxcOXeUw7vWsm7RZN54qx9/L/413f19/WUflixaQv78ASxbNiPRMqfPXuallh25c+MsAzvXonLdF+n26bgcd+9cRknNzhd6DNTwyT67eWSEHWvn45HLj9LZaNFrIexF/vfNRPfu3MDRycneYTzhfmgY5crV50FoGN9M2cyk795l++rZXDx9iIunDtk7PJFGBoOBgsUr8FKnfnT66Ae2b95I777pT9L1ej2dO7dn69ZdnDx5JtEyxYoEEZDHlxNHN/Dr5F84vGsdX3evT0xURLr7fZY0ztMTvc4h2TJ6nQPP5+meSRFlPWH3QziyZz3VGrRGr5exCSFSIgleJnJ0csVsTn5xU3to9mIXDA6ODJu+gxP/biUmKpImzVugNzjw3jfT7B2eeApV6rWkbLWGrFm55qna6dSpLQ4ODvz+++wUy7Zt05hDhzYSExXG52/V4NKZI0/V97MguaVT9Bgw6pzpUXRCiosd52R7Ni3BbIrNtmsiCpHZJMHLbFrWWkX+2+G/cvLYYfp+PxedTse1Cycwm02sWLKIngMn4uHla+8QxVOYP2kIh/es58MPez1VO35+Prz0UlP++msRERGRKZb3z+3N0cMbKFysBN990JJ+7cozsHMtfvy0HVERKd9r9iz679IpCoWT3o06uTsyqOwqyno1tHeIdrVz7QKCipQhX6FS9g5FiGxBErxMFP7gHg5ZaPmHs+evMmbUj7zc5TMC4hYMfa7Z66AUL3XqR/kaje0coUivS2eOMKBTdTYum87wkcPo/W77p26zW7fXuX8/lIULU7fYsZubC1vWz+LAwU10696V+g3qcOXcUf74KetOMrK3xHa+6FBwyDM9cgdw9cJJLp05TM3nZfROiNSSGxkykcVsQqfLOvsmfvHlaLx8/Gn62rvxr+UtUJwJyy/YLyjxVEwmEzPGfMKuDYsoV7EKi+avwMfbwyZt165dnZIlizJt2mzefLNtqusVyB/AkK97c+XaLVavXIXZnP3XYhOZa+e6+ej0Bqo1bG3vUITINiTBy0QGB2OWugdvz85dlK+V9bZJE+ljMpkY1KUWUREPGD/hZzq2b2bT9pVSdO36Op99NoQDB45QsWLZRMtt3LKPadPnc/jQEcIePCAyIhxTrHUpF+/cgXTu/1Oa+9749x/M+cU6a9jR2ZU6zV7n5a6fYzDIf2Gp4aAu4m34DQ/9YnSEY8GVUPPLhJh6Eqtl7dFBs9nE7vWLKFetEe6ePvYOR4hsQ/53zERmswmllL3DeIwsY5FzTPnuPaIiwjhzeidubi6JljGbLRw4fIojR89w/fpNbt26w9Wr17l8+Qq3b90iIjwMpRROzi64ubnh4emJt7c3NWpWpme312jf/hW++WYUU6fO4uefh9OiVQ+OHDrIv/vXcubsJXz9SmMxm8jlG0C+ImUIKu6Pp7c/Lu5euLp5UqnOi+lKyvzzFkKnN6BpFqIjw1m3aDJmk4n2vb552rctx3PVbSDQ+C6KaJSy3gOsJwwv/Qy89DMIszTkZuw3WTbRO75/M6F3b8nad0KkkSR4mSQi7D671i0gMCjI3qHEK1OuHMf2bbR3GMIG9m1dzoEdq3iza1emz1jGufOXOHXqLFevXiUmJgYFREREcPd2MJoGDkZHDA5GHIyOuLh64OmTh+IV6uIVt0Bx6N2bhIbcIiz0LjdPnmXb5k2MGPodAXnzo9M7MGPGfJb+vYH7d28DULRIFXR6A23f+Zo6zTo+9cja9ctnWDP/V84e20NoyE1iYqKwxI1+63R6DA5Gbt+4QsjNq3jnDky2LYvFwj+zx7Fv01LMZhO58xXmuRdex9HRmW2rZ3Ph5AFC793G1c2LGs+/ystdPn2q2LMSB3WRQGNPdCrmiWMP/9Z0023A1XE7V2N+JdyS9SZy7Fy7AFePXJSt1sjeoQiRrUiClwmCr57nuz4tcHP3YP6cX+wdDmazhY6d+7Nt03qKlqlm73CEDfy7dQUGByNzZv6FTqfD0dkFj1x+eOcOwsnZDU2z4OzqTo1GbShYolK6Rm7PHN3Npr//JCw0hBP/bsUnTwE+/WkpJw/tIH/RsvzxY38atHzrqc9lysj32bvpb3xy+1O5alVqVH+TMmWKUal8CaKiotm99yj79h9mwbzFDOxSG/98hanVuC0NW3XB6PTkyOWkYe9yePc66jRohJubK4cPHWbS8HdBg9wB+XiuTk2qV6/E/n2HWLLgV3aum8/zL3e3bp/m7JruUceswNfwI4onk7uElAJFNIHGXpyPXpWlRvLCH9zn4M411GnWAYND1pmgJkR2kD3/18pmxn/dhTx5A9m3+2/0evtfEn2jyyesX72KV7p9QcOXutg7HGED3QeMz/A+ipapTtEy1QEY8VErIsLuk8svL7VsuC7ZvTvB7N20jJl/TaNFszqJlimQP4C2bRozYmhfdu89yuBvf+Kf2eNY/Pv3ODo54+jsgrOLO36BhTAYjBzYsSrZ9h5px/fffcqbnT9mxawxaGjExsQwZ8JXfDh8FkFFytjsPDOLh345qb0rRBGLt2EywbFDMjaoNNi/5W9MsdHUbJz6ST1CCCtJ8DLBneArfD9tQpZI7lav38mq5cvoPXiqXPIQ6VavxRv8OeZTzhzZTbFyNWzWrtHZBb3eQO/3PyUofwHyBOShQP58dHnrFcqUKvxE+epVy7Bi6WQA9uw/xu7dh7lw8QpXrlzj5ImT3A25Q6UqlVOR3Fn5eHvwz7LJ8d9HREbxYqvuDO/TAi8ff3R6AyE3r6GU4uPv58QnvFlXbKpLKmXCQ78wSyV4O9bOI6BAcfIXTXxCjxAiaZLgZTCTyYTFbOK5mhXtHQoABw+eBE3jt2HvEhsTjbuXL9/P2mfvsEQ2U7VeK+ZPHsrmFTNsmuC5uLjz5cS1rFs0ieAr5zhy+AQ7t21n8sSJBBUqyojhA5NM1qpVLk21yqVtFguAi7MTG9bM4Ojxc/w4ZiqxsSbe6fk6g78Zw9TvP2D49J027c/edITbO4R4N66c5fyJf3ml2+dZbnKaENmBJHgZ7NqFEyil8PPzsncoAHzStzMmswkPD3cmjJ9MeHjKuxII8V9GJ2dqPv8am5f/SejdW3jk8rNZ2/6Bhej4/vDHXrt64QSzx3/JGx27EVSgMH/+MY4K5Yqlqr2pU2fRuHE98ufPl+6YypQqzJRfh8Z/3759az7/dFC628ssGgYUqV930IJrBkaTNrvWLUDpdNRo9Iq9QxEiW7L/NcMc7uLpQxgdne0dxmMuXLjClwMGcfPGNXp8Yf9JH1nRpTNHGP1pWy6eOsSqeRM5fThnjdTYQt3mHTGbYtmxZl6G9xVYsCT9fpjHt5M3cePaFYaPnJDqurlz+xIVFW3TeNq2aYzFbGLtwkk2bdfWHphfTPXuiJpmINTcJmMDSiWL2cyudQspXbkent7+9g5HiGxJRvAy0L07wSyeNoL8hYrYO5THzJ05A6XT4Ze3IIVLVbF3OFnSsX2bOHNkNyM+ein+te4DxlOlXks7RpW1BOQvRvHyNdnyz0yavPpOpvTp6u5FbEw0Az9/L9V16tWrhYeHu03j8PRw453332PCuGFsXDadmOhIYmOiMMVEYzab8c2Tj97f/oF/YCGb9ptWt039cNf/k+JMWgANB0JM3TMhqpSdPLSDu7ev0+btgfYORYhsS0bwMkjw1fN83aMBuXx82Lxhtr3DeYxeb0CzWLhz47K9Q8myqtRribdfIG6e3lSo1ZQGL3WhiCwp84R6LTpxJ/gKx/ZvypT+Du5cg8HBSPkyRVNVPjT0AS+/3Jnr14NtHsvwbz7gl1//x3N1aqBTGppmwd0rF/kLFeHW9UtsXz3H5n2mVaxWgKsxv2HRHJMcydM0HRbNmasxE7LMEik7187H2dWDCrWa2DsUIbItGcGzMYvFwuJpI1i/eArFSpVh68a5WWL2bEK3bx+nYOFalKn2vL1DybL8AgowbPp2e4eR5VWo1RSPXH5sXjEzU/rzz1cEU2wMsbEmHBxS/u/Lw8Od2bN/w9vbK0Pieb1tU4ICc7N0wXwcjE5YLGDGgfotO9O6c9ZYMDnc0pDz0WvwNkzGQ7/gsYkUFlwINb9GiKl7lknuoiLCOLB9JTUatcHB6GTvcITItiTBs6GY6Ei+6laX+3dv8u777zF0cB97h5SofQdOcP/ubVq91d/eoYhszuBgpHbTdqyaN4GA/MUzvL+pI/vg7pkrVcndQyNG/EzjxvVp0SJj/qApVjQ/xUqWJSTkNvfvhnA/5CZh9+9w6/pF8hUqSVCRMpSu1hAXF9teJk6LWK0AwbFDstQSKEnZv3UFMdGRsjWZEE9JEjwbunH5DEVLlmHblgX45/a2dzhJ+nXSbLx8/PH0zm3vUEQOUKdZR1bN/YWw+3ds1mbw5bNM/eEDTKZYipapRuvOn+Li5skrXQcwZeT7DBs5mYGfpXy/WHR0NEOGDMDVNfG9eW3BP7c3u3csiv9+34ET/DppNv/uP8Du9UdYv2QqptgY3DxyUb3Rq7z45kd2Tfayup1r55M7byEKlaxs71CEyNay1rXDbK548aLs2bE4SyV3Z89f5eKl64+9tnP7TgoWr2ifgESO4+OfjzJVGxIWehezKfUL6yZnz+alXDpzhOiI++zf8jf921fkl8HdKFezMW17fs3okd/z7fBfU2zns8+GsHZt5twf+FCViiX5bfxg9uxYzPmzO7h18ygnTu6iWcsW7Fo7l/7tyrNhybRMjSm7uH3jEqeP7KJm41dl7TshnpIkeDbk4pK17hf586/lVK3cgEbPP9rmJzbWxLXLF6lUp7kdIxM5Tb0X38RiNnFgx2qbtNe0bS+q1m9FyO2b6PR6yleqwpkju/js9cqUj0vyxoz6kdavvofZbEmyne+//4rWre3/WffP7c2k8YO5cnkf73/0AfN++4bfhr2LxZJ07M+inesWopSiRqOssVyLENmZJHg2dPNWiL1DiDdv4Vo+6N2XIqWrEXrvUVzvfTQUvcGBynVfSqa2EGlTpkoD9AYHNi//M8kyEWH3iYoIS1V7RqMTb382jlGzD1CqUn3OnD5NZEQYUZHhnDq8i4atu/Lx93PYsXUzhYrU5J/ViU+I2bVrP8OHj0nPKWWYb7/szay50zmyez1fvV2XkJtX7R1SlmCxWNi5bj7FK9TGO3egvcMRItuTe/BsKCrStoupPo3lK9bjmcuPQiUrcuvaufjXF8+bR6u3PsFgkB+9sB2dXo+bpzenDu3gxuUz5Al6tIzJ3k1LmfHzAKIjrbM3DQ5GAguVokrdllSp+yJevgHodIn/reni5kmX/j8B1vvytq+dR7UGLwNQtEx1vp+1n9GfvEbv9z7h3Jlt8fW2bduNUooKFcrg5eWRQWedfs0a1+LgoY0836QDw/u0YNScg/YOye7OHt3DnRuXeemNj+0dihA5gvyWtyF/fx97hwDA9Ru3WbZoIa3e6s/+rcspVqIEAFHRMZhiY3juhfZ2jlDYgsViYf3iKdy8eo68hUpRuGRl8hYsabfk3c3Dm7D7IWz5ZxZte34VH+PMcZ9TpVp1ZkwfDcC8hWv488+5rJg1hoVThgGgdHqKlKpC/mLl8ctbgICgogQWLImb56P7Wf2DivBK1wEAjP+6C6cP78JsNmOKjeaFF1s9FktsbCw6nQ4PD3fKlbPt/rS2EpDHl0GD+vP+ex+mq/7eTUs5smcDHrn8CCxUiqAiZXB198LRyQWjk0uSSbOtnDvxLxuXTqPN2wPx8nn63SZ2rpuPo7MrFZ9rZoPohBCS4NmQo6PR3iHwxx9zGfH9BNy9fKlctyUnDmzj4P7dzFmwBh8fT5ROh4ubp73DFOk077chnDu2F7M5lpvXzmOKjcXbNze7Ny4mJioSTdPQGxxwcDCiNzjgmSs35Wo2oXyN58lfpBwGY8Z9RvV6AxVrN2PH2nm0fusTjE7OrF34G7Ex0SyY+z+c4v599OzWhp7dHt1jFRYWwdLlmxkz5lcObF1GRHgYMdFRWCxma7sGBxydXHBx88Q3oAAP7t7ixpWzfPHVF+TJ7UvRIkFUr1rmsVhKlChK375f8txz1dHr9TY/1+s3bjNh0hz27vkXvd5AYL68VKtaAYBTp85y/sJlKlcqR/u2zfDz8SI8IuqJyVcRkVH06zuActXTvnzLuRP/MmVkHwLyFSAyIpyNyx4QGxtDYqsZK6VAKbS4+/18/PPhnTsfdZp1oGr91mlKBA/sWM3S6T9QveHLLJn+PQC1Grd96gQvJiqS/VtWULlOCxydMm7GsxDPEknwcog//5xHbGwsrVu34MMPB+KXtyDf921Nl0/GYNEsfPzhZ5QsUxZf/yB7hyrSaeKQHhzZvZ7K1WtiMOh5uXUT+n3YGU8Pt/gy12/cZvO2f7l2/Sb374Wyd+8Btq2cyep5E9A0Cw5GRzp99APVGrTOkBjrtXiDfZuXsXfzMmo3bYfFbE3Stu88RKP6VROt4+bmQsf2zejY/vGRG7PZwumzlzl85DTHT57l7NkLnDxxCg93Z6b+M++JpC6hPHlyM2DAB+j1eu7cCcHHJ+WZ7bGxJib/voiLl67RoH51mjWu9USZ4yfO07bDu1y9eA5nV3d88+QH4MjhoyycOw8UODq54OruxZYNGxg57Lv4usVLl2fpokn45/bm2+G/MnH8RBwcnenxxcQUY0vo3Il/Gf3Jq5QsW5EdWxLfBzgqOoYHoRGEhoXz4H449x484P3eAwgLe0C9erU5duwE03/sz7Qf+pLLNw/D/0h8r+XhfVpw+exR8hYojrOrJ2eP7QHgzJHdtOv1LUVLVyWoSNI/h9Q6sGMlUZFh1Gz82lO3JYSwkgQvh2jWrBHh4eE4OhopWqI0kVFRROtg2g8f0uS1dzl9aCf7d+/g/SF/2DtUkU4Hd6xh8rQJvPpy0iM+AXl8af9q4ts7xcaaeL/vMKb+8CEblkzjtZ5f2nwv4mLlapInqChbVsykdtN2NG3bi2P7NvLqKx1xdHLmubr1+d/YrwjI4/tE3SvXbrF331Fu3gohII8fzzesRsniBShZvADQOE1xKKWoWLEsR4+e5NtvRzFnzqREy8XGmujR6yt27dxF8LUr/J+9uw6LankDOP49u8vSIRKiIgZiYHd3d3d3d3dfu7u7u7u7AxW7QVS6YeP3B/dyrz+DWljA+TyPj3rOnJl3EZd355x5R65QYGRixoolS6jXsDFrV05Fo9Hw8PFLTp2+yuzps3Bwys6YpSfIkDlnjHGoVCpkMhme758zf2RLatZuR+eu7Zg/ew5laraiSbdxcb6lLpfJ0ajVtGvX7JdtjAyVGNkqsbW1ij7m9vDUd23Uag2PHr2kYsXahIQE/rQ2n12GLHx49RiPd8+Ry6Pi7DNpI65Fyscp5p9xu32OW+cO0LT7BK6d2k1a+4w4uxZLcL+CIEQRCV4qsGXLbipVKkvmzFGzCbeuHwDg/v3nVKxYm+yuRSlRpTEKA0NcCyf8jVnQD6u09vTo1o/hw9NiZ5+OObPHUrJY3lhfb2CgYMXi8bRtVZ8+/UYza0hjFAolmZzzULJqU0pUaZrg5/ckSaJsrTbsWjGB9y8fkck5L4Nm7iIiLITT+1Zz6ehmXHOXol2nTsyfPQK1WkOzVgO4cPY0alUkcrkCucIAlSoCjVqNqbklmZyyULBQfmpUL49z1oy8+/iZ8xducujAEbw8PqDVaqN+oY2+RWmZxoaJk0fTqll11q9f9Mt4R4ydz+H9+yhSvh6Nu08iT5GKANy7epx1M/tha7sXrVaDJEkYKI0oWbUprftNj/XX45+vZ4bMORk4fQfT+tZizPDRlK3ZilZ9psXra+zkko+SVZsyfdocenZtGvMFv/DN24+OXQYhSRLBAb643TiNibkVOfOVjr6V32XEErqMWBLvMX5lZNti+HlH7Q9crGIDnj24Qs2W/RL9uUFB+JOIBC8VCAgI/OlzRn6BgUiSDI1Gw7VTu0hjm14P0Qm6MnbFaW6fP4DH2+e437tEo4Ztef/2dpy27QIoU6oA928fISw8glVr97Jt2162LBzB9dO7GTJ7T4LjLFG5EfvXT+fikc206T8DAKWRCbVa9qNWy35cPbmTTYtG8PDhY0JDQ3n94jnNekygTI1W3/2A/+r5geund/Ly8S2OHD7G9s2b0Wg0yGQyjE3Nccqen/odR2NibomBgREGhkYYKI1RqcI5snU+A/sOYsf2cowf04vixX++K4LHJ0+s7TNGr9T9R8FSNci7041XT2+TIUtuzCysEvx1Se/kwvRNN3n7/D55ilZKUF826TKhUavifX1QUAiFClfFyNicATN2Mq5T2ehzkkzG0sNvEhRfTLLmKozbrXNkzlmQD68eo9VqKVFZbE0mCLokErwULDQ0jMeP3enZs+NPz8+ctRybdI54fYwqk5IlZ8GkDE/QMRMTc8rVagNE3fob2iI/2XOUZdbsyTRtFLdbmBB1G69vzxb07dmCd+89KViwAqf3rqJKo64Ji9PMkqLl63Hr/AEadxmNsen3ZUpKVWuGk0s+pveviyoygqFz9v70VrGtgyN12w6OVwxdhi/mWY1WLBjdmo6dX3Pt6sHvnlUE8PUL5MzJk5Sp0fKnfSiUSnLkLxWv8X/FzNI6wckdgMe7Z6RJ+/1tbv+AIN59+EwGBztCQkIxMTEmrfWPJWLOX7pDh/a9kcnkTFxzkbCQILLnKY5KFYFDJhdKVE78IsNmltZEhIfy/MFV/L29cHYthq2DU6KPKwh/EpHgpSD79x/DxSUbXl5fcHNzp0KF0uzadZAiRQr80Fat1nDz6mWa95rMzhUTAGjZO363hITkR6FQMHbpSbYvHUv3Lr3JnvUQBQq4/LK9t08Aaa0tqFKzA3euR9WL6z94EGNHdkcul+GUyYEu3buzdtUMKjXonOBbZeVqteXqyZ3cOLuXCnU7/HA+Q+acTFl3Be8vn8iaSB88cuQvxZglJ5g7rCm163Xm8vkd352vWr01JmYWNPm7pEtKYmmdjjsXD5M2bU4UBgaYmVvi6/0VrVYL/LuS1sTUHC1gZm5BZGQEQQH+qCIjyJGvFN3GLEehUGBmYcWgmTuTNP7mPSdjZpkWH69PXD+zm6qNuyXp+ILwJxAJXiIKDg5BrVZjYWGOj48v5uZmSJJEQEAg1tZpCA4OQavVYmZmikqlRqWKuuUSFBSMlZUlwcEhSJKEiYkxfn7+yOUyVKpIXF1zYm2dhrx5czFjxs9/OM2atx5JJqd09RbsWDaOAqVq6OQ2k5B8WNtloNeEtcwa3IgqVepj55ABpVKJTC7HycmJvn06ULZUAfIXrIHnp3c453Tl1bMn1G07mFvnD7Bk4WIWz1+ImYUVkZERhIUEI5PLCQn0+67+XHw4ueTDKXs+Lh7ZTPk67X+6r6iltR2W1nYJGicm6Z1caNJ1HFsXj/zu+KjxC3nz8jkTVl1Ikc99Ne02ljI1WxIc4IPHu+d4fXyDc56iFCz170rkT2/deXg9amGFn/dnlIbGZHLOS44CpbGw+nGRS1KSyWTUbTOIrYtHY2BoRKGytfUajyCkRiLBSwQ+Pr68f/+J+/fd+PTJk9GjB9Kt22DGjh1MmjSWdOjQj7Nn97Ju3TYiI1UMHNid16/f8vbtB8LDIxg+fBKHD29h0aLVWFtb0a1bO2rVasWkScNxcEiHrW1a7Ox+/wZ99OgpMrvkRyaTsfjgyyR65YI+DJyxk0vHtvD++QMiI8NRRUbw1P0ljRu2wimLM1+/eNKg40ge3zpLu4FzKFGlMbVa9kOj0XDr/AE837/A2MSMDFlzkbtQeZ0lPGVrtWbzguG8fHyL7Hn0tzoyfeYcREZE0K33BBbOHYW/fxArFi+lYaeR2Dqk3LJBDn/vFvKrlacZMueM1UrfmHh+eMmyiZ0J8PlC1lyFMbVIQ5OuYxOcnEdGhHH74kEKlqqB8U9W8AqCkDAiwUsE799/Yu/eI0yaNDz62O7da6P/fPbsXgD69OkcfczFJRvOzlkAOHx4CwAjRvSLPn/16pE4xfDy+TPK12kf9+CFFEehUFCx7o//1m63zrJ8UlfyFKtE9aY9qN60x3fnZTIZxSs1TLS4ipSvx57VU7l4ZJNeE7xMznmo1rQHB/du4Ozps9jZ2WOZ1i7Bzxr+Kd6/eMRXj7cAPL13CYCiFeqTr3jcn/v8r4c3zhAaFECJynGrfbdianeeP7hGrZb9qNywS4JiEITUTCR4iaBAgTwUKJBH5/1OnjyXNm0akyXL7x9Gvn//OaHBgVT9vx/owp8lT9FKzN31CJlCPzusGBqZUKJyYy4e3UyA3ze93hZs2HEE1Zv2ZEzHMrg/fsjIhYf1FktSMZDeYa1YiYV8PzKC0WBKgLoBPqpuRGpjv6Dhnw8B4SFBGJmaUah0bZ3siHL99C6s0qaL80IW/29ehAT5c3jLfJHgCcJvpLyHT1IANzd3li5dp/N+S5UqiqVlzBunZ8maHgOlIfvX/LuoQqPR0LtuVs7sW63zuITkS2lkore9aQHK1mqFWhXJtVM/33EhKZmYWTJ7xwMWH3qlk90XkisD6R0ZDZqT1bAcVvLNyKUgJEmLXArCSr6NLIbVMZWdi1OfxSs1pFydthSr2FAnyZ2/zxee3LlI8UqNkMVxK7lGXcYgyeSYmostFwXhd0SClwisrCzJmdNZ5/1WrFgaa+s0MbaztDBDqTSMXrQBsHBUKzRqNf4+X3QelyD8ikMmF7LnLcGlY1vQ/L0Xqj7JZLIUuagitkxl58hiWBFT+XX+3oL2O5KkRiaFkkHZEwPpnX6CBG6d349Go6ZElajad1893xHg9y1W1zq7FmHp4ddMWXclMUMUhBQv9b7T6VHGjA5UqlQ25oZxlDdvOTw8PsfYbuuO44SGBNOi92QA/Ly9ePbwGmYW1jTqPErncQnC75Sr1Qbvzx94cueCvkNJ1Qykd2RQdkYmqX9I7P6fRATWCv3M5mu1Wq6d2k3mHAVJ5+iMn7cX4zqXY3irIjy8cVovMQlCaiQSPB0KCQnlwoWrHD9+lnbteuu8fze3Szg42MfY7tCR09ikc0SpNALgzdO7AAyZtVvnMQlCTAqUqo65lQ2Xjm3Rdyipmp1iEhLqWLWVJDUW8r2JHNHPfXjlhse7Z9Gzdyam5qSxcQC0LJvYmY+vn+glLkFIbUSCp0NqtZqgoGCqVi3P6tXzYr4gjnbtOvh3IdPfCwoMwtDYNPrvBcvUZOr6q9g7ZtN5TIIQE4WBklLVmvPo5hl8vnzSdziplpn8TIwzd/8lIzjxgvmN66f3oFAoKVKuLhD1nOi0jdcZPv8gIDF9QF3uXP511YCwkCC2Lx3H+5duSRSxIKRMIsHToS9fvlG7dlXkcjlKHTyI/F8ajYbTpy/+tGDs/7OztyMkyP+7Y9Z2GXQajyDERdmaLUGr5fLxbfoOJcWykq3CxciZHEZO0b9cjJyxkq36u0XMH/7+S4NpzI10TBUZwa3zB8hXoiqm5lbfncvskp9S1ZqhVql+uyhnWr/aXDmxjb/61eH03lW/bCcIfzqR4OlQliyZUKlUREZG6rxvmUzGypVzYpXgFSrgSpC/j85jEIT4SmvviGuRClw5sR21Svf/P1I7R2UL7JVTkIiMXjwhSSARib1yCo7KFnHqT6uFAHXi7zn7/x7fPk9QgE/07dn/17TbOBp1Hk2n4Yt+2UdIoN/fK8O1fP4girgLwq+IBE+HZDIZixatYfHitTE3jiMfH1+6dYvdxuu5cmUjIiJM5zEIQkKUq9WWAN+vPLh+Ut+hpChWslX4hl9j/guocwUqXYDal2Hec/AIi0r0TGTX4tirHB9V0teQu3Z6NxZpbMlduPxPzxuZmFG1cTdMfrOzxdhlp8iaqyjFKzWiTf8ZiRWqIKR4otCxjvXr14XISBUvX77h9u0HtGjRQCf9Ghsb06ZN7Cq+37rzCEMjE52MKwi64lqkAta2Gbh4ZDOFyoi9R2PrTdAUJj2BSA3RSyhC1HDEE056wYTcUOzvrYO12h9Lo/w/rRY8I/6KU7FjXQjy98Ht1lkq1G2PXB77Hz0hIYEoZHKUf7+nWVrb0XfKxsQKUxBSDTGDp2NyuRwjI0PUajVKpQEAXl5fE9yvgYGCQoXyxartvbuPsExjm+AxBUGXZHI5ZWq25NmDq3z++Erf4aQIX8PeMekJhP0nufuHmqjjE55EzeTFhlYLPpHdCNA013WoMbp14QBqVSQlqsRta7IJXSrQv1GuZFFHURBSEpHgJZIcOZxp1Kg2X758o2XL7kRERCSoPzc3d1q1it3WYy9fvMQ2Q5YEjScIiaFUtebI5AouHxUlU2Lj9OeVRMaQ10RqYNfHqD9/Uw1Cq41K5P7rn2O+qk58VY9OnGBjcO30bhyzuZIxS644XRcRFgKASjx2IghxIhK8RGZnZ8OZM3sSvKq2QIE8HDy4KcZ2vn6BvH39kpz5SydoPEFIDJbWdhQsVYNrp3cTES5+YMfk5rf9MVa2UwOnvKL+7K3qz/uIbYRrc0QndVothGtz8D5iG19U4xM75J/69PYZH166UaJy3GbvAMYuO0n7QXOjb9EKghA7IsFLAsHBITRs2D5Btxjevn3PyZPnY2zXoHF3TM2tqFi/U7zHiqun9y4zqEkeDm6cnWRjCilXudptCAny586lw/oOJdkL08SuVl3of7LAUE0p3oaf5FnYu+hfb8NPEqoplUhRxuz6md3I5AqKVqwf52vT2jv+ctUtgOeHl8wc1JCH108lJERBSHVEgpcEzMxMGTlyADKZjHnzVuDp6RXnPgIDg/j0yfO3bTp1H4Pb/bv0HL9G5/ttBvn7sGZGX3rWcqJnLSd2Lp8QfW7h6NaEhgRiYW2n0zGF1Cl73hKkc8zGxSOb9R1Ksmcki12tOmN5IgeSAGq1iptn95G3aCXMLdPqvP8Nswfy/uUjVk7t8d3+24LwpxMJXhIpVqwgAHny5CQoKO4V5PPmzU3Hji1/ef7o8cvs27WTrqOXk9klf7zj/JkDG2YxtGVBbl84CICJmRVFyteNPl+qWnO6j11FhTrtdDqukDpJkkTZmm14++weH16J3Qh+p5hNA2LK3eRAVTuI0NokRUhx9vTuRQJ8v/52Fi6uDm6czYDGuVk4ug0yuQHpHDKgNDJidPsSvHh0XWfjCEJKJhK8JJYvX26cneO+AOLgweMsXbruh+M3bz8mm0tZWrfsSJFydSlQspouwvzO3b+3DWrSdSxLDr9hzs4HZM1VOPp82wEzE2VcIfUqXrkxBoZGXBSLLX6rSrpuyGWGv21jIIMmGeFz5K+LA+vT9dN7MLVIQ56ilXTW58Wjm8nukgPPd095434HU3NzGjRqRKDfN+YOb87Te5d1NpYgpFQiwUtCWq2WKlWaEB4e9xW1xYoVombN798gff0CqVevFWZWtkxYcZbOv6n+nhATV51n2dF3VG7YRee3foU/k6m5JUXK1eXWuf2EhgTqO5xky9bIia7OKzCUKX6YyZMDRjIYnxsMDQbp9Rm7XwkO9OfB9VMULV8PhYHutm80t7DGIUN6Zs+ZgiRJeHz8yJHDx3DIlB2XfCVxzJpbZ2MJQkolCh3r0Nev3/D3DyAwMJhz5y7Ttm1TTp48j7W1FUWKFGDBgpXcuHEcI6PffyL/GSMjQ0xMjL87Vr5SM4yMzRg6Z//fW/cIQspRrnZbrp3axY0ze6lQt72+w0m28lhVZHSes1zwmsy1b2cIVWswlkfdlq2XIQtyxTS8VckvuQO4e+kwqshwSlRpqtN+0zpk4s2r16RPbwdIzNp+X6f9C0JqILICHYoqSaCN/vXzNnHbEPwfGzbswNjYiG7dop5z691/Ch4f3jF57SUUCgUqlUovSd77l2781a82kiTD1MKKbLmLUKtlfzI55/mhrbfXBw5tmktQoC8V6rYnT5GKSR6vkHxkdslPJue8XDq6hfJ12sVqn+U/la2RE02cVtPk/zafiABIxvV/r53ehYOTy0/fDxKiSNm6bJw3hCFDJiP/z/veiindMTGzoO2AWTodTxBSolhnBJIkWQFFgWL/+d3h79MXtFpthRiuzwy8ieVwsemvDTAEyAl4A7uA8Vqt1v8X7dcD/50maKTVavfFMMZbwAm4odVqS8QUtJ2dDVZWllhZWdKuXTMAqlX792UMGNA9pi5+qX//bhw7doY3b96RKVNG9u/dR65CZTG3SItKpaJvvWxY22ZgyJw9pLFx+OF6j3fPuXxsK+9ePCQ40JfC5epSt82geMfz7OF1Lh3dxOundwGoVL0GTpkycuzICf7qVxtjUwvSO+UgIjyE8LAQIsJC8PP+Qlq7dJiamrJ0fCfkCgWZcxSgfvuhmFpYk9Y2vah19YcpW6s1WxaO4NWT2zi7FtV3OIIOff74ijfu92jYaaTOk/cSVRpz6/x+vD69ps+kDUDUh837V48DULJqc5xdi+h0TEFIaeIy5XMPyJxIccSJJEnjgIn/OZQe6A9UlCSptFarDYpFN5MkSTqg1WqT8eff73375kNQUAgREZFkzuzI0zsXGdAkN9Wb9cLEzAqfr58Y3b4U5Wq3pVmPCchkMjQaDTuXT+DCkY2ksbbFKUsWMjvm4Ni2hXx+/wJ/ny94e31AaWRCxiy5yJGvFPlKVsMqrT3vX7rx6vEtIiLCiQiPqiafPnMOzuxZxZvn90mfMTPFSxRl3Kje5MoZtXBkzoyhePsEMG3mSu7cuouZnT1WlpaksbaiYf1qVCof9aYbGali+erdbFi/lbnDmkXPbMoVBtilz0z7QXNxcond1mxCylW0Qn32rpnGxSObRIKXytw4swdJJqN4pYaJ0n/fKd8Xfk+XyZn0mXOgVBqRKbtuZwwFISWKS4L3349gXsAtoE48xx0DHPjN+V/WEZEkyRUYD4QBU4HTQCZgEpAPGAsMj0UMeYAWwNbYhax/bdv++xzLlUv7ARg6cg4b160gIjyMlWuW4eH5hamTpnHj7B4q1O3AlePbCA0OYP6iubRv/e8/19YdxxkxfBwZHZ2oXbcmX7584+njJzy+fY5tS8dE71huZGyKXC5HLpej1WoJCQ7CLl16TpzcR7Eirj+NM621BXOmD/ntazEwUNC3Zwv69mzBiLEL2LBmHXKFgoGD+7Fnz2FmDKxP0x4TqCiezUrVDI1MKF65EZePbiWwu3ei1EkTkp5GrebGmb3kLlQOS2v7JBlTqTRi7NKTSTKWIKQEcUnwFhN1i/WWVqt9DyBJUvweKINPWq02vgWwmhC1+neYVqv9Z9nodUmSrgDPgWbEnOB9A2yACZIk7dBqtTHtBpRszfprMNOnDMTD8yuOGaPeSBvWK0+5cg25cHgDjpkyc+7MeUyMjb67rlXzGrRqXuOnfYaEhuH2+BWFC+ZCLk/8VbPTJ/dn+uT+0X8f3L8d4yYvYfG88bx8dJ3OI5aI1bupWNmarTl/cD3XTu6iWtPY7bec3JnL9mGvHI38/z6rRmjt+By5IFmueNWlZw+v4fvNk0adk2bf21vnD+CQKTsZxepZQYgW65+aWq12tlar3fNPcqdHGf7+/dx/D2q12k+A+3/O/86Mv3/PzvfP5aVIcrkMx4z2+PsHsm7dNjI5ZuDN6xt4fLzLjat7f0juYmJibESxIq5Jktz9yqSxvdm+eyOPbp5hfJfyBAX46S0WIXGld3Ihe57iXDq2JUHb+emLsewqmQ2rkMPIKfpXeuUA5AQjSXz3Syl9IZOyJWkVC/QddqK6fno3xqYW5C9ZNdHH0mg0rJ3Zj6l9ajKqfUkiIsQex4IAKbMO3pe/fy//34OSJKUDcgC/388rykrgn0R1nCRJuivQpCdarRZJAm9vHzQaTYpfkegfEES71t2JjAjn2+f3DG2Rn5ePb+s7LCGRlK3dhm+f3+N+75K+Q4mTtIoFZFK2xFB68UMy97P/gv8ct1HMxVh2NekDTgJhIUHcv3qcwuXqYKCM24fL+I0XVUfx6Im9hAb7c2C9WEErCJAyE7x/nt2bJUnSSEmSSkiS1AQ4A5gStZo2JhHA5L//7AR00X2YSef581e0bt0Tc3MzhgzpnSpuZ4aEhBEeFoKJmQUyeVSJ1zlDG/Py8U0C/L7pOTpB1wqUqo6ZZdoUtT+tsewqNoq5v0zmYmJvMEHnMSUHdy8fJSI8lJJVmiTJeCZmljg4OjN4yGRy5s7D2+f3k2RcQUju9JUJ9JUk6YUkSWGSJAVIkuQuSdIaSZLKxHShVqu9RdTzgMbANOAaUUldbsCNqMUWsbEeePn3n0dLkpT4HzV1LDIyklev3uLsnIWJE4el+Fm7/3JIZ0P3Pn2oWqM6GTJlQZLJqFC3A3OGNmV4q8KM7VQWj3fP9R2moCMGBoaUrtachzdP4/PVQ9/hxEo6g6HxvlaSwFB6psNoko/rp3djlz4LWXIWSrIxa7Xqz/OnbqDVoNWk2EeqBUGn9JXgFQKcAUPAnKhbq52AS5Ik7ZAkyTyG6/sBvYEnQCTwGVgElNVqtQGxCUCr1ar4t9RKeqBXXF+Evt2+/YAFC1Yik8nInj2rvsPRuemT+7N+1TQe3j1G6XIVuXhkE5IU9S377fN7Jvesyoop3fQcpaArZWq2BK2WK8e36TuUWFFKH+M1c5eaffv8nhduNyhRpXGSfuAsULIGalUkD+/dJUvOwjFfIAh/gKTe+sAP2A+cB14AIYA9UAHoBlgTtQrWWpKkmn8nYT/QRhVNW/r3r4TYCowkavZvhCRJK2NZQ0+vrly5wZs372nTpiklSvwZb2Z7dy6mfuOe5M2Xm7x5crJo0SrGjB5Iu9ad8Xj3nPROLvoOUUggm3SZyF24PFdObKdWy37IFQb6DkmIo+tn9iJJEsUrNUrScRVKJTVb9MVAaUj1Zr2TdGxBSK6SMsHzADJotdqQn5w7IUnSQuA4UbXsqgDdgSWJGZBWq9X8XTR5N2BL1MzgtMQcMyH27DlMlSrlsLFJi1IZtS4kNd2W/R0DAwVHD66K/nubFjUBcMrqzPyRLek3ZZMokZAKlKvdlmUTO/Pg+ikKlaml73ASjVYL4doc+g5DpzQaDdfP7MYlfyms7WJTzEC36rX7fe1NQfjTJNktWq1WG/GL5O6f855AY6JuuUJUspUU9gJ3//7zEEmSLJNo3Dj79MmTb998yJHDmaJFC+o7HL1xd3+Bl9dXHj9+RjpbC2xsbZjapya+32KzgFpIzvIUqUga2/RcPJpyFlvEl1fkBH2HoFOvHt/C+/MHSlZOmsUVgiD8nvTPFlHxuvjfQscx7h0bhz6PAjX//mv6vxM/XfS7nn9r3hlrtdqw/5yrDRz++69TtFrt2L+PvyUOe9E6OmbQ2thYxyu+Z89ekiOH8y/PR5VB+TNm634lPDwCQ0Mlnp5emJubERGpxsPDE7VKjUwuJ0PmnPoO8Y/2+cNL0jn++ns4tvx9vuDv44WDkwsGBoY6iCxxGMrckaI/j8aNSmuPSmun44j0y/vLR0IC/cmYNVf0s7L6EBoSSGhwABZWtigM4lYBS1ffw4KQVN6/fHRHq9X+dOPlpH4GLzYe82+Cl5HY1bVLEK1We0SSpGtASaC/JEkLtFptnGtx2NhYc+7cvnjFULFiw99ee/ToGU6cOMuCBVPj1X9y8ujRUywtLciUKebbOEFBwXh5fSVrVifq1WvLkiUzoq/LkLEQqsioH7BT19/A0jp1/cBMaf7qV4eRCw/H3DAG/j5fGNW+JLkLlaNJ17E6iCxxGMuukknZMsaFFv/9DB2hTcfnyHmpbieLiLBQhrcuQonKjWk3aLZeY+lVOzOm5pZ4vH9Opfqdadot9t9DuvoeFoSk0rOW0y/PJceCafGfUkyYf94FzIndXrZJqnLlMkyalOzCiperV2/y4sVrLl++wYEDx747d+nSdfz8/Dl27AyPHj3l3r1HrF69GUmSOHhw03dJYZnyFQCwz5hNJHepiKW1HQVKVufaqV1EhCffXQlCNaXwVXUippsgWox5HX6RZ2HveBN+I9UldwD3rx0nLDSIElX1f3vW0MiUGnVqs3DJPM7uX83amUn1tI8gJC/JMcH77w72SVYQS6vVniFqdS9A7793xkg2DA0NuXnzHj4+vvoOJd58fHzZvn0/3bu3p3LlslhZWZI2rTUqlYpJk+YAUUWbb99+gFwuJygomLJlS/DXX2OAHxeU7Ngyl+69exEoCh+nOuVqtyEkyJ+7l4/oO5Tf+qIaz5eI4Wi1/JDoabUyNFpjPkUsI1L760/ZqcG1U7tJa58RZ9di+g6F2q0HsHf7dl69ek/V2vW5feEQKtVPCzIIQqqWrBI8SZKyAf9sXvjq7/1lk9KYv383BpJml+w4uHDhKhER8XvmJzkwMjLi6dN/ixPnyZOTMmWKExYWTrp0UTNwnTu3pkqVclSrVoGSJX/6WMF3evdoRUiQv9jdIpVxyVcS+4zZuHhkk75D+YGx7CpZDEtG7ztrp4za2lqDKWqtEVqthFprhp+6DW/CTxCsqajniBOXz1cPnj24QvHKjZPFLjpVGnUla+7CLJgzF8eM6VAYKDm5K6EVtQQh5Umy/42SJDWUfrNKQJIkB2AP8E/xq0QtkfIzWq32ClGlWiCqLl+apI7h//n7BzB79lIeP37GlCkjoxOhlGbq1Hm4u79g4sRhP5wzMzOlW7e28erXMaM9xqbmXDq6JaEhCsmIJEmUrdWaN+73+PDqsb7DifbP3rNKyeOHfWdlBCMjjG+qgbwIe4xX5ORUP3MHcPPsPrRaLSUqN9Z3KNFs7B0BOHr4OJERYdy+cFDPEQlC0ot1gidJUgFJkjr899d/Tqf7/3M/ucW5F3gpSdIsSZKa/r2HbAFJkqpJkvQXUduM5f+77UX0kOD97Z9ZPCVgoacYOHPmEsHBIVy/foeDB49z8+ZdwsLCOXr0NAlZ+awvVaqUJ1u2zInSt2vefDy4diJR+hb0p0TlJhgoDZNN8h7T3rP/HLdRzMVYdjXpA9QDrVbL9TN7cHYthq1D8klmm/acSMmqTcmSuzhGJuY459H/rWNBSGpxWUXbABj/i3M5gHX/d6wiUVuI/VdWIKZqlDuAblqtNiIOsemMVqu9I0nSfqJer968evUGAwMF1atXpESJwmg0GpRKAw4cOE7VquUxMEg5Vf63b9+Hg4M9lpaJky/ny5+HHVt3JErfgv6YmltSpFw9bp7bR8POIzE2iWkHw8RlbzAu1m3TGYziTfj5xAsmmXjz7B5eH19RtXHy2jLQxMScdgOjVvO2GzhLz9EIgn4k5QMTdYnaJeIM8JKobctUgC9wn6htx4pptdoWsd1PNhGNBTT6Gvzduw/kyOFMuXIlAbC0tCBNGitkMhkrVswmJCSMsWOno9HoLcRYCQgIRK1WU7hwfoyNjRNlDLVaw+4du8iep3ii9C/oV7nabQgPC+Hm2fiVH9IlQ+lFrPaelSRQSm8SP6Bk4PrpPRgYGlGobG19hyIIwv+J9QyeVqudAEyI70BarfYw/xYTTnJarbYD0CGWbd0AeWLG8ztBQSE8efKM8uV/Xk5BLpeRL19uZDIZAQGBWFjod2bjV2bNWoKraw5atGiYaGMMGDqdkKBA2g+em2hjCPrj5JIfR+c8XDq6hXK12/7xxb6Tk8iIMG5fPEiBktX1Prv6K6qICBTKuBU7FoTUQv9LnoRob9++Z+zY6bi65qBnz46/bGdmZkrTpvXw9w+kWrWmBAUFExYWnoSRRnnw4DH79h394fijR0/49MmTsWMH0axZ/UQb/8CRC2xZv57mvSZjZGKWaOMI+iNJEuVqteHTW3deP7mt73CE/3h44wyhQQGUrNJU36H8VIDfN/o1dGFgY7FHtfBnSo47WaRYL16+Y9mqXZiYGKNSqVGr1Wi1WlRqNQCVyhUlV84sP1x38eI1/P0DsLAwp1q1CrEez9LSnMuXD6NQKOjceQBNm9ajRo1KaDQaZs9eQt++XQkLC8PAwAAzM1NdvcxoZmamyGQS/v6BREZGYGOTFoAbN+6RMaMDNWpU0vmY/1CrNXRq350SVZpQpkbLRBtH0L+iFeqzZ/VULh7dTDbXonqLI1ybHUNid5v2T/jsfP30LqzSpiNH/uRZuHnO0CaYmFkQHKTvJ34EQT9EgqdDERERjB87KWovDgkkon4SSJKEVqtlTHgoBkpDKlatxvzZo3BIZwNEJUpyuRxr6zSULRvjlrffUSii/glXrpyDSqXi+vU7lChRGDs7W0JDQ5k/fyWFCuWjRInC9Okzgq1bl6NM4C2LW7fusWvXIWbOHEe2bJk5ePA4t27dp3v39mzdupthw/omqP/YWLNhP5Iki36QWki9DI1MKFG5EZePbaNpt/GYWcZvv+eE8oqcRCZlzB8mtFoIVFdOgoj0x9/nC0/uXKRq4+7I5Hp7muWX3G6d5avHO5atWkzPbon/fiQIyZFI8HTIIZPLb/cxVEVEcO7Qes7sW0Xu3KVwyZmHqlVKMWhA5wTPsMnlci5fvsHVq7coUaIwHTq0AGD8+KhFyyqVipkzx+PvH4iNjXWcnmU6ePA4ZcoUx9DQkM+fv5AnT67vFk3Uq1eDunWro9FosLdPmjp9GzfuIJNzniQZS9C/srXacP7QBq6e2km1Jj30EkOophQ+qk5YK9bGMIun4Ksq+e6hqwu3zu9Ho1FTokryqX33X8GB/shkMh49co/+ECwIf5rUfx8hGVEolVRt3I3pm28xeOZOwtUylixaQcHC1fH64p3g/suXL8XIkf2/OyaXy5HL5RgaGpI1qxPt2vXhxYvXseovNDQMrVbLgwdPUKnUfPrkyZQpczE2NiJPnpzftZUkCblcTvv2zRP8OmLj+dPHlKzaLEnGEvQvvZMLzq7FuHxsq15Xj39VjeeLajharfSTrclAozXkY8TqVF3gWKvVcu3UbjLnKEg6R2d9h/NTBUtVx8omHUsWLKRw2Tr6DkcQ9EIkeHri7FqMEfMPMmvbPXIVqoinhyelyjUjKCgkUcc9enQr2bNnjVXbjRt3MGnSHMaOHYSdnQ0uLtlYt25hosYXG/4BQURGhFNYlGb4o5Sr3Yavnu9wv39Zr3H4qnrxOvwCfup2qLVm/9marB1vwk+l+q3JPrxyw+Pds2Q7ewegNDJhyror9J64jtb9Z+o7HEHQCzF3rWdmltZ0GDKP9y8f8eHdW5wyFyatrT3ZsjlTuEh+ihbNR5mSBUlrnfAiwXfvPuT581exLlvSpUsb5Mnw+ZqjJ64iVxhgYmap71CEJFSgdA3MLNNy8chmchcqp9dYIrVOeEVOxitysl7j0Ifrp/egUCgpUq6uvkOJUZ6iibfQSxCSOzGDl0wYKI34a/NtOg6ZR44C5fDw8mb92o10bt8D52yFSWuTk9r1u/Hho1e8xzA2Nsbe3jbW7SMjVezYcSDe4yWW8xeuYWFlo+8whCRmYGBIqWrNeHjjFL7fPPUdzh9JFRnBrfMHyFeiCqbmVvoORxCE3xAzeMmIQqGgSPl6FClf77vjKpWKu5cOcWD9LPLlK0v+gkVYtmTqT0uu/EpQUAilStUmTVpbZHI5YaEhlCxThu2b5iKX/zzPl8tlXL9+m2bN6iWrArOPHrhhmz6zvsMQ9KBMjVac2r2cK8e3U6fNQH2H88dxu3WOoAAfSlRpou9Qfunk7uV8fP2ETsP0/ziJIOiTmMFLARQKBcUqNmTqhqv0m7yJz1+8KVWyOgWL1GbU+IVkzlqCjJmKMGfBRtTqnz+ArtZoAC2ZXAqQs2B5StdoxeljR/Dw/PrLcVet2szAgT2SVXIH8PXLF+wzxu45QiF1sXXIRK5C5bh8YhtqVaS+w/njXD+zB4s0tuQuXF7fofzUtiWjObB+JrfOH8Drw6sE9XVo0xx61nJi47yhOopOEJKWSPBSmFyFyjJh5TlGzD+IkYU961avx9/Xm+BAf6ZMmIyNTQ7yFKhO6/ZDWbRsO/MWb2HE2AXkL1AVc8u0dBm5jDb9Z1C//TAUBkqmzljxwxjav5cH2tvbYmCQ/CZ5rW3S4u31Sd9hCHpSrnZb/L29eHjjtL5D+aME+fvgdussRSvURy5Pfu8LAE/vXiKHa14AlMYmCerLy+MNpmYWXD+9i71rpukiPEFIUsnzf6kQIyeXfPSfuhkAny+fOHdwHfevnaRSvY68fHKLW7fucvrECWQyGQoDJekcs9N74rromlAymYwGHYazc81UsjtnZnD/dtF979ixHzc3d6ZMGamX1xaTLFkyc//BY32HIehJ3qKVSGObnktHt1CwdE19h/PHuHXhAGpVZLK+PVu37WDWzuyHU/Z8pLFxSFBflla2qFQqSpQpx6k9K6hYv2OC+xSEpCQSvFTA2i4DjbuMoXGXMQBUrP/rfWwBbl84yPal4yhXuw3FKzZk2qRp9OvVErlczps372nevAGVK/skRejxkidPLi6ev6DvMAQ9kcnllKnRkkOb5vDl0xvsMsT+WVQh/q6d3o1jNlcyZsml71B+qWiF+hStoJv9r+t3HM6zB1e5dukC5Wq3FcmdkOKIW7R/mAC/b6yZ2Y+sztk4tmMxb9zvodVqOXHiHGq1mg4d+hIZGYmtbVp9h/pLJUrkJyw0SN9hCHpUunpzZHIFl45t0Xcof4RPb5/x4aUbJSon39k7XVMqjRiz9ATLjr6jZe8p+g5HEOJMJHh/GJlMgQQYKJXMmjsTrTqCwcOHUqdONQwMDLh06VCC96pNbEZKZdR+v8Ify9LangIlq3Ht1C4iI8L0HU6qd/3MbmRyBUUr6mZ2TBCExCcSvD+MmYUVw+YdwP3xY8aOnsCq1XMZPbyLvsOKk1dvPqIwMNB3GIKela3VhuBAP+5eOqrvUFIUA+kd9gajyW7kSg6jzGQ3csXeYDQG0ruftlerVdw8u488RStibpl8Z/YFQfieSPD+QJld8jNj612y5SpKg3ot2LU35axG9PYJYECfgchkyW+HDSFp5chfCrsMWbl4dJO+Q0kxTGXnyGJYHSv5duRSEJKkRS4FYSXfThbD6pjKzv1wzdO7Fwnw/UrJZLy4QhCEH4kE7w+lUCjoM3kDZWu2onuXXixZvkPfIcVIrdbQvfdYADRa/W04LyQPkiRRrlZrXj+9y8fXT5JkTJ8vn5jQrRLPHl5PkvF0yUB6RwZlT2RSKJKk+u6cJKmQSaFkUPb8YSbv+uk9mFqkEdt+CUIKIxK8P1zL3lOp3XogY0eNZdK0H2viJSelyjXlzPGo23ESyav4sqAfJao0wUBpyMWjSbPY4sbZvXh9fMX8Ec3x9vqQJGPqirViJRK/Lw4tEYm1YnX034MD/Xlw/RRFy9dDYZC8n80VBOF7IsETqN2qP816TmLe7DnMmLtO3+H80od3b7C0tkNpaEREeKi+wxGSAVNzKwqXq8vNc/sIC/lxZXVERBg7lo1n5qAGTO5ZlfkjW/Ha/V68x6vaqDtZcxUGYPmkrvHuRx8s5Pt/mLn7f5KkwkK+N/rvdy8dRhUZ/ketnhWE1EIkeAIAFeq0o0H7YcyYMp2iJRvw9aufvkP6QcPGjQjw/YZarSaNbXp9hyMkE+VqtSE8NJib5/ZHH9NoNOxbN51BTfJw8+werC2NyeGSlbCgr8wa1JARbYvx8PqpOI+lUCoZOmcvFet1pHjlxr9tO6V3DXrVycK75w/jPE5ikBEc53bXTu/CwcmFTNnzJlZYgiAkEpHgCdGqN+vF+JVn8fH2I1fuUqzbdFDfIX1n4dxRGCiVNOgwnGkbruk7HCGZyJyjAI7ZXLl4dDNarZZb5w+wZHxHTu1ZQc8+vXn/7janj29g785F3L99hIePLpEjhwsrp/UkJCQwXmM26zGBKo1+P4OnUavQajQsn9wFjebnz4xeO72bnrWcWDapCyFB/vGKJbY0mMap3eePr3jjfo8SlRsnu/2oIWp29rX7PVQREfoORRCSJZHgCd+xz5CFqRuuUq5WGwb3H8KseRv0HVI0uVxGZGQETmI2QfgPSZIoW6sNn948ZWK3iqyfPZCPrx4yc84MJo/vjVz+/ducY0Z7jh5cjbmFJasmd4/TWC8f32TpxM5cPLo5xrZ9Jm3AQGmIn7cXfetnZ+XUHkSEhXzXxiKNLQAPr59iUyJvah+gboBW+/vNi7RaBQHqRgDcOLMHSSajeKWGiRpXfE3uUZVZgxqwZdEIfYciCMmSSPCEn2rWYwL12w/jr8nT+OjxVd/hAHDxyj20Gg12GbLqOxQhmSlaoT6GxqZ4fXrDxctHeffmBl06NPhle7lcxoRJo3nx+Gas+ldFRDCmY2nmDGvGt08v2L5kDGtm9P3tNdZ2GZi4+gImZhZo1CruXTnG+K4Vv5vNcy1cnlLVmgMQnMgzeD6qbmj5ff1ILQb4qLqgUau5cWYvuQqWxdLaPlHjig+3W2fx9vqImYUVFtZ2+g5HEJIlkeAJv1S9WS/S2mekRas++g6Fd+89qV+nGQDmVjZ6jkZIboyMTUlrlwGAdHZWsbrmxo17aNTqWLU9tHkOQf7ePHlylSePTrNz72buXDzEvavHf3tdGhsHZm1/QK2W/VAYKPHz/kxQwPf7POcvWQ2Aum0GxiqW+IrUOvEpYhkarfEPM3larQKN1phPEcuI1Drx7OE1fL95UrJK00SNKb4uHtmMVqshKMCfPEUq6DscQUiWfj9fL/zxuoxYwoyB9Viycie9uzXTWxwnTl9DkiR6T9qATCY+lwjf8/zwEo93zwEoVqwGuXO7kCuXCzlzOpMzZ3Zy5cpOmjRW0e2btOjP2VPH6Th0fqz6v3Z6N7Xq1cMhXdSHiyoVipE1e06uHN9OwVI1fnutTCajbtvB1G07+Kfn8xWvwoytd7BIgg8uwZqKvAk/gbViNRbyvcgIRoMpAepG+Ki6EKl1AuD66d0Ym1qQv2TVRI8pPopWqI+B0pDarQeS3slF3+EIQrIkEjzht5xc8lGtaS/GjRxHhbJFcM2ln9ujM/6aiySTERYcv4fihdQpKMCPrYtGcP/qCfIWKsrgfm05c+YST58+Z/v2vQQG/rsi1N7elly5svP2nQdv37ylRe+p5ClaMXbj+PtQs3qF745lcnLi2bPXOnkdSZHc/SNS64RX5GS8Iif/9HxYSBD3rx6nWKWGGCiNkiyuuChaoT5FK4h9cQXhd0SCJ8SoQYdhuN+/TI0azXF7dA5LC7Mkj2HWnEkMHzqBNTP6kr9ENRRKUXT1TxXk78OJXUu5e+koPl8/YZnGhjkLZtGxbT0A6tevCYBWq+Xduw+8ePGGkyfPc+fOA548fcUXLy8Ati8ZzfYlo0lj44CDkwsOmbKT3ikH6Z1cSJcpO0bG/646dXR2Zc7cZTRtVCX6WOVKZbh0/setvVK6u5ePEhEeSokYysAIgpC8iQRPiJVBM3cytmMZcuUuy9HDOyhQIGlvizSqV4lG9Spha+fK7YuHKFFF/PD5Ex3bvohDm+diamZB6XLlGDF45U+/F1UqFQGBIVSo2IjMzjl5+ewpwYEBGCiNqNmiL6WqNcPj3XM83z2P+v39c148uk5kRHh0H9Z2GUnvFJX0ZcySmxtn97Bmwz5u3HzA40dP8A/wRxUZzotH18met0RSfhkS1fXTu7FLnyW6oLMgCCmTSPCEWFEqjZi64ToLRrakcuV6/DVrGt06NUrSGIaOnINKFYmRqXmSjivoX1CAHwtGtcDj7XOGjRzOiCGdftn2/n03OnUezNs3b1EYKPHxDaJ0jdaUqtIUe8ds0e1s0mUiX/F/Z+Q0ajXfPr+PTvj+SQDd711BpYqqtTZkwDBkMjnGZhbRW3dtXTKaUQuPJNvbmXHx7fN7XrjdoF67Icmy9p0gCLEnEjwh1hQKBYNn7WLf2r8YPmQE167fYd3KqUky9oNHL1i9fAVtB8ykwN+rDoU/w+0LB9kwdzBW1jZcv3mK7Nkcf9s+f35XvH39KVqhfqwXUQDI5HLsMmTBLkMWCpSqHn1crVbx1eMtn94+Y9viUYQEBaBRqwkM+gbA5/cv6dcgBwoDw6gFQJKEVqvBzNyKIuUbUKlBJ6zSJr9SIz9z/cxeJEmieKWk/fAmCILuieWIQpw17DSSnmNXcWjvXgoXr0dQUEjMFyVQ4yadyZKzAKWq6W8lr5C0VBERLBnfgbUz+9GgaVPcH5+LMbnbsGEH589fwdDQGLni9zXfYksuV2CXISuXjmwiMiKMQcOGgFaDRqPGOYcr7Tq2w9TMHDMzU5QGCiLDQ4kMD8P322dO7VnOyLbF6FnLiT71nJkzrBkfXz1BrYrUSWy6pNFouH5mNy75SmL9d8kZQRBSLjGDJ8RLvhJVmbj6PNMH1CNHrrJcvHiQbFkS54fC/fvP8f7ymRELjiZK/0LSuXP5CEe3LkCr0ZA5R0FKVWuOs2uR6POqiAh8vT15/8qNLQtGABp279tKpfJFft3pf+TNmwsrK0sqVq7AwX37adN/RoLK6rjdPseJHUt57X4XpdKQPXs3UaZUAUYO7UxAYDBprKIeF1gwd2z0NWFh4bx48Rp39xe4u7/k6dPnPHjwBA8PT1663WBq35rIZHIcMmX/z+IOFxwyuWDr4IRMLo93vAnx6vEtvD9/oG7rQXoZP7FFhIVw7uB63B9cpfOwhZhZWus7JEFIVCLBE+Itrb0jf224wfQBdSldqhZXrh5NlCTPzf0VcoVCvCGncB7vnrPmr94ULl4KExMTnj68zLXTu5AAJBlazb9Fh2VyOYWLleLgvuUYGcZuxfSJE+coX74URkaGLJgzkj07dnB670qqNekRq+tVKhX3rxzlyd1LvH/xkC+eb1FFRJDNJScz50ynQ5u60dueyeWy6OTu/xkZGZI3by7y5s313fGQkFDc3V8yauwcbly9gveXj4QEB3D7wr97PhsoDbHPmC064UufOQcOmVxIa58x0es/Xj+zG0NjUwqU/n1dv5Ro//qZnNi5JPrvoSGB4v1ESPVEgickiEKpZNTiY0zrU5NyZety6dJ+Duw/xsCB3Xn48DEuLs4YGRkmaIy6tcrSt2ck/j5fsBTbEqVYj2+fx9jEjFPH1kcfCwuP4NHjlwQHh5LO3obMTg6xTuggqhSKh8dn0qdPx4EDxyhZsghGRoYYGSpp2KwZBzbPo0yNlpiYWf6yj4iwEHatnMT1M3vQajSktUtHdhcX2rdrQu8ezTEx1s3iCRMTYwoVysvxI+t56v6GuvXb4+fzlb5TNmJiZoXH22fRizteuN3k5rn90dcqDY1J5+j8d8L374yftV0GnSyGiAgL5e6loxQqXQtDI5ME9bV10UgMjU1p3GVMguPShY+vn0Qnd9a2GajRog+2Dk56jkoQEp9I8IQEk8lkjJh/iOFtitC1xxh6d4/aW3P+/JWMHz8EAwMD3rx5T+nSxX56vZfXV+ztbX/Zv6WFGabmlhzaNIc2/WckymsQEi4owIe+9V0wUBrikq8ElRt0/q58yMvHN7FM8/2siZGhkqKFcsd7zMePnzFx4mx27VrNkiUzvkt2li8cx6XzFxnVrgSDZ+3GMZvr9/H6+7B18SgeXDuJsYkpfQf2Y/SwrtGzdIkpV84svHx2kbIVW7Bl4Uimrr9KZpf837UJDQ7A8/2Lv1f1vsDz3XOe3r3I9dO7o9sYGptGzfQ5Zf/7dxfSO+XAMq19nBK/+9eOExYaFOfyQxcPb+LKye3YpMtE11HLWDapC49vnUOtVlGxXsdk8SxfuozO1GkziIKla4pdL4Q/ikjwBJ2QKRQ4ZHLBy8uLRo1qA7B27QIAbt++z/37bpQuXYxNm3ZRrVoFnj17ybt3H2nbtin16rXhxImd+Pr68fr1e0qVKorx/82aDBo6gKkTplCnzaAUsyLxT7J//Ux8vnyiTceOmBgbcfjQceaNaIFcoURpaER4WAhqVSTTZ0/XyXharZYrV25SunQxdu5cBfBDQiOXy3j88DQ2NjmY1rcWSw6/4e6lw9y/fhLPN8/w/PACK2tbpkyfTM+u+tlzdeumBeTLW4aQkEBMTL6/5WtsakHWXIV/qEcXHOiP5/t/avg9w+Pdcx7dPMvVkzu/u/a/M33pM0f9bpHG9qeJ37VTu7G2y8DHt+68cb9H1SY9YrwlfGbfanavmkxm5xzcvXyU/g1zEhEeyrnzR6hZsxnXz+yhVst+Cfjq6IZCqaR2q/76DkMQkpxI8IQE83j3nCm9qqEwUDLlr0k/nC9SpABFihQAwNvbB0NDJRkyOGBkFJXEXbt2DJlMxv37bmzcuIOXL1/TvXv77/oY1LcNa1ZtZHSHUtRpPZCaLfok+usSYmfzguFcPbmTjBkzsmjuKABmTB1EWHgE2ZxLEhLkD4CJqTndO+umQHVAQBCrV2+mSJECsXoEoFS15shkMtbO7Idtugzkyp2byZMH06heJZ3EE1+OGe0xNDJm/5pptOr7V6yuMTW3xNm1KM6uRb87HuTvg8f759G3ej3fveDe1eNcPr7tP9da4ZDJBQenf2b7XDAxs+TZgytkzOrKruUTADh7YC0zttz+bRwymRyZXMHbl88AiAgPpWDREowaO4vwsFByFiwbh6+EIAi6JhI8IcFUkVFFYA0MlASHhP627YAB3QGwsrIkW7bMANEzBRUqlKZ8+VJotVr8/QMxNzf9bhbh2pW9jBwzn+1b5lG1UTexXZmeBfn7MG9Ecz5/eMXq9ctYNG/Rd+eNDJWoVJGUq92WG2f20LZDW52M+/GjJ2nTpmH9+kUxtpXLZdind8TP24t3zx+i1cKSpTOoUuHnjwvoQ6Ys2XB/cDXB/ZhZWuOStwQu/7ktrtVqCfD9+vezfS+iZ/5uXzhIaHDAd9d3GDyH4zuX8tLtZqySs4r1O1Kxfkc0Gg1hYcEsHdeB5+7uGCiN6DVhDVlzFkzwa4otjUbD7QsH8Pr0hvDQYN6/eMTnj68I9PvGgL+2kSN/qSSLRRCSC5HgCQmWyTkP8/e5s33JWCaPm8SHDx7MnTE0Xn1JkkRYWDj167dly5Zl+PkFcPHiVXr27EivnsPo3LkV27dsxv3BZfIU1e/sy58sIiKMKb2rI5dJ3Lx9hmxZMvyQ4AEMGjqQ6ZOnYWxqxpgR3XUy9tatu3F0zEDLlrErxjt9+jg6te/Gkzvncc7pSsWysSu5klQ8Pn6gbC3dJL//T5IkLK3tsLS2I2eBMtHHtVot/t5eePyd8BmZmJE+c046DVsY5zFkMhkmJuYMmb0nVu09P7zkye3z+Hl/RmFgiIHSkNfud/H68Aq1OhIzC2usbBywTZcJe8dsWNtl4MunN3z+8JJvnz/g9eEVg2ftwsrGgRVTuvHi0Q3CQoKQyWSYmlkgVyiwtU9HqdIlOXHkED5fPeL8mgQhNRAJnqATSqUR7QbOwtvrA7du3klQX8bGRpw/vx+I+uGRNWtmAFatmouxsRGOmbNxbNsikeDpybMHV1k2sTMGSiU3bp3A3u7X5SaGD+pIjy5NMTM10dnihWHD+sapfYO6FVhesiw3rl6kQIH8SbKIIi6y58jJw2snqd8+fh+KfL58IijAl/DQIEJDgogICyEsNJiI8FAiwkIJDwshrX3G6NvUEJX4Wdmkw8omHbkLlYt37P4+XzixcylqdSS+3z4T4PuV4ABfIiPCUBoaoTQ0wdDYFAMDQ756vsPP5zMatRpjEzOMjE1Qq1Wo1WrSOaSnePHCmJmb8eH9R7w+f+L+q0cEBQUQEfbjXQGloTEqVQQPr58CoHqdemxZP+u7f1vnHOXImqswJas0iffrE4SUTCR4gs5oNBo837+gSFHdzZA4ONjj4BC1qOKfhRezZ4+nacM2+Hz5lCxW6f1JfL58YsGo1pStWJnd2xdiYBDzW4ilhZnOxm/ZsjuTJg0ne/ascbruzevXyGRy7t69p7NYdGXerHFUrFiHe1ePU7DUz2vQ+Xl78f7lIz5/eMlXj7d4f/mE/7fPUbX6IiOQJBmSJCHJZMhksr+fj5Mjl8uRyxUEBfqzY9k4uo5cSr4SVXUW+4dXbpw7uO67YzKZHDMLS1xdo+oABgYGEhoSStnypahXtwp1a5b77vvm7IXbnL94A7dH7nh6fsbM3IycuXNhaGjI4QP7URoaY22XHkMjU7LmKkzVJt2ja9gtOviKo1vnc2z7YiJVfyGX//vYRmREOC75SurstQpCSiMSPEFn1szoQ1hIIKuWJ+7+tFUqFMPOIQNbFo6g75RNiTqW8L1tS8dg55CeA3uW6mX8SZOGRz+7GVvePgF8+fyR+u2HcXDTbPwDgnSadCZUgQIuNG/ThlVTe5DW3hFjU3NMLawJCwnC+/M7ggL90Go0yOUKDI1NMDO3II21NdldMtOvXyfat6kbY+1AtVpDkRL1OL5TtwlenqKVyJ63OJ7vX2BmmRZVRDiREWEE+nlz/vQJFi6dT9uWtX/bR+MGLQFwyJQdY1MLvnz7SERYKJER4RSv2JAWvaf+ckWvQqGgXrshHNu+iOcv35PP1Tn6nCoyEgNlwmpwCkJKJhI8QSduXzjIvctH2bJ9PWmtLRJ9vBkzxtOxfTdePr793VZXQuJ66XaTrj266GXs06cvki9f7jjt6KBWa6hRqy1mFmmo0bw3J3cvY/ykxcyfPSIRI4275YvGUbVyaQ4dOcPXr9/w9fbF2tKYKhWbUbVqaSqWLRKr2dJfkctldOvWnlHDR7N//UwadBimk7hP7l7Ou+cP0ahVqCMj0Gii9uiVyeW45M5DnZox3/7ds38bjRu0JFeh8jTtNjbG9v/Pz9sLANec38/qSjJZstzzVxCSikjwBJ24cGQTufIWoGa1pFmt1qBuBZaVLMuyiZ2Ysfm2WFGbBB7fuUBYSBD9eyfOgoCY3LnzgKxZnbCzs4n1NWUrtuD92zeMWRr1rFbB0rXYv/dAskvwABo3qEzjBpUTrf+eXZsil8sZMWQkft886TBkXrz7unPxMNuXjiE0OJDmbduwcPbIeD/bWKl8Edp26sSWDesIDw2KczHzN0/volAY/DB+hcqVOb1vNXXbDo5XXIKQ0okET9AJtSoSyfDnlfOLlWxISHAQD+6d0OkD7vt2L8HFpTRzhzdj2Lz9OutX+NGnt+4sHtsOmVyeJDO0PzN8eNwWVyxZuRN3twdMXH0eWwdHAOq1G8LVUzsZP2UZE8f0TIwwk7VunRqRMb0dbdt05e7lI5hZWJMxa24adx6NvWO2GK9/+fg2G+YMxNvrAxWr1mDtqmk6ud29cM5IMmRIx8xpMzEyMaNWy36/3V4OovYOntKrKl883mJjl/6H86amJuIWrfBHS17LyYQUq0yNVri7PUSt1vxwLjDAn08f3pIhYwH6Dpr20zbxYWJsxImTu3j38iHbl47TSZ/Cz03pVR0AjVqtl/FPnDjH9OmxL+Fx+ep9xo+eQNlarb/bd9TS2o6WPSezaO48ps5YnRihJnu1apTB/ek1ZsyeRo2aVfnm8ZIJ3SsxvHURFo1tz8XDm4iICPvuGq9Pb5jevw5zhjYhfXp77t2/wJ4dC3X6LGPhQq5o1CrO7FvN+C7lf9lOo9FwZOsChjTLS6DfNxYsnsvdW0e+a+PtE8DVy1dJY/tj4icIfwqR4Ak6UaJKE+QKA9p2HP7DuTr1aiNXGFC0QgN2bNlGlmwluHn7sU7Gdc2VlUVL5nPhyEYuHhYLLhJLudptMTVPQ+UatfQyfrFiBWnatF6s2kZGqmjUsC0ueUvQvOePO6uUq9OWqo27s2h+3Gu+pRa2tlZ0bFuPpQvH8uTRaa5eO0nN2jUID/Ri9+op9G+QgyHN8zOgcS561nJiQtcKaFShnDyznwtntuKUyUHnMbVs2gEA55yuBAf5c/vCwR/aRISF0LtOFg5vnkt4WAgKhQFTJs8mf8FqOGUpQcZMRXBIXwDnbIXx8fametNeOo9TEFIKcYtW0AmZTEaHofNZObUH5y+1oELZf/fPnD5lIGfPXuDKyR045y5KUIAvNao1pF2nTjp5FqpV8xo8dOvNyiVjuXpqByMWHE5wn8L3Wvaegvv9yxgYGOhlfD8/fzJkiF1S0WvAFGQyGX0mb/zlgoy6bQZzZt9qRoxdwPTJYp/SXDmzsHzRv7Pgd+67s//AGazTWtGgbkWyOCX+TFj1OnUxMzNl/uwR1G/Uk4MbZ1GkfD00Gg0Tu1fCyMSMmi36Ual+Jxyz5UEml/Hp7TNCg/xRGplgaGSC0sgUQ2MTsuUqjGM210SPWRCSMzGDJ+hMwVI1KFCyOo0btqZ2/W7sP3QetVqDXC7jzo2DLFg8l5DAr3z+8IICpWqwef0GChWto5Oxp0/uz5175/n4xp1tS8bopE/hez5fPlGhvH7qik2ZMo8XL17H2M7XL5C9O7ZTr/3Q3662VSiVNOoympVLlvL4acz9/mkKF8jJ5PG9GdindZIkdwCb181g+aJxGBkqWTBvHF89P/Di0XW2LR7Fl09vMDNWsGJKNyIjwylRpTHFKjYkS85C+Hl7Uav1AOq2HUz1pj2oUKedSO4EAZHgCTrWfcwK6rYZzJs3H+jUoTv29q7Ubxx1m6Rty9q43T9BgSLFeffiIVM3XOP9m1cMHTlHJ2NncUrPvIWzuHh0M0/vXdZJn0KUZw+vo1JF0r5NXb2Mv2bNfPLmzRVjuwGDp2FkbEal+p1ibFupficyZs1Fq9a9dRGioEM5XZwoXKIUC0a15vLxbQBcubCTlauXcvn4NmYPacKwVoVZPa0nT+5eZHS7EgT4fdNz1IKQvIgET9C5Gs17M27FGRYffEWHIfO4cuEc7TuPBGDRsu3cv32DCnU7YGltR4asubiZwK3N/qtty9rUqFOPRWPa8vDGaZ31+6c7umUembNmj7GgbmI4e/YS27fvi1XbKlXKEBIcwGv32O1YUbNlPz69f5uA6ITEsmvbIhwzZ2PAkMFs3bEBgKaNqtC1R3dePblFoN83evbtw9s3t0ljnZZJ3SsTEhKo56gFIfkQCZ6QaGQyGUXK16PHuFUc2reHcpVaMm70OGq27EfVxt0ACAn0x8TYRKfjbts4mzIVKrF8clf+6lc7er/K5CAowA9/ny/6DiPOsucrwYd3b3S2AjouMmXKiLNzlli1bduyNkWKl2bZxJhn8ADSO2ZHrVYlJDwhkaSxMufe7cOMH93ju/qaY0f2wNwyDQCTx/fGzMyE2zcPY2hoyITO5Xnx6Lq+QhaEZEUkeEKiy1O0Eg07jeLRvduUrNKUum0GRZ9r3HUsN65eonjpxuzYc4rISN38sN23awlt2rXCRCmxbFIXdq+arJN+E2L3qskMa1mAEW2K0rN2ZgY0zsX0/nXZsnAE25aM4d3zh/oO8ZdqteyPRqPmxKmrSTru0aOnsbOzoUiRArG+Zue2hQT5++Dt9SHGtq+f3UNpaJSACIWkZmZmwhO387Tt9G8Sb2JsxN07x0mfMQNzR7SgV+3MDGlRgF0r9f//XhD0RSR4QpKo2rgbSw6/od3AWd8dL1CyGoNm7iIsQkOv7v2ws89NVufSDB8T/yr7y5evZ9WqjRQrnJud2xcze/5szh1Yx7S+tfD69AafL58S+nLibOfyCZzdv4ZZ82bx7dszTp89yOChg7C2MuHZ/Uu43TjJ9AH1OLxlHo/vXODe5WM8vHGakCD/JI/1H6qICF673yMkJJBn96+AVpuk42u1Wq5evUVISGicrktjZU6W7DmZPqAeqoiI37b1eOuOqZl+CjcL8WdmZsLCOSO/O2ZpYcb1y3v49tWdg4d30rR5Ey4cWs/E7pWJCAvRU6SCoD+SNonftFMzp+z5tCMXxq9Ex1/96hDfa1OTt88fcPXkDq4c305mZxfWrZ373QbiseHp6YWlpQUmJsbRx9yfv6NypYaEBEc9o7Po4CsUisStEqRSqbh8fCvnD67jq+c75i6YTfvWv141PHHqchbPX4hWq0WSydBqNKjVKmRyBVlyFKBBx5FJtu/uyd3LObRpDipVJGi1SJKMPAULc/HM1l9eU7FiQ86di92zcjEJDQ3j69dvZMqUMV7XBwWFkDtPBSIjIxk27wAOjj//Hto0fxivH1/jqduZhIQrJFPv3ntStlx9jM2smLjqfIztxfuwkNL0rOV0R6vV/vQHg5jBE5KVzC75adVnGuOWnSIkNJLyZWpSoEjtWBdGvnv3ITt27P8uuYOoVXnpMmTExsEJSUr8b/ugAD/GdCjJ7pWTSGttyfUbp36b3AGMH92Dr1+f8O3bU75+ecy3b0/55PGIBYvngiqYOcOaMLRlQQ5smPXDTgO6tHHeUPavm0GHzp349tWdL1+e8vXr098md7p2/74bM2cujvf1ZmYmPH92mTTWadkwe+BP24QE+XP/6nEyOmaK9zhC8uaUyYGhwwfx1eOdvkMRhCQnEjwhWbJ3zMb4FWcYvfgYyIyoUa0RcxZsjPG6dOnsKFHi57NchYsUItD3Ky75SnL7/AFdhwxEJQ2Ht8xjbMdSGCqVvHp1kysXdpI9m2O8+jMxNqJNi5rcvnGQ589uUqVaFc4fXMeARrnZv36mjqOH+9dOcv30LtZtWsmsvwYjl8swMFDodA/h2HB2zsKiRX9x/PhZxo6dHq8+jAyVmJqaYmRi/sM5jUbD5J5VMTE15dD+FQkNV0iG3r33xCVnecaNGotMLuPI1gX6DkkQkpRI8IRkLWPW3IxYcIh67YYwdeIUeg+c+tv2Dg72FCmS/6fnJo/vRxbn7Dx7cIVHt/69JTe+awUObZ4b7xg9P7xk0/xhjGhTlMHN8nF2/xpKly+P28NTOt2r09bWinUrp+LpcZ/R40Zxes8KxnQsw1dP3c1O7Fg6lpJlK1C/9q/3Ak1sKpWKpk078/nzF0qUKEzPnh1Yvnw9e/ceifni/1O9RhVeu9+JnvFUqVRcOraVid0rERTgy+2bR/RS+kVIfFWqtsDHO6o2nlqlIiTQT78BCUISE1uVCSlCjea9sc2QmTV/9SZPbhd6dm3603Znzlxi584DrFz5Y/FkeztrDu5djYtLUZp0HQtEzeR8+fSGo1sX8NLtBr0nrENpFLuyLW63z7F9yRi8vT5ibWNP5SoVGTSgE665ssZ47ZXrD3B7/BJPzy+kT29P5YrFyZYlQ6zGBRjcvx2tmteidr2OjO9agWFz95PZ5eeJbWzdvnAQf58vrF2VOLObsaVQKDh/fn/0362sLKlduxparZZNm3bx+bMXQ4f2iVVfY0Z2Z+P6TQxtXgAzC2t8vT2RyxW45s3Pgb2rdJqAC8mHr18g3754oFAaIVco6Th0PoXL1tZ3WIKQpESCJ6QYhcvU5m6ZI8yft/SXCV758iXJkycnb968Y8KEWaxduwC5XB593srKjHQZnBjVviR5i1ZCrjAgQ5ZcfHrzlOcPrzO1by3Grzj7222uAA5unM2xHYspWqIMp05sifV2TkFBIRQvVR+PD+9QGhphoDQkIiKM4eFhWKW1ZfKUsbRpUTNWfTmks+HuzUNUrdmRBaNaMWPrHZTK+JX8eHr3EhvnDaF85arY21nHq4/E5OgY9fWtVasyCkXs98M1MlTyxO08M+et49MnL+rWrkSDuhUSKUohuejVbyIAlpZWeH/9zFePt/oNSBD0QNyiFVKULDkKEhQY8MvzBgYGpEtnR5o0Vgwf3u+75C7qvIKnbqdZsmwhnm+f4uv1Gtu0FjjnyM36zavx++bJojFtf9p3REQYp/asZEK3ihzfsYRpM6Zy8ujaWCd34yYvwTl7SQICApix9TYL9rkze8cDFu57xqztD8icozD9evWnY7fRcSoofPTgKhQKBVN7VScowC/W10HUDObGeUNYOLYt5SpWZvf2hXG6PqmlTWvNkyfP8PeP/Y4FZmYmTBrbmzXLJ4nk7g9x6fx5IOqWvFxhQMFSNfQbkCDogZjBE1IUjUZNTKV9zp27zNq1W9m0aekv27RqXoNWzX98009/dAc1qjWmbz1nbB2cMLNMS3hYML5fPQkK8MFAaUTBIsXYsmkBhQvkjHXc23adZNG8BVSq15H6HYf/MNNmZmFF9zEruHf1OGtn9MXhwAE2b1tNtUolYuzbwEDBxYsHqFqtBSPbFqXT0IUULBPzLOBXz3fMHdaM4ABfVq5eStNGVWL9evTp6NHTWFpaYGn54+IJQXj33pPgwABMza3IXaQi9dsPw9LaTt9hCUKSEwmekGJoNBouHd1CtuwuzF24mcULl5HF2Zm1K6fjlMkhul3FimUoX77Ub3r6taKFcvPp0wO27TzO/v3H8ffzwyZNWqpUKkXD+lUpU6pAnPtUqzWMGTUJ1yIVaNp9/G/bFixVgwX7nrFyaneaN26LS668nDm5GTOz3z8XmMUpPc+enKdz9zGs/KsnBUvVoMvIpT+91azRaDi8eS7Hdy4lW/Yc3L55hLTWKafY7+TJI/QdgpCMde81ljS2DkzbcE3foQiCXokET0gxNi8Yjp/3Z86e2sraDfvw9f6CSq2hYIEKtGjThqULoxZOnD9/hSNHTjNr1u+TqV8xMlTSsW09Oratp5O4J0xZhs83L3pNirnMC0Tt4dtj7Cq8Pr1h9pBG5HItz4d3t2K8Ti6XsX71NA42rE7Hdt0Z17ksU9ZdiT6v0WhYOLo1rx7fQpLJ6D9oAONH94j369IXPz9/evQYypYty364BS/8WQ4cucCu3UextrZCo9EQERHJjasX6T1xXXQbb68PuN+/SoYsOcmY1RWFQoHbrbPsXTONiPBQDI1NyVmgLPU7DNXjKxEE3RMJnpBiGJuYoVarcHvyijEjunHgwBE+vntD1Sbd2b55BQUKuNKtUyMKFcpH9uwxr2RNCv4BQZw6eRaAr57vyZA59rd17TNk4a8NN+jX0IV1mw7SoG5F0liZo1Zr+Obt98vFEHVrlWPV6vl07TKA4zuWUKN5bwBePb7JswdX6TNgABPG9Ezy2na6YmlpwYAB3ZHL5Wg0mhgXxAip15w5y3l07zYApuZpMDQypmiFemRyzsvLxzfZuXwCH149RmloRGREBFqtBoWBEpUqkkJFS5A5S2a+ffvG1ZPbOXdwLabmafT8igRBd8Q7o5BiNO0+nqLl69O6RUcqVWtDkaKFMTIy5tn9K2TKnpedO6PKe9y790jPkUZZuXYvzs7F8fDwYOTCIxQoWe237X2+fGJSjyosHN0m+phCqcTS2p5B/QaTNUshChWrS+68lcmVsyT+AUE/7cfD4zNfvD7TvU8vDm6cxaFNUSVjsuctgVP2fKxanrIL+0qSRIkShXFzc6dly+76DkfQo4tnt7Fmwwrs0zsSGhyAc57i3L14hOGtCjN3WDOUcg0nzxzA6/MjfHye8ejxVRYsmsOWrWs5c2Ija5ZP4sDupXh+usfocaMJ8vdmz5rf19oUhJRCJHhCitJx6Hxa9Z1GcBicOHaSwAA/TM3TYGJmSUBA1Oraly/f4OHxGbVag69f7Fdb6sqrN58oXroxI4aMoHT1lkzffItMznlivO7CkU14fXrN03uXCAv5N3mr1KAzAJJMxpsX7nzx/IhWq6F775/fgjY0VGJubsbUCX0ZM3Ecx3csYdmkLgAMm3cAVWQkm7cf1cEr1S9X1xzMmjVB32EIetaoXiXcH5+le59ePLx+knadO+Hr+wIfn+fcvnGQooVyR7fNmN6WVs1rUKtGmR/6Gdy/HWnSpOH0npUMaVGAkW2Lce7Auh/aCUJKIRI8IcUpU6MlQ2bvZsaW2yw7+o6+UzZSvFIjXjx1I0++SlSpWok+/SdjY5OTrFkKYZ8uH7nyVKFYqYZkcymLjW1uvH1+XWolPq7dfESuPJWxs89DkUIV8PULYMzSk7ToNSnGW4hBAX6M6VgGP28vNGo1wHfXVG3cjVLVmtNh8FwcHJ2RyaOerDhx+CD1G/ciMlL1XX82Nmlp1aoxb9++Z1DfNuw7uA23m2fZumgkMpkMBycXtm/br9PXrw+SJJEpUwYGDBjDhw8e+g5H0LNpE/vh6XGfuTPi/yydo6MDM+b8haFSiUyC3asmM7JtcV4+vqnDSAUhaYgET0gVildqSO+J6/j04QPVqrfk7euXDJ9/gDk7H9Kw8yiy5C6G0syWnAXLI0kSefOVJ23anNiny0uNOl24fPV+nGrP/VdYeAR1azXDxNKONv1nMH3zLSatvkB6J5dYXe/9+T3eXh/ImCXq+bxarfr/sJtG2wEzCQsOwuvTG+7ePcvy1UuRJImLZ0+RLl0e3r33/K69l9dX+vYdRWRkJOVKF2TlmiVcOraN10/vYJchC56eqSchat68gSiZIuhEUFAwN69e4dWLy7x6cZknT6+SJWtm5gxrxoop3VFFROg7REGINSmmmmJC7Dllz6cdufBwvK79q18d4nut8K9zhzawc9k4DI1MmL/36U/bfPV8x5l9a8hbvDJfPN5ybv8avn1+jySTc/HSkVhtNfZf7s/fUbJ4FZYdjf+esC8eXSd73l/XvIsIC+HGuf1sXTQKX9/nQFT5leZtBnLm+FEkmQwf72ffXfPP/21JkgCoVK0tD+7eJnue4nz5+ILXL6+gSxUrNuTcuX067TM2QkPDCAsLI00aqyQfW0g9AgODqFu3DUePbsPExPi7c4eOXqJ7t35oNFo6DV1AvhJV9RSlIHyvZy2nO1qttsjPzokZPCFVqVi3PWnTOf52taqtgxMtek3CtXB5KtZtz6Q1F1l86DU26RwZMGhSnMfM7OSATCZn+eSuaDTxmwX8XXIH0L9RLrYuGknFqtWjj8nlMnZvW8Dbd/e4cuX4D9dIkkTTpp159Cgq0V21YjoatQrfbx6EhPx8gUZKtGjRKvbuPaLvMIQU6p8PQtWqNUOtVv+Q3AHUrVWWd29uUa5iRZZN7sqBDbOSOkxBiDOR4AmpzpS1lxk6N24zSTKZjHpth3DnxlVevfn00zb//6zbP4wMlWzbtR63W+fYvGB4nOONDVOLNHTq3p29Oxf9cM7SwoxcObP8cDwgIJDFi6fj6poDgINHziNJEgYGhhgaxm/P2uRo2LC+dOrUSt9hCCnQ48fP6NChLwAnTuxAofh15TADAwU7t8xjxuzpnNi5lFV/9UqqMAUhXkSCJwh/K1yuDnYZstKi5fdv3PfvP8fRqSh2drl+eW21SiVYsnwB107v4uGN0zqPLXue4uzbHbektVev4Xh5fY1esNGne3PyFSoK2gjWrPsxUUyJlixZy86dB6JvQwtCbPj7B/L+/Sdy5nRm7NjBAFhYxO45zm6dGrFz7yYeXDvJ9P51UKl+/sFPEPRNJHiC8B/dx67k5fOn7D14NvrYoGGTUSijbtt8/er3y2ubN65Ko2YtWD65K263z+k0rtb9ZuDv68302Wtjfc2SJdPJl+/fEhEGBgrOn96C2/0TVKlQTKfx6UuDBjUpV66kvsMQUoiQkFDCw8Nxd3/B3LlRO6E4O/84+x2TKhWKcfnKMb56vGVsx9IEBfjpPlhBSCCR4AnCfzg4OlOodE26dOhJ8dKNOH76Gh6fPpGrYFkUBkr2Hjzz2+vXLJ9E/cZNWDqhk06TPDMLKyo37MKcmXMICQ374fyNG3c5ceLf8fbuPcKJE+dS/cxWZGQkVlaW+g5DSCGOHTvD6NF/Ubx4IebPn5KgvnK6OOHmdgG5HCb1qCxW2ArJjkjwhD9e1B6tbRjSvAA+Xz7RddQyuo5eRqRGQctm7fHy+EDe4pVxdi3GwgUx7wKxbuVUKlapztoZfXUaZ4OOI1AaGtO2w7AfzqlUKhQKBf7+AahUKlxcslGsWEGdjp8cjRgxhY8fU0/JFyHxRERE0LhxHaZPH6OzPtNYmXPn1jE06kim9a0pkjwhWREJnvDHO75jMc8fXUerVbNmeh8ACpaqwbC5+5m24RqDZuygYKkatOg5CY8Pb3jw6EWMfW5aP5PQkCBeu9/TWZwymYw2A2Zy9tRxTp69Hn08LCycDh36UqlSGUaOnMKZM5fIkycnmTNn0tnYydX27SvjdYtN+LOEhYVTvHgNvLy+/nYhRXxYWphx4cIBAvy+Mr5rhXivpBcEXRMJnvDHe+F2E0sra8zMLQgJ+X5rszQ2DtElTOwds5HO0ZlBQ39+a+ejx1fqNepJqbJNKVSkJhISSqWhTmMtWKoGhcrUonWLzrx554FWq8XIyJBHjy4iSRKLF0+nevWKOh0zObt/341581L23rpC4jMyMuTu3TPY29smSv/ZsmTgwf2zBAX4sGJy10QZQxDiSiR4wh+vbf8ZBAUG8MXzI5/fv2Dfuum/bJu7UDnevn79w3G1WkOJEjV5+PARKC3ImL0gY5aeIGPW3D/pJWG6jlyKXfrMlC/fgIsXr9OxYz+MjKISyZi2RUttXFyykTOnMwDt2vXm+vU7eo5ISK4iIyNp06YXwcEhidJ/WmsLduxax8MbZ3j9VHwfCvqn27lqQUiBrO0yMHndZfavm477/cvYpPv1rc206RwJ8PPh/v3nBIWEcOPWQ86cucTD+/eIjIhgyrqrGJmYJXrMw+cdYFT7kgwYMpVD+1Yl+njJlYmJMTVrVgZg5szxiTZDI6R8SqWSnj07oFQaJNoYFcoWJq1dOq6f2UPWXIUTbRxBiA2R4AkCYGFlQ7uBs2NsV6Z6C07vXUnFSnWQJAml0ggbBycKl6tH/fZDkyS5A1AamTB8/mEm96pCvYZduXF1PwYGf/Z/53Tp7Dhw4BhZszqRN6/uZ06FlM/QUMmLF2/IlSs7+/YdpVatKtGz37oik8mQpD9rJl1Inv7snwiCEEdKIxOmbbgec8MkYOvgyIQVZ5nUsyo16nTizImN+g5J7wwMDID4lYb59s0bG5u0vH37nqdPX0TPDAqpx7t3H7GysiRHjmxcvnyDWrWq6HwMjUaDXC5+tAr6Jz5mCEIKZm2XgYF/befereusXr9f3+HoXa1aVcid24URIybz/v0n3NzcWbgw6hb2xImzOXnyPFqtlgULVqJWq3n79j23b99Hq9XSuHEnPn3yJCQkjM+fvwCwZ89hfH399PiKBF1q3LgOlSuXRS6X07dvZwwNlTofIzQkGENjU533KwhxJRI8QUjhnFzyUbZWa0aPHKfvUJIFSZKoXLkc6dLZkjZtGvLmjdpirmPHFhQtWoCIiAhCQkKRy+W8f/+Jhw+fIEkS587tI0MGB3LndqFjx5ZotVoePnyCTCbn6tVb9OoVVX8wMjJSny9PSCCNRoNGo6Fnz+H4+PjqtO8ly3cQGhJM1cbdoscRBH2RtFqtvmNINZyy59OOXHg4Xtf+1a8O8b1WEFQqFf0b5qBardps2xjzs4SJoWLFhpw7F7f9clMKf/9AwsPDkctlNGzYgTNn9vx9O1hISW7fvs+sWUvYsWMVERERKJXfz+Al9HvYMVMRchYqz9tn9/n2+QMyuYysuQqT3smFCvU64uDonNCXIAjf6VnL6Y5Wqy3ys3NiBk8QUgGFQkGvCWs5fuggt+4+0Xc4qY6lpTl2djakTWvN3r3rMDAwQHw4Tv7+KZuzaNFqjhw5RaFC+Vi2bCbAD8ldQgUFhRAU6I/HW3ciw4M5fe4gf82choJw3G6cYlL3ymxdNFKnYwrC74gETxBSCdfC5XHKnofqVRtSoUprfYeTatnYpGXPnsNMnKifmVLh954+fcH27VGzcCtXbuLDBw9atGiIs3MWZDIZ1tZpEmXcMxduAeD5/iXHj++gcIGcdOvUiGuXdvPqxWXWbFjB5ePb2TT/x60GBSExiARPEFKRIbP20nHIfB7evc2KNXv0HU6qVb16Rfr06aTvMISf0Gg00Unc2rXzcXRMj61tWnLkSNzbo9+++QHQoGlTcro4/XC+Ub1KrNu0kmund7FicjfxfJ6Q6ESCJwipiEKppGiF+mTLXYQtW3brO5xUy8zMFBubtPToMZQHDx7rOxzhP3LndqFgwbxJPq6fnz8ALZrX+WWb+rXLs3PPJh7fPs+ErhUICfJPqvCEP5BI8AQhFQoPC8bURJRqSGwDBnTD1TWHvsMQ/uP69TsMHDg2ycedMmEyAGVKFvhtuyoVivHg4Xk06nAm9dB9HT5B+IdI8AQhFfL56kF+Pcxi/Gly5sxOQEAgLVp0IyIiQqd9q1QqwsLCddrnn6BkySJs3rw0ycdNY2PHhCkTMTE2irGtQzobbt04SqC/DwtGt+Hl45tJEKHwpxEJniCkMv0a5CA4wJdaNcrpO5Q/Qpo0Vgwd2ltnqzKPHj2Nt7cP9++70aRJ1HN+p05d4OtXb530n9pptVrmz1+R5M+4vX5xhf69W8W6fRorc+Yvmo3/tw/MHdaMQU3z8P6lWyJGKPxpRIInCKmMwsCAWvUaUK50QX2H8keQJInChfNz4cJVZsxYBICX11e0Wi2tWvXg5cs3PH36gvbt+wBw/PhZbt26B8CIEZMJDw/n7NlLdO48AABPTy/evv1AkSIFOHx4CwDPnr3E0/Nz0r+4FEiSJEJCQlNEQeq2LWvz5OEpPDzdcM2bn+kD6vLprbu+wxJSCZHgCUIqU6pac04cOYzXFx99h/JHyZcvN3XqVMPX14+2bXsjSRJTp47E0TE9WbNmYty4IQDI5XLkcnn0NWq1hlKlijF//hQAOnduTeHC+b/ru0+fzmTKlJGPHz2T9kWlMKtWbebOnQeMGjUAQ0NDfYcTa0aGSk4dW0dGp6zsXjFJ3+EIqYTYEVkQUpkmXcdy/+pxatftwO0bB/Udzh8jTRor0qSxAmDHjpUAZMnyb7mMbNkyA1C1avnoY61aNY7+s5HR7xOS06cv8vbtB4YM6aWjiFOf7NmzYG9vp+8w4q1osaJcOH8Jny+f2Dh3CFq0pLXPiF36LKR3csHROQ9pbBx+eX1QgB9Xjm/l01t3ggP9sXVwIkOWnKSxdeDV49u8fXafAN8vyORyZDI5MpkCK5t0ZM5RkFwFy5Axa25kMjHvk1qIBE8QUqHekzYwqXtlHjx6Qf682fUdzh/nn0RPV4KDQ2jcuA6SJOm039Rk5cpNNGhQEzs7G32HEm/ZnTNz9OBBxnUpj629Aza2trx5cpOH108SFhqCWhV129nEzAKHTDnIU7Qi5eq2w8TEnK+e75jcqxoySYaNnT2mZma43XzG9dO7UEVGYGpmQXpHR3LmyIZao0alUhEZEYmX12ueP7jCgfXT0Wq1GBqbkiZtOpzzFKNk1aZkzVVYz18VIb5EgicIqZCDozPpHJ0ZMGgi505t1nc4QgL17TuS5s0bUL16RX2HkmwplQYpvniwuYUZYaHBGJmY8dTtzA/n1WoN7s/fsm3HES5evMqJnUs4sGEmVmntkckNkIBPH+8hl8dvFu7h45ecOn2VK1du8fDuOa6c2I6hkQnth8wnX/EqBAX4YGGVchPoP41I8AQhlcqSsyD3rx7XdxiCDqxaNVfcOotBhw4tCA0NY9asxfTv303ne80mhadPXwBQo3atn56Xy2W45srKlAl9gb5AVFI2f8E69u3aGd0mvvK5OpPP1ZnB/dsBEBmpolLV1mxZOJw1wYGoVJHYZchC5+GLyeScJ97jCElDvGMIQip0aPNcrp/ezcjRYt/LlG7ZsnW4ubmL27OxYGCgwNzcLMV+rV6/egtArRqxn6nN5+rM2pVTGTNhLAbKmGvwxYWBgYLKVSoQ5O+DY5Zs3L1/Aes0FvzVrw5zhzUjwO+bTscTdEskeIKQinh7fWBsp7Ic37GE4WNG0rdnC32HJCSQq2tO0qa11ncYKYJCoaBHjw54eHxm0aLV+g4nzl48fw5AmVIF4nzt4P7t+OL1SMcRwc2bdwDYsnEhWZzSc+3Sbvbs34rf1w+MaF2UucObs2XhCC4d24pKx8W+hYQRt2gFIRU5e2A93z6/Z/W65TRuUFnf4QgJ5O8fSIECebCwMNd3KCmKubkZ9va2+g4jToKDQzA3M0GhyIRDuuTznNu1SxcAyJUzS/SxSuWL8Nz9AstW7WLTxp08f3CJG2f3sm3xKOwyZKVYxQZUqt8JIxMzfYUtIGbwBCFVadptLAVKVqdb59589Piq73CEBDp27DTz56/UdxgpjrV1Gpo1q8/p0xfZu/eIvsOJFZVKzZhRfX66uEJfBo+YDUDLtu1+er5n16ZcvbSLZ0/O8cXLje27N+KczYlTu5czsEkeTuxM+i3jhH+JBE8QUpnuY1dibGbBnPnr9B2KkADfvnnTvHkDxo4dpO9QUiwHB3syZcqg7zBi5ds3b6pUST7bC759+559u/eiNDRm7qzhsbqmWqUSHN6/Ak+P+4yZMIYDG2Zy+4KoxakvIsEThFTIPmM2HtzX/fM4QtJp0CDqWbKUumAgOXB1zUGRIgWYN28FW7fu4ejR0wC8ePEab28f9u8/xoQJs/QcZZQZMxbh5xeg7zCi2dnZsmTRZLw+P8TIMO4rkgf3b0ebDh1ZO7Mfp/aIWWh9EAmeIKRCxqbmBAcH6zsMIQEuXz5Ehgy/3rVAiL38+XOzePEaXr16B8C0afMJDQ2nevWKdO3ahkePnnL0qH5vjdarV53z56/oNQaA0NAwOncegCRJ1KyZsOd4F84dydBRw9m3dhorp/ZI8XUKUxqR4AlCKhQeEoyxsbG+wxASYO/eI7x//1HfYaQKlSqV5cqVI/Tt2xmAdesWkjGjA8bGRmTI4IBWqyFCjytAtVot+fK5kiuX/nedMTIypFWrxhgb66bkysghndm5dzNut84ysVtFQoL8ddKvEDOR4AlCKmRibklAQPK53SPEXUBAIJGRKn2HkWpIksSIEZN5+PDxD+fy5XMlc2ZHIiIiEz2Of2axJk+ey9atewDIk6cclpbmFC1aMNHH/53g4BB27jxI5cplddpvlQrFuHvvHBp1BENbFGTVX72ICAvR6RjCj0SCJwipkF36zPj5+Og7DCEBOnRoQbZsmfUdRqrStWtbbGzS/vTcmTOXiIxM3ATPz8+fIkWqEhAQSN++nalXrwYA164dxdLSIlHHjo3w8HCePHmWKH1nTG/LC/cLTJk+mYfXT7FiSg8iIsISZSwhikjwBCEVyuxSAH9fb/wDgvQdihAParWa8uXrJ3rC8aeIiIhg3rwV2NqmJX36dD9tM3hwT0xNTRI1DisrS27cOI6FhTlWVpaYmZkCJJs6h9bWaZg4MXF3v+nZtSmqyAie3L3A2I5lCArwS9Tx/mQiwROEVKhgmVoojUyYNG25vkMR4kGSJJYvn42BgYG+Q0nR1Go1z5+/QqFQYGpq8suvZ2hoGB079kOr1SZqPKNHT2Pv3qOJOkZCnD59kYEDxybqGGq1BiSJGXNmYGRkyNiOpQjyF3cbEoPYyUIQUiGZTIZCoYBE/oElJI7AwGCUSpHcJdTDh09YvnwDK1bMplu3tr9sp1DIadeuGZMmzUnUeAYN6pFsZut+pmTJIuTLlztRx5DLZfj6RG3J1rFtPXLlqcSySZ3JmNWV4EBfuoxYkqjj/0nEDJ4gpFLBgX40rF9V32EI8fDkyTNWrtyo7zBSHH//APz9oxYXvXr1lgIF8rBixezfXuPu/oJTpy5QsWKZRI/v5s17fPnyLdHHiS9TUxPu33dLskcDDAwULF8xm9dP73LxyCbuXT7G2QNrk2TsP4FI8AQhFfL3+YJWq6V40Tz6DkWIh5IlizBjxjh9h5GiaLVa9u49wurVWwAYN24Gjx/HvGBAqVTy9as3AM+fv+LLl2+o1epEuV378uUbwsP1V44lJpGRkWzdugeZLOlSgyoVikX/uXjpslw+uiXJxk7txC1aQUiFtiwcgam5JQYG4r94SjV37nLy5cudrLavSo60Wi2dOw+kSZO6dOzYMvr4li3LYnV91qxOZM3qBEDmzI5YWVmwbNl6JEmid+9OOo21b98uOu1P1wwMDFi/flGSjnntZtSOO5mz5aBnj3a0b9MFlUoV9YiJkCDiKygIqYhGo2H97AE8vn2e9ZtW6TscIQHq1auus2KzuhAYGMSnT57kzKn/Yrz/eP/+I5IkY8mS6RjGYzut/6dUKlEqlXTq1ErntymnTJlL+vTp6NSplU771bW5c5dTsGCeJLllDVHvWVbWNpw8thlbWytkcjk3zuzh/MF1+Hz9RLna7ajffmiSxJLaiFu0gpCKnNm3mlvnD6DRqKlRtaS+wxESIGPG9DpJWnTFy+srM2Yk7ezOz0QV4z0AwJEjp7hz5wHGxkY6va148+Zdbt9+oLP+AAYP7kWTJnV12mdiqFatAq6uOZNsvNIl8vPm1TVsba0AKFK8FAc3zuLjm6fUbVCfU7uXM6l7ZbHNWTyIBE8QUpF8JaqSPW8JfYch6MD581eYOnW+vsOINmLEFPr378anT54MHz4JgHXrtnHo0AkAnT6zNm7cDB4+fIy/fwArVmwAYOnSdZw9ewkDAwW3bt1HrVbTs2dHGjSoqbNx/2Fra4NardZZf9u378fd/UWyXkH7jzx5cnL/vlv0YpWk1rlTCwJ8v2Kf3pHli8bxyO0SPl8/sWRcB73Ek5KJBE8QUhH7DFnIV7wKSiNjevSdRI26yfuZH+HXqlevyLx5k/UdRrTVq+dSoEAe5HI5jRrVAaBUqaLkz+/K06cvaN++T4L6DwoKjp4hbNCgJo6OGQgLC0eSJADKli1OzpzZUSqVzJo1HrlcnrAX9BuurjmoXLkst27d00l/UYWN9b9TRWydOnVBpwluXFhbWwKwcmVUyRqHdDbsO7CFJ3cv8P6lm15iSqlEgicIqUyZGi1Rq1Ts3bGNG5cvAIg9TVMgSZK4ePFa9KpQfbOysuTatdvMnr2U4sULAZAjhzOZMmUke/YsjBs3hM+fv/Dq1VsA7t59iK+v33d9XL9+h6Cg4J/2b2pqgpGRIVqtlkKF8pEmjRX29rZ069YOgLx5c/9yF4rEEBgYxLx5K3TyLF6tWpUBfvnak5tZs8ZjaGiY5ONeu3ab8mUKcvb8QcqV/ndf3pLF8mKf3pFj2/X/iEBKIhI8QUhljEzMaDdwFpldCiCTyUmTJjt2drn0HZYQD05OGSlcOJ++w4hWsGBeunZtg0ajITw8PPq4QqHA2TkLd+8+5MiRUwDs23eUjx89efLkOS1bdgfg8uXr3L//4yyMVqvl0KET9OvXNXrGTt+srCxZunSGznYTWbduO9eu3dZJX4lNo9FQo0ZzvLy+JtmYWq2WVas24e3tS8H8P75fNWnaEPd7l5IsntRAJHiCkAoVq9iQwTN3UaxiAwDKVRIFj1MiJydHXFyycfOmbm4VJpSRkSE5cjhz4MBxRo/+64fztWpVoV+/rgBMnjyCvHlzkS2bE7NmTQBgyJDelClTnP37j303mxUREcHBgyeSTXIHUQlHw4Yd+PTJUyf9TZo0nKpVy3+XGCdXMpmMY8e2Y29vi7v7i0Qf7+NHTz59+szatQuwt7f9aZuhgzoSFhbCa/fk8X8hJRAJniCkUgqlkpwFyyLJZKxePk3f4Qjx9ObNe/bvT177lzZoUJNx4wYTEBDI3bsPf9vW0NCQjBkdov+u1Wq5f9+NwMCg6GMGBgasXj0v0eKNq/DwcHx9/Th2bDsZMjjEfEEsXbt2m9ate+msv8RkZmZKWFg4vXuPICIicYszP3nyjG3b9vy2jaWFGRkcM3Nc3KaNNZHgCUIqtmf1FCpVqxFdgkBIefLkycm0aaN58uQ5ly/f0Hc4QNTzgRYW5ri7v+Tw4VNxvnbChKHY2dkwbtwMwsPDGTduBvv3H0ukaONu/frtbNiwEyMj3T6HVrRoAbZtW46vr1+iJ026YGRkyOnTu5EkidDQsEQZIyAgkGrVKjB4cMyJb/UaVXn77H6ixJEaiQRPEFKpfeumExzoy6plU/QdiqADvr6+yW4f02LFCjJ27KB4XSuXy0mf3h5DQ0P69OkcvRBB3x4/fkbTpvUYMKCbzvtWKBQYGBiwZMna6Fp+yZ0kSbRr14d79x4lSv99+47k0qXrsapjmNExPZERiZNopkZiJwtBSIWCAvw4tXs5k6dPIY1V8q+9JcSsdOniANy584BChfIlm+fV5s5dTlhYGKNHD4zztT16dAAgXTo7HUcVf9u27aVhw1pYW6dJtDFGjOiXqGVedG3LlmWJsjcvRJVDUSpjV9A7vYMdKpVudxhJzcQMniCkMhqNhm2LR2JoZELvbs30HY6gQ5GRkUybNp+AgKCYGyeRgQO7M2JEP32HoTNTpoykcOH8iTqGQqFgyJAJzJ69FIgqhLxnz+FEHTO+zp27zLlzV3SekAYFBUevro7th5WMGexQq0XJp9gSCZ4gpDJ7Vk/l/tUTdOyq243SBf0KCgrmwwcP9uxZh6Vl8pmVffPmPW5u7voOQyc0Gg1t2vQiLCzxV7oOGdIruvhx4cL5KFAgT6KPGVfe3j6cOXMpUfZENjU1oV+/rnGqt5cpYzq0Go3YtiyWRIInCKlIUIAfFw6tp+/A/kybmHpmVQS4ePEa27bt1XcYP3j9+h1ubk/1HYZOSJJEnz6ddb644mccHOzp0qUNANmzZ+XYsTNs2LAj0ceNi7CwcJyds1CqVFGd9anVaunZcxhubu6ULFkkTtemd7BFJpPjdvOMzuJJzcQzeIKQiqyfPQALK2smjOmp71AEHXnx4jUvXryhVq0q1KpVRd/h/KBq1fL6DkFnQkJCKVIkcW/P/krTpvVQKnVTVFkXoopZR9ChQwud9itJEgMGdCNzZsc4XyuXy8jglIVLx7eSr4So7RkTMYMnCKnAtdO76Vs/O0/unOevGRP0HY6gQ2Fh4QQE6Gfj99gaOXIKp09f1HcYCaJSqfj8+QsqlX72YLW3t+XEiXPf1QfUp/DwCNq376PzPWmvXLmJublZvLdCq1O3Ji8eXddpTKmVSPAEIRV4434XmUzG+/f3ad5YfLJNDW7fvs/06QvJmzcXLVo01Hc4v9W9ezvKlCmu7zASRKFQkC1b5iS5Pfsrr169TTY7XRgbG3Hp0iGdL664c+cBnz9/iff1Y0Z0IyIsjPvXTuowqtRJJHiCkAoYGpmgiozEzMxE36EIOuLomIGKFcvoO4xYyZw5Ew8ePObOnQf6DiXeTp26gI+Pr15jGD16YLKZwVOpVEycOFun5VECAgLp168rhQrFf39lE2MjcucrwNGt83UWV2olEjxBSME0Gg2HNs3hzL7VDB4xVN/hCDry4YMHDRq0w9U1Bxs37mTx4jX6DilGvr5++Psn71vJv5M5syNGRrpfLRoXkZGRdOzY/7t9evVFq9ViZ5dWZ/UWtVottWu34sMHjwT3NWbMAD68fkJISKAOIku9xCILQUhhVBERKP4uDDqmQyl8v3kycNgQRg3trOfIBF1xcLDj+PEdmJmZUrVqeUxMjImIiIh1QVh9qFGjEhD1gzy5FGGOC2fnLBga6vfra2BgwJkzUXuy6vPrqFKpePPmPT17dtRZn5IkcebMHp18D9eoUhJTMwsOb5xDsx4TEh5cKiVm8AQhBTmxazl9G2Rn/eyBHNw4G3+fL9x/cJFxI7vrOzRBhxQKBZaWUTXSHBzsRGEY4gAAPvdJREFUsbS0oFmzrjx58lzPkf1aeHg4hQtXSZIaconh4MHjfPr0Wd9hIJfLGTp0Ijt2JN5WZhqNhgsXrv7yvLv7S6ZPX6TTMRctWo2Hh+6+vpWrVeXBtRM66y81EgmeICRzGo2Gt88fcOPsPm6e2wfAnUtHOL5jMVOmT8Ypk4OeIxSSwpo188id2wVvbx99h/JTSqWSI0e2JkpR3KRQu3ZVMmXKoO8wAJg6dRTNm9ePdXt//wBWrNjwy/MeHp/RarWsX7+dyZPn8uzZK/buPfLTtmq1mjx5crJ27fy4hv1bWbM6YWCguzIwVSqXwd/3q876S41EgicIydi75w8Z2qIAMwbUY/3sAci0ERgam2JuYcmho7vo2bWpvkMUkkjatNaoVCoaNGjPt2/e+g7nB1G34C4yatRUAGbPXsrbt+/x9w9kyZK1eo4uZgqFgoCAQK5du63vUDA2NuL06Yvs23c0Vu29vX2xsIja3WTmzEV4enrx8uUbdu8+hFarZdCgcXz58o02bZrQq1cHcuZ0Zs6ciVy5cpOxY6d/19fUqfPZvHmXzl6LVqvlwoWr1KpVhQwZdPdhtEWT6mg0aq6f3qOzPlMb8QyeICRTERFhzBnWlJyueTh5bAPh4RFYWpjpOyxBjxQKBWfO7MHAwICQkFBMTIz1HdJ3WrVqHL0K1NU1B8bGxqjVKhQKOV+/euPr64eLSzY9R/lrkiTpvCxIfJmamsSqGPDDh48xNjamZctGaLVa0qdPR5o0VgQFBaNWa5AkiXnzJmNvbwtEfVCAqO+lHDmy4eBgz+PHzzh8+CTt2jWjT59OmJv//H3m4cPH3L//mHbt/t3jOiAgEEND5S/r2vn7B7Bx405KlCgc79p3P2NgoKBy9ZrsW/cXJao01lm/qYmYwROEZOr8wfVIMolzp7ZgZKgUyZ0ARN0K7dt3JKdOndd3KD+QJCl6JqlmzcrY29tibZ2G7t3bc+HCVS5eTN4Fas3NzShWrCADBozhzZt3eo2lVKmiZMqU4Ze3Uv9x//5jPnz4BER9/du0aYqRkSHZs2eNvs3r4GD/02ttbNKSNasTd+484PTpiyxduhZr6zQ/3EpVq9WoVCoiI1Xkzu2Cp6cXAwaMAWDIkAlcu3Ybf//vV7Q+ePCYtm17YWlpwZo183Wa3P1j7syRBPh+xevTG533nRqIBE8QkqkA36+YmVkgl4v/psL35s2bTP36NfUdRqyFh4dTr151unRpre9QYqV9++akSWOl7zDw9w+MsbZgu3bNuHv3IV5e8X8erV27Zpw8uZPJk0eyb99RVq3aDICnpxdarZYJE2axffs+ChfOT5EiBTA1NaFx4zoALF78F+XKlaRq1Sb4+wdy8+Y9VqzYQL58uZkyZWSirgR2zGiPqbklZ/evBuD66T0c2jSHiIiwRBszJRG3aAUhmQoNDkRpmDIfWBd069Kl65ibm+HqmoObN+9SunRxxo+fSceOLcicOZO+w/slHx9frK3TMHLkVIoVK0SLFg30HVKsZMqUQacLAuLLzs6GqVNH8fWrN7a2aX/ZLmPGDAku8fJPIlayZBECAqJm41q27M7WrcsZNqwPZmam0W0tLMwpW7YEQHTZkwsXDqBUGpAxowMRERFIkoSTU9z3m42r4EB/Lh7ZjFxuwLmD65DLFXz++IquI5cm+tjJnZgaEIRkysjYFH9fb9Rqjb5DERJZSEgoDx8+/uX5wMBggoOD+fDBg127DgFQuXLZ737oJhf+/oF8++ZNaGgYNWq0IDg4hDlzJqaY5A5gwYJVHD9+NknH1Gg0aLVa5s1bwcePntHHtVotTZp0wsfHF3//QIKDQ364tkWLBrx791EnC0TSpbOLfk7y3Ll9pE+fDnNzsxhn4oyNjZDL5aRPny5Jt63z9X1BesfMXDu1i6Ily9C+cyee3b+SZOMnZyLBE4Rkqn7H4ahUkQwbPVffoQiJzNvbl+nTF/2wLdTu3YfYtm0vtWpVpnTp4mTN6sT8+VMIDg6hRInCPH/+Wk8R/9qePYfYunUvxsZGXL16BFNTkxRX+HjSpOHRtyCTwrFjZxgxYsrfzzCaYW9vw9Gjp3n9+h3h4RGMHTsIa+s0DB8+iUaNOhAUFIyvr993deX8/Px1vtVaSvl369O3G2Ghwdy7dZPHbu6EBPnrO6RkQSR4gpCMqFQqNs0fxpTeNbh8bCvWdhl4++a9vsMSEpmFhTnr1y/k40dPPD29oo8XLVqAwoXzf9dWq9VSp05rXr58y+LFa1Cr1Ukd7k+dP3+FxYvX0KlTK/r16wpErdRMiZ4+fUGrVj34+jXxy9FoNBrKly/FkCG9AOjcuTUGBgZ4e/sSGhpGWFgYW7bsQavV0qlTS7p0aY2pqQm3bz9g2bL1AMyatZgsWTJRu3bVRI83OerZtSmZs7mg1qh5cO8uddsOQaMRdz5EgicIycRr93sMbpqHO5cOYW9rxf510/H6+JoyZZPudocQe//cUnv58g1nzlwCYP/+Y4SEhBIcHBK9CtPD43P0zMqTJ89Rq9UEBATy7t0HIGrf2W7dBnH58g127NjPvXuPePz4GQMGjMHJyfGHsiKSJHHkyFZy53Zh69blyaash4tLNsqVK6HvMHQiR45sLFs2C0kiURMFf/8AKlVqhEIhx87O5rtzbds2xdU1B1ZWlqxbtxBJkihWrBBNm9ZHkiSqVi3P5MkjAChQIG+KTaZ15fzZ7eTMnRfQcnDjLHrXycKYjqX/6Dp5IsEThGRi7Yw+ZMmWnQ/v7nDmxEa+eLlx4PBO+vVsqe/QhJ+oUKEBL168xtfXj69f/9fefYdHUXUBHP7dVEihJvTee+9NOtKlSRGpIiKCUkWqgIAfKiBSRFCaCopSlCJNekd6Cb13AiGNZJPd+/2xmxDCpgCbbMp5n2efLXNn5oQMk7Mz957ri9aaQ4eOEhwczIULl5k6dTYAv/zyB9u3m6eFGjRoDEFBwZw65cPMmeaRfwsXLuPddztQv35thgzpZykIm40PPuge477d3NKyfPlq5s5dRLt2tpsv9FVprQkJCaVMmZL2DsUmHBwcSJ/ek1GjprBtm+36cy1e/BtGo5EVK/6iX7/hpE+fjqVL57z2/KyNGr1BjhzZbBRl8pQ+nQd7d63gzu1jPH58gd17N1KiRDGWTB/Kd2O62Ts8u1DR+3yIV5e3cBn92cy1r7TulIEteNV1RfIXHBzAkPalaNryLX5d8pW9w3kl9eq1YZtlKrXU4PFjPzw83O022vLChcu4uDjj7x9I6dLF7RJDBD+/J7Rr14stW/5INv22rLF2DGutWbduM7VrV4ucHzi+Nm7cRu3a1SILUn/xxTQ++KA7GTNmQGud6q+6JYZDR87QuEFrxs7bSvbchewdjs31a5b3P611JWvL5AqeEEmAm5snvYbPZNOGdbR4q6+9wxHxcPHiFUJDDXbbf548OXFzcyNjxgycO3cxUfettUZrjclkYsOGraRPn45Nm35P1sldTJRSnD17/qUGMGzevIM7d+6xZs0GHB0dWLp0BbNm/cjo0YPx8sqMo6OjJHeJpHKFEmTyzsbmP763dyiJThI8IZKIynVb03PoDPbu3M7GjdvsHY6Iw9KlK/D1fWS3/R8/foahQ8dx6NDRRJ8/9auvZjF9+jwMhjDWrdtMYGBQkukLmBCGDfuInDmzM3nyDKtlSqI7fPgYQUHBzJkzFVdXVxo2rMM778h0WvbSoFEDTh/ebu8wEp18hRAiibjsc5QF//sItGbnroM0aVLP3iGJWMycOdmu+69SpTxVqsxK1H1ev34TUAwY0AdXVxccHByYNevLONdLCZycnMiWLQvOzk6sWPEXWbJ48cYbNV5oN3fuQjp0aEWhQvkjP4tpqjCRODw93IHU1x1NruAJkUSs+3kaWPrE1qpTm1279jN79k92jkrEZOLEac+VNElsV65cY82aDYSEhNKyZdfI+UhtzWg08vXXswkLC+Pff3ezd+9B0qZNg4ND6vrz4eDgQK9eXXBxcSFv3tx4e3vx5Ik/Fy9e4eFDXypUaABApkyZ8PLKZOdoRVRnzpwjg1d2e4eR6FLX/1AhkqBbV31Y9PUgrl44AUC12m/QtHENChcuQPXqlTCZTGzfLpXZk5oyZYpHdp63B3//QMLDjVy4cAl//wCmTbNtH6OAgEAOHDiCo6Mj7u5uBAeH0KNHJzp1amPT/SRHVaqUp0SJIuzf/x9//PE3Xl6ZIwdndOzYmgwZ0ts5QhFVeHg4OhXWxZNbtEIksltXffh76TfcvurD44f3CA8LJXOW7LRo1YKhg3pRuKB5/sZs2bKQLVsW7t17wPLlq6ldu1qK7ueU3JQqVZy9ew/RtGkDZsyYR8+eXTCZjJw+fS5RpmoqW7YkZcuay5Js27aKwMAg/P0DePIkgNy5c7z29i9fvsb69VuoWrUC/frZvxRLUtSkSb3IrhQvO8JWJLyQUAOt2nzA4QN7efuD8fYOJ9FJgidEIji6ewPH928iwM+XM0d3kiNXXqpUqUjdujVo91YDMmbwjHHdrFm9+f77rzAYDLRv34uFC2fKFYIkYPv2PRQrVhgwT7ju7OzEvn3HuHr1OjVrVsHfPyDR/ug7ODiQLp0nf/+9kePHTzN69OA41wkOfsry5avo2rX9c3XYnj4NYfXq9XTu3DYygRQiuQl+GkKtNzpw6/o1hkz9nUIlq9g7pESX4hI8pVQuYADQEsgDhANXgFXAd1rrWMe6K6XeBMYC5YFA4G9gtNb6dkLGLVKm8PBwfv9+LLs3/ErWHLlRSrHgp7m0e6vBS2/LxcWF8eOHkyFDev78cy158+aiUqVytg9axEvv3u9Evv7wQ/MVrgYNagOwbt1mNm3azrffTkrUmFq2bEKLFo3x8bmAr+8jatZ88UqiwWDg/n1fsmb14ubNO7i4uHD16nXy5cuD1pqnT59y6dJVTCZTqutnJ1IGn/PXaNSoPSaTZuSsDWTNmT/ulVKgFPW/15KcnQSGA8UBdyA9UA4YD5xUSlWMZf3uwHqgOpAG8AJ6AgeUUq9/z0OkGtfOn2B4l4oMaF2Ig/+uZOKXX3D21FbOnNzySsldhIiZAjJmTE/atGnx9w9gyJBxAC9MVC/sp0mTekybNsEu+1ZK4ev7iNu3zQNAIo6LsLAwwsLC2Lx5B3Pm/ISzszNjxw4hLCyMQYPGcOzYKXr2HEjGjBkYPXqwJHciWTrrc4VaNd4kc9bcTPn5YKpN7iAFJXhKqTLAH0AGIBgYB9QC6gLTASOQE1hrLVlTSnkBszGPpf7Gsm4r4ACQy7INIeJl6Yxh5uKvW1Zz984J+r//tk23X79+bUqWLIqDgwN169YgMDCIZs26yATbdnT58jU2bNgKmEtqzJ79U+R8tImtZs2qdOjQis2bdzBqlLmcS48eA9m1az/Nmzdi0qSRkW2dnZ1ZuXIRJUsWpU+fd1NksWKROoSFhfNW215kzVmAEd+uxcUljb1DsqsUk+ABMzBfsTMCTbXWE7TWe7TWO7TWg4EelnbZgC+srN/csv4MrfVQy7p/Aw2Bm0BrpZRrQv8QImXwzOCFZ7r0VK5QIkH34+HhTsuWTfDwcGfq1DE4ODgwffo8njwJSND9imcmTZrO1avXcXJy5PJlc0K3du0mvL0z4+3tFcfaCatevZqRt5KXLp1N/frmW8hRkzh//wDq1GnFuXOXqFkz9fVTEilDWFg4pcs1JsD/CQMm/QzAqcPb2LvpdztHZj8pIsGz3HaNqAq7SGu9M3obrfXPwL+Wt92UUlmiNclpeX5uCgGtdSBwEHAFMtssaJGiZc9TmHt3ErfbZunS5mQyc+aMhISEJOq+UwuDwcCTJwGcPHmG9u17A9C4cV2MRhN58uSif/9eGAwG/vxzLZ07t8XDw92u8To5OVGwYD6AGG+5pkvnyc6df1GqVLFEjEwI2xoweDIP790hPDycpTOG0b9lQWaP7cHSGcPsHZrdpIgED2gb5fWPsbSLqBrriPn2a1T3Lc9vRP1QKeUOVAIMgO9rxChSkRIV6+D32D6HS7dub5MuXcyjcmNy794D6ccXhyNHTtK37xCKFCnIvHlfAVC5cvnIJArMg2EWLpxppwhfjdyWFcnZY78AVvz6K2ncPAkLfcqZIzsZNmIY3Xv3xiEVl5ZKKQleLctzMHAolnZRr87VirZsA+YkbrBS6n9KqRpKqebAJsyjcf/WWofaKmCRshUrXweTMZwr1xJ/8PWJE6fp0qUvAIGBQfFO2j777Av27j1IWFgYBoMhIUNMtqpVq8jy5T/g6upK5swyW4EQScFb7frini4jrmkshce1Zs+egyz56Sc6fWitR1bqkFISvIiOThe01uExNbKUOvGPtk7EslvASMz/JsOBPcBaoAZwG/jEtiGLlMzJyVyByMEOV0ZKly7B0qVzAKhevRm+vo84ceI027btttrex+cCK1eu48cfZ1CjRhW2bdvDhx9+mpghJxuXLl1l06bt9g5DCGHRq+9oTh07QvdBX/P44V3SuLmT1iM9/x06xFs9R1C90dvsXP8zC7/6hKO7N6SqgWjJvg6eZeBDRE/mm/FY5Sbm5C539AVa62+UUjcwJ3ilMNfBWweMtCSAQsRLoL8fALlyJv4k40qpyL5fJ0/uQGvNpUvXCAgIBKBXr4+ZPv0Ltm7dydOnT6lYsSxa68jbdI0b16V27WoEBARiMBjkSlUUQUFB3L//wN5hCCGAsRNns3rF79Rp3p15kz8gX8HC+D1+jNGk8Uyfme1/L2L1wi9xcnIhk7c3h3f8hVe23IxfsMPeoSeKZJ/gAVE7GwXGo31EGw9rC7XWvwOpd9iNsIkbF0+iHBxwdLT/RXKlFFWrVoh837dvd0BTsWIZQkMNFClSMHJGhghp06Zh4cJlPHrkx5Ah/RI54qSrTJmSkbUIhRCJLywsnOat3+fYfwcJDzPQqd9EVsyfQM06dcmYKQNr/vgDB0dHKlSsQPoM6enUsQVvNqwOQNu3B7B/7147/wSJJyUkeFFn+45Px6GIfnQ2nyU8zCAjF4XZHz9MoGCR4vYOw6qIZC+uabR69OgEwPHjp5k160fmz5+G0WhM1fPh/vXXP1y9eoOBA/vYOxQhUqVGb3bj7JnTvP3BeEpXaUD6TFlYNmcMlSqVY/68H3FN40aR4sWpW7cGTo6ONHijMgAbNu1l25aNNG7fj4kfNubhneukdfekTa+RVK3fxs4/VcKw/+WF1/c0ymuXGFs9E1HL7mmsrV7BvZuXMUiSl+rt2vArt29cYMnC5F0bWymFUoqiRQsxcuTHALRt2xMfnwsABAQEcv166uq5ULVqRVq1amLvMIRIdfbsP07jZj05eewIw6etInPW3Pzz22zWL5tJkbLVmfH1NPz9fCleoTbnfc4yZdJUxo0ZT67cFShfqQVdOvXANY0bm//4nmxZMjF63Ejy5c/Hinmf2/tHSzAquZdFsPTBi8iq1mmtW8TR/jTmPnh3tdbZbRyLzpQlJx7pXr7P0t0bF8mWu5AtwxF24O/3EL+Hd/DOkoWcOaKXWkz+/P0D8PT0wNf3EY8e+eHllRlPT3eePAnA1/cRRYum7GPYaDSitY4cRCNSlnPnLqb4Yzg5OnPmAgZDKI5Ozrh7ZiDAzxetTTg6OWEMD8fJ2ZUceYsQHPgEkzGckKdBALimdScsNASjMZzwMANhhhAyZ84MShEaaiA4KBBHJxey5ykcRwRJ1/WLJ//TWleytizZn6W01qFKqYeYB1rkiscqEW1u2DoWZ2cXCpWsQs9hMwA4d2I/s0Z3xcHRiVpN36Hde6NiLDY6ZWALPpu51tYhiUT0/cQ+3Lh8mk+GDmHcqA/sHY7NhYeH4+1dnKtXj7B7936OHTvJiBEfc+vWXfbsOcAPPyzlnXfa07lzG9zd3ewdboJYuXIdx4+fZvz44fYORSSAevXasG3bKnuHIaIIfhpCzpxlGDZtNQWKlWd0z5qULFOOjRsWM+/HP5kwdjzlazTGz/ce1y+exMU1Ld7ZsqNNmocP7mIIeYqDoxNu7ulwcHTC74k/Lq5pcPNIj2em7AT6PeT6xZOA+a6Fa1oPMmTKgnfO/OTIW5TMWXORLVcB8hevlCS/2PVrljfGZUkv2ldzBqgDFFZKOcVUKsUyB226KOvYlGc6Tw7v/IvazbpQqGQVFn41kEJFi1OrTnUWLVjIpdMHGfHt37berUgCNq74nhP7t7D67+XUqVne3uEkiKCgYD76qDceHm40b96I5s0bAZAnT07y5GnLDz8sxc/vCWFhYYSEhJImTcqb2a9Nm2a0bducW7fukC1bllTdH1GIxPDRJ1+Q1s2DAsXM59WnQf6EGzPTrEUvThz9j2r123FoxxrSpc/I+o0rqV6l9HPrBz8N4Z/Ne9m6dS/Hjp3g5vVrBAUGEBoSTFo3DypWrsLkL4aSI7s3PuevsmPnIY4cOcHFi5fYd+4ooSFPzV2vtCZ73iJ8MOZHvLO/UIQjSUopCd5uzAmeG1AZ2BdDu7rR1rEpR0dH6jVswvRPO/HRhMWUqlSPPRuXc+XyRVxd0+Dne9fWuxRJwM3LZ1iz6EuGjxyRYpM7MA/KmDhxBGfPXiBHjmykT//ibBlDh37Iw4e+1K3bmj171qW4BCiilMykSdPp3LkttWtXs3NEQqRcIaEG/lq5klbdhkZ+9v7o+cyb2AdHJyc+m7mWBVM+pEixkuzdtcLqNtzSpqFtq/q0bVU/zv1Vr1L6hQQxwr87DtOxQ3c2/zmXLh9NfrUfKJGllARvJeYixQC9iTnB62V5NgJ/2TqIB/fvs2jBFPp+5MqscT34bs0FmnUeyPEDW7h56TQtug4CwGQy8fjBLTJ654zxlq1IPu7euIhycGTIx93sHUqimD9/KT16dIyxXIiXV2Y2b/4DpRRLlvxOly5tk+Stjdcxa9aXODg4sHr1BnLlyk6lSuXsHZIQKU7TFr1wTeNGw7bvR35WtEw1pq0w31I1mUzcv3ONRQunJXgsZUsXwRgeToFiFRN8X7aSIrILrfV/PJuGrIdSqnb0Nkqpd4AGlrdLtNb3o7d5XQ4ODtSu24ElP36JNhm5eu4ombLkpF7L7rz7yVSu+hzjk7bF6d8iP6N71uLTdypGFsQVyVe5ms1wdnbhgwET7B1Kovjmm/GUKVOS1as3EBQUbLWNp6cHYWFhXLlyndDQlDftWcQXM09PD1xdU96taCHsrcVbfTn+3yGqN+zA4m8Gc/X88RfahIcbQGsK5MuZ4PGM+fxb3DzSUa1huwTfl62kiATP4hMgCHAE/lFKjbHMJ1tHKfUNsNjS7h4wOiECSJ85G1cvnefCpRtorTm+b9Nzy3/6aiB16tfn8JHt3LhxnKeB/pz5b1sMWxPJxeMHtwgNCWblb8vw8i5BSApMaKJSSqG15uLFy9y+HXO3A1dXV8aNG4qv7yPOnDmfiBEmngYNalO6dHHat+/Nw4e+9g5HiBRhwODJ7N21HRTs3vgrPkd38L9PWnHu+PNFinf8vQSlHEif3uq8BTa1dcu/lKxUL8bl0adAC3zyiIVffcLyOWO5ePpgQodnVYq5b6K1PqGUag8sAzIAEyyPqG4BrS1z0trc4we3eaNBY4oVycuYCeP4YtxEtNa07W2+exweHkbaNGnIlyc7f6/fidFoJGf+2IvhHvh3FSt/nISziytj523FxSVNQoQuXsMv347AK2sOMmXOTJjBgHMKux1pjVKKoUP7x6vt0aMnCQgIpESJIgkclf1MmTIKZ2dne4chRLJ38PBpfl60CLSme+/ezPh6BAC163Xi11kjGT9/e2Tb9cu+pVuvnqRxjU8J3FfX/K2+3L9zk3cHP6ttaggJZvnccXhmyMzNS6c5c2QnHukykr94Rc4e2Ul4mAEHR0cyZPJmx7olFC1djfc+m0NoSBDpM2bFySVhY4YUlOABaK3/UUqVBgYCLYA8mPvbXQFWATO11o8Tav+lShdn9R+zARg8oCv37t5nwbz5kQlet0Ffs2zWKLJmW4MxPIwajTuSM18xq9symUysWTyVTSvmki1Hbu7evkGQ/2NcvGxauk/YwGWf/xg1diQf9+9i71ASVatW7zJz5iTy5csTa7vWrZsmUkT28+iRH+7ubnHODiKEiF237gNwUA5UqFo9MrkDuHfnDvmKV36urSHkKS1axD144nXdvXOHDJmzUqhkFQDCDQa+G9Odq+ePYTSG4+TkzLIVS5g1axGXL16gW6+e/DRvHiajkUvnd3Hs2HmatejIsM7mQXhOzi5kzpqLT6YsJ0PmhJuvPEUleABa65vAcMsjUTlFGzG48s81FLYcEADVG7anYp0W7N30O6Ur1yNz1piHWn8zrB3Xzp+gSo3aHNq3m2ZdPiajJHdJisEQworvPyc8zEDf99rbO5xEN2vWl2TPHr9izoMHj6VVqybUrVszgaOyj927D9CwYR1y5Mhm71CESNbu37mJg4MTq1bMjvzM95E/D+7dpu+4D59razIZKZg/PuVvX4+HhwdGbb5CH24wMLZPHYL8HzN95tdUrVyKtGnTkCuHd+SctwCTxg/kxs17AJQrV4TbN48CYDSamDhlHr/8vJzP+9Slx7BvKVe9cYLEneISPHszGk0s+XUtc+b8hO+Du3w6Y91zy11c0lC3RdyjLa9dOIkGDu7dRbMuH9Oy6+AEili8rHPH9/L7vM+5c+08LmnSMv27aQl+iyApCQgIxNPTg1OnzqKUInfuHHGu89FHvcmbNxe+vo/IlCljZLmRlGLIkH6EhoZy6pQPpUpZvyovhIib1hrvbDnw8HhWLH3qNwtI6+5JznzFCA4OYNFXn3Dz0mkAPNwStqj6WZ8rnDx6mA8//wmAWWO7Efo0iDNn9pA5U8xX7NO4ulC44IsXcRwdHfh8dD9GfdqHd3oMY97E92ndfRh1WnbDze3F0lOvQxI8Gzp27DTeWYqjlAP5i5bj48nL8Ej/8tOWAYybt439W36nTvN3SZ8p5U15lVyFGwzMHteT/IUK8+vvi5/7xpZaDBo0hvbtW3LmzHnKlSsVr3UKFMiL1po2bXrw889zyZkzW4qrkXf27AUWLVrOjBlf2DsUIZKlfQfN5U+ilg/7d8dh5s/9ngq1m3P72nlmfNYZkzGMMEMoSik+/PhzWrVsRJuW9Z5LCm2lXYc+5MhblFKV62Mymbh28RQdOnWINbmLD2dnJ37/ZTrv9UvH2t9msWbxV6TL6IWLa1qUgwOf/7DttcuoJfu5aJOSLDnz6879J1G0bI2X/sXIVGXJw6nD25g9tif375/B2Tl1fj/SWmMymV5I0OIzzZPWGqUUn332BZUrl6dt2+YJGapdRPyMIvmRqcrsZ8Gi1YwY+hkoKFW2Atu3/MLN2w+oUK4e+YuVJ4NXNg5uX0PhoiVp1boZ06Z+Rc03O7N7w68AlK1Qme1bf7VZPEajiW69R/DP2r+YvHg/JpORKQNbYAgJZuOmPyhb2rbz1+7ee4w/Vv6D3xN//vrzD9K6p8MYHkav4TMpU61RjOv1a5Y35c5Fm5SkdfOkePlaMS4P9Pfj+L6NlK3eBI90GRIvMGEzJSq8gZOzMzNm/cKwQd3tHU6iO3v2AleuXKNZs4avtH5E4jNq1CC01hw+fIwnTwJo0OCF0pXJ0g8/LMXZ2YmePTvbOxQhko0fflrJp0NH4OziiqdnetasnMe9+4+oVaslGbyyEfI0iP92rWPOvFl07tCYZSvMJch8793ANY0bWbLn4M2mr3ZOikm9xl05c+IYfUZ+T/pMWTi6ewMBfg85eXovuXJ423RfALVqlKNWjXIAHOrXlVVrtnD2zHm+n/g++YqW5Y0W3alct/VLXTxKSXXwkrw5n/fg52+HM6ZXyuxonho4ODhQqnJ9flywyN6h2EVYmIGQkNDX3o6Hhzuenh4YDGEAPHr0mA0btr72du2tffsWNGkSc60sIcSL9u//j7RuHmiTiZMntrBtx2FKlqxFSEgovvdu4v/oDjt2rqVzB/NghM4dGlOsZFkunz1C/kKFOXFkAyOG9opjLy/n7MnjvNXj08gBEAH+vol2Zb5yhRJMHj+QVStmMf27b0jrAkumDWFMr1rcuurD1fPHX6i7Z40keIkof1HzEOmYSqOI5KFW0y48uHvH3mHYRenSJWx6W7VGjco0aFCbR4/8OH3ax2bbtZdbt+7i7Z3Z3mEIkWSFhBroP2gSefJVoWiJejRt8R5/r1pFSHAg9Ro2omr11vTs1geTyYjJGM6wz4Zz5dI+ShYv8Nx2qtesClpz+aJtiqj7nL+G0WhOmoxGE+4enly/eDJy+fY1C6lao06CXL2LTfd3WrBnx+/4+OzHwz0tX3zYhP8Nas3HbYri53sv1nUlwUtEHfqOY+76awz9+k97hyJeg4tL6pyaKigomAoVGhAeHm7zbRcqlJ8hQz7k0qWrNt92Yho5chJPn4bYOwwhkhzfR/507jaUXDnL8udvK6hYpzUFS9Xg1t2HeGU3D8LavGEdN69dIV2GzAz7bDi3bh6N8cpc27caERryFEPIU/7dcfi146tetSHlKzXjrM8VqtVsQ3BQIHVb9WD1oqns2fgb+YpVYP+eHfTp//lr7+tVeHtn4PiRDdy/f5aHD3zIkMmLpdOHxrqO9MET4iVd9jlGGjd3e4eR6Nzd3di0aQVOCTRTh9FoZMCAz1i8eFayvQr2998/2zsEIZIUo9FEtuylCA8zd8dw88hAwRIVqduqB1lz5gfg7H87WDRtCAFPfOnT7wP+98WgOLdbs1pZ3Nw9MJk0E7+YQf03Xu7/Xq7cFUEphn06mCqVSwNw9/YtalRvTEav7Az7ZhXThndAKUXI02ByFTDPOnVov32mHYsQMbjvf1PH8V6PD2JtKwmeEC/p9lUf0md8tfI3ydWePQfZvfsAn346IMH24eTkxPr1yxJs+wlt06btPH36NFXM3CFEfDk6OlCoaAmeBgWR2dubsLAw7t88z/i+9cnknQO/h3cxGsPJX6gou3euIneu+M/sMH/BTN7p3JNjhw/g+8g/3qVLHjzwIyjQn4p1WjB+7AS0yUjB4hUZ+s1KwDyT1Pi+9Unr5s65szv4a90O3n+vP4WKluDQ/jWv9O9ga21b1WegRzqCAp7E2EYSPCFeUu6CJTm6Zz1GowlHx9TRy6FkyaK4uaVN8P2MGjWZZs0aULNm1QTfl63lyJGN0NDXH4AiREqzb9cfL3z21fTFHD9xhpYtGtK6xRuvVCy+2Zu1yJ4rL/du3+LDgZ/z28/TuHb9DvsPneLJkwD+3baHPTt3Uq9BA36YO4Fbtx+w9Je/WPTTYjJnzcV7I2azc+1SsucrSuFSz2admj/pAx4/uM2Ro9twdnai3VsNqFNzPyYd98CGxOSdJaskeELYUt1WPVn10xSW/LqWnu+2snc4CcrP7wkjRnzBzJmTKF++dILvr2vXDuTJk5OtW3exbNlKFiyYHvdKSUTRogVxdna2dxhCJAu2KjNlDDeSwSsrm9atJU++3QQ8eYyTkzMOjk44OjmTr0g5Nm7YQPZsK0GZy5nlLVSawqWrMbhDaZ4G+VOneVcKl6pCeHg4axZ9yfH9m/lj1S/PDajw9s5gk3htafr0CbRp1SnG5anj8oMQNuTk5ESWHPnY8M82e4eS4NKl86RDh1a4uCTOVGzFixfG3d2NmjWrMH36RMIs/XaSOq01pUrV4cmTAHuHIkSq8vvvPxAS5E8aNw/K1GjKqFkbGDFzLSUq1OFpcADnT+zFEBKMe7oMlKxUlxqN3+bqhROsX/YtlaqYr9rVb9WLqYPeYmDrQmz/axFjJoyl/htWawcnKXVrV4x1uSR4QrwCB0dHjOFGe4eRoEaPnsKlS1ftUoQ4TRpX3N3dqFixEY8f+yX6/l+WUopTp3aSPr1t55IUQsSubOnCXLiwl8xeXhz6dxV//zyNL/q/ye2rp5n27dc8fHiWg4f/pcmbjblz5Qz7Nv1G2/ZtuX7jKO4e7mT0ys7vP0zg/q1L/Pr7Yh48OMOgj96x949lE3KLVohXEBIcSKZMGePVdsrXP9Ll7WbkzZM9gaOyrQYNapMrVw677d/BwYF9+9bj7p6wk4nbgo/PBR4/fkL16kn/W78QKY1b2jQcP/IP9Rp35dKpAyxc/ANvtawbubxwwdz8OO/FOaL37d5N6aqN2bPxN2bOmZHi5haXBE+Il3Dt/AkWfv0xj33v0q7dm3G2/3v9LqZO+pJz5y6xaP7kRIjw9S1fvhoXF+ckMU/sypXraN68YbyT6ehMJhMODg4YDIYEvc384IEvt2/fkwRPCDtxdHRg50vMRfvEP5Anj3157HsXd890dO2U8ka/yy1aIV7Cl4Na4YCR/45si9e3ve07DwDg6emR0KG9Nj+/JxgMBsqWLUn58qXsHQ4Ad+7cfeW6e9u372HAgM8IDw+ncuUmPHnib7XdlCnf4uv7iKCgYPz9X60PXe3a1ejYsfUrrSuESHzjJ83FNY0bPkd380H/vvYOJ0FIgifES8ieuxABT/wIj0f/O6PRFNkn686d2KeUSQrGjZvK1q27KF68MPnz57V3OAAMHz6ApUtXcPnytec+Dw5+GuOMGrt3H+D06XPUqlWV0aMH4+TkxJ49a0mfPh0TJ07j33938eCBLytXrgOgSJGCaK3ZtGk7kyfPeKU4O3bsw717D15pXSFE4lv286+ky5QFR0dHRgyx7Ty2SYUkeEK8hBEz15IxSy6qVKpP3vxVWbpsndV223f9h5dXUXbu2AvAyeMnEjPMl/Lddwt48MCXb74ZT9OmDewdzguyZvUmQ4Z0HDt2in37DmMwGKhTpxUhIaGcPXuBgwePAjBjxjweP/YjY8YM7N9/GCcnJ7JnNxdN9fAwzzzSoUNLKlUqh5OTIxcvXiYsLIx27Vrg5ZWZNm2aMWnSSC5dusqCBb+8VIwjR36Cl1fqKn4tRHIVGBhMSHAggU8e0bx16xRbzzRl/lRCJBAXlzSM/G49k5fsp0jZWnzcfxDzfnxxbuG+75vnCAwNCcEljRsP7t1m7vwViR1urEJCzEV5M2XKgMlkSrApyF5X+/YtyZQpI/fvPyQwMAgXFxd2716Lh4c79+7d5+rV6wBkzpyJsLBwSpYsSu/e1kfBFStWmHTpPMmYMQPDhw94oW6do6Mjbm5pyZgxPWC+fRux/Zg8fuyHt3dmHB0dbfDTCiES2l/rdqIcHHga5M+YkR/aO5wEIwmeEK8go1d2en/6HW92/IjPhn3Gd3OXRy5r13EgD+7fBuD0iaNUqNmUAsUqsnz5KnuF+xyTyURYWBj167fl0aPHvPNOe7Jm9Y57RTtr3LgujRq9AZjLqADUrVuTt9829317990OZMni9dr7yZ49K+3atQCgcOEC5MiRjXPnLuLnZ71i/MGDR5k3b8lr71cIkThmzJiHNpnwzpqD/HntVykgoSXNr+xCJBOtug3FydmFsaPGsnnzDgyGMA4f2Ev91r25cOoA6TN6886ALxn7Xh1ylytjtziDgoJxc0vLhg3/sn79ZmbN+pJ//llOunRSty027du3BGD16g1UqFCGhg3rEBgY9NygmSZN6tGkST17hSiEeAlbth/kgs8pUIpVqxbaO5wEJVfwhHhNzToPpN+Y+Zw4foIDe3aQJq072/5aSODje5w8uJVlc8fw2Pcu3307LlHjMhqNkR3/mzfvwpUr16lbtwZTp5rjkOQu/j79dACNGr3BmjX/MGHCN88t+/rrOcliEI0QAnLlyErLNu04f+4gJYsXsHc4CUoSPCFsoEy1Rnz58yFKV2mIyRjO1G++xNnFBSdnFy6dPkTJMuWfm9cwIR09epKwsDD++edfpk6dBcCmTb9ToEBe3NzS4uaWNlHiSIneeqsp48cPf+6znDmzJYtizEIIKFYkL0t++jJJzi1ra5LgCWFDN6+cpsVbrRn56Wic03gyes4mHty+Sv/+vRN0v9ev32LPHnPNvdmzf+Lmzds0a9aQb74ZD5Boc8mmZHPmLGT16g3PJcgmk4lOndrI1VAhRJIjCZ4QNhTo/5jdO3djCA1l2LRVXL9wAqUUb7dtmCD72759D4GBQTx48JDTp88BsGDBdPLnz4tSKkH2mVq1aNGISpXKPffZP//8S58+g+0TkBBCxEISPCFsqHrDDoSGhlO7aWdcXNKwc93PFCxaIsHqLO3YsY8bN25TsWJZ3n+/W4LsI7UzmUzMnDkfL6/M5Mr1/HzCTZs2YObM5DEFnRAidZFRtELYUOf+X0B/8+tr509w6cwh5s6fbfP9nDx5FicnJ8aNG2rzbYvnGQxhmEwmXF1fvM29desuypcvJf0ahRBJjlzBEyIBHNy2iq+HtqVKjTp0bNfI5tu/dOkq589ftPl2xfPu3r3PnTt3+eSTvlYLGe/ff5jAwCA7RCaEELGTK3hC2NDZo7tZv+xbLp0+ROv2HVgwd6JNtx8eHs7evYd4662mNt2usO7o0ZP4+Fxk0CDrk5GPHi3974QQSZNcwRPCBm5d9WFMr1rMHPUOxpAnLP75Rxb+MMnmfe8OHz7O5s070FrbdLviRU+eBNC0aYMYk7ujR08ycuSkRI5KCCHiR67gCfGals0ezc71P1O4WCm2bvqVLN4ZI6fSspXDh4/x9ddzCAoK5pdf5soI2QSmtaZdux7Mnz+N/PnzWm1ToEBeOndum8iRCSFE/EiCJ8RrWPBlf47sXs/suTPp0vFNli9fxbVrN/n00wE23U/FimX57rspBAYG2jx5FC9SSrFu3a+4usb8b+3vH0iRIim7Er4QIvmSW7RCvIJH928x8YNGHN2zgd//XEqXjm8CUK9eLQYP/sDm+9uz5yAmk4n8+fNK0eIEdvDgUfr3/zTW5A5g0qTpHD16KpGiEkKIlyMJnhAv6fa184zpVRsHFc7+A5tpWLdK5LLg4GAOHjxq832uX78Fo9Fo8+2KFxUrVohPPrHe7y6q77//imrVKiZCREII8fIkwRPiJX0/oTcFixTn5LGNFC6Y+7llTk7ObN++x6b7CwkJZfLkUeTIkc2m2xXW/fDDErZsMQ9kOXDgCACnT58jJCQ0ss2tW3eYO3ehvUIUQog4SYInxEtYMn0ovvdvsfLPH6wuf/DgIX36vGvTfXbt2i8y0RAJb/DgfnTv3gmDwcCMGfMICAjkt99Wc/Dgs9+BUopMmTLZMUohhIidJHhCxNOy2aPYv+VPFi2ZT64c3pGfm0wmWrfuxt2799myZQfXrt2w7X6XzaNSpbI23aaImYODA25uaXF1dWXZsnl4enowYcKn1K5dDYPBAED27Fnp2LG1nSMVQoiYSYInRDz8ueALdq3/lXkLZtOyWe3nljk4ODB16liyZcvC8OEDqFy5vM32O2rUZO7cuWd1FgWRuObNW8xXX5mnnevd+xO2bNlp54iEECJmUiZFiDj8vfQbtq5awLezp9OhbcMXlp88eYajR09RtGghm++7Vq2qZMniHXdDYRO//PIHjo6OdOrUhn79hjNlyiiCgoJxdXWhb9/uhISEcuvWHQYP7kehQvntHa4QQsRISUV821FKHbZ3DEIIIYRINR5qrd+0tkASPCGEEEKIFEb64AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCpPsFTSrkqpT5QSm1RSj1QShmUUneUUpuUUt2UUvH6N1JKFVNKzVZKXVBKBSulfJVS+5VSg5RSaeK5ja5KqWNKqRCl1C2l1AylVHor7doopbTlMTyObVaM0lYrpQrE0X5KlLYvFn0TSYZSanu03218Hj2ibSPfS6y7PR4xyTEsXplSKotS6jOl1D6l1D2lVKhS6rZS6oBS6iulVPU41pfzsBARtNap9gEUBs4AOpbHTiBjHNvpATyNZRtngPxxbGNsDOseBzyitfUCTJbla+PY7qBo2+sRR/s9lnZhgLu9f0fyiPV3tT2OY9fao1q0beR7iXW3xxGPHMPyeOUH0BV4FMcxuDqW9eU8LA95RHmk2it4SilvYAtQ3PLRH0AroALQHPjF8nltYLVSyupcUUqpxsACIA3wEBgMVAcaAYstzYoD65RSHjFsoyQwDggBxljW7wicA8pYPouktX4InLW8rRXHVcY6lmdjtPfW4kgLVLK8Pay1Doplu8L+egKl43hE/fZ/Xmu9P5btjY5jWz1jWlGOYfE6lFIfAEuAjMBdzMdSQ8y/yxbAQGAz5oTH2vpyHhYiOntnmPZ6AN/x7NvU5zG0GRqlzXtWljsB5y3LA4CiVtqMjrKNsTHsZ5xl+YBon+cEgoArVtaZE2W75WL5OR9Y2vxqeb4YS9u6Ubb5P3v/juTx+g/Mf+gifqcjrSzPRzyvKsSxHzmG5fGqx04FzImbBrYCnrG0dbHymZyH5SEPK49UeQXPcjWuq+XtNWCitXZa668xX9YHGGGlSWvMt3nB/B/xnJU2k4ELltefKKWszf+b0/K8Ldr+bwE+UZZHFXWmc6vfBpVSJTDfRtDAl5aPCyqlclhrH207O2JoI5KX7pZnE7A0Afcjx7B4Vd9jTtLuAO201gExNdRaG6x8LOdhIaxIlQke5pNBBsvrzVprYyxtN1ieCyqlykVb1jbK65+sray1NvHsFkFGzN/OortveX4j6odKqWxAUcwnvuii/seP6XJ/xOdntNYngKvxbG/C3AdEJGNKqbKYby0B/Ku1vpGAu5NjWLw0pVQVoLLl7XSttd8rbEbOw0JYkVoTvMxRXt+Lo23U5dH/Q9ayPF/QWt+OZRtRvxHWsrJ8jeX5K8sIsmpKqfaYb1e4Ayuir6C1vgNcsrytHcN+I+LdFe35hROL5RttNcvbY1rrJzFsUyQf3aO8XhxjK9uQY1i8io5RXv8W8UIplVEpVVgplSke25DzsBBWpNYELzDK6/RxtM0Q5XWJiBeWjrq5LW/PEDsfa9uIoLU+BMwC0mK+lbAP88mkBHAKmBDDdiO+PWZRShWzsjzihBNxQtltebb2zbEi5pMYPH/bQSRDlj8UXSxvA4GV8VhtgKW8RIhSyl8p5aOU+lEpZe2P4XPkGBavKCKZua21vq6U6qGUOoV5NO15wFcpdUkpNUYp5R59ZTkPCxGz1JrgXeTZaKwYRzNZWZ4nyuucgLK8vhnbBrTWj4Bgy9vcMTQbCPTHfJIKwzyS7DugttbaP4Z1Yuz/oZTKD+SyvI04oUScYEoopaJexYy+vvT7SP7eBLJaXq/QWgfH1tiiAlAIcAU8Md+W6gXsUkr9ppTyjGN9OYbFy4pItK4qpX4CFgIlo7UpgDm52mel35qch4WIQapM8LR52Plmy9sySqnO1toppVrw/KV8zxheR70iGJOINlaH6GuzOVrrklprF611dq31wDj6pMTWwTfi/TWt9XXLPs5iLiGgePF2QkR7zbMTkEi+ukV5vSiOtn6WNj2AmkB5zAnil5ivpAC8DayMoXM6IMeweDmWsiIRd1AqYi7D8xB4D/DGfCWtKrDR0qY0sCJaORI5DwsRg1SZ4FmM49lVvMWWWwB5lVJOSqlclsrkKzDXLTJZ2qWNsn7U19ZGdkUXamW916K1vgJEdJyP6cQS/SSxJ9pylFIK8x92gNNaa19bxSgSn1IqA+aajgBXiP0PxW0gp9a6p9Z6sdZ6r9b6mNZ6o9b6M6AUcMLStiHQ15axyjGcqrnx7OqbK+bzaEOt9Y9a64da6xCt9UHMdUk3WdrV4PlBFXIeFiIGqTbB01ofxvyN0QA4Y74FcBVz0ncD+B/gAnzMs5NQ1OH7T6O8donHLl2trGcLEd8ecyul8kX5PHq/D6K9j3oiKo15ZFnU7YnkqxPPjrclWmsdU0OttSG227eWTuTtePZlaKDNonxGjuHUKSTa+yVa6+PRG1mqHAyN8lHUOy5yHhYiBqk2wQPQWv+CuWL4b0DU/hUac/+HephHVkUkeI+jtIma7Fm93B9NRJv43EZ4GS/cHrAM64+oCxX9xBLRD6RclD5V0u8jZYkYPasxzw7wWrTWFzHP+gJQRCmV/XW3GY0cw6mQ1jqc55O8f2JpexLz1WZ4VlYF5DwsRIxSdYIH5hOH1roTkAlzx9simCup19Va7+RZHTGA01Fe38L8BxSedaK1yjLU383y1ta1yKz1/4h4fsjzI8cAjmDuaOzIs9sBUU8s8s0xGVNKFebZyMRdWuvLNtp01GM/1uP9FcgxnHrdiOG1Ndctz95RPpPzsBAxSPUJXgSttVFrfVNrfUE/P/df1E6wB6K0D+TZSeKFIffRRB06H9dQ/peitfbhWa2+6CeW3dFvz2mtw3j2c0S0i/gZz2ut79oyPpHoEqr2XYy3eV97w3IMp2ZRvzhYne/byvLIwvRyHhYiZpLgxcIypVkny9tHPBt5GyHiMnvhWKadgeerpu+OqdFriLj8X9hyWyCmfh/R29exXPHJZnkv3xqTMUsn7Xctb4OxUpj1NUQtXRFbMdlXJcdw6hT191UwjrYRy29F+1zOw0JYIQle7N7HPBk7wAKtdWi05VGLx/aytgHLkP6IqyqPSZi+FVFPCK0wj3yEmE8sESe3ykDjKJ9Lv4/krR7PajWuim1Oz5ehlCoINLK8vWSZm9PW5BhOnVby7Opw25gaKaXqYu5GAy8mQHIeFsIarXWqfQB5Y1nWCPNIKw1cAzystHHCXG1dY+7sW9RKm1GW5RoYm0A/R5ko+7hkeQ4EnGJo74F5VGTU9hrIY+/fiTxe6zhYFOV32TCe67QBVCzLswPHomx3UALFLsdwKn0Av1p+dyagpZXl6YDjUX7HlaItl/OwPORh5aG0TrCuNUmeUsof2I/5VtZpzDWS8mAuC9EF8+hZf6CRNtdjsraNxsB6zP1DHgKTME9x4wF0xVw8FuAsUEWb+4zY+udQgC/PhtgDbNFaN4phFZRShzEXF41wVWud39axicRhmcbpLubj7ibmLy+m2NcCpZQGLmO+CnIQc3+mECAL5iuC7/P8lZNGWuv41Bt72fjlGE6llFK5gUOYZ14Jwzxd2F+Yk7UywAjMg98AZmmtB1jZhpyHhYgmxqr0qYQD5it1Mf0HPAe8q81zFFqltd6klHoPmAt4AdOtNDsLNE+Ik4olBq2U2g20jPJxXFXQd/H8iUX6fSRv7XhWAmJpfJK7KArwfJ0xa34D3k+I5A7kGE7NtNY3lFJNgdWYv2APsjyimx/D53IeFsKK1N4HrzfwE+aJpH0xFz2+jXlqnD5A2diSuwha60WYp3eai/lSewjmfh4HgCFARW2udp6QovfbiKsTcfQTj5xYkrdXHT3bEvPE6lsxz9HsB4RjPn6PAXMwX/HopGOei9NW5BhOpbTWRzEX+v0MOIz5+DNgvqK8DHhDa/2+NtfOi2kbi5DzsBCRUvUtWiGEEEKIlCi1X8ETQgghhEhxJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhhJMETQgghhEhh/g+O99Wd6E1mTAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "source_all = ['argo_core','argo_bgc','cchdo_go-ship']\n", "for isource in source_all:\n", " bfr_df = get_data_for_timeRange(startDate=startDate,endDate=endDate, \\\n", " url_prefix=URL_PREFIX+'/profiles?', \\\n", " myAPIkey=API_KEY, \\\n", " source=isource, \\\n", " polygon=polygon, \\\n", " dt_tag='365d',writeFlag=True)\n", " if not bfr_df.empty:\n", " bfr_info = get_info_from_df(df=bfr_df,info_to_store=info_to_store)\n", " ###### let's plot the polygon and the profile locations color coded by source\n", " set_map_and_plot_locations_withColor(lon=bfr_info['lon'],lat=bfr_info['lat'], \\\n", " cols=bfr_info['cols_bySource'], \\\n", " polygon_lon_lat_dict=polygon_lon_lat_dict)\n", " plt.title('source: ' + isource,fontsize=28)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In these plots, yellow points correspond to Argo profiles without BGC variables or measurements deeper than 2500 dbar; green points correspond to Argo BGC profiles; blue points correspond to Deep Argo profiles (with measurements deeper than 2500 dbar); and black dots correspond to GO-SHIP profiles.\n", "\n", "Notice in the first map, we actually got `argo_bgc`, `argo_deep` and `argo_core` profiles when we asked for `argo_core`; this is because Argo floats that measure BGC variables and/or sample below 2000m will also carry the `argo_core` tag. If we want to exclude profiles that include `argo_bgc` variables, we can use Argovis' *negation search* in the `source` filter (please refer to the previous paragraph for the color of the dots in the next cell):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of items: 46\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&polygon=[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]&source=argo_core,~argo_bgc\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAJrCAYAAABz1e4PAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3hT1RvA8e9J0nQPOiillL2RvZEtICCCoICiyBAQRBAVBQUVZQgKivBDEGQpIMgUBNl77733ngVKd5vc3x8JpUA3adOW9/M8eZrknnvOe5ukeXvuPecoTdMQQgghhBDZh87eAQghhBBCCNuSBE8IIYQQIpuRBE8IIYQQIpuRBE8IIYQQIpuRBE8IIYQQIpuRBE8IIYQQIpuRBE8IIWxMKTVNKaUppc5nUHvrre2tz4j2RMKUUh2tr4OmlMr/DPUMeliPDcMTzxlJ8IQQQgghshlJ8IQQQgghshlJ8IQQQohMRNO0QZqmKU3TlL1jEVmXJHhCCCGEENmMJHhCCCGEENmMJHhCJEMplUspNVQptVspdU8pFaOUuqmUOqKUmq+Uel8p5ZfE/kFKqZFKqUNKqftKqQil1Dml1HSlVI1k2n44Im9QMuUSHbWplMofr56O1udeU0otUUpdUUrFKqX2J7BfHutx71BK3VJKRSmlLiqlNimlBiqliiURj14p1SFeG1FKqWCl1Hal1JdKKY+kjsfWlFLFlVI/K6X2W+OIVEqdVUqtUUp9opQKSmJfF6VUb6XUSqXUVeux3FBK7VFKjVFK1VRKJXkqTSnlqZT6Ril1WCkVZn0fbFNKdVNK6VMQfzWl1Fyl1HVr7OeUUhOTeg0SqaexUmqOUuqStZ671uP4Tinlm5q6Utmuwfo73KmUCrF+jnYrpT5WShkTeo8mUo+LUqqvUmqzUuq29bW4ppT6VynVLrnXIZUxt1BKLbC+5yOtr9s56+v2g1Kqbgrq0Cml3rPGe0cpFa6UOmr9XHkmsV+So2iVUuet26dZH1dUSs2IF+tVpdQspVSFNB6+yA40TZOb3OSWyA14EbgLaMncuieyfzsgIpl9xwC6RPZ/WGZQMnFOs5Y7n8C2/PHq6QRMTSCG/U/s0wuITCbup9qy7lsAOJjMvleBykkcz/mHZZ/x9dMBw4DYZOJZn8j+tYFrKXj98yf2egDFgLNJ7Ps3oJI4ho8BUyL7hgJNgfXJHIcjMCeZY7gLNEiHz5AHsC2JdncA5eI97phIPaWBi8kcw0YgxzPGqwdmp+A1v57Avh3jbS8JrExi/6OAXyIxDErq/c+jz8c0LJ/p6ETaiCGRv01yy/43A0KIBCmljFi+FL2wfJH+BqwBbgIGIB9QFXgtkf0bAzMAhSXJGw38B0QBlYD+QBCPkqnP0+lQ4usDlAG2Ar8CJwB3oHi8uD8HRlgfPgAm8Oi43YGyQDOgyJOVK6VyAVuAACxfLlOt+57HkmTUtcYQAPynlKqgadpFWx7gE/4H9LDevwmMAzZjSWZyABWAlli+DB+jlHoRWA04AGYsX/oLsByLA1AUaEQir7+VC7AEyAkMx/KFfx/Ll/9X1jpaAyuAyQnE0BL4yfowBPgBWGeNty6W99As67ElZSrQxnr/KDASOIQl+XoNy+/IC1iqlKqmadq+ZOpLjdlANev9HVg+B6cAP+Bt4B0s77FEKaVyYzluH+tTs7B8tm4ChbF8hl4EalmPoZamaaY0xtsdaGu9vxX4HTiD5ffvDbwANMCSlCZlElAdmInl78hlILc11peBElhe2/ZpjBNrDO2AYOB7YDuW92YDoC/gCvyqlLqgadp/z9COyIrsnWHKTW6Z9QbU59F/wq8mUU7xRK8Blj+yl6z7hgPVEtjPBzhmLWMCyiZQ5mH7g5KJdRop68HTsHzhJNZjWJpHvV1ngAJJtBmUwHP/WPe9AhRLZL8CwHVruT8TKXOeJHowUvj6NY13zLsAn5QeC5Zk9GFvUSTQKIl9fQDnRF4PDUtCVyaB/XyxJCgasC+B7Ubr71HDkmiXTqBMKWv9D9tan0CZJvG2b3kyVmuZZjzqJdxjw89Qi3ht/wvoEyjz6RPvz44JlInf+9g7ge06Hu916/UMMW/kUc+iIanXPYHnOqbgWHRY/nHQsPS8+SZQZlBS7//4nw8sf2cCEyhTHss/ppq1fKLHIrfseZNr8IRIXK549zckVkizuPvE068Beaz3f9Q0bXsC+90Bulkf6oAP0x5qit0HemiaZk5kez8sp6gA3tY07VxiFWmadin+Y6VUKaC59WEfTdNOJLLfOeA768O2SimXlAafSl9af0YBb1h/3wl68liw9Ko8vC7vG03TViax7x1N0yKSiONrTdMOJrDfbWCK9WHZBK7JaoGlxwdguKZphxKo4wgwNIm24dH7ygx0SChWTdP+xZKUAlSw9l7aQnfrz2igq5Zwr9pPwN7EKlBKBQCtrA83apo25sky1vfz+1h6sgB6pzniR5/7LZqmxSZWKKn3k9UiTdOmJbCfGUsPKlj+EUzyOtwU+ETTtCsJtLMPS48vWM42vPqM7YgsRhI8IRJ3Nd79Tqnct2G8+78nVkjTtE3A8QT2SS9LNE0LSWiD9QL1ptaH2xJKSpPxmvVnDJaevKRstP50wHK6+jGapuXXnmEeMKWUN4++OBdomnYhlVU0s/6MAsanJYZ4Ziaxbbf1p8LSsxlfg3j3pyZRx1QSOMUMlsENWE7lgqV373QS9UyMd/+Z34vWtutYH67RNO1aQuU0TdOAP5Ooqh7EXU6U1GfpPpbrGQEKq7QvFfbwc//qMw48mZHEtt3x7hd8hjbuAguT2D4l3v2M+PsiMhFJ8IRI3Bbg4RfiaKXULqXUAKVULaWUUzL7vmD9eTWB3qEnPUyk8iml3NMabAodSGJbASzXpQFsSkPdDxM1ByAq3qjIp25Yrv96KNfTVT2zcliSJkjbsTwcfXggsYQ4hW5Ze+oSExzv/pOvfWnrz6uapl0lEZqm3cJyCi4hBbFcBwiP3meJ2YslOY/f9rMoBDhb7+9JpuzuJLa9EO9+cscQf3vcMSilXJVSLyRxc4i33zTrz8LAGaXUVKXU20qpfMm0/aRjSWxL6nVPjX3J9DJexjJICCzX3orniAyyECIRmqbFKKVeBeZi+ZKpxKMkJkoptRXLxd5/aJoW/cTu3tafyV38Dpbr0eLv9yDtUSfryVPJ8cWf6iXB3pZk5EzDPvAoAbGlZz2Wh/unZd/4wpPZHv9U+ZPTpaTmPXSDp3sA49eRbD3W9/sdLAm3d1JlUyhHvPu3kimb1PYUHwNPf5YeqoxlkEZiCmBNkjVNm6aUKgB8gWUQSkfrDaXUBSzXEk7QNO1wMrEk+tprmmaON6NLstPkJCGl740AHg1QEc8JSfCESIKmaceVUmWxXKjeAsu0GcWwXIRfz3r7TCn1SiKnvxI8dfaEjFyOKKUjC1MS95MeflFdxvL7SqnLaWgrNdJyLLbY91k9fF/Y6j1kz/eirX6PydVjk/g1TftGKfU78BbwEpbT/W5YrmXrCXyglPpO07RBtmjvGWS2vy8iE5EET4hkWC+KXmq9oZTKieV6lvexTMtQFMsov4rxdnt4CsY/BU3ELxP8xDYNyx/o5C6ncE1BO8mJfyoxd6Klkt/fDziZQK9mRrLFseRJ4762kpr3UGK9p/HfT0nWYz1N+bDX68n3YVrE7y1Ornc30YnCefoYkjplnuBnSdO09aQy0bFeWvED8IN1MuqKWAZ79MDSs/eNUmqvpmmLU1OvjaXmvZHcoBCRzcg1eEKkkqZpNzVNm4nlAvIV1qcrKKUKxyv28PRNbqVUHpJW1frzgqZpT56effg4B0krnsz2lDjHoy/l2mnY/+HcaQ97N+1pH496N9JyLA+vGSunMnjVjXgeXqeY2zoPXIKUZRWV/IlsPsujU4VVEynzUHks10/Gb/tZnMEyxQw8/s9PQp4aaBNP/FOhyR1D/O22OAYANE0zaZq2U9O0/kDjeJvaJLZPBilvHcySIKVUIJbTs2DD34fIGiTBEyKNrKP/1sZ7Kv6Iu1Xx7ndOrA7rdBQlEtjnobPWn5WTqKMMj1+InibxeioBqimlqiVVPgGL4t3vZ8tlo1JL07RgLINkAFqm4QL5JdafRuADmwWWOqvj3e+QRLmOJNI7Zb0Af731YV3rtWWJ6RrvfkLvxVSxtv1wtPRL1ulOnmJ9nyQ12e86LHMzQtKfJQ8eJVynNU07n6qAU0jTtG08SprTbXm3FMqB5dKRxMT/fT3zayqyFknwhEiEdbTsU6s1xNuuw3J9DjyaTPShRTy6tuzzhNaEVErl4NHUFBqWVRee9HD+vapKqad6opRSXiQ9hUZq/cij6/RmJjXVhHpi/VZN0/YAy6wP6wE/JpXkKaX8lVJdEtn2cK3NZ7l2a7j1pyMwzzp1SmKxPLkW7QwevX7fKKUaJbGvj1LKObHtz2ARjwZ5fGGdZ/DJtksAA5Kp5+H7Sg9MVUo5JlBPUx4lA3s1TdvyZJk0+s360whMVAmvu/sJj0YtP8U6vcoC68N6SqnuT5axvs/G82ggwVNz5aWUUqr9E6Nqn9xek0cDgxKdJzID/ZRQ8my9dvjh6jiXePRPi3he2HumZbnJLbPesMwmb8KSZPXDcmqmApblh97G0nv3cDb5+Qns3xjLKEkNy4zyg4GaWHrjevD4bPQ/JBJDCR6tM3kPy6z/lbEs/dQbyxdMBJYpLlKykkXHFBz3F/HKP1weqyGWqUdqWWP/DziTwL7+PL5e6F4sPWAvYjkFWA/LUk2LsMwxtzuRGOJ+N8/4Gv4WL5YbwNfWGMpZf36MZRqVdQnsWxvLtCGa9X0wA8uyZhWwnAp8G8uUGqEksRZtMvHVjRdf3QS2vx5v+z0skzdXt77+/bCcUr+HZemvBFeysNYzK149h7D0CFa0/g5GxzvOKKC8jT9HK+K1vR3LMmAVsCzX9QePVo14WKZDAnXkxnJdpIblMzXdun8FLEu9bYq3/1YSWDEjFfE+fK/8BryLZYBFeSzL0g3h0drUMUCFJ/btGC+O/CloRyOBVWpI+UoW+7H8fbiG5e9BFWu8X2O5vOPh76uZLV9TuWWNm90DkJvcMust/h/ZZG7rSWSBcyzrREYks/9YElk6zFpHryT2DcOSdEzDRgmedZ++JL6AuZZYW9Z9A7Gs95qS393aROp4+AWmPeNrqANG8SjRTvQ1TGT/l7BM4ZHcceR/Yr9EX48nytWNV0fdJF4LUyLthgGvWN+DSR2HI48v95XQ7S7QIB0+R148nsA9eduLJdl8+LhtIvWU4dHyf4ndNgHezxhvSt634VhWenly346JvSeSaGdQAtsGJfX+j/f5mAa8x6ME/clbLNDT1q+p3LLGTU7RCpG4H7Cs7PATsA24gOWi8SgsvVQLsfRG1NOeXqoMAE3TZmEZZTsKy8XiD6z7X8Aye/+Lmqb10hJfOgxN08ZiWdVgGZaRcNHW9icDFTVNW/jMR/p0myOxTAczEsvkyPfjxb0JS09SggMpNE27omlaTSyrQczAcrF9GJYvmzvATixJbRPSeXZ9TdPMmqZ9iqXH7lcsk88+wJJ0nwXWAB8Bbyay/xoskwV/juV6sttYvkyvYxmIMRrLOsPn0/EYRmLpOV2AZd6zh6/DFKCSpmlLk9j9YR1Rmqa1xfI7n4vl9HM0ltd1H5aeqSKapq1OvJY0x38PS891Hyy/s1Asr8F+LL3FNXh8+p77idRzEMtgos+wXF8ZzKPXYhmWHtXamuX6y2dRDMvybguBI1he81hrXLuxnPovrlkGWtmdpmmTsfSQ/8Wj1/U6loS+qqZp4+wYnrAjpVn+GxBCCCHsQin1Do+WKyuiJb2k2nNPKXUey5x80zVN62jfaERmJT14Qggh7O0t68/bWHp8hRDPSBI8IYQQ6UYplVsplehydEqp97BcCgHwpyanlYSwCVnJQgghRHqqD/yslJqNZTDIeSydC4WwzFvX0lruFvC9HeITIluSBE8IIUSClFJpnUD7pqZpN+M99sUycOHDRMpfxzKVx600tieEeIIkeEIIIRKT1uWtvsUy1QdY5kzsjmVeyJJY1p11xzJ/3zHgX2C89vQyfUKIZyCjaG2oQYPa2p07Cc6Wkazbt4Px9U10on2RAiaTiZCQUHLk8Ey2rNlsRinFyZNnKFQoPwaD/K/zrLLKe1jTNJJbRc1kMnPo0FH88xTE0ck13vOxXDl3DIC8hUuna5yZwcXTacvvPHLkxMvH38bRpL/QkGDcPDL/e1iIhy6ePrRC07TGCW2TbzUbunPnLuvWpW1Ksnr1WqZ5X2Fx5sx5li5dRe/eXdmxYy+lS5fAxeXRClIPk7oVK9axYMFSJk4claIve5EyWeU9nCNHEUqULs/b77zBlSvXGfZt78e237p1Dy8vN6rVbMXFs6cpWvZFcgUV5vSRHVy/eAoHoyMx0VG0+3AY+YqWsdNRiPTwfe9mfDHmX3uHIUSK9WiaL9H1kGUUrcg2ChXKT+/elvXSp079i+Dgexw4cISJE/8AoFOn3mzduosGDWrz668jACS5e85cu34bgGOH9jGw3wCmTJwct+3uvQe81LgDRYtWpmHjd9m5dREf9unNjYvHWbvody6dOYLRyQl3Dy8AIiPDE2pCCCEyBenBE9nShAk/AmA2myhWrDAAI0d+i6+vtyR1z7Gevb/F6ORCdFQEaBo9PuzBjZvBjPvtL3795X+4eXpTpHQ1zp45Qc8+Q1i8YCGREWE4u7rj4eWLb0B+/PMUwtXdk2Jlqtn7cIQQIlGS4IlsLW/ePOTNmwcAPz8fO0cj7O3s2bNEx+t5Gz1yFKNHjsLgYOTlNh/wavtPmTX2C04d2s5/S5dTsfartO3+HQaj0Y5RCyFE6kmCJ4R4Luzff5IrF87hYHQiJjqSIi9Uw8PHj3d6DcfJxQ2Ae3ducHz/FsDS+9uodc+nkrv921ZSrnqjDI9fCCFSQxI8IUSWFRMTy+/TFhIZFU2e3P6sW7+NI0eOcfvWbaKjonB2cSE8PIx7d25hMsVSqGQlPvlhLjrd05cfb1s9jz9++hSwXJsZej+YA9uW06CV5brOs8f28O/M0Rzbu5HOn4+hct0WGXqsQgiRGpLgCSEy3J9/LWXu3H9ZOHccen3SY70uXLxG+06fcmjvLhyMjmiahmY2o2kaZrMZg8GA3uBAbEw07l4++ObKR1CR8jg6uxL24C4ubp68UKkeJSvUSfJUa8XazTi6ZwPunj4UL1+T4uVrYjQ6AbBj7UKmjewTV3bZX5LgCSEyN0nwhBAZ7vKV62xat5q27T9h3qzRT20/cuwsA74axfYtm4mKDMfLJxe9h84k5O4tDEYjjk4uODm74uzqgbOrJ3MnfEOlei2oWPOVNMdkNDrxXr+xCW6rWr8lhUtVYu/m/7h9/SK1mrRLcztCCJERJMETQmS4L/q+xw9Dh7N+1cq45yKjohn2wyRm/jmb4FvX8fEPosmbvajV9G1c3J6evDo2OprpP3/K7g2LAXB0dsUUE80LVRuwZsEkwkLu8eYH39ksZh//IBq+3s1m9QkhRHqSBE8IYTdmkwmAgd+MZfy4cRgMRspWb8SnHfvhnTOQ6MhwDu1cy+0bl4mOCicyPIx7t69y9/Y1zh3f91hdO9YuYMfaBXGPdTq9TRM8IYTISiTBE0JkuMioaADyFSpCzbptOXpwPy5uHiil2L1xCbs2LMbR0ZnoqAh0egOOTs4Y9AYMDg64e3jg7fP4lDdGRydioqMxGI0UK1uDNu9/h19AkD0OTQghMgVJ8IQQGa5WndYAnD9zEqzrYXv7+tLs1SZUrVKWnH7e7N17lNKli1L7xfKP7XvqzCX+nr+CIwf3Ex0ViYPRiYC8RWnYuvszXYMnhBDZiSR4QogM9dvk+Zw+cRQAg8GBV1u2pN1bzalW6QXc3FziylWvUhqA0NBwxk2cw8IF/3Lm5HFiY6JxdHYhX5GyNGrTgxcq1bPLcQghRGYmCZ4QIkPcDwmlQsUmBN++DoBfrkDc3N1pUL8mDepW4X5IKLPmLGf9xu0cOniYe3fvEhUZyd07NzE6OpO3cGnadP+W6i+9IStLCCFEMiTBE0JkiJp13ohL7gBuXb/CrevQs3svPuyhQ9PM6A0OeOTwJWfuguQpnA9nV3fqNHuXwPzF7Ri5EEJkPZLgCSEyxOULZwHIW+gFXqjaAIPBgdNHdlGr6dt4++XGN1dQgtOhCCGESD1J8IQQGaJWvQZs2bCOi2cOc/HMYWo2foteg6fbOywhhMiWJMETQmSIxfN/BSA8IpKu3b9i+/aNdo5ICCGyr6QXgRRCCBtzcXbi7t27OLm42TsUIYTItiTBE0JkuN07dlC9QWt7hyGEENmWJHhCiAx17Pg5YqIjqd2svb1DEUKIbEuuwRNCPJNGTTtRq3aNFJU1mczUrNkUAKPRKT3DEkKI55r04AkhUu3Y8XN06PIFfjlLsWvbZq5fu5Gi/f43YTZmU2w6RyeEEEJ68IQQKWYymSlV5iVuXL0c91y5SlUZ98tA6tVrmez+8+YtBsDLxz/dYhRCCCEJnhAiFTp1/ZIbVy9Tskx5Fs2biJ+fV4r3jYmJ5dihAwB0/GxMOkUohBACJMETQqTQ14PHsWThfJROx5YNf6d6/1dbvY/Jenq2WJlqtg5PCCFEPHINnhDiMXv2H6dQkZrkyFGE4ycvxD2/f99hALp/2DNV9Y35dTbVa77Ojs2WiY2HTN1su2CFEEIkSHrwhBCAZYWJkycu8vMvUwkLCwWgetUGXLt+BCdHI3nz5QHg4IEjqap3+rSZnD11nEp1mlOifC18/INsHrsQQojHSQ+eEIIhwycRGFiGevVeYemiBURFhMVt0+ssfya6dWkLwJYNa3ntjZT14u3cfYRLF87xavtPea/fWGo0amP74IUQQjxFEjwhnmP/LN3AhYvX+PnHUaBpcc/7+ufG6OiMb84AdNYEr0ypwgz5fggAG9asJCCwPEOGT0q07qovvs7LDV/DzdOHBq93S98DEUII8Rg5RSvEc+rIsbN0fKcLAEqnY+i0rQzqVp+GTZowc9oPCe7Ts3tb/lm8nMuXr1O8fC1++nEks/+aS66AAO7eDYkrN2P2f5w8epAB//uPPAVLZsjxCCGEeER68IR4TpUqUZBGTV8FoG6zDty5cYmY6CicnJwwmcyJ7/dCCcJC79Om+yD6j16Ch28Qt+6EcOHCRVq16cWlyzfo8+En1H6lvSR3QghhJ5LgCfEcW7d6FSjFiYNbrc9oLJjzFzGxia82UadWFR7cu82ta5fIW/gFeg/5ky/GLMXB6Eh0dDQvN3kbn1xBvNVzSMYchBBCiKdIgifEc8zV3R00jXrNO/FTP8sgitIVKuPkaEx0n9derUv+QkX55cu3MJstPX2xsbHEREexdeN6bt24xicjUj9PnhBCCNuRBE+I50CL1z+g50dP96i9ULoMOXPnJzY2BgCldOTNm/w0Jov/mUrI3VuM/7YzADqdDqOjEzUatWHUnAN4eue07QEIIYRIFUnwhHgObFy7itkzZjz1/L179/D09qda/VYAaJoZR0fHZOvLk9uPhf/M4MieDXzVuRa3rpwjV1AR3vloBEYnF5vHL4QQInUkwRMiG4uJiaXF6x8AUKxU6ae2X7l0iYB8RVk1/zcAlFIE3wlOcpDFQy9WK8vWbSsJDbnDinnjbRu4EEKIZyIJnhDZ1I2bwRQsXJ2Na1fhYDSyZNHkuG1bth9g3IQ5eHl7c/fWVarUfY2X2/TEJ1de1q9ega9vMcZPmptsGzNmLSYyPIzKdV9LxyMRQgiRWpLgCZFNffTpUEJD7pEzVx6uXT2Ej7dH3Lahw8Yy8IuBFChQgKsXTuIfVIg9G5dgjo3EP7flGryrV28m28bC+f8AMGvsF+lzEEIIIdJEEjwhsqkd27YBMHbc97R4owe9PhkWt63vp90B2LZlE3duXmbdkumE3L1F27facPzIWu7ePcXgb5JfjuzIodWMHD2S29cvps9BCCGESBNJ8ITIpsJCLCtLtH29PVvWr2XG1KmULN2Aps27UL9OJQoWKU5EWChoGn9P+Iaajd9i4q8TmL9oDZFR0ezcfYSmzbtw/OSFRNvYufsIffv0zahDEkIIkUKS4AmRTfUf2J8cPjkpVrIMuYPyA3Dt8gW2bdpAn77D+WP6L3TpbunJ8/DypfX731CqYh26du5B7oAXeLnha2zbtIGjx88k2sbYX/8A4JV3Pkn34xFCCJFykuAJkU190vsdzp7ewpJFk+n/RR9yBeZFKYVfQH5mTP+DmjVeZtrkKQTlL0TI3Vsc27uJHt9MZtgfO6jV9G1qNn4LgDy5/ROsv927n/HvwgUAVK7VLMOOSwghRPIkwRMim/vx5yn0/qAP169cJE++gkRHPsAUG4Pe4ICzqwfBd+4A8OfozwDw8vHnrZ5DcTA6ATBo8C9P1bly7XaW/2sZYKGUwj+oUAYdjRBCiJQw2DsAIUT6+mHYJxgcDIwfM5ZL58+wcs0/lC5VmMlTF/L90B8wOruSM7AA+YuWe2y/Nt0HoTcYWLtoCiaTGb3e8v9gaGg4b7/5HnqDA7Ex0Xw5dpkdjkoIIURSpAdPiOfAsG97s27dUgAavdSCzdv207N7W/bsWYWTo5Fzx/dx5fwxYqOjH9vv5MFtmM0mcuYsSeduAwHo1O1LUIrYmGhKV21AnoIlM/x4hBBCJE0SPCGeE+XKFWXydMuKFa1bvs24CXPwz+nN0UOrWbFqEedP7GfyiA8f2+fTH+by3eSNGIyOOBgdOHfhKmuWLyM2OgqldHzwzeSEmhJCCGFnkuAJ8Rxp1bw+02b8DsDALwbyZvtPAahSqRRK6fDLnf+x8kYnF2b+0g9TbAyjhn9Gu3d64xeQj95DZjBm4YmMDl8IIUQKyTV4QjxnWrxSh737N1C1ysus+HcxZSocpUiRIkRFhtO47eOTG8//fQinj+xi9ep/2LnnKMcPH+SLMf+St/ALdopeCCFESkiCJ8RzqEC+3Jw/v4uixWpy6dxpLp07TbGyL+Li5hlXJvjmFdYs/J3BwwZTrlxRKldrQYFi5SS5E0KILEBO0QrxnDl34Sq/TZ6Pi7MTly/uZuz4MQCcOLCFOzcuxZVbMGUY3n7+vNGqIS+9/C6nTxwlT8ES9gpbCCFEKkiCJ8Rz5s9ZS+jftz9Nm3cF4J03m/D71Ak4u7gx9cePATCbzRzcvpqWrV6jTJk6nDt3nna9vufNnkPtGboQQogUklO0QmRTMTGxfPbFSNzd3cnh7Um5MsWpX6cSAz7vypRJU9m2aT0VKjdjwvgRdOnUHaV0xMZapkk5c2QnsTHRBAffxcHozJCpW9Hp5P9BIYTIKiTBEyKbCg2LYPrkx6cxUUpHxarVGf3LcD7/fBDnTp/g5YavAdC6+yAKl6wEwLF9m3Hz8GTFf8upUPMVSe6EECKLkQRPiGwqh5c7164fYev2g+zcdZA5sxdw/swJdm/fQqftWwCoXqsu2zatB8DF1YOgQqUs+/rl5sH9u+j1Bt7o+pWdjkAIIURaSYInRDbm5Gikfp1K1K9Tif59O3P33gN+n7qA/5atYt/uHezctoVxE8aya89Bpo/6hBIVauHh5UutJu3Yu2kpJSvWwejkYu/DEEIIkUpy3kWI50gOL3c++7gDq5b/gV5vwGw20bN7L3bu2I2mmbly7nhc2Y+GzaTh693sGK0QQoi0kh48IZ5Der2ONesW06LFuzy4f5eTx46g0xv4dVAnPL1zksMvNzUbt6Nq/Zb2DlUIIUQaSA+eEM+psqWLsHjJnzi7uKLX66lZpx7f/zCUF2tWw4Fopo/6hMjwUHuHKYQQIg2kB0+I51iZUoW5fGnPY8916fgaAP65SrN11d/Ub9HZDpEJIYR4FtKDJ4RIkLOLK0tn/mzvMIQQQqSBJHhCiKfcCQ7h/t07hIeGcOvapeR3EEIIkalIgieEeMr5i1fj7v83+xc7RiKEECItJMETQjxl85a96PSWS3S3rZpn52iEEEKkliR4QoinfNCtDQGBQdZHGuGh9+0ajxBCiNSRBE+I59Dv0xYl+PzxkxfIkaMITZt35b2uHeKeX7Pw9wyKTAghhC1IgifEc+bgkdN89vFnXLt+O+65RUvWU6xkXapXbQDA5SvXGfLN4Ljty/4ag9lszuhQhRBCpJEkeEI8Z/Q6y8f+jbYfcD8klIlTFtDp3W7cvHYFgLLVG/HNb2v4ZcFxXD1yxO23YPJQu8QrhBAi9STBE+I5U6pEQQBOHD1M/nzl6fdpPyrUbELHvqMpUaE2SunYvWExBqORT3+cx6BJ6wHLadrw8Ad2jFwIIURKyUoWQjyHnF3diAizLEOmlI59W5ZzaOcaAoPycedaOId3rWXlvAlcOnMEUHH7jfykFV9PWGWnqIUQQqSUJHhCPIeuXt6HyWRGr3+6E3/+ojV06dSdq+dPsG7dUtq1/4BbN64TGxPFtYsniY4Mx+jkYoeohRBCpJScohXiOZVQcgewa/dBADxz+FCuXFEKFi5EzsD8/LLoFH4B+fm5/1sZGaYQQog0kB48IUSCmr7aFJPJzPGjR8lfvBJGo5HIiFBuXTtv79CEEEIkQ3rwhHgOREZFYzI9Ps3J/ZBQTp15ep3Z4UM+5u7dU3Tv+iaFi9Uk5N49mr71EQAlytcCkClThBAik5MET4jnQOmyDfH1LUbT5l1Ytnwz90NCqVzlFapUqs8v42Y9VX7O/FXUrtkUT+9cDJ+1m9z5igLg4uaZ0aELIYRIAzlFK8RzYPXK2ZQrW5ttmzawbdMGAAwGB/IWfoHvvvmOqVNnUqv2i7ze8mU2bNzFL6N+ovYr7/LmB989Vs+hnWsA0Onkf0MhhMjMJMET4jmQL28Ad++e4sChUwwd/iub1q8nMjyUyIgwytdsSnRkBP8s+IeZ06ej1xt45e2PeaXdR0/Vc+fGJeJPmyKEECJzkgRPiOdI2dJF+HvmzwBs2X6AZk3eIHfeonzwzeRE9wkPf8Ca+RNZ9tcYAGo0apMhsQohhEg7Oc8ixHMgf8FqLFi89rHnxvxvOk7OrrT/dNRT5c1mM1++W40eTfPx6RsvEBoSjMHoSJM3e9G+zw8ZFbYQQog0kh48IZ4D9+/e4b0O77PynfZMGPs1/yzdwNqVK6jT7F1cXNyfKn/v9jXu3r6Gb0A+Pv7+L7xzBvJWT1mLVgghsgpJ8IR4Duw/sJFyZWszZ8afzJnxJwAGByOnD+/ki/ZVKF3lJdr0GExYSDCe3jnxzhnI+GUX7By1EEKItJJTtEI8B/LlDeDQka2UrVgFpdOh0+vJ4e2Ln4875cqXY9N/s+jTqgT936nMvTs37B2uEEKIZyQ9eEI8J/Lk9mP96plxjw8cOsWOXYf4esC3AJhio2nUugdePv72ClEIIYSNSIInRDYTHhFJnfpvsnzpH/h4e/Dt0Ancux+C0cFAWHgEERFRLP/3X8LDHmBwMBIbEw1Ah09+olqD1+0cvRBCCFuQBE+IbObK1VucPn6EN9p+QPCdO1y+eB43jxyAhk5nQG8w4J4jJ+FhD+KSuzbvD5LkTgghshFJ8ITIZtxcnQE4cugA3r4BDJ68Ee+cgU+VC70fzLxJgwnIW4R6LTpldJhCCCHSkSR4QmQj+/ef5O13ewLQpf84ylRtkGhZN09vOvb9OaNCE0IIkYFkFK0Q2US/gT9Tv/6rGJzcGTpta5LJnRBCiOxNevCEyOIio6KpUKkpN69doXW3r+V0qxBCCEnwhMjKTCYz9Rq0497duwyfsQs3T297hySEECITkARPiCyqUtXmnDl5DJ1ez9cT1khyJ4QQIo5cgydEFnX92lUAXqhcH//AAnaORgghRGYiPXhCZAHXrt/mfkgYjo4OODkacXJyJOxBCAD1X+ti5+iEEEJkNpLgCZFJXbh4jc5d+3Hk4AGiIsMBBWhx23U6PXkKlaRYmWp2i1EIIUTmJAmeEJlMZFQ0nbp+yYp/l+Djn4dX239K9YatcXHztHdoQgghsghJ8ITIRJav3sa7b3fD4OBAh09/omr9lvYOSQghRBYkCZ4QmcTq9Ttp16Yj5V9szHv9x6HTyRgoIYQQaSMJnhCZwKkzl3irtSW56/rleHuHI4QQIouTBE8IOzKZzISGhVOv7mvkyltEkjshhBA2IQmeEHYUGFSeqIhw3Dxy0O+nf+wdjhBCiGxCLvIRwk5u3AwmKiIcgCZv9cZgNNo5IiGEENmFJHhC2Il/Tm+UUgDUbvKOnaMRQgiRnUiCJ4QdmExmen48FIC2HwyW3jshhBA2JdfgCZGB/lu5lRE/jOPksaPEREfx1ofDqNWknb3DEkIIkc1IgidEBnr3na7kzJ2fus070eCN93Fxcbd3SEIIIbIhSfCESEcmkxm9Xse5C1dp+kp7AL4Y+x8Gg3z0hBBCpB/5lhEiHeUJqkBkRBhKKXIFFWbo9G2S3AkhhEh38k0jRDoxmcx4efsQHu5K589/oVjZGvYOSQghxHNCEjwhbOjWrXv0HziSy5evcmDvbsxmjX6j/yEwf3F7hyaEEOI5IgmeEGlkMpkpUrwW9+8GExiUjzxBQezZuQODgxEf/zzUf60LTd+UCYyFEEJkPEnwhEil8IhIypRtyIoVs4mOisJsiuXq5YuYND01m7xNy479JKkT2ZLZbEank+lThcgK5JMqRCrFxMRy59Z1KlWoS9iD+7R4ozWOTs58NX4Vrbt9JcmdyJZWzJ1Az2YF2LPxX3uHIoRIAenBEyKVPD3c8PDyJuReMAD/zJvLq+0/tXNUQqSfPq1KEBVpWTe5bI3Gdo5GCJESkuAJkQa/jBlBp3e70u3LCRQsWRFP75z2DkmIdFOh1ivodHpavfelTPMjRBYhn1QhUqlWvbc4vH83xcrWoHzNJvYOR4h09+7HI+0dghAilSTBEyIV7oeEcnj/bnp+N40XKtWzdzhCCCFEgmSQhRApcONmMMNHTqF8hZdx8/SmZIU69g5JCCGESJT04AmRAnXrt+b6lYuUqlSPdh8OlakihBBCZGqS4AmRjP37TxIRHoajkwsffjfN3uEIIYQQyZJuCCGS8dY7PYiOiqZzv7H2DkUIIYRIEUnwhEjCuQtXuXPrBjn8AihTtYG9wxFCCCFSRBI8IZIwavRUYqKj8PEPsncoQgghRIpJgidEEsLDI0ApWr73pb1DEUIIIVJMBlkIkYh8BaoSci+YTp+NJiCosL3DEUIIIVJMevCESET9hpZr7nLnK2bnSIQQQojUkR48IRJQvFQ9bly9jJunN7nySO+dEEKIrEV68IRIQPDtWxQrU4Ovxq/CYDTaOxwhhBAiVSTBE+IJMTGxxMREU6luCzy8fO0djhBCCJFqKUrwlFIuSqk3lFIjlFJrlFKnlFJ3lVIxSqnbSqktSqlBSqnAFNZXXCk1zlpPuFLqjlJqu1LqY6WUUwrreEcptV8pFamUuqKUGq2U8kyi/DSllBbv1jIFbZy3lt2ekphE9jBm/CzQNBZMHmLvUIQQQog0Sek1eCWBuYls8wFqWG99lVI9NU2bnlhFSqmOwHggfiLnDFS13roqpV7RNO1cEnV8DXwb76ncwEdAPaXUi5qmhSZ/SHynlPpH0zRzCsqK58hfM+cDUKzsi3aORAghhEib1JyivQbMAj4F3gBeBKoBrwNTgEjAFZiqlGqaUAVKqUbA71iSu9vAJ0B1oCHwMCksASxVSrklUkcp4Btre19Z928LnADKWJ9LiReAN1NYNkuLiYm1dwhZin8ufwCCCpWycyRCCCFE2qQ0wdunaVpuTdPe1jTtJ03T5muatlXTtB2api3QNO09oA4QAyjgqXNbSikD8D9AD4QCNTVN+1nTtO2apq3WNK0jj5KzEliSv4S8YY37c03Thlj3/xt4CQgH2qTgeG5bfw5SSulT8gvIqnp/8j05c5bgr7kr7R1KlvHee28Cisq1X7V3KEIIIUSapCjB0zTNlIIyO4G11oflE+iBawEUsd4foWnaiQSqGQacst7vY00Kn/TwOr91T7R/BTgeb3tSRlh/FgE6pKB8ljV39hzcPX3o+3H/JMvFxMQyefo/jB0/m9bt+mRMcJlUq+b1cXP3YNua+fYORQghhEgTW4+ifRDvvuMT21rFuz8loZ2t18M9PFWbA6ibQLGb1p914j+plMoFFMNyKjk5E4GL1vtfK6Wy5TwYR46dJTIijA++nUpEeNKXJY6dMJu+ffry9Zdfsfq/pazdsPux7ROnLKB0uZcpXe5lSrzQgMrVWjBj9n/pGb5dBeUvyJmju5MvKIQQQmRCNpvoWCnlh+U0KcBtTdPuPFGkpvXnKU3TriZRVfyeuZrA6ie2/wMMAH5USnlYy+fBMujCFZiQgnCjgcHAJCAf0AX4NQX72cyNm8GM/XUmhQrlo1WL+ineb8/+4/w6YRbr164jJjqKSlWq0v/z7kRHx3Dt+m1u3g4mMiKS/PkCmfXXP7h55CCHbwCapvHKa++zdNFvAERGRfPZFyOpXKks9WpXYsTQH1A6HZpZAzSmTJvLT6MnceP6Da5cvEBkZDgAmvnRmJRePXpTt/ZW8uT2s+nvJjOoWKkcixf9a+8whBBCiDR5pgTPOqVJbqAB8DmWXjeA0U+UcwOCrA+PJlPt8Xj3Sz65UdO0XUqp/wEfYjmlG99h4LuUxA5MA/oBhYEBSqkpmqZFpnDfZ3LuwlVerPEKJpMJs9nEpx/FkjswIMGy90NCqVi5KcG3boACzazhkcOXFyrXx93Ll13rFvFyw5YonUKv06M3OKB0OmKio1BAwzfex9M7J90G/sbEIe8zbsIc3mn3ChUqNib49g1mTAWjoxPRUY8OXa83sGXTVty9fPD08ad+y4bUb9mFf/8YxbrFUx8FpxS/TfqbAf274uRo6QS9dPkGq9ft4K02jeOey4qaNq7LrOl/2DsMIYQQIk1SneAppZoBS5IoMg348YnnArEMvgC4nFT9mqYFK6XCARceJYVP6g0cA3piuY7uDpZpXL7WNC0kqfrjtROrlPoW+BNLkvoB8FNK9n1WDRu1xdMnFwPGrcBgMLD4j5H8N3ssufNUoHTZcrRr14p2bRqzYtU2evbsi9IZ+OSHOcRER1OsbA10ukdn1nPnK8LUH/uApvh4xBwKlqjIz/3f5OTBbQD8N/t//Df7f3HlB34xkIFfDMQjhx/eOQPx9gvkhcr1qN6oDVEREfgFJPYrhzbdB9Gm+yAAzp88wKp5E5g4/jfG/TKGYqVK07hxA0aPHAVALn9fmjSqYftfXgZpUK8KZrOZs8f2ULBERXuHI4QQQqSKLdeiPQ28r2na2gS2uce7n5I56kKxJHgJTpWiaZqG5ZTqs55WnQV8gaWnsL9SamIK59BLsx9/nk7wrRv88JcluQNo/m5f9m5eitlsZufWTezcuok+H36MUooCxSvw0dAZLJgynN0bFzNy9v7H6itapgYB+Ypy4/IZbl+/SMESFXnx5bZEhIXgmysvxSvU4vShHZjNJgqVqIRfYH4CggqTwy/wsUQRAK+UH0f+omXp+uV4APZvW8myWaPjkjuAAvlTNOd1kiKjoomIiCKHl3vyhW3MwcFAvoKFWfLHKD76flaGty+EEEI8i7QkeBuA0tb7jliuYWsOvAP8qZQaoGnatCf2cY53PzoFbUQlsJ/NaZpmtk6aPA/ww9Iz+ORpX5vKny8QvcGBb7rUpkq9ljgYHTl/8gA3Lp/Fw8snrlyjN7oTGRHGrWsX+LprXe7fufFYPXdvX2PpzNG889EIvh6/6rFtVeq1pEq9Rwt11G7ydnoeEuWqN6Jc9UZcvXCSVfMmsH3NfNas3U7xovlSXden/UeyYO58HoTcxxQbA0pRqeqLTJk0nKA8/ukQfeLavvU6v/w0NkPbFEIIIWwh1aNoNU17oGnaYettj3UevI7Ay1hWtZhqTZrii4h3PyUXZj0cgRuRZCnbWADstd7vm9RyZ7bQulUDzp3dRcOXG7F30xJ2rp2PQYskME8gb73zFgDv9RtL2IN7bFn+F8f2bsRgcMA3V15eatklrp6Q4FtsWTGbzcv/Ss9wUyV3vqJ0+PQnar/Snq++/IpP+j15pj5p23YeYspvEyn3YjPe6/8/fpx9gJ6DpnD27DnKlqlF0+ZduXb9dvIV2UiXDq8TFRHG/eCbyRcWQgghMhFlOdtpo8qUGoFlsIUZKKVp2nHr88V4NHhinKZpHyZTTxiWU7TbNU2rbqPYpvFozjvn+AMqlFKvAA+HTA7RNO0r6/PnsfRQ7tA0rVpybQQFBWq+vt5piu/EidMULlyQo0dPYjJZVp7w9fPDaHTg6pWr5C1c+ql9Lp4+hNHRmVxBhdPUZnoKDQkm+OYVDAYHihYrhNEh4c5is1nj0uVrhNwPiTvuhI41PCyEu7euYoqNoWixwrg4p2jJ4md24OBRPHL44ZkjZ4a0l5Vdv3Q6U74XhUgpeQ+LrObi6UN7NE2rlNA2W16DB5YpTD7H0jPYikenO68AGpaBFnmSqkAp5Y0luQO4ZOP4EqRp2lKl1DYsy559pJT6RdO0VHcV+fp6s27dwjTFUK9ey7h9N27Zx/ET5/Dx9mTqtL+5euUqX4x5fMqO2NhYejUvRNX6LWnX6/s0tZnehn/0KhdOHSRWM7Jl3aNJg69dv82iJevYvecQ/8yfh4ODI7WavkNAviLkLVya/EXLJlrnqM9ac+HsYQ4d2ICfn1e6H0PdBm8TEhrD5z8vSve2srrvezd76n0qRFYi72GR1fRomvilULZO8G7Fux/XqqZpoUqpS0BeEpj65AnF491PbkoVW/oKy5x77limT/ksA9t+TLEi+fjoo4GcP3MSH/88NHvn6VXb+r9jSdibvNU7o8NLMScXy+CI08eP0LnbAC5dusLVK1e5euk8Or0esymWUpXq8sGgqU8P+EjExyPm8FWnmtSo1YKjh9bgkEjPoK20b9+Gzz/pR3R0JEZjxvQaCiGEEM/K1itZxB86+eRo1M3Wn0WUUrmTqKNuAvukO03T1gDrrQ97WlfGyHAXLl6jZIkanD9zkir1WjJk6hZeaffRY2VC7wcTFnKXuq92JIdvwvPnZQYd+/6Mg6MTGhobNmxh/57dXLt8HtAwW0/HNm3XJ8XJHYBOp2PAuP94EHKfl15unz6Bx/NehxYYHZ1YOuPndG9LCCGEsBVbJ3it490/9MS2BfHud05oZ6WUjkfXyd3FMmI3Iw20/nTGslpGqpw9l+QUf0/Zsv0Ag4aM58bN4LjnDh4+jdls4rNRC+j02egE93Pz9ObHv/bRtse3qQ0xQ3n5+DNm4Ql+/fccQ6dtxTtnbjRNQynFe/3GMn7ZBQoWL5/qel3cPPn8p0UcObiPzu8PTH6HZ9Sq9Rts+m9murcjhBBC2EqKEjylVHvrahRJlWkDvG99eB9Y/ESRf4BT1vv9rAMvnvQFUNR6f7SmaTEpic9WNE3bAiy3PuzGo5U5UiQsLHVT6I0cNYlfRv1E8WJVOXjwGG+2/5SGL1Xlxbov8eOnrzNzTP9E93XzTNtgDnv6dtJ6xi+7wK9Lz1OpTvNnqit3vqK8P+A3Fs39m+9HTrZRhAkbMfQTIiPC2L3hybe0EEIIkTmltAfvU+CKUmqaUqqzUqqWUqqsUqqG9fEyYA6gxzKY4iNN04LjV6BpWiyW5cVMWCYw3qyU6qOUqqqUekkpNRUYYi1+jAxaVSIBD7uEjIBHanY0xcby7dCULIVrMWXS95QsXR4HoyNunt5sWLuWajVe49+FE5g8fQJbV/7Nx2+UYsLgrpw9tgdzvHVgBZSp1pBW7w3gx2EjaNn6Q0ym9Pn9uLm5ULVGLRZMSdcpEoUQQgibSc0pWg8sp08nAxuB/cAW6+Mm1jLBwDuapk1PqAJN01YCXYBIwBf4GdiOZXBDR2uxY8Ar6b2iRGI0TdsDLErr/mN+Hp3g8wePnKZp866Ur9SM+o3as2vvUXJ4uVOtemUcjI54+eSi15AZXDh7ilwBZRky+CeWr1rAe107c+vyKX7s+zo9mxVg47IZaQ0tW2rQqisffT+bLZs2UKxkXS5dvpH8Tmkw6bfvuXf7Ovu2Lk++sBBCCGFnKU3wWgDvATOxJHbXgBggDLiAZW3ankAhTdOSXNfJuspFeWA8cAZLsncX2IGlp7CipmnnUnkctvYVlrn8Us1sMlGpanOGj5zCrVv3ALgTHELDl1py8uRpvPwLcONmMC83bMndew9Yu2YDBaxrnRYsXp5Bv62lRaf+RMVoNHqpBYcPH+fIwZXcvnWcrj16MHvcQMYN6mSr48wWipWpxvA/d2IwulC+fD3mLlht8zby5Paj6ou1mTthkM3rFkIIIWzNphMdP+/yFSmjvdLuI9Ys/J0Lpw4SFRmOs6s7ZlMszq6eDJ2+LW7EaN+2ZXF1c+XW9at88O1Ulvwx6qn5l04c3M6YL9vRs08vvvmyB3q9jrovtePA3l2MXXwmbi1b8ciMX/qxZeUc3nirHZPGDbJp3deu36ZUyRp0HTCB8jUa27Tu7EDmEBNZnbyHRVbTo2m+DJvo+LlXplpDylRrCMC9OzfYunIOJlMsL7Xq+th0IO9+Mor5vw+h1XsDeKFSPZb8MeqpuoqVqcar7T9l7E8/8Nu4CURHRYJStOjwuSR3iXjnoxGUqFibqSN6c/jgYbZtmmezugNy+VKtZh3m/PqVJHhCCCEyNckS0pGXjz9NE5mIuEzVBpSp2iDZOvIVKQNAYP4SKJ2OUpXq0rhtT5vGmd1UrPkK+YuU4esudenTdzijRyY+Gjm1pk/+kRIlazB34mBad/vKZvUKIYQQtiQJXiZXrNyLfDd5M34BQfYOJUvx8Q/i7V7f88cvn/Nx7w7ky2ubCaH9/LwYPOxbBvQbQI1GrQnMXzz5nYQQQogMZuuJjoWN6XQ6Se7SqEajNugNDmzaut+m9bZq8RK+OQMYM+AdmbpGCCFEpiQJnsjWTCYTeQJz2rTO7j2/5taNq4TcvcVf//vSpnULIYQQtiAJnsjWNM2Mt7enTessVrwIAK7unmxePpuzx/fZtH4hhBDiWUmCJ7I3TcM7h20TvI96vg1A2IP7gMb/vmovp2qFEEJkKpLgiWzr7u1rAPj62DbBC8jli1Iq7nFE2AMunj5k0zaEEEKIZyEJnsi2ls36Bc8cvjg5Gm1ed9ESpePuGwwO5C9a1uZtCCGEEGklCZ7ItvZtXc4rr76SLnWP/PHRHHje/nnSpQ0hhBAirSTBE9nSrWuXCAu5y9cDPkiX+mvWKEfh4qUACAu5ly5tCCGEEGklCZ7Ilrav/htXd0/8c3qnWxtff/UpAGEP7qZbG0IIIURaSIInsqUjezZQtHiJdG3j1aa14u5vWTEnXdsSQgghUkMSPJEtXb94iooVy5EjRxFyBZTl+MkL3A8JtXk7ffpaevFm/PK5zesWQggh0koSPJHt3A++SVRkOJ9/8h5OLq5ERYZTvWoDihWrQUxMrE3bGti/W9z9CycP2rRuIYQQIq0kwRPZjtLpUErx7/KN1H2pAZ7eOanVpB1RkRGEhkXYtC29XsfLzZoDMLzPqzatWwghhEgrSfBEtuPh5UvNxm/xSe9PWb7kHwq/UIXNK+bQ4vXW5PByt3l7v4waEHf/xqUzNq9fCCGESC1J8ES21K7X9wz6bS0/zj7AoR1rqFqjJtN+H5Yubfnn9KZg0ZIA/DH6s3RpQwghhEgNSfBEtnX10im+6VILF1dX/l00MV3b+uXnbwE4e2wPsdHR6dqWEEIIkRxJ8ES2dXjnWsJDQ/h59Pfo9en7Vq9Zoxyu7pY1b5f+9Uu6tiWEEEIkRxI8kW217/MDBUtU5PPPvsmQ9r740nJ6dvmc/2VIe0IIIURiJMET2Vq3ARO4ffMaM2b/l+5tde/aGp3eAMCxvZvSvT0hhBAiMZLgiWzN0zsnZas1YuCX36Z7W3q9jjfefBOAtf9MTff2hBBCiMRIgieyvfYf/8iD+/cYO352urf1v58H4OXjx62r59K9LSGEECIxkuCJbM/FzZMajdow5Nuhjy1XFh4RiclktmlbDg4GNm38h5tXz3F49zqb1i2EEEKklMHeAQiREd76cBgHtq+iXoO3GPBlH97v2gtTbAwly5Rny4a/bdpWntx+5C1YhA3//sELlerZtO74Qu7d5psudYgMD8XB6ESRF6rikysP1Rq0pmDx8unWbmZw88o5dq5bhKd3Tnxz5cU3IC/efrnRGxzsHZoQQmQKkuCJ54JOp+OzUQsY3KMhXTv3QG8wAjDyx6/Spb2KFcuzft2zD7SIjY7GYDQmuO3SmSNEhlt6JGOiIzm6dwMAm5bNpNV7A2j4ercE98vqwh7cZ8zAd7hz4/Jjzyudjhy+ufHNFRSX9Pn6P7rv5uGNUspOUQshRMaSBE88N/wC8jHsj52s+Pt/uLh5sviPkVSvUjpd2qpZswqLFy56pjoO717HuK87UqxMDd7qOQSfgHwc3bMeR2c3dApOHtzGWx8OpXbTdwAIvR/M3k1L+evXgSyYPJSoyDCavvUROl32uRLDbDYzfdTH3Ltzg74/ziOHX25u37jE7WsXuX3dcrtz4xKHd60l5O6tx/Z1dHZ9lPDlCsI3IC8+1sc+/kEYHZ0SbddBXcDbMBEP/SJ0hGHGlRDTawTHdiNGy5fehy2EEKkmCZ54rrh5eFGzydsM6loXAJPJTJXqLYiKiuLwgZU2a8ffzxuz2ZSqfSZ9/wF7Ny1lwP/+I0/Bkmz8909cXN25ff0cg96vn+A+SqeLS/DcPL2p3aw9/nmLMLp/W5bOHM2J/Vv49Md5z3w8mcXKueM5tHMNbboPolCpygB45wykaOlqT5WNigzn9vVL3HkiAbx57TxH920kJirysfKePv7xEsC8cQlgkfyXKeD7JYoYlIoFQE8oXvrZeOrncyV6PGHm9DsVL4QQaSEJnnju+PgFxt0vW+Flrlw8T4nS5WzahqeXO5o5dQM4KrzYlL2bljL0wyZ45wwk+NZV3u/ZE4BlS5dz6dxpQOHk4oqTsyvOLu4EFX66B7JYmWo0f7cvi/8Yyekju+j3diV6fDOZ/EXL2uLQ7ObEga0s/nMkleo0p+6rHZMt7+jkQmD+YgTmL/bUNk3TCLl7K67Hz5IAXuL29YucPLSdnesWomkauXPD77+DLoEzu0rFooglt7E756NWSk+eECJTkQRPPHfGD+4ad//KxfOAYtO6OTZtIzg4BJVQVpCEirWbkbdIWb5+rybBN6/g6OTCb//7H86u7hQsUYn32nxEuRebYjAk/7Ft8mYvvHwD+OOnT3E0OvDDxy0YOfcQLi7uaT0ku7p3+zqTR/TCP7AAb/ce/szX0iml8PTOiad3TgqVrPTU9piYKIJvXCGP62CMjuuBxJN1c2wkx9Y0ZP7iEvjkincK2Pozh19u9Hr5UyuEyFjyV0c8d8rVeJmje9YDULBERc4e28NPY/7ks4872KyNzVt24eLmmer9/AKC+GXBMf6Z/iMx0ZHUavoOQYVKpSmG6g3e4K//DeD9Hu/x/eDvOXtkFy9UTvhUb2Zmio3h9+E9iY4M5+Phf+Hk7JrubTo4OOKfpyD5nXaiV0n3xDo4QIMGZpauduPCyQPs2/IfZlNs3HadTo93zsCnB35YH7u4ecrgDyGEzUmCJ547tZq0o3i5Fzl9ZBdV67di7MD2zJ+32KYJ3sEDR/H2y52mfY1OLrR+3zbr58bGxlCgQB4MDkbOndifJRO8hVOHc+bobjp/PoaAvEUztG0dYSkq52iM5aNhMwEwmWK5d/sat649GvRx+7rlNPD+LcsJDQl+bF8nF/eER/7myou3fyAODo42Py4hRPYnCZ54LvkF5MMvwHLNVKFSlVi/2LZLi124cJ68RSvatM7Uunz2KJrZRO8PP0cpRZU6LewaT1rs3byMNQt/p06zd6lcN+PjN+OKntAUlXtIrzfg4x+Ej38Q8OJTZSPDQx8b+WtJAC9y/dIpDu9aR2xMVFxZpRRePrke9fjlCop3GjgvHjn8pPdPCJEgSfDEc69stUYsnfkLJpMZvd42U4oE375F7eb2nWw4MiIcgKjICEbNPYTRmPg0IJnRjctn+fPnz8hftByvdx1olxhCTK/hpZ8dN3o2IZpmIMTUKsV1Orm4kadACfIUKPHUNrPZTEjwTUsCeP3io9G/Ny5xdN9G7t+58Vh5B0enx0/55sr72HWAjk4uKT9YIUS2IgmeeO4FFSqFg9GR3n2/Z9zPA2xSZ3RUBIVK2K8H78r54/w2pCtKKZxc3LJcchcdGcGkYT3QOzjQ9ctf7XaaMji2G576+SiSSPBwIDi2i03a0+l0ePnmwss3F4Wt08DEFx0VSfDNy3FTvty+dpHbNy7Hjf6Ninj8lLJHDj8C8hUlMH/xuFtA3iIYnZxtEq8QIvOSBE8IoGWn/syeNJjOHV6nYrniz1yfpmnk8A2wQWRpM+SDlwF4qXFTDh44Yrc40kLTNGaNG8DVCyf48LvpeOcMTH6ndBKj5eNK9HgCjT0emwfPEqcBDQeuRI/PsClSjI5O5AoqTK6gwk9t0zSN0JBg7ly/xC1rAnjrynmuXjjBpmUziIm2nPpVSuGXuwCB+YuRO39xy1QyBUrgmytvtpoUW4jnnSR4QgD1WnTi4I5VNKjfnDr1G/Ldtx9TptTTX6IpcerMJQBc3L1sGGHqfDl2GT/3f5M1y5dRonwtu8WRFpuX/8WONfN5pV0fSlask6FtJ7ZixaXoKXjo/8NDvyDe860Iju2Saea/U0rh7umDu6cP+YuVe2yb2WTi1rULXDl/nKvnT3Dl/DEunzvG/q3L0TQNAKOjs7W3rxiB+UuQO38xAgsUx93Txw5HI4R4VpLgCWH10bBZ7Nv8H3//Nog6NZvg5OzK9BkTaFT/6VUSklKvXksAu/aGBBUqxRdjljFn/Fd0/PQnu8WRWhdOHeLv8d9QokJtmr7VO0PbdtWte6qn7skVK27EDM7QmGxFp9fjn6cg/nkKUqFm07jnoyLDuXbxFFfOHePK+RNcPX+cg9tXs3Xl33FlPHL4EZi/uCXhy1+c3A9P8yaxtJsQwv4kwRMinvI1m1C+ZhPCwx8wrGcTRo/+PVUJ3s7dRwh7cJ+3PhiSjlGmjF9AEB9+N83eYaRY2IN7TBrWHfccvnT+7Bd0en2Gte2gLhBo7IFORTy17eGKFYHGHpyLWpFpeuxswdHJhfxFyz62ysnDVT4sPX3H424bl/756DSvTkfOx07zFiewQHF8/IPkNK8QmYQkeEIkwMXFncZtezJr7BcsX72Nxg2qJ7uPyWSm7ZtdKVSyErWbtc+AKLMPs9nMtJEfc+/ODfr+OA83T+8Mbd/bMBFFTJJlFDF4G37Psr14KRV/lY8SFR6d3jebTNy8dp4r545z9fxxrpw/waUzR9i7eVlcGUcnFwLyFXv8+r78xTP89RRCSIInRKJqNn6LY3s38u7bXTl/fjcuzkmfklq0ZB33797hq9/WZVCEaTdr7BfUbd6J3PkyduLgxKyY+yuHd62lbY/vnrp+LCN46BclORUKWHryPPQLsn2ClxidXk+uPIXIlacQFWu9Evd8ZEQY1y6cfOz6vv3bVrBlxey4Mp7eOR8b0BGYvxi5ggrjkMVGdwuRlUiCJ0QS3us/jr5ty9C95yD+mDI8ybJbt+/DzcM706/3evrIbjb9N4sdaxfSf8y/BCQwIjMjHd+/mSV/jqJSnebUafauXWJI6YoVKS33PHFydqVA8fIUKP5o3kfLad6bcdf1Xbb2+q1f8kfcRM46nZ6cgfkfDeiwXt/n459HTvMKYQOS4AmRBJ1Ox2ud+jPn16+5das/fn5eiZbdv+8gOXxzZVxwabRoqiVRjY6K4Lv3X6JW07dp1flLnFzcMjyWe7evM3lEb/wDC/J27+F2W5UhLStWiMRZTvP64+ntT8kKteOeN5liuXnlXNz1fVfPn+D8qQPs2fRvXBlHZ1dyP5y7r0DxuGv8XO04Kl2IrEgSPCGSUaPRm/z1vwEULVqZF+vU55/5459a8WLL9gPs27UdTdO4cekM/kGF7BRt8noPm0FsbAwP7txk0Pv12bRsJpuWzSQwf3G+/N9/GdZ7YoqN4ffhPYmJiqDbgDk4OdsveUqPFSvE0/R6AwF5ixCQtwgVazeLez4yPJSrF09aEj/riN59W/5j8/K/4sp4+vg/NmFz7vzFyJW3sKzVK0QiJMETIhlrFv6OUjo0zcyWDWv5a+4K3nmzCTExsXwz5FeWLV3BxXOn4+YTc/fJmW6xREeGc3DHaspUb5Tm1SmMRieMRidcXNwZ9+859mxcwsIp33Pl/HH6tavA93/sxGA02jjypy2c8j1nju7mvX7/IyBvkXRvLykpWbECYokwvZBhMT1PnFzcKFi8AgWLV4h7TtM07gfftCZ8x+N6/U4e2EZsbDRgOc3rn6fgU9f3eefMI2v0iueeJHhCJCN/0TJoaJStUJkDe3fxUc+P+bh3X8xmEwaDkSKlq2G4dJGY6EiavNkrXa/B+/OXfuzesBidXk/dVzvRuttXz1SfTqejct0WVK7bgtH93+TEwW30eq0oP887nK6nbPduXsqaRZOp27wjleq8mm7tpFSMlo8bMd+Sy+FzEssLlIJcxm+IiKqWraZKyayUUnj5+OPl40+pSnXjnjfFxnDz6jmunHs0jcv5E/vYs3FJXBknZ7d41/U9ur7P1d3TDkcihH1IgidEMoqVrUGTth9yZPc6ylZvRI2GbYiKDAegYu1X+eGT14iJjiR3/mI0f7dvusZSodYr7N20lIGDvmLw198RVLAk1Rq8Hrd947IZLJ/zPx7cu4MpNobW3b6hXotOKaq7z/DZTPr+A/ZuWsrezcuo0ahNuhzDjctn+fPnzylQvDyvv2ebtX9twUl3ENADpkTLPC9TpWRmeoMDAXmLEpC36GP/HESEP+Dq+ROPXd+3e9MSIv6bGVcmh29AXMIXWKA4+YuWI2dgAXschhDpThI8IVKg+bt9E0zels/9lQsnD+AbkI8B/1ue7nGUrdYIs9lE4wY1+HVsLnasW/hYgrfy7/HcvXUt7vGdm5dTVf/D074+ufLaJuAnREWGM3FodwwORrp88SsGh/Q/FZxSlqlSEk/uQKZKycycXdwpVLIShUpWintO0zTu3blunbvvBGeO3eXMkdoc2f0K4AaEUu2lCJq2M+EXkPQ0OUJkNZLgCZFGm/6bxT9TRxCYvzgDf12RIW1uXDYDnV5PieIFGDtuOG+16cCRPRsoZV2z9bspmzhxYCuOTs7kL1Y+1QMmHo5mzFfY9teaaZrGX/8bwLWLJ+k1+E+8/XLbvI1nIVOlZD9KKXL4BpDDNwBowtJZvphiFfDwPLwHO9e7s3ezRtcvb9sxUiFsTyYbEiIVzGYzcycOpkfTfATkLUy7Xt9nWHJ3P/gm8377lrff7QBA4wbVqVS1BjNGf4bZbAYs19SVKF+TgiUqpiq5ux98k56vFrIuRaXS5fq7zf/NYsfaBbzy9sePrZCQWaR0ChQNAw7qQjpH8+wc1AX8HQZQxKkUxZzyU8SpFP4OA7JE7LZ265qBScN8iY7SYTI9fpGl2aSIjtIxaZgvsTEyMENkH5LgCZGAtf9M4YNXCnBkzwYAhvVqSo+m+ejZrAD371yjVpN2FC5VhVpN2mVYTH9P+AZnF1fG/PRF3HN/TB1JRFgIQz5o9Ex1u3p442A9XRrwxBQvZrOZrSv/5n7wzTTXf+HkQf6eMIiSFevQ5M1ezxRregkxvYamJX9SQxFLAceXcdVl3hVLXHXrKOD4Ml762ehVKEpp6FUoXvrZmT729LB6gbu15y5xplhFyL2MW/9YiPQmCZ4Q8ezftpIeTfMRGxuDppmZOLQ7ZrOZ+8E30RscaNS6B537/Y92vb7PsJiiI8P539cdObxrHaEP7nPuwtW4bQG5fNm9Zw3XLp4i2jrwIy0MBgMj/z4EwIP7wY9tWzV/In+O/oyBHWsQG5v665TCHtxj4rAeeOTwo9Nnv2TaVQqCY7uh4ZBsOaU0dCqCQGOPTNkb5qAuEGjsgU5FPDWvn1KxmTr29LJzretTPXdPMpkUYQ8y53tTiLSQa/CEAD5+oxQKRaQ1SQrMX5wmb/Yif7Fy6HQ6Rszcbdf4ju/fjCk2hmIly5A3z+OrZeTJ7QcQd5o2rQwGA8P+2E5E2IPHnn+xURvWL57KvTvX+Xv8V6lKbs1mM9NG9uF+8A36/jgPN48czxRjeorR8nElejyBxh4oIlFKS7J8Zh1R622YiCImyTKZNfb0EhmZslOv2rN9hITIVOTfFSGAQiUrU6luc3799yzjl12gVMU6NH+3L2WqNrB3aBidXPhs5AKcXNw5c+o4/rleYPrMR0s77d9/EoDb1y8+c1s5fAPIna/oY8+5eXrTZ7hl4fhN/80iMjz5Jb0eWvH3OA7vWkfrbl+Tv1i5Z44vvYWZ63EuagUayZ+qeziiNrOxjAZOuqc1s8aeXpyckk7WH1LyjSiyEXk7CwF8+N002n04zN5hJCpf0TKM+vsgr7b/FLPJxLAhI7lxM5hO3QZQr34z8hctR+78xdOtff/AAnT7cgIA3/VokKLewuP7N7Nkxk9UrtuC2q+0T7fYbC1Gy4dKYi68+DLjiFoZDfy0KvXD0OuTTvL0eg1Xd+nCE9mHJHhCZBE6nY5Gb3Rn6PStBN+5TfFiVVmx9D8atOpG0bLV2b3hn3Rtv3zNJuQKKszdW9cY2rNxkmXv3b7O5BG9yZWnEG/3Hp7llo1K6YjalJbLSFk59vTSoNUD9IZkEjyDhodXyhJ7IbICSfCEyGJy+AbQpvsgHBydiQh/wJoFk1g17zem/tiHf6b/mK5tDxj7H0oprl44wdQf+yRYxhQbw6TvP8DXO5wffynOC16Vs9w0HSkZUatpBkJMrTIoopTLyrGnF7+AWLp+eRuliwSiH9um12sYHc10/fI2BoeUncoVIiuQBE+ILKhWk3a4eXhRoHAxzpzdjWa9Onz53+O4euFkurU7Z8LXaJrlS3BXIj2GC6Z8j6/7HiZNNJHLfWmWnKYjJSNqNRwIju2SQRGlXFaOPT3lL3oVpcqRp+AWnFzMKKXh5GKmZpNQBv56nRcqR9o7RCFsSkbRCpFF9Royg8E9GvFety8Z8+totmzdw/Kly9i26m9e7zIwXdqs16IzvrnyUqR0VRydnz7Ft2fTUo7vnMzUaQYMhuintisViyKWQGMPzkWtIEbLly5xPqvHR9TGPDZoQdMMaDhwJXp8pow/K8eennZt+Aez6QQdP40hsEDqlvATIiuSHjwhsqiAoML0/HYq61avoHWrhkwY+zW5A4O4ePpwurWZO19RXm7zAQVLVCTwiUEdMTFR/Dn6M97r5oshmX8dH07TkZk9HFF7z9QOk+aGpilMmhv3TO04F7WCMHM9e4eYqKwce3rZvno+QYVKEVgg/QYjCZGZSIInRBZWqmIdDAYHvvhqNAAFCxe0yXQpqRUVGc7taxdwcHCkdq1wdNlkmo4YLR83YgZzKvIIJyLPcyryCDdiBmeJ3q+sHLutXTl/gounD1HtpTfsHYoQGUYSPCGyuDLVGrJg7gIuXLzG4UOH8fYLzND2NU1j1tgviYmOovPnY9CriBTt9zxN0yHsa/uaeej0BirXa2HvUITIMJLgCZHFla3WkNCQe5QrW5sLZ07yRtevnrnOkHu3uXfnRqLbY2Nj4yY83rRsJjvXLcTT258SFWrJNB0iUzGZYtm5diGlK9fH3dPH3uEIkWFkkIUQWVyVei2pUq8lYFkazBZrvY7q+zo3r56nTLWGvD9w4lN1/vfXLyz7awxdB0xg7m/fUqpSXR7cuwNYpunw0s9OcjWF522aDmE/x/ZuIuTuLao1eN3eoQiRoaQHT4hsxBbJHUCuPIUAOLh9FR+/XpLw0PuPbS9YshIAk4b2wCOHHx37jo7bJtN0iMxk++p5uHrk4IXK9e0dihAZShI8IcRTegyawthFpyhWpjrRURF82qYMq+ZPjNteonwtHJ1cAI16LTrh5pEjbtvDaTrMmvNTE+5qmgGz5vxcTtMhMl7Yg/sc2L6KynVbYHAw2jscITKUJHhCiAQZjEb6DJ9N76Ez8Q3Ih29A3rhty+f8j6jIcAAWTvn+qbVpZZoOkRns3fQvsTFRMnpWPJfkGjwhRJJKlK/J4Mkb4x4f27eZf2f8RJV6rxEWep8ju9ZxYOuKp/Z7OE3HjZjBGRmuEHG2r5lHQL6i5C38gr1DESLDSYInnhtms5lTh3dy9uguLp05QlRkBD45c+MbkI+gQi9QpFQVDMbHT+OEhz/AaHTGkNzMvc+Ju7evMWVEL3LlLcIb73/Djx9bBncktmyZEPZy/fIZzh7bS8vOX6CUsnc4QmQ4+dYS2d7ZY3tY8scoTh7egWY24+Lmjo+vH87OLpzYf5o9m0KIDA/DbDZhdHTG1d2LmJgoYqIiiYoMx8snF99O3sDejUu5dOYwkRFhREWFEx0RjpePP216DH4uEsDYmGh+//4DYmKi6DZgAsHXL3Pr2nkA9m35DycXN6KjIzEanewbqBDAjjXzUTodVeu3tHcoQthF9v9WEs+FW9cucf7EXq6cP8HNK2cJvnmFkLu3CA0JJiY6mrwFCjFsxBC6dGyJXp/wpafnLlxl8b/rOXb8NN7eXvjn9CVXLj/69PqMj14rhsHBiIeXN0aj0XJzdOTEga2cOLiN3kP+xMc/KIOPOmMtmPI9Z4/tpcsXv8aNsh06bStzJ37H/q3LiQwP5etOtfhu6iZJ8oRdmU0mdqxZQMkKtfH09rd3OELYhSR4Iss6uGM1y2b9wsUzR9DMJhyMjri4uuHl7UPu3AHUqFaOsmVL8nbbJri5uSRbX4F8ufmoZ7unnm/VfDfXb9whKM/TXxQXLl7j5SZvM7BTTXL4BuDlG0B46D3MZjNFS1fjzZ5Ds0Xv3p6N/7LunynUa9GZirVeiXveO2cg7w/8DbPZTK/mhbl/9ybbV86ldrP2dow2e3JQF/A2TMRDvwgdYZhxJcT0GsGx3WRE8hNOHNzG3dvXaPXeAHuHIoTdZP1vHvFcuXv7Gv9M+4H925YTHRlJ8RfKMmnyOF57tV6iPXPPysHBkGByB5AvbwDHj6zlwKFT/DxmKpcvXaFwwZIYHRxYs2oJ29fMxxQbQ60m7WjX6/t0iS+9Xb90mj9/+ZyCJSrQqvMXCZbR6XT45c7PjctniAh/8NT2qxdOcmL/Fl5s8pb07qWBq24dgcYeKGLiJpDWE4qXfjae+vlciR4vI5Pj2b56Hs6uHpSt3tDeoQhhN5LgiUzPbDazfsk01i+eyq1rF8nhk5POXd9jYP9uuDhnjmShbOkiTJs07LHnTKbhTJwyn2+/HsyWFXO4e+cGh3euQa830G/0YoIKlbJTtCkXFRnOxGE9cHBwpMsXvyY5l5ijkwufjJhDgRKVntq2YMowjuxax+I/R/FO7+GUr9kUgMjIMFxc3NMt/uzAQV0g0NgDXQJr/CoViyKWQGMPzkWtkJ48IDI8lP1bl1O1fisc5J8J8RyTBE9kWjeunGP2uIGcPLQdnU5HtRdrMXfOBMqWLpLsvsdPXqBLt88JDQ1Fp9Oh1+nQ6fXodDoMej06vT7uOaPRgRIlijHwi+7k8LJdsqHX6+jRtTU9urbmp7Ez+GHYD7h5eBMaEsywXk0pUroan4yYY7P2bE3TNGaN/YLrF0/Ra8gMcvgGJLtPkdLVEny++ktvcGTXOiLDH/D78J64euQgLOQuAOOXXbBp3NmNt2Eiipgkyyhi8Db8LlPSAHs3LyM6KkKWJhPPPZnoWGRKK+dN4Ntu9Qi5c5lhI4Zw/dohlixMWXI3ccoCXqzRmDvBIfjkLoKnbz6cvXLj4OqLzuhFrHIhIkbPgwiNuyFRXLkezF8zZ1O0SFX27z+ZLsfzSa93WLl6AeGh9ylTvRGOzq6cOrSd+8E306U9W9i4bAY71y2i2TufUKJ8zWeqq2LtZvQfvYRaTd8mZ+78eHnnAsDB6GiLULM1D/2iJNf1BUtPnod+QQZFlLltXz2PnLkLUKB4BXuHIoRdSQ+eyHT+njCI9Uum0W/gF/T7pFOK9zt+8gLNW3Tg9o1r1Gr6Nm/1HJKqdj97szwDB43i30W/pTbkFClTqjBDhg9mQL8BFC9Xk+5fTcTolPDgjxtXzjGoa13AcuozOjoSVzdPvpqwGg8v33SJL77zJw8w77fveKFyPRq3/dAmdeYrWoZ8RcsAEHLvNv3aVSQmOoq7t6+lqHfweaUjzKblsrPb1y9y6vAOmr/bV+a+E889SfBEprJg8jDWL5nO/8aPoV3bxineb/PW/bzWoh0BeQszfObiFCVBF04eZPXCSZw/sZ+7t6+hmc107fr0KFpb6tG1NaVKFubtdt34tG056jRrT63G7TAYjUSEPSAyIhx3jxz4+AeRM7AAN6+ci1sSLDTkLkN6NMIjhx+vdxlIiQq10iXG0JC7TBraAw/vnHTsOxqdzrYd/aH3gxnZ13L6zN3LN8lpLKaN/JijezdSqGQlggqV4sWX38TTO6dN48nszLiiJzRF5bKK9BoRvH3NApRSVK3fyobRCpE1SYInMo17d26wav5ERo7+McXJXUxMLJ8P+Ik/pkyhRLlafDh4eor2iwwPZXifV3F0cqHByy/TuHE9WrWolyGDNmq/WJ7zZ3fw+YCfmDPzL9Ys/B0ApRRK6TCbTTg4OuHo5EK9Fp2p3qgtNy+d5vTRXaxfPI0H9+8wZuA7jPz7IK5unjaNzWw2M21kH0Lu3qLvyPm4unvZtP77wTcZ0KE6JlMsOr2Br8evSjKB3LX+H8xmE/u3Lmf/1uUs+XMUpSrWTfHrnB2EmF7DSz87ydO0mmYgxJQ1kpr0GhFsNpvZvmYeRcvWwDtnoK3DFiLLkWvwRKZxcNtKHJ2ceK9DixSVv3XrHkVL1Gbm9D9p9vbHqfrSd3Jxo0WHz4mKiuDBg1DeaPlSosndt0MnMO63v1Ncd0ro9TpGDe/L5Ut7uHv3FHfvniI4+CR37hznytVDfDGwP41ebsjWFbMZ8VEzju7dSMuO/fhkxBycXNwA6NumDJv+m2XTuJbPHsuR3etp/f43cadTbWX1gkn0f6cyJlMsgfmL88UvS3Dz9E5ynyHTttCx72g6fPITTd7sBcCxfZtsGldmFxzbDQ2HJMtoOBAc2yWDIkq7+COCn0xYlYpFpyIINPbAQaV+4M2ZI7u4c/0S1V96w1bhCpGlSQ+eyDRc3D2JjYnBZDI/NqfdV9+OY/PmbUSER3D//j1uXL2MwcGBmJhofP2D+GHW+rikJzUat+1JUOEXmDLiQwJzl8HB6IjBwQEHBwccjE6079COr/p3ZfTIUQB0erd5hvTwuTg78fGHbwNg+vU7fvh5KuPGjGfb6nmUq96IwZM3MfmH3hzft4lZY7/g0ulDNplj79CONSyZ8RNV6rWkVtO3n7m++GJjY5n/u+WayI59R6d4+agcvgGPlW385oeYY5MecJDdxGj5uBI9/qleL7D03Gk4cCV6fLKnNp11W/F3+BpHdSruuSitCDdiviPCXCPd4o8vPUcEb18zD0dnV8q9mPJLO4TIziTBE5lGhVrNmPpjH+YtWkPb1y0TlM6Y/R/jfvmFQiUr4+jiQ75chWnTYxjXr5wlqGApCpd6es611ChVsQ4/zj7A0T3rCb51lYjQEMLDQrh3+zo///Ajv44Zh05vwGBwoE79N/nu28/x8nInLDyCsLAIwsOj+PffVSz/dwn7D2xIdELktNLrdXzR9z2+6PseE6csYPiwUXzergKV6rTA08ef+3dusG3VPDRNo2SFOpSt8XKarpk7e2wPv37bGYB2vYbZ/AJ1g8FAq/cGUL3BG8n22iXFaHSCxKfiy7bCzPU4F7UCb8PveOgXxLturRXBsV2STe58DL/ga/gJgPgvrSOnyGt8i9uxn3An9qP0PAQgdSOCU5PgRUdGsHfTMirUbIpjIgOXhHjeSIIn7Ors8X38M3U4Z47uRtM0zJoZR+Oj01G//PIbhUtV4ZMfHj9FassBBjqdjhcq13/q+ZqN3+Tssb282LgdwTcvM3nEh7z9VmfQNMv1cjqd9bo5hdlsomrVxhw5stGmc+nF161zK7p1bsXUPxfT9+PPCcxfnPt3bhAbG82hHSvZvPwvWr03gIavd0t13Q8nXXZydku3L8i0xCUeidHycSNmcKp7tpx1W/E1/ERCOfvD53wNPxFurpzuPXnpNSJ4/7blREaEUq2BnJ4V4iFJ8IRdLPlzFJuWzeTB/TsAGAwO9P60D2+/2YxTZy7yctPOnDp5grvBt+g5aEqK6gy5d5vhHzUDDbx8A8hbuDStOvdPdCqS5BQpXS1u4l43Dy++nbQ+0bKxsbF81akGVas1Y9vWJfh4e6SpzZTo1L451auWpVGj1hiMRoxGZ+7ftfweAwsUJzY2NtXr3zoYnWjb41vmjP+GCycP2vz6u4y07p+p/P3bIIqWqcbHwzPvRNIZxd/h6xSWG8T5qJXpGkt6jQjetmoePv55KFyqSlpDEyLbkUEWIsPt2byUZX+N4cH9OyilKF6+Fg6OTqxZvYFXm3fgrTYduHLtFuVrNaf3kBkJ9q4l5MdPWmLQKRo1bkAOD0e2r/6bn/q/mc5HY2EwGPhi7DJizRrFilblzfafcuHitXRrr3jRfJw5tZV6DRoRERaC0cmFynVfY+zA9vRqXohlf41JdZ1V67fC6OjMxmV/pkPE6efenRt807UuG//9kxuXzpA7fzEATh7czqdty/Dt+y/xz/Qf7Ryl/TiqUwn23sWnFDiqE+keS4jpNTQt6X8+UjsiOPjWVU4c2ELVl163+ZQ+QmRl8mkQGa50lZeoULMp1V56nZFzD/HR0BkopePg3l24efkzZMomBv66gtbdvkrVCgp3blzi60H9mTD2a9as+IP5i2Zy8dQh1v6Tsh7AZ+Xh5cuQqVtp2fkLtm/dTrmytSleqj4DB43lxs1gm7fn4GDg75k/c+LETuo3bMjezUvjtv0782d++rw1ZrM5xfU5u3pQuW4Ldm1YTNiD+zaPN72cOLCVm1fO8devAxn0fn2CCpXiq/GrCMhXlPAH97l+6TTL5/yPyPDke45E+kqPEcE71y5E0zSqvSRLkwkRn5yiFRnOaHSi65fjH3uu/y9LcXZ1x83DK831Fi1dje++HcE7bzYB4MWqpXmtdWuWzRpD/RadnyXkFNPpdLzUsgsvtezCtUun+WfaCKb8PpVxv4zB3TMH5StWonPntjRrXOuxkcLPws/Pi7/+GAmMZOOWfQTmzkloaDgvN3qdvm3LUKvpO7Ts1D9FddV+5R22rJjNjrULqN8i5auI2FP5Gi9zrH4rXN29aNS6By5unri4efL1+FXERkdz7sRezhzdk6aR1lnRrWsGVi9wZ+daVyIjFS7O92jQYAZt2vxEYOBZu8ZmqxHBj/bR2L5mPoVLVcEvIO0TJAuRHUmCl02E3g9my8q/uXnlLHq9HpPJxO4Ni4mNicbo6ETOwAIUL1eTirVfJU/BknGnMvZs/Jed6xdx/84NLp4+jIPRkabt+vBy6+4ZGr9fQFCa97164SSDezSkQq1XOHFwG3Pmr4obhTtiSF8W/j2Hy2ePkqdgSVuFmyIBQYXp/tUkAIJvXmH9kukc3LGKTu92QylFUP5C1K1biwIF8rJ33yGOHj7KtatXCA8NwejoRLt32/PTiM9S1WbtF8sD0L3Xd0RFRgCwcu54blw+Q5cvxid7bV7ewqXJX7Qcm5bNoF7zjpliuSez2czhnWsoWalegvEbnVzo2PfnBPc1GI2PXUuZ3R3e5cSkYb6YYhUmk+W1Cw/3ZOnSrqxc2ZFBg96gatXlT+2naRClFcuQGJ91RHB8507s48blMzKAR4gESIKXxYWG3GPqD704uncTTs4ueObwRtM0lILqNWvx4Ycd2L37MGvWbmL7qr9ZOf83FIqcgfkpV6MJW1fO4cG92wAonY53O3Xg99+G42A0Zliv17PyDcgLwN5NS8nhk5MqlUpx6swlBn7zM+tWrcTRyQUvn1x2jdE7ZyCt3vuSVu99idls5sDWFWxZNYcF8/8hKiIMdy8fcgUVof5rTShevhbH921i2u8/E3znLtN+H5bq9gb0e595f/2FyWTpITm6ZwNfvluVz0YtSLano1bTt/lz9GecOrSdomWqp+l4bWlk31acO74PR2dXRs8/au9wMq1b1wxMGuZLdNTTPcMmkxGTycigQfP4/fcyCfbk3YgZlAFRWqR1RPCTtq+ej4OjExVqvWKjyITIPiTBy0LCwx9w+tAOzh7by+VzR7l2/gTBt6+Rw9uPmX9NoWnjhK9Xa1C3Cv37PkrW/lu5lfET/mTL8pmEhz2Ie752/Yb8+P2neHl5MnLEd+xcu5D+vyxJ9+N6VkajE4N+W8uofm24e+cmlSrUx2w2kcMvgJfb9KTJm70y1cXXOp2O8jWbUL5mk0TLFCxentz5izNxSDeO9e1KieIFUtVGUB5/Nm9dTqtW7/Ha683p92lnGrz8Dt90qUuLjv2S7KGtVPtV5v0+mI3LZmaKBE+vN6A3OMj6oslYvcAdU2zSPa4xMQ7MnfsxffpYVgXRNMvzt2M/ybDJjm0lJjqS3RsXU75GY5xd0mdqIiGyMknwMpnY6GjOn9rP6cO7uHTmMDeunOP+neuEhz3AbIpFrzfg6u5Jzly5qFm7Bp06vEHdWhVT1UaTRjVo0ujRH/OYmFhCHoTHTe0xoF8XqlYtQ5tW79j02NKTf1Ahfpi1h/vBN7l17SK+uYLw8rHtpMMZrVz1RuTwy803g8fw98yET0EmpXjRfBw9vDru8a5ti8idpzyLpn7P4uk/8FLLLrR678un9jM6OVO9QWs2/PsHIXdv4ZHD75mO41m93OYDlE5PqYp17BpHZrdzrWvcadnEmExGVq1qz0cfWRK8KK0YN2IGZbnkDuDgjjVEhIZQTZYmEyJBkuBlApHhoQTfvMInrV8gIuwBSqfDxdUdH18/CubPzwuvNqBm9QrUrlkBNzfbT0Lr4GB4at62IgWD0DSNHk3zMeyP7eTwDbB5u+nB0zsnnt457R2GzZR/sQk71i20WX0jfhzC2bOXcHNzYcigwaxeMAmlFM5uHuTJX4I6zd6lfM0m1GrSjrWLJrNl5RyatP3QZu2nRGx0NAajZbmKU4e2M+6bTuh0esb9a98BApldZGTKrpeMiPDgRGTq13rNbLavnouXTy6Klc16yakQGUESPDu6de0Cf40byPF9m1FK0bFrFz7u3YE8ue3bYwKQO8DPMjmWprH5v1m82v5Te4f0XCpXowlrF9lumpf2bz26VqlHtzbsO3CCsPAI1qzZyvr1m5n0fQ88vf1p1OYD8hUpw+Zls3j5jR7o9HqbxZAQs9nMP9N/YOW8CaBpuHv64JMrLxdOHsDRyQVH59RNfPs8cnLSiIxIPslzdNYyIJr0dT/4Jkf3bKTh6++n+3tTiKwq81yY9Bwxm83MHNOfb7rU4e6N84z5dTRlypRg1PC+mSK5A2uvnp8/Veq+JsmdHRUsUQFN09i//6TN63ZxduLFamVpVL8aI4Z+wo4tCzhydCslShZn0ZRhXDh1kOBbV+j5akE+eKUA00Z+bPMYHurZrAAr503gu6HfcejIVho2boSnq4FvBn+DyRQrS1ClQJX6Yej1SSdver1G1fqpWwYsM9q1fhFms4lqDWTuOyESIwmeHQzu0ZAdaxcw6peRHDu8Jm7etszk7r0H3Ll5gwYy/YBd6XQ6/AKCeL11Z46fTP/TagG5fFm2eBI3rh/ixo0j5Mzpy0sNavPz2FHsXLeQPRv/tXmbIdZR3IcOb6FXjzfx98tBp3db0fDl+oz9ZTxePrlo0eFzm7eb3TRo9QC9IZkEz6DxUssHSZbJ7DRNY9uqeeQvVp5cQYXtHY4QmZYkeBnszo1LXL90ml27VtGpfXN7h5Oo/gN/wtXdM24RemE/n/+8BCc3L6pXbUjHLk8PikgvRqOR9u1bs3bNJm7evAUocgambjRvSri4eKDT6SldqgY5chQhZ84SNG/WlnFjfsXJ1YvPflqYqUZBZ1Z+AbF0/fI2RkfzUz15er2G0dFM1y9v4xcQm0gNWcOlM4e5euGE9N4JkQy5Bi+Drfj7V7y8fcmXN/MOWrh77wHz58yhyZu97B2KANw8vPjq15Uc3L6K34Z2p/qJk2xcOxsHh/T/+Hbo8CY///wbP4/8BU0zc/PKOZsn/QajkVF/HyTswV0cnd1xcnKJG2QhUueFypEM/PU6axa6s2OtK1ERCkdny2nZl1o+yPLJHVjmvjMYjFSq/aq9QxEiU5MEL4Pt27qchi83tHcYiTKZzNSu+wbunt680u4je4cj4ilTrSFfT1jNiD6vkjd/JRo1bkJQUG7c3FwpVDAvJUsUpGjhvDZN/Cz1uxMSch+9g5GjezcSfOsqvv5BREWGE/bgLoVKVSZv4dLP1I6Ti9tzs5RYevMLiOXND+7y5gd37R2KzcXGRLNr/T+UqdYQV3cve4cjRKYmCV4GCr55hdD7wYwY0tfeoSSqafOu3Lh2he8mb7J3KCIB/oEFGP7nTv75YxSbNi4lJiYKU2wM0VGRmGJjAcupOaV0uLi5U6LUC8yb8z88PdKePHXo9A5jfxlHTv9cnNy/if1blhEdHYVSOgwGA5ERYdbVU3SMHfgu7/QZkWWm1RFZy5Hd6wkNCZbTs0KkgCR4Gejo3o0YHZ3x8/OydyhPuRMcQr0Gbbl68Tw9v53Oir9/5dzxveQrWoa3eg61d3giHqOTC627fUXrbl8luD02NpbLZ49waMdq1iz8nbff/ZR/F/2W5va++aoX/yz8h7x5A1iyZEaCZU6ducSrzdpx5/oZBnSoToVar9D587Fy7ZywqW2r5+GRw4+SMum1EMmSv74Z6N6d6zg6Odk7jKfcDwmldOk6PAgJ5dvJG5n0fXe2rpzNhVMHuXDyoL3DE6lkMBjIX7Qsr7b/lPZ9fmTrxvX0/DjtSbper6dDh7Zs3ryDEydOJ1imSKEgAnL5cvzIOn77/VcO7VjDN13qEB0ZnuZ2hYgv9H4wh3etpXLdFuj10jchRHIkwctAjk6umEwme4fxlMavdMTg4MjQ6ds4vm8z0ZERNGzSFL3BgQ++nWrv8MQzqFi7GS9Urseq5aueqZ727Vvj4ODAtGmzky3bulUDDh5cT3RkKF+8W5WLpw8/U9tCAOza8A+m2BiZE1GIFJIEL6NpmWsW+e+G/caJo4f4+Ie/0el0XD1/HJMplmX/LKTbgAl4ePnaO0TxDOZNGsyhXWv56KMez1SPn58Pr77aiL/+Wkh4eESy5f1zenPk0DoKFinG972b8WmbMgzoUJ2fPm9DZHjoM8Uink/bV88nqFAp8hQoYe9QhMgSJMHLQGEP7uGQiaZ/OHPuCqNH/sRrHfsRYJ0w9MXGb4FSvNr+U8pUbWDnCEVaXTx9mP7tq7B+yXSGjRhKz+5tn7nOzp3f4v79EBYsSNlkx25uLmxaO4v9BzbQuUsn6tStyeWzR/jj58w7yEhkTlfOn+Di6UNUe0l674RIKbmQIQOZTbHodJln3cQvvxqFl48/jd7oHvdc7nxFGb/0vP2CEs8kNjaWGaM/Y8e6hZQuV5GF85bh4+1hk7pr1KhC8eKFmTp1Nu+80zrF++XLG8Dgb3py+eotVi5fgcmU9ediExlr+5p56PQGKtdrYe9QhMgyJMHLQAYHY6a6Bm/X9h2UqZ75lkkTaRMbG8vAjtWJDH/AuPFjaNe2sU3rV0rRqdNb9Os3mP37D1Ou3AsJllu/aQ9Tp8/j0MHDhD54QER4GLExlqlcvHMG0qHvz6lue/2/fzDnV8uoYUdnV2o2fovXOn2BwSB/wlLCQV3A2zARD/0idIRhxpUQ02sEx3YjRstn7/CSZDLFsnPtQkpXro+7p4+9wxEiy5C/jhnIZIpFKWXvMB4j01hkH5O//4DI8FBOn9qOm5tLgmVMJjP7D53k8JHTXLt2k1u37nDlyjUuXbrM7Vu3CA8LRSmFk7MLbm5ueHh64u3tTdVqFejW+Q3atm3Jt9+OZMqUWYwZM4ymzbty+OAB9u1dzekzF/H1K4nZFEsO3wDyFCpFUFF/PL39cXH3wtXNk/I1X0lTUuafuwA6vQFNMxMVEcaahb9jio2lbY9vn/XXlu256tYRaOyOIgqlLNcA6wnFSz8DL/0MQs31uBnzbaZN9I7t3UjI3Vsy950QqSQJXgYJD73PjjXzCQwKsncocUqVLs3RPevtHYawgT2bl7J/2wre6dSJ6TOWcPbcRU6ePMOVK1eIjo5GAeHh4dy9fQNNAwejIwYHIw5GR1xcPfD0yUXRsrXwsk5QHHL3JiHBtwgNucvNE2fYsnEDw4d8T0DuvOj0DsyYMY/F/67j/t3bABQuVBGd3kDr97+hZuN2z9yzdu3SaVbN+40zR3cREnyT6OhIzNbeb51Oj8HByO3rlwm+eQXvnIFJ1mU2m/lv9lj2bFiMyRRLzjwFefHlt3B0dGbLytmcP7GfkHu3cXXzoupLr/Nax8+fKfbMxEFdINDYDZ2Kfmrbw/813XTrcHXcypXo3wgz18vgCJO3ffV8XD1y8ELl+vYORYgsRRK8DHDjyjm+79UUN3cP5s351d7hYDKZadehL1s2rKVwqcr2DkfYwL7NyzA4GJkz8y90Oh2Ozi545PDDO2cQTs5uaJoZZ1d3qtZvRf5i5dPUc3v6yE42/PsnoSHBHN+3GZ9c+fj858WcOLiNvIVf4I+f+lK32bvPfCyTR3zI7g3/4pPTnwqVKlG1yjuUKlWE8mWKERkZxc7dR9iz9xDz5y5iQMca+OcpSPUGranXvCNGp6d7LicN7c6hnWuoWbc+bm6uHDp4iEnDuoMGOQPy8GLNalSpUp69ew7yz/zf2L5mHi+91sWyfJqza5p7HTMDX8NPKJ5O7uJTChRRBBp7cC5qRabqyQt7cJ8D21dRs/GbGBwyzwA1IbKCrPlXK4sZ901HcuUOZM/Of9Hr7X9K9O2On7F25Qpadv6Seq92tHc4wga69B+X7m0ULlWFwqWqADC8T3PCQ++Twy831W04L9m9OzfYvWEJM/+aStPGNRMsky9vAK1bNWD4kI/ZufsIg777mf9mj2XRtB9wdHLG0dkFZxd3/AILYDAY2b9tRZL1PdKGH77/nHc6fMKyWaPR0IiJjmbO+K/5aNgsggqVstlxZhQP/VJSelWIIgZvw+/ciBmcvkGlwt5N/xIbE0W1Bikf1COEsJAELwPcuXGZH6aOzxTJ3cq121mxdAk9B02RUx4izWo3fZs/R3/O6cM7KVK6qs3qNTq7oNcb6Pnh5wTlzUeugFzky5uHju+2pFSJgk+Vr1KpFMsW/w7Arr1H2bnzEOcvXOby5aucOH6Cu8F3KF+xQgqSOwsfbw/+W/J73OPwiEhead6FYb2a4uXjj05vIPjmVZRSfPLDnLiEN/OKSXFJpWLx0C/IVAnettVzCchXlLyFEx7QI4RInCR46Sw2NhazKZYXq5WzdygAHDhwAjSNiUO7ExMdhbuXLz/M2mPvsEQWU6l2c+b9PoSNy2bYNMFzcXHnqwmrWbNwEjcun+XwoeNs37KV3ydMIKhAYYYPG5Bosla5QkkqVyhps1gAXJydWLdqBkeOneWn0VOIiYnl/W5vMejb0Uz5oTfDpm+3aXv2piPM3iHEuX75DOeO76Nl5y8y3eA0IbICSfDS2dXzx1FK4efnZe9QAPjs4w7EmmLx8HBn/LjfCQtLflUCIZ5kdHKm2ktvsHHpn4TcvYVHDj+b1e0fWIB2Hw577Lkr548ze9xXvN2uM0H5CvLnH2MpW7pIiuqbMmUWDRrUJm/ePGmOqVSJgkz+bUjc47ZtW/DF5wPTXF9G0TCgSPm8g2Zc0zGa1NmxZj5Kp6Nq/Zb2DkWILMn+5wyzuQunDmJ0dLZ3GI85f/4yX/UfyM3rV+n6pf0HfWRGF08fZtTnrblw8iAr5k7g1KHs1VNjC7WatMMUG8O2VXPTva3A/MX59Me5fPf7Bq5fvcywEeNTvG/OnL5ERkbZNJ7WrRpgNsWyesEkm9Zraw9Mr6R4dURNMxBiapW+AaWQ2WRix5oFlKxQG09vf3uHI0SWJD146ejenRssmjqcvAUK2TuUx/w9cwZKp8Mvd34Klqho73AypaN7NnD68E6G93k17rku/cdRsXYzO0aVuQTkLULRMtXY9N9MGr7+foa06eruRUx0FAO++CDF+9SuXR0PD3ebxuHp4cb7H37A+LFDWb9kOtFREcRERxIbHYXJZMI3Vx56fvcH/oEFbNpuat2O/RR3/X/JjqQF0HAgOLZLBkSVvBMHt3H39jVavTfA3qEIkWVJD146uXHlHN90rUsOHx82rptt73Aeo9cb0Mxm7ly/ZO9QMq2KtZvh7ReIm6c3Zas3ou6rHSkkU8o8pXbT9ty5cZmjezdkSHsHtq/C4GCkTKnCKSofEvKA117rwLVrN2wey7Bve/Prb//jxZpV0SkNTTPj7pWDvAUKcevaRbaunGPzNlMrRsvHleiJmDXHRHvyNE2HWXPmSvT4TDNFyvbV83B29aBs9Yb2DkWILEt68GzMbDazaOpw1i6aTJESpdi8/u9MMXo2vtu3j5G/YHVKVX7J3qFkWn4B+Rg6fau9w8j0ylZvhEcOPzYum5kh7fnnKURsTDQxMbE4OCT/58vDw53Zsyfi7e2VLvG81boRQYE5WTx/Hg5GJ8xmMOFAnWYdaNEhc0yYHGaux7moVXgbfsdDP/+xgRRmXAgxvUFwbJdMk9xFhoeyf+tyqtZvhYPRyd7hCJFlSYJnQ9FREXzduRb3796k+4cfMGRQL3uHlKA9+49z/+5tmr/b196hiCzO4GCkRqM2rJg7noC8RdO9vSkjeuHumSNFyd1Dw4ePoUGDOjRtmj7/0BQpnJcixV8gOPg29+8Gcz/4JqH373Dr2gXyFChOUKFSlKxcDxcX254mTo0YLR83YgZnqilQErN38zKioyJkaTIhnpEkeDZ0/dJpChcvxZZN8/HP6W3vcBL126TZePn44+md096hiGygZuN2rPj7V0Lv37FZnTcunWHKj72JjY2hcKnKtOjwOS5unrTs1J/JIz5k6IjfGdAv+evFoqKiGDy4P66uCa/Nawv+Ob3ZuW1h3OM9+4/z26TZ7Nu7n51rD7P2nynExkTj5pGDKvVf55V3+tg12cvstq+eR87cBShQvIK9QxEiS8tc5w6zuKJFC7Nr26JMldydOXeFCxevPfbc9q3byV+0nH0CEtmOj38eSlWqR2jIXUyxKZ9YNym7Ni7m4unDRIXfZ++mf+nbthy/DupM6WoNaN3tG0aN+IHvhv2WbD39+g1m9eqMuT7woYrlijNx3CB2bVvEuTPbuHXzCMdP7KBxs6bsWP03fduUYd0/UzM0pqzi9vWLnDq8g2oNXpe574R4RpLg2ZCLS+a6XuTPv5ZSqUJd6r/0aJmfmJhYrl66QPmaTewYmchuar/yDmZTLPu3rbRJfY1a96BSneYE376JTq+nTPmKnD68g35vVaCMNckbPfInWrz+ASaTOdF6fvjha1q0sP973T+nN5PGDeLypT182Kc3cyd+y8Sh3TGbE4/9ebR9zQKUUlStnzmmaxEiK5MEz4Zu3gq2dwhx5i5YTe+eH1OoZGVC7j2K64M+Q9AbHKhQ69Uk9hYidUpVrIve4MDGpX8mWiY89D6R4aEpqs9odOK9fmMZOXs/JcrX4fSpU0SEhxIZEcbJQzuo16ITn/wwh22bN1KgUDX+W5nwgJgdO/YybNjotBxSuvnuq57M+ns6h3eu5ev3ahF884q9Q8oUzGYz29fMo2jZGnjnDLR3OEJkeXINng1FRth2MtVnsXTZWjxz+FGgeDluXT0b9/yiuXNp/u5nGAzy0gvb0en1uHl6c/LgNq5fOk2uoEfTmOzesJgZY/oTFWEZvWlwMBJYoAQVazWjYq1X8PINQKdL+H9NFzdPOvb9GbBcl7d19Vwq130NgMKlqvDDrL2M+uwNen7wGWdPb4nbb8uWnSilKFu2FF5eHul01GnXuEF1Dhxcz0sN32RYr6aMnHPA3iHZ3Zkju7hz/RKvvv2JvUMRIluQb3kb8vf3sXcIAFy7fpslCxfQ/N2+7N28lCLFigEQGRVNbEw0L77c1s4RClswm82sXTSZm1fOkrtACQoWr0Du/MXtlry7eXgTej+YTf/NonW3r+NinDn2CypWrsKM6aMAmLtgFX/++TfLZo1mweShACidnkIlKpK3SBn8cucjIKgwgfmL4+b56HpW/6BCtOzUH4Bx33Tk1KEdmEwmYmOiePmV5o/FEhMTg06nw8PDndKlbbs+ra0E5PJl4MC+fPjBR2naf/eGxRzetQ6PHH4EFihBUKFSuLp74ejkgtHJJdGk2VbOHt/H+sVTafXeALx8nn21ie1r5uHo7Eq5FxvbIDohhCR4NuToaLR3CPzxx98M/2E87l6+VKjVjOP7t3Bg707mzF+Fj48nSqfDxc3T3mGKNJo7cTBnj+7GZIrh5tVzxMbE4O2bk53rFxEdGYGmaegNDjg4GNEbHPDMkZPS1RpSpupL5C1UGoMx/d6jer2BcjUas231XFq8+xlGJ2dWL5hITHQU8//+H07Wz0e3zq3o1vnRNVahoeEsXrqR0aN/Y//mJYSHhRIdFYnZbLLUa3DA0ckFFzdPfAPy8eDuLa5fPsOXX39Jrpy+FC4URJVKpR6LpVixwnz88Ve8+GIV9Hq9zY/12vXbjJ80h9279qHXGwjMk5vKlcoCcPLkGc6dv0SF8qVp27oxfj5ehIVHPjX4Kjwikk8/7k/pKqmfvuXs8X1MHtGLgDz5iAgPY/2SB8TERJPQbMZKKVAKzXq9n49/Hrxz5qFm4zepVKdFqhLB/dtWsnj6j1Sp9xr/TP8BgOoNWj9zghcdGcHeTcuoULMpjk7pN+JZiOeJJHjZxJ9/ziUmJoYWLZry0UcD8Mudnx8+bkHHz0Zj1sx88lE/ipd6AV//IHuHKtJowuCuHN65lgpVqmEw6HmtRUM+/agDnh5ucWWuXb/Nxi37uHrtJvfvhbB79362LJ/Jyrnj0TQzDkZH2vf5kcp1W6RLjLWbvs2ejUvYvXEJNRq1wWyyJGlbtx+kfp1KCe7j5uZCu7aNadf28Z4bk8nMqTOXOHT4FMdOnOHMmfOcOH4SD3dnpvw396mkLr5cuXLSv39v9Ho9d+4E4+OT/Mj2mJhYfp+2kAsXr1K3ThUaN6j+VJljx8/R+s3uXLlwFmdXd3xz5QXg8KEjLPh7LihwdHLB1d2LTevWMWLo93H7Fi1ZhsULJ+Gf05vvhv3GhHETcHB0puuXE5KNLb6zx/cx6rPX+T97dx0W1fIGcPx7dpelQyRERQzE7u7u7u7u7s5rd3d3d3cnKip2g6h0w8bvD+7lXn8GtbCA83keH/WcOTPvIi7vzjnzTs68Bbl++ef7AIeFRxAYEEJAUDCB/sH4BQbSt89IgoICKV++NE+euLNx3lDWzx5EGpt0TN/0872Wp/erzYdXj0nv5IKxqSWvntwG4KXbLZr3moxz7qI4Zvv1v0NsuV4/QVhoECWrNk1wX4IgRBEJXipRs2ZlgoODMTRU4pwjN6FhYYTLYP3sAVRr2pMXD29w79Z1+k7ZpO9QhXh6cP00a9Yvp0nDX8/4OKSzoUWTn2/vFBmpou+gaaybPYDzB9fTtPs4ne9FnD1fSdI5OnP52FZKV29O9Wa9eHL3Ak0atcbQyJgy5SqwZOF4HNLZ/HDtR4+v3Ln7mC9ffXBIZ0uVSsXI6eJEThcnoGqc4pAkiYIF8/L48TMmT57Dzp2rf9ouMlJFt17juXnjJl4eH5ErFBiZmLFy6VLqN2rCulXT0Gg0PHz8ktNnrjFnxmwcnLIzdtlJMmTOGWMcKpUKmUyG5/vnLBjVilp12tOlW3sWzJlL2Vqtadp9fJxvqctlcjRqNe3bN/9lGyNDJUa2SmxtraKPuT08/V0btVrDo0cvqVSpDiEhgT+tzWeXIQsfXj3G491z5PKoOPtO3kSeohXiFPPPuN05z+3zB2nWYyLXT+8hrX1GnPMUT3C/giBEEQleKrB16x4qVy5H5sxRswm3bxwEwNX1OZUq1SF7nmKUrNoEhYEheYok/I1Z0A+rtPb07N6fESPSYmefjrlzxlGqeL5YX29goGDlkgm0a92Avv3HMHtoExQKJZmc81KqWjNKVm2W4Of3JEmiXO227F45kfcvH5HJOR+DZ+0mIiyEM/vXcPnYFvLkLk37zp1ZMGckarWG5q0HcvHcGdSqSORyBXKFASpVBBq1GlNzSzI5ZaFQ4QLUrFEB56wZeffxMxcu3uLwwaN4eXxAq9VG/UIbfYvSMo0Nk6aMoXXzGmzYsPiX8Y4ct4AjB/ZTtEJ9mvSYTN6ilQC4f+0E62f1x9Z2H1qtBkmSMFAaUapaM9r0nxHrr8c/X88MmXMyaMZOpverzdgRYyhXqzWt+06P19fYySU/pao1Y8b0ufTq1izmC37hm7cfnboORpIkggN8cbt5BhNzK3LmLxN9K7/ryKV0Hbk03mP8yqh2xfHzjtofuHilhjx7cJVarfon+nODgvAnEQleKhAQEPjT54z8AgORJBkajYbrp3eTxja9HqITdGXcyjPcuXAQj7fPcb9/mcaN2vH+7Z04bdsFULZ0QVzvHCUsPILV6/axffs+ti4ayY0zexg6Z2+C4yxZpTEHNszg0tEttB0wEwClkQm1W/Wndqv+XDu1i82LR/Lw4WNCQ0N5/eI5zXtOpGzN1t/9gP/q+YEbZ3bx8vFtjh45zo4tW9BoNMhkMoxNzXHKXoAGncZgYm6JgYERBoZGGCiNUanCObptAYP6DWbnjvJMGNubEiV+viuCxydPrO0zRq/U/Ueh0jXJt8uNV0/vkCFLbswsrBL8dUnv5MKMzbd4+9yVvMUqJ6gvm3SZ0KhV8b4+KCiEwkWqYWRszsCZuxjfuVz0OUkmY9mRNwmKLyZZcxXB7fZ5MucsxIdXj9FqtZSsIrYmEwRdEgleChYaGsbjx+706tXpp+dnzV6BTTpHvD5GlUnJkrNQUoYn6JiJiTnla7cFom79DWtZgOw5yjF7zhSaNY7bLUyIuo3Xr1dL+vVqybv3nhQqVJEz+1ZTtXG3hMVpZkmxCvW5feEgTbqOwdj0+zIlpas3x8klPzMG1EMVGcGwuft+eqvY1sGReu2GxCuGriOW8KxmaxaOaUOnLq+5fu3Qd88qAvj6BXL21CnK1mz10z4USiU5CpSO1/i/YmZpneDkDsDj3TPSpP3+Nrd/QBDvPnwmg4MdISGhmJgYk9b6xxIxFy7fpWOHPshkciatvURYSBDZ85ZApYrAIZMLJaskfpFhM0trIsJDef7gGv7eXjjnKY6tg1OijysIfxKR4KUgBw4cx8UlG15eX3Bzc6dixTLs3n2IokUL/tBWrdZw69oVWvSewq6VEwFo1Sd+t4SE5EehUDBu2Sl2LBtHj659yJ71MAULuvyyvbdPAGmtLahaqyN3b0TVixswZDDjRvVALpfhlMmBrj16sG71TCo37JLgW2Xla7fj2qld3Dy3j4r1Ov5wPkPmnExdfxXvL5/ImkgfPHIUKM3YpSeZN7wZdep34cqFnd+dr1ajDSZmFjT9u6RLSmJpnY67l46QNm1OFAYGmJlb4uv9Fa1WC/y7ktbE1BwtYGZuQWRkBEEB/qgiI8iRvzTdx65AoVBgZmHF4Fm7kjT+Fr2mYGaZFh+vT9w4u4dqTbon6fiC8CcQCV4iCg4OQa1WY2Fhjo+PL+bmZkiSREBAINbWaQgODkGr1WJmZopKpUalirrlEhQUjJWVJcHBIUiShImJMX5+/sjlMlSqSPLkyYm1dRry5cvFzJk//+E0e/4GJJmcMjVasnP5eAqWrqmT20xC8mFtl4HeE9cxe0hjqlZtgJ1DBpRKJTK5HCcnJ/r17Ui50gUpUKgmnp/e4ZwzD6+ePaFeuyHcvnCQpYuWsGTBIswsrIiMjCAsJBiZXE5IoN939efiw8klP07Z83Pp6BYq1O3w031FLa3tsLS2S9A4MUnv5ELTbuPZtmTUd8dHT1jEm5fPmbj6Yop87qtZ93GUrdWK4AAfPN49x+vjG5zzFqNQ6X9XIn96687DG1ELK/y8P6M0NCaTcz5yFCyDhdWPi1ySkkwmo17bwWxbMgYDQyMKl6uj13gEITUSCV4i8PHx5f37T7i6uvHpkydjxgyie/chjBs3hDRpLOnYsT/nzu1j/frtREaqGDSoB69fv+Xt2w+Eh0cwYsRkjhzZyuLFa7C2tqJ79/bUrt2ayZNH4OCQDlvbtNjZ/f4N+tix02R2KYBMJmPJoZdJ9MoFfRg0cxeXj2/l/fMHREaGo4qM4Kn7S5o0ao1TFme+fvGkYadRPL59jvaD5lKyahNqt+qPRqPh9oWDeL5/gbGJGRmy5iJ34Qo6S3jK1W7DloUjePn4Ntnz6m91ZPrMOYiMiKB7n4ksmjcaf/8gVi5ZRqPOo7B1SLllgxz+3i3kVytPM2TOGauVvjHx/PCS5ZO6EODzhay5imBqkYam3cYlODmPjAjjzqVDFCpdE+OfrOAVBCFhRIKXCN6//8S+fUeZPHlE9LE9e9ZF//ncuX0A9O3bJfqYi0s2nJ2zAHDkyFYARo7sH33+2rWjcYrh5fNnVKjbIe7BCymOQqGgUr0f/63dbp9jxeRu5C1emRrNelKjWc/vzstkMkpUbpRocRWtUJ+9a6Zx6ehmvSZ4mZzzUr1ZTw7t28i5M+ews7PHMq1dgp81/FO8f/GIrx5vAXh6/zIAxSo2IH+JuD/3+V8Pb54lNCiAklXiVvtu5bQePH9wndqt+lOlUdcExSAIqZlI8BJBwYJ5KVgwr877nTJlHm3bNiFLlt8/jOzq+pzQ4ECq/d8PdOHPkrdYZebtfoRMoZ8dVgyNTChZpQmXjm0hwO+bXm8LNuo0khrNejG2U1ncHz9k1KIjeoslqRhI77BWrMJCfgAZwWgwJUDdEB9VdyK1sV/Q8M+HgPCQIIxMzShcpo5OdkS5cWY3VmnTxXkhi/83L0KC/DmydYFI8AThN1LewycpgJubO8uWrdd5v6VLF8PSMuaN07NkTY+B0pADa/9dVKHRaOhTLytn96/ReVxC8qU0MtHb3rQA5Wq3Rq2K5Prpn++4kJRMzCyZs/MBSw6/0snuC8mVgfSOjAYtyGpYHiv5FuRSEJKkRS4FYSXfThbDGpjKzsepzxKVG1G+bjuKV2qkk+TO3+cLT+5eokTlxsjiuJVc465jkWRyTM3FlouC8DsiwUsEVlaW5MzprPN+K1Uqg7V1mhjbWVqYoVQaRi/aAFg0ujUatRp/ny86j0sQfsUhkwvZ85Xk8vGtaP7eC1WfZDJZilxUEVumsvNkMayEqfwGf29B+x1JUiOTQsmg7IWB9E4/QQK3LxxAo1FTsmpU7buvnu8I8PsWq2ud8xRl2ZHXTF1/NTFDFIQUL/W+0+lRxowOVK5cLuaGcZQvX3k8PD7H2G7bzhOEhgTTss8UAPy8vXj28DpmFtY07jJa53EJwu+Ur90W788feHL3or5DSdUMpHdkUHZBJql/SOz+n0QE1gr9zOZrtVqun95D5hyFSOfojJ+3F+O7lGdE66I8vHlGLzEJQmokEjwdCgkJ5eLFa5w4cY727fvovH83t8s4ONjH2O7w0TPYpHNEqTQC4M3TewAMnb1H5zEJQkwKlq6BuZUNl49v1XcoqZqdYjIS6li1lSQ1FvJ9iRzRz3145YbHu2fRs3cmpuaksXEAtCyf1IWPr5/oJS5BSG1EgqdDarWaoKBgqlWrwJo182O+II527z70dyHT3wsKDMLQ2DT674XK1mLahmvYO2bTeUyCEBOFgZLS1Vvw6NZZfL580nc4qZaZ/GyMM3f/JSM48YL5jRtn9qJQKClavh4Q9Zzo9E03GLHgECAxY2A97l75ddWAsJAgdiwbz/uXbkkUsSCkTCLB06EvX75Rp0415HI5Sh08iPxfGo2GM2cu/bRg7P+zs7cjJMj/u2PWdhl0Go8gxEW5Wq1Aq+XKie36DiXFspKtxsXImRxGTtG/XIycsZKt/rtFzB/+/kuDacyNdEwVGcHtCwfJX7IapuZW353L7FKA0tWbo1apfrsoZ3r/Olw9uZ2/+tflzL7Vv2wnCH86keDpUJYsmVCpVERGRuq8b5lMxqpVc2OV4BUumIcgfx+dxyAI8ZXW3pE8RSty9eQO1Crd//9I7RyVLbFXTkUiMnrxhCSBRCT2yqk4KlvGqT+tFgLUib/n7P97fOcCQQE+0bdn/1+z7uNp3GUMnUcs/mUfIYF+f68M1/L5gyjiLgi/IhI8HZLJZCxevJYlS9bF3DiOfHx86d49dhuv58qVjYiIMJ3HIAgJUb52OwJ8v/Lgxil9h5KiWMlWYyK7/otVsVG/TGTX49irHB9V0teQu35mDxZpbMldpMJPzxuZmFGtSXdMfrOzxbjlp8maqxglKjem7YCZiRWqIKR4otCxjvXv35XISBUvX77hzp0HtGzZUCf9Ghsb07Zt7Cq+3777CEMjE52MKwi6kqdoRaxtM3Dp6BYKlxV7j8aWnXJarNtqtT8mgT9r4xnxV5yKHetCkL8PbrfPUbFeB+Ty2P/oCQkJRCGTo/z7Pc3S2o5+UzclVpiCkGqIGTwdk8vlGBkZolarUSoNAPDy+prgfg0MFBQunD9Wbe/fe4RlGtsEjykIuiSTyylbqxXPHlzj88dX+g4nxZDQxlz2JJaLK7Ra8InsToCmRcIDi6PbFw+iVkVSsmrctiab2LUiAxrnShZ1FAUhJREJXiLJkcOZxo3r8OXLN1q16kFERESC+nNzc6d169htPfbyxUtsM2RJ0HiCkBhKV2+BTK7gyjFRMiUxfFMNRquNSuT+659jvqrOfFWP0Uts18/swTFbHjJmyRWn6yLCQgBQicdOBCFORIKXyOzsbDh7dm+CV9UWLJiXQ4c2x9jO1y+Qt69fkrNAmQSNJwiJwdLajkKla3L9zB4iwsUPbF3zVg3gfcR2wrU5opM6rRbCtTl4H7GdL6oJeonr09tnfHjpRskqcZu9Axi3/BQdBs+LvkUrCELsiAQvCQQHh9CoUYcE3WJ4+/Y9p05diLFdwyY9MDW3olKDzvEeK66e3r/C4KZ5ObRpTpKNKaRc5eu0JSTIn7uXj+g7lFQpVFOat+GneBb2LvrX2/BThGpK6y2mG2f3IJMrKFapQZyvTWvv+MtVtwCeH14ya3AjHt44nZAQBSHVEQleEjAzM2XUqIHIZDLmz1+Jp6dXnPsIDAzi0yfP37bp3GMsbq736DVhrc732wzy92HtzH70qu1Er9pO7FoxMfrcojFtCA0JxMLaTqdjCqlT9nwlSeeYjUtHt+g7FCEJqNUqbp3bT75ilTG3TKvz/jfOGcT7l49YNa3nd/tvC8KfTqyiTSLFixcCIG/enAQFxb2CfL58ucmXL/cvzx87cYX9u3fRY+wqMrsUiHecP3Nw42xO7FwS/XcTMyuKVqgX/ffS1VuQr0RVCpaqrtNxhdRJkiTK1WrL7lWT+PDKDcdsefUdUrIWobVBybffLqTQaqPaJUdP710iwPfrb2fh4urQpjmcO7iOrDkLI5MbkM4hAz4+3xjToSRdRy4he76SOhtLEFIqMYOXxPLnz42zc9wXQBw6dIJly9b/cPzWncdkcylHm1adKFq+XqIkWff+3jaoabdxLD3yhrm7HpA1V5Ho8+0GzhLJnRAnJao0wcDQiEtisUWMPkf+uuhvfNoltRtn9mJqkYa8xSrrrM9Lx7aQ3SUHnu+e8sb9Lqbm5jRs3JhAv2/MG9GCp/ev6GwsQUipxAxeEtJqtVSt2pTbt09hZGQYp2uLFy9Mvnyh3x3z9Qukfv3W2GfMRv+p2xJtr9lJqy8kSr/Cn8vU3JKi5etx+/wBGncZjfFvCtv+6UI1pfmmGoyNYh7wfUmUf1bLflMN1uszdr8SHOjPgxunKVuzJQoD3W3faG5hjUOG9Awc2J1unXvh8fEjnz0/45ApO2aWaXHM+uu7HYLwpxAJng59/foNf/8AAgODOX/+Cu3aNePUqQtYW1tRtGhBFi5cxc2bJ+Kc3AEYGRliYmL83bEKlZtjZGzGsLkH/t66RxBSjvJ12nH99G5unt1HxXod9B1OsuatGkCIphj2BhMx5Fn08XBtDrwiJybL5A7g3uUjqCLDKVm1mU77TeuQiTevXpM+vR0gMXuHq077F4TUQGQFOhRVkkAb/evnbeK2Ifg/Nm7cibGxEd27twegz4CpeHx4x5R1l1EoFKhUKr0kee9fuvFX/zpIkgxTCyuy5S5K7VYDyOT843NV3l4fOLx5HkGBvlSs14G8RSslebxC8pHZpQCZnPNx+dhWKtRtH6t9lv9k/6yOTUmun9mNg5PLT98PEqJouXpsmj+UoUOnIP/P+97KqT0wMbOg3cDZOh1PEFKiWGcEkiRZAcWA4v/53eHv0xe1Wm3FGK7PDLyJ5XCx6a8tMBTICXgDu4EJWq3W/xftNwD/nSZorNVq98cwxlvACbip1WpjfGrXzs4GKytLrKwsad++OQDVq//7MgYO7BFTF780YEB3jh8/y5s378iUKSMH9u0nV+FymFukRaVS0a9+NqxtMzB07l7S2Dj8cL3Hu+dcOb6Ndy8eEhzoS5Hy9ajXdnC843n28AaXj23m9dN7AFSuUROnTBk5fvQkf/Wvg7GpBemdchARHkJ4WAgRYSH4eX8hrV06TE1NWTahM3KFgsw5CtKgwzBMLaxJa5te1Lr6w5Sr3Yati0by6skdnPMU03c4gg59/viKN+73adR5lM6T95JVm3D7wgG8Pr2m7+SNQNSHTddrJwAoVa0FznmK6nRMQUhp4jLlcx/InEhxxIkkSeOBSf85lB4YAFSSJKmMVqsNikU3kyVJOqjValPM/jffvvkQFBRCREQkmTM78vTuJQY2zU2N5r0xMbPC5+snxnQoTfk67WjecyIymQyNRsOuFRO5eHQTaaxtccqShcyOOTi+fRGf37/A3+cL3l4fUBqZkDFLLnLkL03+UtWxSmvP+5duvHp8m4iIcCLCo6rJp8+cg7N7V/PmuSvpM2amRMlijB/dh1w5oxaOzJ05DG+fAKbPWsXd2/cws7PHytKSNNZWNGpQncoVot50IyNVrFizh40btjFvePPomU25wgC79JnpMHgeTi6x25pNSLmKVWzAvrXTuXR0s0jwUpmbZ/ciyWSUqNwoUfrvN/X7wu/pMjmTPnMOlEojMmUXK7MFIS4J3n8/gnkBt4G68Rx3LHDwN+d/WUdEkqQ8wAQgDJgGnAEyAZOB/MA4YEQsYsgLtAS2xS5k/WvX7t/nWK5ePgDAsFFz2bR+JRHhYaxauxwPzy9Mmzydm+f2UrFeR66e2E5ocAALFs+jQ5t//7m27TzByBHjyejoRJ16tfjy5RtPHz/h8Z3zbF82NvpJbiNjU+RyOXK5HK1WS0hwEHbp0nPy1H6KF83z0zjTWlswd8bQ374WAwMF/Xq1pF+vlowct5CNa9cjVygYNKQ/e/ceYeagBjTrOZFK4tmsVM3QyIQSVRpz5dg2Ant4J0qdNCHpadRqbp7dR+7C5bG0tk+SMZVKI8YtS1m3sAUhMcUlwVtC1C3W21qt9j2AJEnxe6AMPmm1Wrd4XtuUqPIuw7Va7T91AW5IknQVeA40J+YE7xtgA0yUJGmnVqtVxzMWvZv91xBmTB2Eh+dXHDNGvZE2ql+B8uUbcfHIRhwzZeb82QuYGBt9d13rFjVp3aLmT/sMCQ3D7fErihTKhVye+JV0ZkwZwIwpA6L/PmRAe8ZPWcqS+RN4+egGXUYu1XnhZiH5KFerDRcObeD6qd1Ubxa7/ZaTO3PZfuyVY5D/32fVCK0dnyMXJttFEbry7OF1fL950rhL0ux7e/vCQRwyZSejWD0rCNFi/VNTq9XO0Wq1e/9J7vQow9+/n//vQa1W+wlw/8/535n59+/Z+f65vBRJLpfhmNEef/9A1q/fTibHDLx5fROPj/e4eW3fD8ldTEyMjSheNE+SJHe/MnlcH3bs2cSjW2eZ0LUCQQF+eotFSFzpnVzInrcEl49vTdB2fvpiLLtGZsOq5DByiv6VXjkQOcFIEt/9UkpfyKRsRVrFQn2HnahunNmDsakFBUpVS/SxNBoN62b1Z1rfWozuUIqICLHHsSBAyix0/OXv3yv896AkSemAHMDv9/OKsgr4J1EdL0mS7go06YlWq0WSwNvbB41Gk+JXJPoHBNG+TQ8iI8L59vk9w1oW4OXjO/oOS0gk5eq05dvn97jfv6zvUOIkrWIhmZStMJRe/JDM/ey/4D/HbRTzMJZdS/qAk0BYSBCu105QpHxdDJRx+3AZv/ECATh2ch+hwf4c3CBW0AoCpMwE759n92ZLkjRKkqSSkiQ1Bc4CpkStpo1JBDDl7z87AV11H2bSef78FW3a9MLc3IyhQ/ukituZISFhhIeFYGJmgUwuB2DusCa8fHyLAL9veo5O0LWCpWtgZpk2Re1Payy7ho1i3i+TuZjYG0zUeUzJwb0rx4gID6VU1aZJMp6JmSUOjs4MGTqFnLnz8va5a5KMKwjJnb4ygX6SJL2QJClMkqQASZLcJUlaK0lS2Zgu1Gq1t4l6HtAYmA5cJyqpyw24EbXYIjY2AC///vMYSZIS/6OmjkVGRvLq1VucnbMwadLwFD9r918O6Wzo0bcv1WrWIEOmLEgyGRXrdWTusGaMaF2EcZ3L4fHuub7DFHTEwMCQMtVb8PDWGXy+eug7nFhJZzAs3tdKEhhKz2JumALdOLMHu/RZyJKzcJKNWbv1AJ4/dQOtBq0mxT5SLQg6pa8ErzDgDBgC5kTdWu0MXJYkaackSTHtW9Qf6AM8ASKBz8BioJxWqw2ITQBarVbFv6VW0gO94/oi9O3OnQcsXLgKmUxG9uxZ9R2Ozs2YMoANq6fz8N5xypSvxKWjm5GkqG/Zb5/fM6VXNVZO7a7nKAVdKVurFWi1XD2xXd+hxIpS+hivmbvU7Nvn97xwu0nJqk2S9ANnwVI1UasieXj/HllyFon5AkH4AyT11gd+wAHgAvACCAHsgYpAd8CaqFWw1pIk1fo7CfuBNqpo2rK/fyXENmAUUbN/IyVJWhXLGnp6dfXqTd68eU/bts0oWfLPeDPbt2sJDZr0Il/+3OTLm5PFi1czdswg2rfpgse756R3ctF3iEIC2aTLRO4iFbh6cge1W/VHrjDQd0hCHN04uw9JkihRuXGSjqtQKqnVsh8GSkNqNO+TpGMLQnKVlAmeB5BBq9WG/OTcSUmSFgEniKplVxXoASxNzIC0Wq3m76LJewBbomYGpyfmmAmxd+8RqlYtj41NWpTKqHUhqem27O8YGCg4dmh19N/btqwFgFNWZxaMakX/qZtFiYRUoHyddiyf1IUHN05TuGxtfYeTaLTaqH1kUxONRsONs3twKVAaa7vYFDPQrfrtf197UxD+NEl2i1ar1Ub8Irn757wn0ISoW64QlWwlhX3Avb//PFSSJMskGjfOPn3y5Ns3H3LkcKZYsUL6Dkdv3N1f4OX1lcePn5HO1gIbWxum9a2F77fYLKAWkrO8RSuRxjY9l46lnMUW8eUVOVHfIejUq8e38f78gVJVkmZxhSAIvyf9s0VUvC7+t9BxjHvHxqHPY0Ctv/+a/u/ETxf9buDfmnfGWq027D/n6gBH/v7rVK1WO+7v42+Jw160jo4ZtDY21vGK79mzl+TI4fzL81FlUP6M2bpfCQ+PwNBQiaenF+bmZkREqvHw8EStUiOTy8mQOae+Q/yjff7wknSOv/4eji1/ny/4+3jh4OSCgYGhDiJLHIYyd6Toz6Nxo9Lao9La6Tgi/fL+8pGQQH8yZs0V/aysPoSGBBIaHICFlS0Kg7hVwNLV97AgJJX3Lx/d1Wq1P914OamfwYuNx/yb4GUkdnXtEkSr1R6VJOk6UAoYIEnSQq1WG+daHDY21pw/vz9eMVSq1Oi31x47dpaTJ8+xcOG0ePWfnDx69BRLSwsyZYr5Nk5QUDBeXl/JmtWJ+vXbsXTpzOjrMmQsjCoy6gfstA03sbROXT8wU5q/+tdl1KIjMTeMgb/PF0Z3KEXuwuVp2m2cDiJLHMaya2RStopxocV/P0NHaNPxOXJ+qtvJIiIslBFtilKyShPaD56j11h618mMqbklHu+fU7lBF5p1j/33kK6+hwUhqfSq7fTLc8mxYFr8pxQT5p93AXNit5dtkqpSpSyTJye7sOLl2rVbvHjxmitXbnLw4PHvzl2+fAM/P3+OHz/Lo0dPuX//EWvWbEGSJA4d2vxdUli2QkUA7DNmE8ldKmJpbUfBUjW4fno3EeHJd1eCUE1pfFWdiekmiBZjXodf4lnYO96E30x1yR2A6/UThIUGUbKa/m/PGhqZUrNuHRYtnc+5A2tYNyupnvYRhOQlOSZ4/93BPskKYmm12rNEre4F6PP3zhjJhqGhIbdu3cfHx1ffocSbj48vO3YcoEePDlSpUg4rK0vSprVGpVIxefJcIKpo8507D5DL5QQFBVOuXEn++mss8OOCkp1b59GjT28CReHjVKd8nbaEBPlz78pRfYfyW19UE/gSMQKtlh8SPa1WhkZrzKeI5URqf/0pOzW4fnoPae0z4pynuL5DoU6bgezbsYNXr95TrU4D7lw8jEr104IMgpCqJasET5KkbMA/mxe++nt/2aQ09u/fjYGk2SU7Di5evEZERPye+UkOjIyMePr03+LEefPmpGzZEoSFhZMuXdQMXJcubahatTzVq1ekVKmfPlbwnT49WxMS5C92t0hlXPKXwj5jNi4d3azvUH5gLLtGFsNS0fvO2imjtrbWYIpaa4RWK6HWmuGnbsub8JMEayrpOeLE5fPVg2cPrlKiSpNksYtO1cbdyJq7CAvnzsMxYzoUBkpO7U5oRS1BSHmS7H+jJEmNpN+sEpAkyQHYC/xT/CpRS6T8jFarvUpUqRaIqsuXJqlj+H/+/gHMmbOMx4+fMXXqqOhEKKWZNm0+7u4vmDRp+A/nzMxM6d69Xbz6dcxoj7GpOZePbU1oiEIyIkkS5Wq34Y37fT68eqzvcKL9s/esUvL4Yd9ZGcHICOObahAvwh7jFTkl1c/cAdw6tx+tVkvJKk30HUo0G3tHAI4dOUFkRBh3Lh7Sc0SCkPRineBJklRQkqSO//31n9Pp/v/cT25x7gNeSpI0W5KkZn/vIVtQkqTqkiT9RdQ2YwX+bnsJPSR4f/tnFk8JWOgpBs6evUxwcAg3btzl0KET3Lp1j7CwcI4dO0NCVj7rS9WqFciWLXOi9J0nX34eXD+ZKH0L+lOySlMMlIbJJnmPae/Zf47bKOZhLLuW9AHqgVar5cbZvTjnKY6tQ/JJZpv1mkSpas3IkrsERibmOOfV/61jQUhqcVlF2xCY8ItzOYD1/3esElFbiP1XViCmapQ7ge5arTYiDrHpjFarvStJ0gGiXq/evHr1BgMDBTVqVKJkySJoNBqUSgMOHjxBtWoVMDBIOVX+d+zYj4ODPZaWiZMv5y+Ql53bdiZK34L+mJpbUrR8fW6d30+jLqMwNolpB8PEZW8wPtZt0xmM5k34hcQLJpl48+w+Xh9fUa1J8toy0MTEnPaDolbzth80W8/RCIJ+JOUDE/WI2iXiLPCSqG3LVIAv4ErUtmPFtVpty9juJ5uIxgEafQ3+7t0HcuRwpnz5UgBYWlqQJo0VMpmMlSvnEBISxrhxM9Bo9BZirAQEBKJWqylSpADGxsaJMoZarWHPzt1kz1siUfoX9Kt8nbaEh4Vw61z8yg/pkqH0IlZ7z0oSKKU3iR9QMnDjzF4MDI0oXK6OvkMRBOH/xHoGT6vVTgQmxncgrVZ7hH+LCSc5rVbbEegYy7ZugDwx4/mdoKAQnjx5RoUKPy+nIJfLyJ8/NzKZjICAQCws9Duz8SuzZy8lT54ctGzZKNHGGDhsBiFBgXQYMi/RxhD0x8mlAI7Oebl8bCvl67T744t9JyeREWHcuXSIgqVq6H129VdUEREolHErdiwIqYX+lzwJ0d6+fc+4cTPIkycHvXp1+mU7MzNTmjWrj79/INWrNyMoKJiwsPAkjDTKgweP2b//2A/HHz16wqdPnowbN5jmzRsk2vgHj15k64YNtOg9BSMTs0QbR9AfSZIoX7stn9668/rJHX2HI/zHw5tnCQ0KoFTVZvoO5acC/L7Rv5ELg5qIPaqFP1Ny3MkixXrx8h3LV+/GxMQYlUqNWq1Gq9WiUqsBqFy+GLlyZvnhukuXruPvH4CFhTnVq1eM9XiWluZcuXIEhUJBly4DadasPjVrVkaj0TBnzlL69etGWFgYBgYGmJmZ6uplRjMzM0Umk/D3DyQyMgIbm7QA3Lx5n4wZHahZs7LOx/yHWq2hc4celKzalLI1WyXaOIL+FavYgL1rpnHp2Bay5SmmtzjCtdkxJHa3af+Ez843zuzGKm06chRInoWb5w5riomZBcFB+n7iRxD0QyR4OhQREcGEcZOj9uKQQCLqJ4EkSWi1WsaGh2KgNKRSteosmDMah3Q2QFSiJJfLsbZOQ7lyMW55+x2FIuqfcNWquahUKm7cuEvJkkWws7MlNDSUBQtWUbhwfkqWLELfviPZtm0FygTesrh9+z67dx9m1qzxZMuWmUOHTnD7tis9enRg27Y9DB/eL0H9x8bajQeQJFn0g9RC6mVoZELJKo25cnw7zbpPwMwyfvs9J5RX5GQyKWP+MKHVQqC6ShJEpD/+Pl94cvcS1Zr0QCbX29Msv+R2+xxfPd6xfPUSenVP/PcjQUiORIKnQw6ZXH67j6EqIoLzhzdwdv9qcucujUvOvFSrWprBA7skeIZNLpdz5cpNrl27TcmSRejYsSUAEyZELVpWqVTMmjUBf/9AbGys4/Qs06FDJyhbtgSGhoZ8/vyFvHlzfbdoon79mtSrVwONRoO9fdLU6du0aSeZnPMmyViC/pWr3ZYLhzdy7fQuqjftqZcYQjWl8VF1xlqxLoZZPAVfVcl3D11duH3hABqNmpJVk0/tu/8KDvRHJpPx6JF79IdgQfjTpP77CMmIQqmkWpPuzNhymyGzdhGulrF08UoKFamB1xfvBPdfoUJpRo0a8N0xuVyOXC7H0NCQrFmdaN++Ly9evI5Vf6GhYWi1Wh48eIJKpebTJ0+mTp2HsbERefPm/K6tJEnI5XI6dGiR4NcRG8+fPqZUteZJMpagf+mdXHDOU5wrx7fpdfX4V9UEvqhGoNVKP9maDDRaQz5GrEnVBY61Wi3XT+8hc45CpHN01nc4P1WodA2sbNKxdOEiipSrq+9wBEEvRIKnJ855ijNywSFmb79PrsKV8PTwpHT55gQFhSTquMeObSN79qyxartp004mT57LuHGDsbOzwcUlG+vXL0rU+GLDPyCIyIhwiojSDH+U8nXa8tXzHe6uV/Qah6+qN6/DL+Knbo9aa/afrcna8yb8dKrfmuzDKzc83j1LtrN3AEojE6auv0qfSetpM2CWvsMRBL0Qc9d6ZmZpTceh83n/8hEf3r3FKXMR0traky2bM0WKFqBYsfyULVWItNYJLxJ8795Dnj9/FeuyJV27tkWeDJ+vOXbyGnKFASZmlvoORUhCBcvUxMwyLZeObiF34fJ6jSVS64RX5BS8IqfoNQ59uHFmLwqFkqLl6+k7lBjlLZZ4C70EIbkTM3jJhIHSiL+23KHT0PnkKFgeDy9vNqzbRJcOPXHOVoS0Njmp06A7Hz56xXsMY2Nj7O1tY90+MlLFzp0H4z1eYrlw8ToWVjb6DkNIYgYGhpSu3pyHN0/j+81T3+H8kVSREdy+cJD8Jatiam6l73AEQfgNMYOXjCgUCopWqE/RCvW/O65Sqbh3+TAHN8wmf/5yFChUlOVLp/205MqvBAWFULp0HdKktUUmlxMWGkKpsmXZsXkecvnP83y5XMaNG3do3rx+siow++iBG7bpM+s7DEEPytZszek9K7h6Ygd12w7Sdzh/HLfb5wkK8KFk1ab6DuWXTu1ZwcfXT+g8XP+PkwiCPokZvBRAoVBQvFIjpm28Rv8pm/n8xZvSpWpQqGgdRk9YROasJcmYqShzF25Crf75A+hqjQbQksmlIDkLVaBMzdacOX4UD8+vvxx39eotDBrUM1kldwBfv3zBPmPsniMUUhdbh0zkKlyeKye3o1ZF6jucP86Ns3uxSGNL7iIV9B3KT21fOoaDG2Zx+8JBvD68SlBfhzfPpVdtJzbNH6aj6AQhaYkEL4XJVbgcE1edZ+SCQxhZ2LN+zQb8fb0JDvRn6sQp2NjkIG/BGrTpMIzFy3cwf8lWRo5bSIGC1TC3TEvXUctpO2AmDToMR2GgZNrMlT+Mof17eaC9vS0GBslvktfaJi3eXp/0HYagJ+XrtMPf24uHN8/oO5Q/SpC/D263z1GsYgPk8uT3vgDw9N5lcuTJB4DS2CRBfXl5vMHUzIIbZ3azb+10XYQnCEkqef4vFWLk5JKfAdO2AODz5RPnD63H9fopKtfvxMsnt7l9+x5nTp5EJpOhMFCSzjE7fSatj64JJZPJaNhxBLvWTiO7c2aGDGgf3ffOnQdwc3Nn6tRRenltMcmSJTOuDx7rOwxBT/IVq0wa2/RcPraVQmVq6TucP8btiwdRqyKT9e3Zeu2GsG5Wf5yy5yeNjUOC+rK0skWlUlGybHlO711JpQadEtynICQlkeClAtZ2GWjSdSxNuo4FoFKDX+9jC3Dn4iF2LBtP+TptKVGpEdMnT6d/71bI5XLevHlPixYNqVLFJylCj5e8eXNx6cJFfYch6IlMLqdszVYc3jyXL5/eYJch9s+iCvF3/cweHLPlIWOWXPoO5ZeKVWxAsYq62f+6QacRPHtwjeuXL1K+TjuR3AkpjrhF+4cJ8PvG2ln9yeqcjeM7l/DG/T5arZaTJ8+jVqvp2LEfkZGR2Nqm1Xeov1SyZAHCQoP0HYagR2VqtEAmV3D5+FZ9h/JH+PT2GR9eulGySvKdvdM1pdKIsctOsvzYO1r1marvcAQhzkSC94eRyRRIgIFSyex5s9CqIxgyYhh161bHwMCAy5cPJ3iv2sRmpFRG7fcr/LEsre0pWKo610/vJjIiTN/hpHo3zu5BJldQrJJuZscEQUh8IsH7w5hZWDF8/kHcHz9m3JiJrF4zjzEjuuo7rDh59eYjCgMDfYch6Fm52m0JDvTj3uVj+g4lRTGQ3mFvMIbsRnnIYZSZ7EZ5sDcYg4H07qft1WoVt87tJ2+xSphbJt+ZfUEQvicSvD9QZpcCzNx2j2y5itGwfkt270s5qxG9fQIY2HcQMlny22FDSFo5CpTGLkNWLh3brO9QUgxT2XmyGNbASr4DuRSEJGmRS0FYyXeQxbAGprLzP1zz9N4lAny/UioZL64QBOFHIsH7QykUCvpO2Ui5Wq3p0bU3S1fs1HdIMVKrNfToMw4AjVZ/G84LyYMkSZSv3YbXT+/x8fWTJBnT58snJnavzLOHN5JkPF0ykN6RQdkLmRSKJKm+OydJKmRSKBmUvX6YybtxZi+mFmnEtl+CkMKIBO8P16rPNOq0GcS40eOYPP3HmnjJSenyzTh7Iup2nETyKr4s6EfJqk0xUBpy6VjSLLa4eW4fXh9fsWBkC7y9PiTJmLpirViFxO+LQ0tEYq1YE/334EB/Htw4TbEK9VEYJO9ncwVB+J5I8ATqtB5A816TmT9nLjPnrdd3OL/04d0bLK3tUBoaEREequ9whGTA1NyKIuXrcev8fsJCflxZHRERxs7lE5g1uCFTelVjwajWvHa/H+/xqjXuQdZcRQBYMblbvPvRBwv5gR9m7v6fJKmwkO+L/vu9y0dQRYb/UatnBSG1EAmeAEDFuu1p2GE4M6fOoFiphnz96qfvkH7QqEljAny/oVarSWObXt/hCMlE+dptCQ8N5tb5A9HHNBoN+9fPYHDTvNw6txdrS2NyuGQlLOgrswc3YmS74jy8cTrOYymUSobN3Uel+p0oUaXJb9tO7VOT3nWz8O75wziPkxhkBMe53fUzu3FwciFT9nyJFZYgCIlEJHhCtBrNezNh1Tl8vP3Ilbs06zcf0ndI31k0bzQGSiUNO45g+sbr+g5HSCYy5yiIY7Y8XDq2Ba1Wy+0LB1k6oROn966kV98+vH93hzMnNrJv12Jc7xzl4aPL5MjhwqrpvQgJCYzXmM17TqRq49/P4GnUKrQaDSumdEWj+fkzo9fP7KFXbSeWT+5KSJB/vGKJLQ2mcWr3+eMr3rjfp2SVJsluP2qImp197X4fVUSEvkMRhGRJJHjCd+wzZGHaxmuUr92WIQOGMnv+Rn2HFE0ulxEZGYGTmE0Q/kOSJMrVbsunN0+Z1L0SG+YM4uOrh8yaO5MpE/ogl3//NueY0Z5jh9ZgbmHJ6ik94jTWy8e3WDapC5eObYmxbd/JGzFQGuLn7UW/BtlZNa0nEWEh37WxSGMLwMMbp9mcyJvaB6gbotX+fvMirVZBgLoxADfP7kWSyShRuVGixhVfU3pWY/bghmxdPFLfoQhCsiQSPOGnmvecSIMOw/lrynQ+enzVdzgAXLp6H61Gg12GrPoORUhmilVsgKGxKV6f3nDpyjHevblJ144Nf9leLpcxcfIYXjy+Fav+VRERjO1UhrnDm/Pt0wt2LB3L2pn9fnuNtV0GJq25iImZBRq1ivtXjzOhW6XvZvPyFKlA6eotAAhO5Bk8H1V3tPy+fqQWA3xUXdGo1dw8u49chcphaW2fqHHFh9vtc3h7fcTMwgoLazt9hyMIyZJI8IRfqtG8N2ntM9KydV99h8K79540qNscAHMrGz1HIyQ3RsampLXLAEA6O6tYXXPz5n00anWs2h7eMpcgf2+ePLnGk0dn2LVvC3cvHeb+tRO/vS6NjQOzdzygdqv+KAyU+Hl/Jijg+32eC5SqDkC9toNiFUt8RWqd+BSxHI3W+IeZPK1WgUZrzKeI5URqnXj28Dq+3zwpVbVZosYUX5eObkGr1RAU4E/eohX1HY4gJEu/n68X/nhdRy5l5qD6LF21iz7dm+stjpNnriNJEn0mb0QmE59LhO95fniJx7vnABQvXpPcuV3IlcuFnDmdyZkzO7lyZSdNGqvo9k1bDuDc6RN0GrYgVv1fP7OH2vXr45Au6sNF1YrFyZo9J1dP7KBQ6Zq/vVYmk1Gv3RDqtRvy0/P5S1Rl5ra7WCTBB5dgTSXehJ/EWrEGC/k+ZASjwZQAdWN8VF2J1DoBcOPMHoxNLShQqlqixxQfxSo2wEBpSJ02g0jv5KLvcAQhWRIJnvBbTi75qd6sN+NHjadiuaLkyaWf26Mz/5qHJJMRFhy/h+KF1CkowI9ti0fieu0k+QoXY0j/dpw9e5mnT5+zY8c+AgP/XRFqb29LrlzZefvOg7dv3tKyzzTyFqsUu3H8fahVo+J3xzI5OfHs2WudvI6kSO7+Eal1wityCl6RU356PiwkCNdrJyheuREGSqMkiysuilVsQLGKYl9cQfgdkeAJMWrYcTjurleoWbMFbo/OY2lhluQxzJ47mRHDJrJ2Zj8KlKyOQimKrv6pgvx9OLl7GfcuH8Pn6ycs09gwd+FsOrWrD0CDBrUA0Gq1vHv3gRcv3nDq1AXu3n3Ak6ev+OLlBcCOpWPYsXQMaWwccHBywSFTdtI75SC9kwvpMmXHyPjfVaeOznmYO285zRpXjT5WpXJZLl/4cWuvlO7elWNEhIdSMoYyMIIgJG8iwRNiZfCsXYzrVJZcuctx7MhOChZM2tsijetXpnH9ytja5eHOpcOUrCp++PyJju9YzOEt8zA1s6BM+fKMHLLqp9+LKpWKgMAQKlZqTGbnnLx89pTgwAAMlEbUatmP0tWb4/HuOZ7vnkf9/v45Lx7dIDIiPLoPa7uMpHeKSvoyZsnNzXN7WbtxPzdvPeDxoyf4B/ijigznxaMbZM9XMim/DInqxpk92KXPEl3QWRCElEkkeEKsKJVGTNt4g4WjWlGlSn3+mj2d7p0bJ2kMw0bNRaWKxMjUPEnHFfQvKMCPhaNb4vH2OcNHjWDk0M6/bOvq6kbnLkN4++YtCgMlPr5BlKnZhtJVm2HvmC26nU26TOQv8e+MnEat5tvn99EJ3z8JoPv9q6hUUbXWhg4cjkwmx9jMInrrrm1LxzB60dFkezszLr59fs8Lt5vUbz80Wda+EwQh9kSCJ8SaQqFgyOzd7F/3FyOGjuT6jbusXzUtScZ+8OgFa1aspN3AWRT8e9Wh8Ge4c/EQG+cNwcrahhu3TpM9m+Nv2xcokAdvX3+KVWwQ60UUADK5HLsMWbDLkIWCpWtEH1erVXz1eMunt8/YvmQ0IUEBaNRqAoO+AfD5/Uv6N8yBwsAwagGQJKHVajAzt6JohYZUbtgZq7TJr9TIz9w4uw9JkihROWk/vAmCoHtiOaIQZ406j6LXuNUc3rePIiXqExQUEvNFCdSkaRey5CxI6er6W8krJC1VRARLJ3Rk3az+NGzWDPfH52NM7jZu3MmFC1cxNDRGrvh9zbfYkssV2GXIyuWjm4mMCGPw8KGg1aDRqHHOkYf2ndpjamaOmZkpSgMFkeGhRIaH4fvtM6f3rmBUu+L0qu1E3/rOzB3enI+vnqBWReokNl3SaDTcOLsHl/ylsP675IwgCCmXmMET4iV/yWpMWnOBGQPrkyNXOS5dOkS2LInzQ8HV9TneXz4zcuGxROlfSDp3rxzl2LaFaDUaMucoROnqLXDOUzT6vCoiAl9vT96/cmPrwpGAhj37t1G5QtFfd/of+fLlwsrKkkpVKnJo/wHaDpiZoLI6bnfOc3LnMl6730OpNGTvvs2ULV2QUcO6EBAYTBqrqMcFFs4bF31NWFg4L168xt39Be7uL3n69DkPHjzBw8OTl243mdavFjKZHIdM2f+zuMMFh0wu2Do4IZPL4x1vQrx6fBvvzx+o12awXsZPbBFhIZw/tAH3B9foMnwRZpbW+g5JEBKVSPCEeEtr78hfG28yY2A9ypSuzdVrxxIlyXNzf4VcoRBvyCmcx7vnrP2rD0VKlMbExISnD69w/cxuJABJhlbzb9FhmVxOkeKlObR/BUaGsVsxffLkeSpUKI2RkSEL545i786dnNm3iupNe8bqepVKhevVYzy5d5n3Lx7yxfMtqogIsrnkZNbcGXRsWy962zO5XBad3P0/IyND8uXLRb58ub47HhISirv7S0aPm8vNa1fx/vKRkOAA7lz8d89nA6Uh9hmzRSd86TPnwCGTC2ntMyZ6/ccbZ/dgaGxKwTK/r+uXEh3YMIuTu5ZG/z00JFC8nwipnkjwhARRKJWMXnKc6X1rUb5cPS5fPsDBA8cZNKgHDx8+xsXFGSMjwwSNUa92Ofr1isTf5wuWYluiFOvxnQsYm5hx+viG6GNh4RE8evyS4OBQ0tnbkNnJIdYJHUSVQvHw+Ez69Ok4ePA4pUoVxcjIECNDJY2aN+fglvmUrdkKEzPLX/YRERbC7lWTuXF2L1qNhrR26cju4kKH9k3p07MFJsa6WTxhYmJM4cL5OHF0A0/d31CvQQf8fL7Sb+omTMys8Hj7LHpxxwu3W9w6fyD6WqWhMekcnf9O+P6d8bO2y6CTxRARYaHcu3yMwmVqY2hkkqC+ti0ehaGxKU26jk1wXLrw8fWT6OTO2jYDNVv2xdbBSc9RCULiEwmekGAymYyRCw4zom1RuvUcS58eUXtrLliwigkThmJgYMCbN+8pU6b4T6/38vqKvb3tL/u3tDDD1NySw5vn0nbAzER5DULCBQX40K+BCwZKQ1zyl6RKwy7flQ95+fgWlmm+nzUxMlRSrHDueI/5+PEzJk2aw+7da1i6dOZ3yc6KReO5fOESo9uXZMjsPThmy/N9vP4+bFsymgfXT2FsYkq/Qf0ZM7xb9CxdYsqVMwsvn12iXKWWbF00imkbrpHZpcB3bUKDA/B8/+LvVb0v8Hz3nKf3LnHjzJ7oNobGplEzfU7Z//7dhfROObBMax+nxM/1+gnCQoPiXH7o0pHNXD21A5t0meg2ejnLJ3fl8e3zqNUqKtXvlCye5UuX0Zm6bQdTqEwtseuF8EcRCZ6gEzKFAodMLnh5edG4cR0A1q1bCMCdO664urpRpkxxNm/eTfXqFXn27CXv3n2kXbtm1K/flpMnd+Hr68fr1+8pXboYxv83azJ42ECmTZxK3baDU8yKxD/JgQ2z8PnyibadOmFibMSRwyeYP7IlcoUSpaER4WEhqFWRzJgzQyfjabVarl69RZkyxdm1azXADwmNXC7j8cMz2NjkYHq/2iw98oZ7l4/geuMUnm+e4fnhBVbWtkydMYVe3fSz5+q2zQvJn68sISGBmJh8f8vX2NSCrLmK/FCPLjjQH8/3/9Twe4bHu+c8unWOa6d2fXftf2f60meO+t0ije1PE7/rp/dgbZeBj2/deeN+n2pNe8Z4S/js/jXsWT2FzM45uHflGAMa5SQiPJTzF45Sq1ZzbpzdS+1W/RPw1dENhVJJndYD9B2GICQ5keAJCebx7jlTe1dHYaBk6l+TfzhftGhBihYtCIC3tw+GhkoyZHDAyCgqibt+/TgymQxXVzc2bdrJy5ev6dGjw3d9DO7XlrWrNzGmY2nqthlErZZ9E/11CbGzZeEIrp3aRcaMGVk8bzQAM6cNJiw8gmzOpQgJ8gfAxNScHl10U6A6ICCINWu2ULRowVg9AlC6egtkMhnrZvXHNl0GcuXOzZQpQ2hcv7JO4okvx4z2GBoZc2DtdFr3+ytW15iaW+KcpxjOeYp9dzzI3weP98+jb/V6vnvB/WsnuHJi+3+utcIhkwsOTv/M9rlgYmbJswdXyZg1D7tXTATg3MF1zNx657dxyGRyZHIFb18+AyAiPJRCxUoyetxswsNCyVmoXBy+EoIg6JpI8IQEU0VGFYE1MFASHBL627YDB/YAwMrKkmzZMgNEzxRUrFiGChVKo9Vq8fcPxNzc9LtZhOtX9zFq7AJ2bJ1PtcbdxXZlehbk78P8kS34/OEVazYsZ/H8xd+dNzJUolJFUr5OO26e3Uu7ju10Mu7Hj56kTZuGDRsWx9hWLpdhn94RP28v3j1/iFYLS5fNpGrFnz8uoA+ZsmTD/cG1BPdjZmmNS76SuPzntrhWqyXA9+vfz/a9iJ75u3PxEKHBAd9d33HIXE7sWsZLt1uxSs4qNehEpQad0Gg0hIUFs2x8R567u2OgNKL3xLVkzVkowa8ptjQaDXcuHsTr0xvCQ4N5/+IRnz++ItDvGwP/2k6OAqWTLBZBSC5EgickWCbnvCzY786OpeOYMn4yHz54MG/msHj1JUkSYWHhNGjQjq1bl+PnF8ClS9fo1asTvXsNp0uX1uzYugX3B1fIW0y/sy9/soiIMKb2qYFcJnHrzlmyZcnwQ4IHMHjYIGZMmY6xqRljR/bQydjbtu3B0TEDrVrFrhjvjBnj6dyhO0/uXsA5Zx4qlYtdyZWk4vHxA+Vq6yb5/X+SJGFpbYeltR05C5aNPq7VavH39sLj74TPyMSM9Jlz0nn4ojiPIZPJMDExZ+icvbFq7/nhJU/uXMDP+zMKA0MMlIa8dr+H14dXqNWRmFlYY2XjgG26TNg7ZsPaLgNfPr3h84eXfPv8Aa8PrxgyezdWNg6snNqdF49uEhYShEwmw9TMArlCga19OkqXKcXJo4fx+eoR59ckCKmBSPAEnVAqjWg/aDbeXh+4fetugvoyNjbiwoUDQNQPj6xZMwOwevU8jI2NcMycjePbF4sET0+ePbjG8kldMFAquXn7JPZ2vy43MWJwJ3p2bYaZqYnOFi8MH94vTu0b1qvIilLluHntEgULFkiSRRRxkT1HTh5eP0WDDvH7UOTz5RNBAb6EhwYRGhJERFgIYaHBRISHEhEWSnhYCGntM0bfpoaoxM/KJh1WNunIXbh8vGP39/nCyV3LUKsj8f32mQDfrwQH+BIZEYbS0AiloQmGxqYYGBjy1fMdfj6f0ajVGJuYYWRsglqtQq1Wk84hPSVKFMHM3IwP7z/i9fkTrq8eERQUQETYj3cFlIbGqFQRPLxxGoAadeuzdcPs7/5tnXOUJ2uuIpSq2jTer08QUjKR4Ak6o9Fo8Hz/gqLFdDdD4uBgj4ND1KKKfxZezJkzgWaN2uLz5VOyWKX3J/H58omFo9tQrlIV9uxYhIFBzG8hlhZmOhu/VaseTJ48guzZs8bpujevXyOTybl3777OYtGV+bPHU6lSXe5fO0Gh0j+vQefn7cX7l4/4/OElXz3e4v3lE/7fPkfV6ouMQJJkSJKEJJMhk8n+fj5OjlwuRy5XEBToz87l4+k2ahn5S1bTWewfXrlx/tD6747JZHLMLCzJkyeqDmBgYCChIaGUq1Ca+vWqUq9W+e++b85dvMOFSzdxe+SOp+dnzMzNyJk7F4aGhhw5eACloTHWdukxNDIla64iVGvaI7qG3eJDrzi2bQHHdywhUvUXcvm/j21ERoTjkr+Uzl6rIKQ0IsETdGbtzL6EhQSyekXi7k9btWJx7BwysHXRSPpN3ZyoYwnf275sLHYO6Tm4d5lexp88eUT0s5ux5e0TwJfPH2nQYTiHNs/BPyBIp0lnQhUs6EKLtm1ZPa0nae0dMTY1x9TCmrCQILw/vyMo0A+tRoNcrsDQ2AQzcwvSWFuT3SUz/ft3pkPbejHWDlSrNRQtWZ8Tu3Sb4OUtVpns+Urg+f4FZpZpUUWEExkRRqCfNxfOnGTRsgW0a1Xnt300adgKAIdM2TE2teDLt49EhIUSGRFOiUqNaNln2i9X9CoUCuq3H8rxHYt5/vI9+fM4R59TRUZioExYDU5BSMlEgifoxJ2Lh7h/5Rhbd2wgrbVFoo83c+YEOnXozsvHd77b6kpIXC/dbtGtZ1e9jH3mzCXy588dpx0d1GoNNWu3w8wiDTVb9OHUnuVMmLyEBXNGJmKkcbdi8XiqVSnD4aNn+fr1G77evlhbGlO1UnOqVStDpXJFYzVb+ityuYzu3TswesQYDmyYRcOOw3US96k9K3j3/CEatQp1ZAQaTdQevTK5HJfcealbK+bbv3sPbKdJw1bkKlyBZt3Hxdj+//l5ewGQJ+f3s7qSTJYs9/wVhKQiEjxBJy4e3UyufAWpVT1pVqs1rFeR5aXKsXxSZ2ZuuSNW1CaBx3cvEhYSxIA+ibMgICZ37z4ga1Yn7OxsYn1NuUotef/2DWOXRT2rVahMbQ7sO5jsEjyAJg2r0KRhlUTrv1e3ZsjlckYOHYXfN086Dp0f777uXjrCjmVjCQ0OpEW7tiyaMyrezzZWrlCUdp07s3XjesJDg+JczPzN03soFAY/jF+xShXO7F9DvXZD4hWXIKR0IsETdEKtikQy/Hnl/OKlGhESHMSD+yd1+oD7/j1LcXEpw7wRzRk+/4DO+hV+9OmtO0vGtUcmlyfJDO3PjBgRt8UVS1ftwt3tAZPWXMDWwRGA+u2Hcu30LiZMXc6ksb0SI8xkrXvnxmRMb0e7tt24d+UoZhbWZMyamyZdxmDvmC3G618+vsPGuYPw9vpApWo1Wbd6uk5udy+aO4oMGdIxa/osjEzMqN2q/2+3l4OovYOn9q7GF4+32Nil/+G8qamJuEUr/NGS13IyIcUqW7M17m4PUas1P5wLDPDn04e3ZMhYkH6Dp/+0TXyYGBtx8tRu3r18yI5l43XSp/BzU3vXAECjVutl/JMnzzNjRuxLeFy55sqEMRMpV7vNd/uOWlrb0arXFBbPm8+0mWsSI9Rkr3bNsrg/vc7MOdOpWasa3zxeMrFHZUa0KcricR24dGQzERFh313j9ekNMwbUZe6wpqRPb89914vs3blIp88yFimcB41axdn9a5jQtcIv22k0Go5uW8jQ5vkI9PvGwiXzuHf76HdtvH0CuHblGmlsf0z8BOFPIRI8QSdKVm2KXGFAu04jfjhXt34d5AoDilVsyM6t28mSrSS37jzWybh5cmVl8dIFXDy6iUtHxIKLxFK+TjtMzdNQpWZtvYxfvHghmjWrH6u2kZEqGjdqh0u+krTo9ePOKuXrtqNakx4sXhD3mm+pha2tFZ3a1WfZonE8eXSGa9dPUatOTcIDvdizZioDGuZgaIsCDGySi161nZjYrSIaVSinzh7g4tltOGVy0HlMrZp1BMA5Zx6Cg/y5c/HQD20iwkLoUzcLR7bMIzwsBIXCgKlT5lCgUHWcspQkY6aiOKQviHO2Ivh4e1OjWW+dxykIKYW4RSvohEwmo+OwBaya1pMLl1tSsdy/+2fOmDqIc+cucvXUTpxzFyMowJea1RvRvnNnnTwL1bpFTR669WHV0nFcO72TkQuPJLhP4Xut+kzF3fUKBgYGehnfz8+fDBlil1T0HjgVmUxG3ymbfrkgo17bIZzdv4aR4xYyY4rYpzRXziysWPzvLPhdV3cOHDyLdVorGtarRBanxJ8Jq1G3HmZmpiyYM5IGjXtxaNNsilaoj0ajYVKPyhiZmFGrZX8qN+iMY7a8yOQyPr19RmiQP0ojEwyNTFAamWJobEK2XEVwzJYn0WMWhORMzOAJOlOodE0KlqpBk0ZtqNOgOwcOX0Ct1iCXy7h78xALl8wjJPArnz+8oGDpmmzZsJHCxerqZOwZUwZw9/4FPr5xZ/vSsTrpU/iez5dPVKygn7piU6fO58WL1zG28/ULZN/OHdTvMOy3q20VSiWNu45h1dJlPH4ac79/miIFczJlQh8G9W2TJMkdwJb1M1mxeDxGhkoWzh/PV88PvHh0g+1LRvPl0xvMjBWsnNqdyMhwSlZtQvFKjciSszB+3l7UbjOQeu2GUKNZTyrWbS+SO0FAJHiCjvUYu5J6bYfw5s0HOnfsgb19Hho0ibpN0q5VHdxcT1KwaAnevXjItI3Xef/mFcNGzdXJ2Fmc0jN/0WwuHdvC0/tXdNKnEOXZwxuoVJF0aFtPL+OvXbuAfPlyxdhu4JDpGBmbUblB5xjbVm7QmYxZc9G6TR9dhCjoUE4XJ4qULM3C0W24cmI7AFcv7mLVmmVcObGdOUObMrx1EdZM78WTe5cY074kAX7f9By1ICQvIsETdK5miz6MX3mWJYde0XHofK5ePE+HLqMAWLx8B653blKxXkcsre3IkDUXtxK4tdl/tWtVh5p167N4bDse3jyjs37/dMe2zidz1uwxFtRNDOfOXWbHjv2xalu1allCggN47R67HStqterPp/dvExCdkFh2b1+MY+ZsDBw6hG07NwLQrHFVuvXswasntwn0+0avfn15++YOaazTMrlHFUJCAvUctSAkHyLBExKNTCajaIX69By/msP791K+civGjxlPrVb9qdakOwAhgf6YGJvodNztm+ZQtmJlVkzpxl/960TvV5kcBAX44e/zRd9hxFn2/CX58O6NzlZAx0WmTBlxds4Sq7btWtWhaIkyLJ8U8wweQHrH7KjVqoSEJySSNFbm3L9zhAljen5XX3PcqJ6YW6YBYMqEPpiZmXDn1hEMDQ2Z2KUCLx7d0FfIgpCsiARPSHR5i1WmUefRPLp/h1JVm1Gv7eDoc026jePmtcuUKNOEnXtPExmpmx+2+3cvpW371pgoJZZP7sqe1VN00m9C7Fk9heGtCjKybTF61cnMwCa5mDGgHlsXjWT70rG8e/5Q3yH+Uu1WA9Bo1Jw8fS1Jxz127Ax2djYULVow1tfs2r6IIH8fvL0+xNj29bP7KA2NEhChkNTMzEx44naBdp3/TeJNjI24d/cE6TNmYN7IlvSuk5mhLQuye5X+/98Lgr6IBE9IEtWadGfpkTe0HzT7u+MFS1Vn8KzdhEVo6N2jP3b2ucnqXIYRY+NfZX/Fig2sXr2J4kVys2vHEuYsmMP5g+uZ3q82Xp/e4PPlU0JfTpztWjGRcwfWMnv+bL59e8aZc4cYMmww1lYmPHO9jNvNU8wYWJ8jW+fz+O5F7l85zsObZwgJ8k/yWP+hiojgtft9QkICeeZ6FbTaJB1fq9Vy7dptQkJC43RdGitzsmTPyYyB9VFFRPy2rcdbd0zN9FO4WYg/MzMTFs0d9d0xSwszblzZy7ev7hw6sotmLZpy8fAGJvWoQkRYiJ4iFQT9kbRJ/Kadmjllz68dtSh+JTr+6l+X+F6bmrx9/oBrp3Zy9cQOMju7sH7dvO82EI8NT08vLC0tMDExjj7m/vwdVSo3IiQ46hmdxYdeoVAkbpUglUrFlRPbuHBoPV893zFv4Rw6tPn1quFJ01awZMEitFotkkyGVqNBrVYhkyvIkqMgDTuNSrJ9d0/tWcHhzXNRqSJBq0WSZOQtVIRLZ7f98ppKlRpx/nzsnpWLSWhoGF+/fiNTpozxuj4oKITceSsSGRnJ8PkHcXD8+ffQ5gXDef34Ok/dziYkXCGZevfek3LlG2BsZsWk1RdibC/eh4WUpldtp7tarfanPxjEDJ6QrGR2KUDrvtMZv/w0IaGRVChbi4JF68S6MPK9ew/ZufPAd8kdRK3KS5chIzYOTkhS4n/bBwX4MbZjKfasmkxaa0tu3Dz92+QOYMKYnnz9+oRv357y9ctjvn17yiePRyxcMg9Uwcwd3pRhrQpxcOPsH3Ya0KVN84dxYP1MOnbpzLev7nz58pSvX5/+NrnTNVdXN2bNWhLv683MTHj+7ApprNOycc6gn7YJCfLH9doJMjpmivc4QvLmlMmBYSMG89Xjnb5DEYQkJxI8IVmyd8zGhJVnGbPkOMiMqFm9MXMXborxunTp7ChZ8uezXEWKFibQ9ysu+Utx58JBXYcMRCUNR7bOZ1yn0hgqlbx6dYurF3eRPZtjvPozMTaibcta3Ll5iOfPblG1elUuHFrPwMa5ObBhlo6jB9frp7hxZjfrN69i9l9DkMtlGBgodLqHcGw4O2dh8eK/OHHiHOPGzYhXH0aGSkxNTTEyMf/hnEajYUqvapiYmnL4wMqEhiskQ+/ee+KSswLjR49DJpdxdNtCfYckCElKJHhCspYxa25GLjxM/fZDmTZpKn0GTfttewcHe4oWLfDTc1Mm9CeLc3aePbjKo9v/3pKb0K0ih7fMi3eMnh9esnnBcEa2LcaQ5vk5d2AtZSpUwO3haZ3u1Wlra8X6VdPw9HBlzPjRnNm7krGdyvLVU3ezEzuXjaNUuYo0qPPrvUATm0qlolmzLnz+/IWSJYvQq1dHVqzYwL59R2O++P/UqFmV1+53o2c8VSoVl49vY1KPygQF+HLn1lG9lH4REl/Vai3x8Y6qjadWqQgJ9NNvQIKQxMRWZUKKULNFH2wzZGbtX33Im9uFXt2a/bTd2bOX2bXrIKtW/Vg82d7OmkP71uDiUoym3cYBUTM5Xz694di2hbx0u0mfietRGsWubIvbnfPsWDoWb6+PWNvYU6VqJQYP7EyeXFljvPbqjQe4PX6Jp+cX0qe3p0qlEmTLkiFW4wIMGdCe1i1qU6d+JyZ0q8jweQfI7PLzxDa27lw8hL/PF9atTpzZzdhSKBRcuHAg+u9WVpbUqVMdrVbL5s27+fzZi2HD+saqr7GjerBpw2aGtSiImYU1vt6eyOUK8uQrwMF9q3WagAvJh69fIN++eKBQGiFXKOk0bAFFytXRd1iCkKREgiekGEXK1uFe2aMsmL/slwlehQqlyJs3J2/evGPixNmsW7cQuVwefd7Kyox0GZwY3aEU+YpVRq4wIEOWXHx685TnD28wrV9tJqw899ttrgAObZrD8Z1LKFayLKdPbo31dk5BQSGUKN0Ajw/vUBoaYaA0JCIijBHhYViltWXK1HG0bVkrVn05pLPh3q3DVKvViYWjWzNz212UyviV/Hh67zKb5g+lQpVq2NtZx6uPxOToGPX1rV27CgpF7PfDNTJU8sTtArPmr+fTJy/q1alMw3oVEylKIbno3X8SAJaWVnh//cxXj7f6DUgQ9EDcohVSlCw5ChEUGPDL8wYGBqRLZ0eaNFaMGNH/u+Qu6ryCp25nWLp8EZ5vn+Lr9RrbtBY458jNhi1r8PvmyeKx7X7ad0REGKf3rmJi90qc2LmU6TOncerYulgnd+OnLMU5eykCAgKYue0OC/e7M2fnAxbtf8bsHQ/InKMI/XsPoFP3MXEqKHzs0GoUCgXTetcgKMAv1tdB1AzmpvlDWTSuHeUrVWHPjkVxuj6ppU1rzZMnz/D3j/2OBWZmJkwe14e1KyaL5O4PcfnCBSDqlrxcYUCh0jX1G5Ag6IGYwRNSFI1GTUylfc6fv8K6ddvYvHnZL9u0blGT1i1+fNNPf2wnNas3oV99Z2wdnDCzTEt4WDC+Xz0JCvDBQGlEoaLF2bp5IUUK5ox13Nt3n2Lx/IVUrt+JBp1G/DDTZmZhRY+xK7l/7QTrZvbD4eBBtmxfQ/XKJWPs28BAwaVLB6lWvSWj2hWj87BFFCob8yzgV893zBvenOAAX1atWUazxlVj/Xr06dixM1haWmBp+ePiCUF4996T4MAATM2tyF20Eg06DMfS2k7fYQlCkhMJnpBiaDQaLh/bSrbsLsxbtIUli5aTxdmZdatm4JTJIbpdpUplqVCh9G96+rVihXPz6dMDtu86wYEDJ/D388MmTVqqVi5NowbVKFu6YJz7VKs1jB09mTxFK9Ksx4Tfti1UuiYL9z9j1bQetGjSDpdc+Th7agtmZr9/LjCLU3qePblAlx5jWfVXLwqVrknXUct+eqtZo9FwZMs8TuxaRrbsObhz6yhprVNOsd8pU0bqOwQhGevRexxpbB2YvvG6vkMRBL0SCZ6QYmxZOAI/78+cO72NdRv34+v9BZVaQ6GCFWnZti3LFkUtnLhw4SpHj55h9uzfJ1O/YmSopFO7+nRqV18ncU+cuhyfb170nhxzmReI2sO357jVeH16w5yhjcmVpwIf3t2O8Tq5XMaGNdM51KgGndr3YHyXckxdfzX6vEajYdGYNrx6fBtJJmPA4IFMGNMz3q9LX/z8/OnZcxhbty7/4Ra88Gc5ePQiu/ccw9raCo1GQ0REJDevXaLPpPXRbby9PuDueo0MWXKSMWseFAoFbrfPsW/tdCLCQzE0NiVnwXI06DhMj69EEHRPJHhCimFsYoZarcLtySvGjuzOwYNH+fjuDdWa9mDHlpUULJiH7p0bU7hwfrJnj3kla1LwDwji9KlzAHz1fE+GzLG/rWufIQt/bbxJ/0YurN98iIb1KpHGyhy1WsM3b79fLoaoV7s8q9csoFvXgZzYuZSaLfoA8OrxLZ49uEbfgQOZOLZXkte20xVLSwsGDuyBXC5Ho9HEuCBGSL3mzl3Bo/t3ADA1T4OhkTHFKtYnk3M+Xj6+xa4VE/nw6jFKQyMiIyLQajUoDJSoVJEULlaSzFky8+3bN66d2sH5Q+swNU+j51ckCLoj3hmFFKNZjwkUq9CANi07Ubl6W4oWK4KRkTHPXK+SKXs+du2KKu9x//4jPUcaZdW6fTg7l8DDw4NRi45SsFT137b3+fKJyT2rsmhM2+hjCqUSS2t7BvcfQtYshSlcvB6581UhV85S+AcE/bQfD4/PfPH6TI++vTm0aTaHN0eVjMmeryRO2fOzekXKLuwrSRIlSxbBzc2dVq166DscQY8undvO2o0rsU/vSGhwAM55S3Dv0lFGtC7CvOHNUco1nDp7EK/Pj/Dxecajx9dYuHguW7et4+zJTaxdMZmDe5bh+ek+Y8aPIcjfm71rf19rUxBSCpHgCSlKp2ELaN1vOsFhcPL4KQID/DA1T4OJmSUBAVGra1++fIOHx2fUag2+frFfbakrr958okSZJowcOpIyNVoxY8ttMjnnjfG6i0c34/XpNU/vXyYs5N/krXLDLgBIMhlvXrjzxfMjWq2GHn1+fgva0FCJubkZ0yb2Y+yk8ZzYuZTlk7sCMHz+QVSRkWzZcUwHr1S/8uTJwezZE/UdhqBnjetXxv3xOXr07c3DG6do36Uzvr4v8PF5zp2bhyhWOHd024zpbWndoia1a5b9oZ8hA9qTJk0azuxdxdCWBRnVrjjnD67/oZ0gpBQiwRNSnLI1WzF0zh5mbr3D8mPv6Dd1EyUqN+bFUzfy5q9M1WqV6TtgCjY2OcmapTD26fKTK29VipduRDaXctjY5sbb59elVuLj+q1H5MpbBTv7vBQtXBFfvwDGLjtFy96TY7yFGBTgx9hOZfHz9kKjVgN8d021Jt0pXb0FHYfMw8HRGZk86smKk0cO0aBJbyIjVd/1Z2OTltatm/D27XsG92vL/kPbcbt1jm2LRyGTyXBwcmHH9gM6ff36IEkSmTJlYODAsXz44KHvcAQ9mz6pP54ersybGf9n6RwdHZg59y8MlUpkEuxZPYVR7Urw8vEtHUYqCElDJHhCqlCiciP6TFrPpw8fqF6jFW9fv2TEgoPM3fWQRl1GkyV3cZRmtuQsVAFJksiXvwJp0+bEPl0+atbtypVrrnGqPfdfYeER1KvdHBNLO9oOmMmMLbeZvOYi6Z1cYnW99+f3eHt9IGOWqOfzarce8MNuGu0GziIsOAivT2+4d+8cK9YsQ5IkLp07Tbp0eXn33vO79l5eX+nXbzSRkZGUL1OIVWuXcvn4dl4/vYtdhix4eqaehKhFi4aiZIqgE0FBwdy6dpVXL67w6sUVnjy9RpasmZk7vDkrp/ZAFRGh7xAFIdakmGqKCbHnlD2/dtSiI/G69q/+dYnvtcK/zh/eyK7l4zE0MmHBvqc/bfPV8x1n968lX4kqfPF4y/kDa/n2+T2STM6ly0djtdXYf7k/f0epElVZfiz+e8K+eHSD7Pl+XfMuIiyEm+cPsG3xaHx9nwNR5VdatB3E2RPHkGQyfLyffXfNP/+3JUkCoHL1djy4d4fseUvw5eMLXr+8ii5VqtSI8+f367TP2AgNDSMsLIw0aaySfGwh9QgMDKJevbYcO7YdExPj784dPnaZHt37o9Fo6TxsIflLVtNTlILwvV61ne5qtdqiPzsnZvCEVKVSvQ6kTef429Wqtg5OtOw9mTxFKlCpXgcmr73EksOvsUnnyMDBk+M8ZmYnB2QyOSumdEOjid8s4O+SO4ABjXOxbfEoKlWrEX1MLpexZ/tC3r67z9WrJ364RpIkmjXrwqNHUYnu6pUz0KhV+H7zICTk5ws0UqLFi1ezb99RfYchpFD/fBCqXr05arX6h+QOoF7tcrx7c5vylSqxfEo3Dm6cndRhCkKciQRPSHWmrrvCsHlxm0mSyWTUbzeUuzev8erNp5+2+f9n3f5hZKhk++4NuN0+z5aFI+Icb2yYWqShc48e7Nu1+IdzlhZm5MqZ5YfjAQGBLFkygzx5cgBw6OgFJEnCwMAQQ8P47VmbHA0f3o/OnVvrOwwhBXr8+BkdO/YD4OTJnSgUv64cZmCgYNfW+cycM4OTu5ax+q/eSRWmIMSLSPAE4W9FytfFLkNWWrb6/o3b1fU5jk7FsLPL9ctrq1cuydIVC7l+ZjcPb57ReWzZ85Zg/564Ja29e4/Ay+tr9IKNvj1akL9wMdBGsHb9j4liSrR06Tp27ToYfRtaEGLD3z+Q9+8/kTOnM+PGDQHAwiJ2z3F279yYXfs28+D6KWYMqItK9fMPfoKgbyLBE4T/6DFuFS+fP2XfoXPRxwYPn4JCGXXb5utXv19e26JJNRo3b8mKKd1wu3Nep3G16T8Tf19vZsxZF+trli6dQf78/5aIMDBQcOHMVtxcT1K1YnGdxqcvDRvWonz5UvoOQ0ghQkJCCQ8Px939BfPmRe2E4uz84+x3TKpWLM6Vq8f56vGWcZ3KEBTgp/tgBSGBRIInCP/h4OhM4TK16NqxFyXKNObEmet4fPpErkLlUBgo2Xfo7G+vX7tiMg2aNGXZxM46TfLMLKyo0qgrc2fNJSQ07IfzN2/e4+TJf8fbt+8oJ0+eT/UzW5GRkVhZWeo7DCGFOH78LGPG/EWJEoVZsGBqgvrK6eKEm9tF5HKY3LOKWGErJDsiwRP+eFF7tLZlaIuC+Hz5RLfRy+k2ZjmRGgWtmnfAy+MD+UpUwTlPcRYtjHkXiPWrplGpag3Wzeyn0zgbdhqJ0tCYdh2H/3BOpVKhUCjw9w9ApVLh4pKN4sUL6XT85GjkyKl8/Jh6Sr4IiSciIoImTeoyY8ZYnfWZxsqcu7ePo1FHMr1fLZHkCcmKSPCEP96JnUt4/ugGWq2atTP6AlCodE2GzzvA9I3XGTxzJ4VK16Rlr8l4fHjDg0cvYuxz84ZZhIYE8dr9vs7ilMlktB04i3OnT3Dq3I3o42Fh4XTs2I/KlcsyatRUzp69TN68OcmcOZPOxk6uduxYFa9bbMKfJSwsnBIlauLl9fW3Cyniw9LCjIsXDxLg95UJ3SrGeyW9IOiaSPCEP94Lt1tYWlljZm5BSMj3W5ulsXGILmFi75iNdI7ODB7281s7Hz2+Ur9xL0qXa0bhorWQkFAqDXUaa6HSNSlctjZtWnbhzTsPtFotRkaGPHp0CUmSWLJkBjVqVNLpmMmZq6sb8+en7L11hcRnZGTIvXtnsbe3TZT+s2XJwAPXcwQF+LBySrdEGUMQ4kokeMIfr92AmQQFBvDF8yOf379g//oZv2ybu3B53r5+/cNxtVpDyZK1ePjwESgtyJi9EGOXnSRj1tw/6SVhuo1ahl36zFSo0JBLl27QqVN/jIyiEsmYtkVLbVxcspEzpzMA7dv34caNu3qOSEiuIiMjadu2N8HBIYnSf1prC3buXs/Dm2d5/VR8Hwr6p9u5akFIgaztMjBl/RUOrJ+Bu+sVbNL9+tZm2nSOBPj54Or6nKCQEG7efsjZs5d56HqfyIgIpq6/hpGJWaLHPGL+QUZ3KMXAodM4vH91oo+XXJmYGFOrVhUAZs2akGgzNELKp1Qq6dWrI0qlQaKNUbFcEdLapePG2b1kzVUk0cYRhNgQCZ4gABZWNrQfNCfGdmVrtOTMvlVUqlwXSZJQKo2wcXCiSPn6NOgwLEmSOwClkQkjFhxhSu+q1G/UjZvXDmBg8Gf/d06Xzo6DB4+TNasT+fLpfuZUSPkMDZW8ePGGXLmys3//MWrXrho9+60rMpkMSfqzZtKF5OnP/okgCHGkNDJh+sYbMTdMArYOjkxceY7JvapRs25nzp7cpO+Q9M7AwACIX2mYb9+8sbFJy9u373n69EX0zKCQerx79xErK0ty5MjGlSs3qV27qs7H0Gg0yOXiR6ugf+JjhiCkYNZ2GRj01w7u377Bmg0H9B2O3tWuXZXcuV0YOXIK799/ws3NnUWLom5hT5o0h1OnLqDValm4cBVqtZq3b99z544rWq2WJk068+mTJyEhYXz+/AWAvXuP4Ovrp8dXJOhSkyZ1qVKlHHK5nH79umBoqNT5GKEhwRgam+q8X0GIK5HgCUIK5+SSn3K12zBm1Hh9h5IsSJJElSrlSZfOlrRp05AvX9QWc506taRYsYJEREQQEhKKXC7n/ftPPHz4BEmSOH9+PxkyOJA7twudOrVCq9Xy8OETZDI5167dpnfvqPqDkZGR+nx5QgJpNBo0Gg29eo3Ax8dXp30vXbGT0JBgqjXpHj2OIOiLpNVq9R1DquGUPb921KIj8br2r/51ie+1gqBSqRjQKAfVa9dh+6aYnyVMDJUqNeL8+bjtl5tS+PsHEh4ejlwuo1Gjjpw9u/fv28FCSnLnjiuzZy9l587VREREoFR+P4OX0O9hx0xFyVm4Am+fufLt8wdkchlZcxUhvZMLFet3wsHROaEvQRC+06u2012tVlv0Z+fEDJ4gpAIKhYLeE9dx4vAhbt97ou9wUh1LS3Ps7GxIm9aaffvWY2BggPhwnPz9UzZn8eI1HD16msKF87N8+SyAH5K7hAoKCiEo0B+Pt+5Ehgdz5vwh/po1HQXhuN08zeQeVdi2eJROxxSE3xEJniCkEnmKVMApe15qVGtExapt9B1OqmVjk5a9e48waZJ+ZkqF33v69AU7dkTNwq1atZkPHzxo2bIRzs5ZkMlkWFunSZRxz168DYDn+5ecOLGTIgVz0r1zY65f3sOrF1dYu3ElV07sYPOCH7caFITEIBI8QUhFhs7eR6ehC3h47w4r1+7VdzipVo0alejbt7O+wxB+QqPRRCdx69YtwNExPba2acmRI3Fvj3775gdAw2bNyOni9MP5xvUrs37zKq6f2c3KKd3F83lCohMJniCkIgqlkmIVG5Atd1G2bt2j73BSLTMzU2xs0tKz5zAePHis73CE/8id24VChfIl+bh+fv4AtGxR95dtGtSpwK69m3l85wITu1UkJMg/qcIT/kAiwROEVCg8LBhTE1GqIbENHNidPHly6DsM4T9u3LjLoEHjknzcqROnAFC2VMHftqtasTgPHl5Aow5nck/d1+EThH+IBE8QUiGfrx4U0MMsxp8mZ87sBAQE0rJldyIiInTat0qlIiwsXKd9/glKlSrKli3LknzcNDZ2TJw6CRNjoxjbOqSz4fbNYwT6+7BwTFtePr6VBBEKfxqR4AlCKtO/YQ6CA3ypXbO8vkP5I6RJY8WwYX10tirz2LEzeHv74OrqRtOmUc/5nT59ka9fvXXSf2qn1WpZsGBlkj/j9vrFVQb0aR3r9mmszFmweA7+3z4wb3hzBjfLy/uXbokYofCnEQmeIKQyCgMDatdvSPkyhfQdyh9BkiSKFCnAxYvXmDlzMQBeXl/RarW0bt2Tly/f8PTpCzp06AvAiRPnuH37PgAjR04hPDycc+cu06XLQAA8Pb14+/YDRYsW5MiRrQA8e/YST8/PSf/iUiBJkggJCU0RBanbtarDk4en8fB0I0++AswYWI9Pb931HZaQSogETxBSmdLVW3Dy6BG8vvjoO5Q/Sv78ualbtzq+vn60a9cHSZKYNm0Ujo7pyZo1E+PHDwVALpcjl8ujr1GrNZQuXZwFC6YC0KVLG4oUKfBd3337diFTpox8/OiZtC8qhVm9egt37z5g9OiBGBoa6jucWDMyVHL6+HoyOmVlz8rJ+g5HSCXEjsiCkMo07TYO12snqFOvI3duHtJ3OH+MNGmsSJPGCoCdO1cBkCXLv+UysmXLDEC1ahWij7Vu3ST6z0ZGv09Izpy5xNu3Hxg6tLeOIk59smfPgr29nb7DiLdixYtx8cJlfL58YtO8oWjRktY+I3bps5DeyQVH57yksXH45fVBAX5cPbGNT2/dCQ70x9bBiQxZcpLG1oFXj+/w9pkrAb5fkMnlyGRyZDIFVjbpyJyjELkKlSVj1tzIZGLeJ7UQCZ4gpEJ9Jm9kco8qPHj0ggL5sus7nD/OP4mergQHh9CkSV0kSdJpv6nJqlWbadiwFnZ2NvoOJd6yO2fm2KFDjO9aAVt7B2xsbXnz5BYPb5wiLDQEtSrqtrOJmQUOmXKQt1glytdrj4mJOV893zGld3VkkgwbO3tMzcxwu/WMG2d2o4qMwNTMgvSOjuTMkQ21Ro1KpSIyIhIvr9c8f3CVgxtmoNVqMTQ2JU3adDjnLU6pas3ImquInr8qQnyJBE8QUiEHR2fSOTozcPAkzp/eou9whATq128ULVo0pEaNSvoOJdlSKg1SfPFgcwszwkKDMTIx46nb2R/Oq9Ua3J+/ZfvOo1y6dI2Tu5ZycOMsrNLaI5MbIAGfPt5HLo/fLNzDxy85feYaV6/e5uG981w9uQNDIxM6DF1A/hJVCQrwwcIq5SbQfxqR4AlCKpUlZyFcr53QdxiCDqxePU/cOotBx44tCQ0NY/bsJQwY0F3ne80mhadPXwBQs07tn56Xy2XkyZWVqRP7Af2AqKRswcL17N+9K7pNfOXP40z+PM4MGdAegMhIFZWrtWHrohGsDQ5EpYrELkMWuoxYQibnvPEeR0ga4h1DEFKhw1vmcePMHkaNEftepnTLl6/Hzc1d3J6NBQMDBebmZin2a/X61VsAateM/Uxt/jzOrFs1jbETx2GgjLkGX1wYGCioUrUiQf4+OGbJxj3Xi1inseCv/nWZN7w5AX7fdDqeoFsiwROEVMTb6wPjOpfjxM6ljBg7in69Wuo7JCGB8uTJSdq01voOI0VQKBT07NkRD4/PLF68Rt/hxNmL588BKFu6YJyvHTKgPV+8Huk4Irh16y4AWzctIotTeq5f3sPeA9vw+/qBkW2KMW9EC7YuGsnl49tQ6bjYt5Aw4hatIKQi5w5u4Nvn96xZv4ImDavoOxwhgfz9AylYMC8WFub6DiVFMTc3w97eVt9hxElwcAjmZiYoFJlwSJd8nnO7fvkiALlyZok+VrlCUZ67X2T56t1s3rSL5w8uc/PcPrYvGY1dhqwUr9SQyg06Y2Ripq+wBcQMniCkKs26j6NgqRp079KHjx5f9R2OkEDHj59hwYJV+g4jxbG2TkPz5g04c+YS+/Yd1Xc4saJSqRk7uu9PF1foy5CRcwBo1a79T8/36taMa5d38+zJeb54ubFjzyacszlxes8KBjXNy8ldSb9lnPAvkeAJQirTY9wqjM0smLtgvb5DERLg2zdvWrRoyLhxg/UdSorl4GBPpkwZ9B1GrHz75k3Vqslne8G3b9+zf88+lIbGzJs9IlbXVK9ckiMHVuLp4crYiWM5uHEWdy6KWpz6IhI8QUiF7DNm44Gr7p/HEZJOw4ZRz5Kl1AUDyUGePDkoWrQg8+evZNu2vRw7dgaAFy9e4+3tw4EDx5k4cbaeo4wyc+Zi/PwC9B1GNDs7W5YunoLX54cYGcZ9RfKQAe1p27ET62b15/ReMQutDyLBE4RUyNjUnODgYH2HISTAlSuHyZDh17sWCLFXoEBulixZy6tX7wCYPn0BoaHh1KhRiW7d2vLo0VOOHdPvrdH69Wtw4cJVvcYAEBoaRpcuA5EkiVq1EvYc76J5oxg2egT7101n1bSeKb5OYUojEjxBSIXCQ4IxNjbWdxhCAuzbd5T37z/qO4xUoXLlcly9epR+/boAsH79IjJmdMDY2IgMGRzQajVE6HEFqFarJX/+POTKpf9dZ4yMDGndugnGxropuTJqaBd27duC2+1zTOpeiZAgf530K8RMJHiCkAqZmFsSEJB8bvcIcRcQEEhkpErfYaQakiQxcuQUHj58/MO5/PnzkDmzIxERkYkexz+zWFOmzGPbtr0A5M1bHktLc4oVK5To4/9OcHAIu3YdokqVcjrtt2rF4ty7fx6NOoJhLQux+q/eRISF6HQM4UciwROEVMgufWb8fHz0HYaQAB07tiRbtsz6DiNV6datHTY2aX967uzZy0RGJm6C5+fnT9Gi1QgICKRfvy7Ur18TgOvXj2FpaZGoY8dGeHg4T548S5S+M6a35YX7RabOmMLDG6dZObUnERFhiTKWEEUkeIKQCmV2KYi/rzf+AUH6DkWIB7VaTYUKDRI94fhTREREMH/+Smxt05I+fbqfthkypBempiaJGoeVlSU3b57AwsIcKytLzMxMAZJNnUNr6zRMmpS4u9/06tYMVWQET+5dZFynsgQF+CXqeH8ykeAJQipUqGxtlEYmTJ6+Qt+hCPEgSRIrVszBwMBA36GkaGq1mufPX6FQKDA1Nfnl1zM0NIxOnfqj1WoTNZ4xY6azb9+xRB0jIc6cucSgQeMSdQy1WgOSxMy5MzEyMmRcp9IE+Yu7DYlB7GQhCKmQTCZDoVBAIv/AEhJHYGAwSqVI7hLq4cMnrFixkZUr59C9e7tftlMo5LRv35zJk+cmajyDB/dMNrN1P1OqVFHy58+dqGPI5TJ8faK2ZOvUrj658lZm+eQuZMyah+BAX7qOXJqo4/9JxAyeIKRSwYF+NGpQTd9hCPHw5MkzVq3apO8wUhx//wD8/aMWF7169ZaCBfOycuWc317j7v6C06cvUqlS2USP79at+3z58i3Rx4kvU1MTXF3dkuzRAAMDBStWzuH103tcOrqZ+1eOc+7guiQZ+08gEjxBSIX8fb6g1WopUSyvvkMR4qFUqaLMnDle32GkKFqtln37jrJmzVYAxo+fyePHMS8YUCqVfP3qDcDz56/48uUbarU6UW7Xvnz5hvBw/ZVjiUlkZCTbtu1FJku61KBqxeLRfy5RphxXjm1NsrFTO3GLVhBSoa2LRmJqbomBgfgvnlLNm7eC/PlzJ6vtq5IjrVZLly6DaNq0Hp06tYo+vnXr8lhdnzWrE1mzOgGQObMjVlYWLF++AUmS6NOns05j7devq0770zUDAwM2bFicpGNevxW1407mbDno1bM9Hdp2RaVSRT1iIiSI+AoKQiqi0WjYMGcgj+9cYMPm1foOR0iA+vVr6KzYrC4EBgbx6ZMnOXPqvxjvP96//4gkyVi6dAaG8dhO6/8plUqUSiWdO7fW+W3KqVPnkT59Ojp3bq3TfnVt3rwVFCqUN0luWUPUe5aVtQ2njm/B1tYKmVzOzbN7uXBoPT5fP1G+TnsadBiWJLGkNuIWrSCkImf3r+H2hYNoNGpqViul73CEBMiYMb1OkhZd8fL6ysyZSTu78zNRxXgPAnD06Gnu3n2AsbGRTm8r3rp1jzt3HuisP4AhQ3rTtGk9nfaZGKpXr0iePDmTbLwyJQvw5tV1bG2tAChaojSHNs3m45un1GvYgNN7VjC5RxWxzVk8iARPEFKR/CWrkT1fSX2HIejAhQtXmTZtgb7DiDZy5FQGDOjOp0+ejBgxGYD167dz+PBJAJ0+szZ+/EwePnyMv38AK1duBGDZsvWcO3cZAwMFt2+7olar6dWrEw0b1tLZuP+wtbVBrVbrrL8dOw7g7v4iWa+g/UfevDlxdXWLXqyS1Lp0bkmA71fs0zuyYvF4HrldxufrJ5aO76iXeFIykeAJQipinyEL+UtURWlkTM9+k6lZL3k/8yP8Wo0alZg/f4q+w4i2Zs08ChbMi1wup3HjugCULl2MAgXy8PTpCzp06Jug/oOCgqNnCBs2rIWjYwbCwsKRJAmAcuVKkDNndpRKJbNnT0AulyfsBf1Gnjw5qFKlHLdv39dJf1GFjfW/U0VsnT59UacJblxYW1sCsGpVVMkah3Q27D+4lSf3LvL+pZteYkqpRIInCKlM2ZqtUKtU7Nu5nZtXLgKIPU1TIEmSuHTpevSqUH2zsrLk+vU7zJmzjBIlCgOQI4czmTJlJHv2LIwfP5TPn7/w6tVbAO7de4ivr993fdy4cZegoOCf9m9qaoKRkSFarZbChfOTJo0V9va2dO/eHoB8+XL/cheKxBAYGMT8+St18ixe7dpVAH752pOb2bMnYGhomOTjXr9+hwplC3HuwiHKl/l3X95SxfNhn96R4zv0/4hASiISPEFIZYxMzGg/aDaZXQoik8lJkyY7dna59B2WEA9OThkpUiS/vsOIVqhQPrp1a4tGoyE8PDz6uEKhwNk5C/fuPeTo0dMA7N9/jI8fPXny5DmtWvUA4MqVG7i6/jgLo9VqOXz4JP37d4uesdM3KytLli2bqbPdRNav38H163d00ldi02g01KzZAi+vr0k2plarZfXqzXh7+1KowI/vV02bNcL9/uUkiyc1EAmeIKRCxSs1Ysis3RSv1BCA8pVFweOUyMnJEReXbNy6pZtbhQllZGRIjhzOHDx4gjFj/vrhfO3aVenfvxsAU6aMJF++XGTL5sTs2RMBGDq0D2XLluDAgePfzWZFRERw6NDJZJPcQVTC0ahRRz598tRJf5Mnj6BatQrfJcbJlUwm4/jxHdjb2+Lu/iLRx/v40ZNPnz6zbt1C7O1tf9pm2OBOhIWF8No9efxfSAlEgicIqZRCqSRnoXJIMhlrVkzXdzhCPL15854DB5LX/qUNG9Zi/PghBAQEcu/ew9+2NTQ0JGNGh+i/a7VaXF3dCAwMij5mYGDAmjXzEy3euAoPD8fX14/jx3eQIYNDzBfE0vXrd2jTprfO+ktMZmamhIWF06fPSCIiErc485Mnz9i+fe9v21hamJHBMTMnxG3aWBMJniCkYnvXTKVy9ZrRJQiElCdv3pxMnz6GJ0+ec+XKTX2HA0Q9H2hhYY67+0uOHDkd52snThyGnZ0N48fPJDw8nPHjZ3LgwPFEijbuNmzYwcaNuzAy0u1zaMWKFWT79hX4+voletKkC0ZGhpw5swdJkggNDUuUMQICAqlevSJDhsSc+NaoWY23z1wTJY7USCR4gpBK7V8/g+BAX1Yvn6rvUAQd8PX1TXb7mBYvXohx4wbH61q5XE769PYYGhrSt2+X6IUI+vb48TOaNavPwIHddd63QqHAwMCApUvXRdfyS+4kSaJ9+77cv/8oUfrv128Uly/fiFUdw4yO6YmMSJxEMzUSO1kIQioUFODH6T0rmDJjKmmskn/tLSFmZcqUAODu3QcULpw/2TyvNm/eCsLCwhgzZlCcr+3ZsyMA6dLZ6Tiq+Nu+fR+NGtXG2jpNoo0xcmT/RC3zomtbty5PlL15IaocilIZu4Le6R3sUKl0u8NIaiZm8AQhldFoNGxfMgpDIxP6dG+u73AEHYqMjGT69AUEBATF3DiJDBrUg5Ej++s7DJ2ZOnUURYoUSNQxFAoFQ4dOZM6cZUBUIeS9e48k6pjxdf78Fc6fv6rzhDQoKDh6dXVsP6xkzGCHWi1KPsWWSPAEIZXZu2YartdO0qmbbjdKF/QrKCiYDx882Lt3PZaWyWdW9s2b97i5ues7DJ3QaDS0bdubsLDEX+k6dGjv6OLHRYrkp2DBvIk+Zlx5e/tw9uzlRNkT2dTUhP79u8Wp3l6mjOnQajRi27JYEgmeIKQiQQF+XDy8gX6DBjB9UuqZVRHg0qXrbN++T99h/OD163e4uT3Vdxg6IUkSfft20fniip9xcLCna9e2AGTPnpXjx8+ycePORB83LsLCwnF2zkLp0sV01qdWq6VXr+G4ublTqlTROF2b3sEWmUyO262zOosnNRPP4AlCKrJhzkAsrKyZOLaXvkMRdOTFi9e8ePGG2rWrUrt2VX2H84Nq1SroOwSdCQkJpWjRxL09+yvNmtVHqdRNUWVdiCpmHUHHji112q8kSQwc2J3MmR3jfK1cLiODUxYun9hG/pKitmdMxAyeIKQC18/soV+D7Dy5e4G/Zk7UdziCDoWFhRMQoJ+N32Nr1KipnDlzSd9hJIhKpeLz5y+oVPrZg9Xe3paTJ89/Vx9Qn8LDI+jQoa/O96S9evUW5uZm8d4KrW69Wrx4dEOnMaVWIsEThFTgjfs9ZDIZ79+70qKJ+GSbGty548qMGYvIly8XLVs20nc4v9WjR3vKli2h7zASRKFQkC1b5iS5Pfsrr169TTY7XRgbG3H58mGdL664e/cBnz9/iff1Y0d2JyIsDNfrp3QYVeokEjxBSAUMjUxQRUZiZmai71AEHXF0zEClSmX1HUasZM6ciQcPHnP37gN9hxJvp09fxMfHV68xjBkzKNnM4KlUKiZNmqPT8igBAYH079+NwoXjv7+yibERufMX5Ni2BTqLK7USCZ4gpGAajYbDm+dydv8ahowcpu9wBB358MGDhg3bkydPDjZt2sWSJWv1HVKMfH398PdP3reSfydzZkeMjHS/WjQuIiMj6dRpwHf79OqLVqvFzi6tzuotarVa6tRpzYcPHgnua+zYOfW2UwAAP7RJREFUgXx4/YSQkEAdRJZ6iUUWgpDCqCIiUPxdGHRsx9L4fvNk0PChjB7WRc+RCbri4GDHiRM7MTMzpVq1CpiYGBMRERHrgrD6ULNmZSDqB3lyKcIcF87OWTA01O/X18DAgLNno/Zk1efXUaVS8ebNe3r16qSzPiVJ4uzZvTr5Hq5ZtRSmZhYc2TSX5j0nJjy4VErM4AlCCnJy9wr6NczOhjmDOLRpDv4+X3B9cInxo3roOzRBhxQKBZaWUTXSHBzssbS0oHnzbjx58lzPkf1aeHg4RYpUTZIaconh0KETfPr0Wd9hIJfLGTZsEjt3Jt5WZhqNhosXr/3yvLv7S2bMWKzTMRcvXoOHh+6+vlWqV+PB9ZM66y81EgmeICRzGo2Gt88fcPPcfm6d3w/A3ctHObFzCVNnTMEpk4OeIxSSwtq188md2wVvbx99h/JTSqWSo0e3JUpR3KRQp041MmXKoO8wAJg2bTQtWjSIdXt//wBWrtz4y/MeHp/RarVs2LCDKVPm8ezZK/btO/rTtmq1mrx5c7Ju3YK4hv1bWbM6YWCguzIwVauUxd/3q876S41EgicIydi75w8Z1rIgMwfWZ8Ocgci0ERgam2JuYcnhY7vp1a2ZvkMUkkjatNaoVCoaNuzAt2/e+g7nB1G34C4xevQ0AObMWcbbt+/x9w9k6dJ1eo4uZgqFgoCAQK5fv6PvUDA2NuLMmUvs338sVu29vX2xsIja3WTWrMV4enrx8uUb9uw5jFarZfDg8Xz58o22bZvSu3dHcuZ0Zu7cSVy9eotx42Z819e0aQvYsmW3zl6LVqvl4sVr1K5dlQwZdPdhtGXTGmg0am6c2auzPlMb8QyeICRTERFhzB3ejJx58nLq+EbCwyOwtDDTd1iCHikUCs6e3YuBgQEhIaGYmBjrO6TvtG7dJHoVaJ48OTA2NkatVqFQyPn61RtfXz9cXLLpOcpfkyRJ52VB4svU1CRWxYAfPnyMsbExrVo1RqvVkj59OtKksSIoKBi1WoMkScyfPwV7e1sg6oMCRH0v5ciRDQcHex4/fsaRI6do3745fft2xtz85+8zDx8+xtX1Me3b/7vHdUBAIIaGyl/WtfP3D2DTpl2ULFkk3rXvfsbAQEGVGrXYv/4vSlZtorN+UxMxgycIydSFQxuQZBLnT2/FyFApkjsBiLoV2q/fKE6fvqDvUH4gSVL0TFKtWlWwt7fF2joNPXp04OLFa1y6lLwL1Jqbm1G8eCEGDhzLmzfv9BpL6dLFyJQpwy9vpf7D1fUxHz58AqK+/m3bNsPIyJDs2bNG3+Z1cLD/6bU2NmnJmtWJu3cfcObMJZYtW4e1dZofbqWq1WpUKhWRkSpy53bB09OLgQPHAjB06ESuX7+Dv//3K1ofPHhMu3a9sbS0YO3aBTpN7v4xb9YoAny/4vXpjc77Tg1EgicIyVSA71fMzCyQy8V/U+F78+dPoUGDWvoOI9bCw8OpX78GXbu20XcosdKhQwvSpLHSdxj4+wfGWFuwffvm3Lv3EC+v+D+P1r59c06d2sWUKaPYv/8Yq1dvAcDT0wutVsvEibPZsWM/RYoUoGjRgpiamtCkSV0Aliz5i/LlS1GtWlP8/QO5des+K1duJH/+3EydOipRVwI7ZrTH1NyScwfWAHDjzF4Ob55LRERYoo2ZkohbtIKQTIUGB6I0TJkPrAu6dfnyDczNzciTJwe3bt2jTJkSTJgwi06dWpI5cyZ9h/dLPj6+WFunYdSoaRQvXpiWLRvqO6RYyZQpg04XBMSXnZ0N06aN5utXb2xt0/6yXcaMGRJc4uWfRKxUqaIEBETNxrVq1YNt21YwfHhfzMxMo9taWJhTrlxJgOiyJxcvHkSpNCBjRgciIiKQJAknp7jvNxtXwYH+XDq6BbncgPOH1iOXK/j88RXdRi1L9LGTOzE1IAjJlJGxKf6+3qjVGn2HIiSykJBQHj58/MvzgYHBBAcH8+GDB7t3HwagSpVy3/3QTS78/QP59s2b0NAwatZsSXBwCHPnTkoxyR3AwoWrOXHiXJKOqdFo0Gq1zJ+/ko8fPaOPa7VamjbtjI+PL/7+gQQHh/xwbcuWDXn37qNOFoikS2cX/Zzk+fP7SZ8+HebmZjHOxBkbGyGXy0mfPl2Sblvn6/uC9I6ZuX56N8VKlaVDl848c72aZOMnZyLBE4RkqkGnEahUkQwfM0/foQiJzNvblxkzFv+wLdSePYfZvn0ftWtXoUyZEmTN6sSCBVMJDg6hZMkiPH/+Wk8R/9revYfZtm0fxsZGXLt2FFNTkxRX+Hjy5BHRtyCTwvHjZxk5curfzzCaYW9vw7FjZ3j9+h3h4RGMGzcYa+s0jBgxmcaNOxIUFIyvr993deX8/Px1vtVaSvl369uvO2Ghwdy/fYvHbu6EBPnrO6RkQSR4gpCMqFQqNi8YztQ+NblyfBvWdhl4++a9vsMSEpmFhTkbNizi40dPPD29oo8XK1aQIkUKfNdWq9VSt24bXr58y5Ila1Gr1Ukd7k9duHCVJUvW0rlza/r37wZErdRMiZ4+fUHr1j35+jXxy9FoNBoqVCjN0KG9AejSpQ0GBgZ4e/sSGhpGWFgYW7fuRavV0rlzK7p2bYOpqQl37jxg+fINAMyevYQsWTJRp061RI83OerVrRmZs7mg1qh5cP8e9doNRaMRdz5EgicIycRr9/sMaZaXu5cPY29rxYH1M/D6+Jqy5ZLudocQe//cUnv58g1nz14G4MCB44SEhBIcHBK9CtPD43P0zMqTJ89Rq9UEBATy7t0HIGrf2e7dB3Plyk127jzA/fuPePz4GQMHjsXJyfGHsiKSJHH06DZy53Zh27YVyaash4tLtv+1d9/hUVRdAId/NxVSqAm9995BunSkdykiVUVEUBAQqQICfqCASBFBaSoISlGKNOkd6b33Hkgn2WT3fn/sJoSwKcAmm3Le59lny9yZOSHD5OzMvedSu3ZVe4dhE0WLFmTOnCkoRYImCn5+/tSr1xYnJ0eyZPF6btm773agZMmiZMiQngULZqCUokqVCnTo0AqlFA0bvsn48cMAKFeudLJNpm1l+7/LKFaiNKD5a/EU+jXPz8ieNVJ1nTxJ8IRIIn7+38fkL1iYm9f/Y+vGxTy4f4o1a5czoG9ne4cmrKhTpzUXL17hyRNfHj70QWvNoUNHCQ4O5uLFK0yePAuAX3/9g+3bzdNCDRw4iqCgYE6dOseMGeaRfwsWLOXddztQr14tPvusr6UgbDY+/LB7jPt2c0vLsmWrmTNnIe3a2W6+0FeltSYkJJQyZUraOxSbcHBwIH16T0aMmMS2bbbrz7Vo0e8YjUZWrPiLvn2Hkj59OpYsmf3a87M2bPgmOXJks1GUyVP6dB7s3bWCu3eO8eTJRXbv3UiJEsVYPG0w34/qZu/w7EJF7/MhXl3ewmX0FzPWvtK6kwY051XXFclfcHAAn7UvRZMWrflt8RR7h/NK6tZtwzbLVGqpwZMnvnh4uNtttOXFi1dwcXHG3z+Q0qWL2yWGCL6+frRr14stW/5INv22rLF2DGutWbduM7VqVY2cHzi+Nm7cRq1aVSMLUn/11VQ+/LA7GTNmQGud6q+6JYZDR87QqH4rRs/dSvbchewdjs31bZr3P611JWvL5AqeEEmAm5snvYbOYNOGdTRv3cfe4Yh4uHTpKqGhBrvtP0+enLi5uZExYwbOn7+UqPvWWqO1xmQysWHDVtKnT8emTcuTdXIXE6UUZ89eeKkBDJs37+Du3fusWbMBR0cHlixZwcyZPzFy5CC8vDLj6OgoyV0iqVyhBJm8s7H5jx/sHUqikwRPiCSicp1W9Bw8nb07t7Nx4zZ7hyPisGTJCnx8Httt/8ePn2Hw4DEcOnQ00edPnTJlJtOmzcVgCGPdus0EBgYlmb6ACWHIkI/JmTM7EydOt1qmJLrDh48RFBTM7NmTcXV1pUGD2rzzjkynZS/1G9bn9OHt9g4j0clXCCGSiCvnjjL/fx+D1uzcdZDGjevaOyQRixkzJtp1/1WqlKdKlZmJus8bN24Biv7938fV1QUHBwdmzvw6zvVSAicnJ7Jly4KzsxMrVvxFlixevPlm9RfazZmzgA4dWlKoUP7Iz2KaKkwkDk8PdyD1dUeTK3hCJBHrfpkKlj6xNWvXYteu/cya9bOdoxIxGT9+6nMlTRLb1avXWbNmAyEhobRo0TVyPlJbMxqNfPPNLMLCwvj3393s3XuQtGnT4OCQuv58ODg40KtXF1xcXMibNzfe3l74+flz6dJVHj3yoUKF+gBkypQJL69Mdo5WRHXmzHkyeGW3dxiJLnX9DxUiCbp97RwLvxnItYsnAKha602aNKpO4cIFqFatEiaTie3bpTJ7UlOmTPHIzvP24O8fSHi4kYsXL+PvH8DUqbbtYxQQEMiBA0dwdHTE3d2N4OAQevToRKdObWy6n+SoSpXylChRhP37/+OPP/7Gyytz5OCMjh1bkSFDejtHKKIKDw9Hp8K6eHKLVohEdvvaOf5e8i13rp3jyaP7hIeFkjlLdpq3bM7ggb0oXNA8f2O2bFnIli0L9+8/ZNmy1dSqVTVF93NKbkqVKs7evYdo0qQ+06fPpWfPLphMRk6fPp8oUzWVLVuSsmXNZUm2bVtFYGAQ/v4B+PkFkDt3jtfe/pUr11m/fgtvvFGBvn3tX4olKWrcuG5kV4qXHWErEl5IqIGWbT7k8IG9vP3hWHuHk+gkwRMiERzdvYHj+zcR4OvDmaM7yZErL1WqVKROneq0a12fjBk8Y1w3a1ZvfvhhCgaDgfbte7FgwQy5QpAEbN++h2LFCgPmCdednZ3Yt+8Y167doEaNKvj7ByTaH30HBwfSpfPk7783cvz4aUaOHBTnOsHBT1m2bBVdu7Z/rg7b06chrF69ns6d20YmkEIkN8FPQ6j5Zgdu37jOZ5OXU6hkFXuHlOhSXIKnlMoF9AdaAHmAcOAqsAr4Xmsd61h3pdRbwGigPBAI/A2M1FrfSci4RcoUHh7O8h9Gs3vDb2TNkRulFPN/nkO71vVfelsuLi6MHTuUDBnS8+efa8mbNxeVKpWzfdAiXnr3fify9Ucfma9w1a9fC4B16zazadN2vvtuQqLG1KJFY5o3b8S5cxfx8XlMjRovXkk0GAw8eOBD1qxe3Lp1FxcXF65du0G+fHnQWvP06VMuX76GyWRKdf3sRMpw7sJ1GjZsj8mkGT5zA1lz5o97pRQoRf3vtSRnJ4GhQHHAHUgPlAPGAieVUhVjWb87sB6oBqQBvICewAGl1Ovf8xCpxvULJxjapSL9WxXi4L8rGf/1V5w9tZUzJ7e8UnIXIWKmgIwZ05M2bVr8/QP47LMxAC9MVC/sp3HjukydOs4u+1ZK4ePzmDt3zANAIo6LsLAwwsLC2Lx5B7Nn/4yzszOjR39GWFgYAweO4tixU/TsOYCMGTMwcuQgSe5EsnT23FVqVn+LzFlzM+mXg6k2uYMUlOAppcoAfwAZgGBgDFATqANMA4xATmCttWRNKeUFzMI8lvpby7otgQNALss2hIiXJdOHmIu/blnNvbsn6PfB2zbdfr16tShZsigODg7UqVOdwMAgmjbtIhNs29GVK9fZsGErYC6pMWvWz5Hz0Sa2GjXeoEOHlmzevIMRI8zlXHr0GMCuXftp1qwhEyYMj2zr7OzMypULKVmyKO+//26KLFYsUoewsHBat+1F1pwFGPbdWlxc0tg7JLtKMQkeMB3zFTsj0ERrPU5rvUdrvUNrPQjoYWmXDfjKyvrNLOtP11oPtqz7N9AAuAW0Ukq5JvQPIVIGzwxeeKZLT+UKJRJ0Px4e7rRo0RgPD3cmTx6Fg4MD06bNxc8vIEH3K56ZMGEa167dwMnJkStXzAnd2rWb8PbOjLe3VxxrJ6y6dWtE3kpesmQW9eqZbyFHTeL8/QOoXbsl589fpkaN1NdPSaQMYWHhlC7XiAB/P/pP+AWAU4e3sXfTcjtHZj8pIsGz3HaNqAq7UGu9M3obrfUvwL+Wt92UUlmiNclpeX5uCgGtdSBwEHAFMtssaJGiZc9TmPt3E7fbZunS5mQyc+aMhISEJOq+UwuDwYCfXwAnT56hffveADRqVAej0USePLno168XBoOBP/9cS+fObfHwcLdrvE5OThQsmA8gxluu6dJ5snPnX5QqVSwRIxPCtvoPmsij+3cJDw9nyfQh9GtRkFmje7Bk+hB7h2Y3KSLBA9pGef1TLO0iqsY6Yr79GtUDy/ObUT9USrkDlQAD4PMaMYpUpETF2vg+sc/h0q3b26RLF/Oo3Jjcv/9Q+vHF4ciRk/Tp8xlFihRk7twpAFSuXD4yiQLzYJgFC2bYKcJXI7dlRXL2xDeAFb/9Rho3T8JCn3LmyE6GDBtC9969cUjFpaVSSoJX0/IcDByKpV3Uq3M1oy3bgDmJG6SU+p9SqrpSqhmwCfNo3L+11qG2ClikbMXK18ZkDOfq9cQffH3ixGm6dOkDQGBgULyTti+++Iq9ew8SFhaGwWBIyBCTrapVK7Js2Y+4urqSObPMViBEUtC6XR/c02XENY2l8LjW7NlzkMU//0ynj6z1yEodUkqCF9HR6aLWOjymRpZSJ/7R1olYdhsYjvnfZCiwB1gLVAfuAJ/aNmSRkjk5mSsQOdjhykjp0iVYsmQ2ANWqNcXH5zEnTpxm27bdVtufO3eRlSvX8dNP06levQrbtu3ho48+T8yQk43Ll6+xadN2e4chhLDo1Wckp44dofvAb3jy6B5p3NxJ65Ge/w4donXPYVRr+DY71//CgimfcnT3hlQ1EC3Z18GzDHyI6Ml8Kx6r3MKc3OWOvkBr/a1S6ibmBK8U5jp464DhlgRQiHgJ9PcFIFfOxJ9kXCkV2ffr5MkdaK25fPk6AQGBAPTq9QnTpn3F1q07efr0KRUrlkVrHXmbrlGjOtSqVZWAgEAMBoNcqYoiKCiIBw8e2jsMIQQwevwsVq9YTu1m3Zk78UPyFSyM75MnGE0az/SZ2f73QlYv+BonJxcyeXtzeMdfeGXLzdj5O+wdeqJI9gkeELWzUWA82ke08bC2UGu9HEi9w26ETdy8dBLl4ICjo/0vkiuleOONCpHv+/TpDmgqVixDaKiBIkUKRs7IECFt2jQsWLCUx499+eyzvokccdJVpkzJyFqEQojEFxYWTrNWH3Dsv4OEhxno1Hc8K+aNo0btOmTMlIE1f/yBg6MjFSpWIH2G9HTq2Jy3GlQDoO3b/dm/d6+df4LEkxISvKizfcen41BEPzqbzxIeZpCRi8Lsjx/HUbBIcXuHYVVEshfXNFo9enQC4Pjx08yc+RPz5k3FaDSm6vlw//rrH65du8mAAe/bOxQhUqWGb3Xj7JnTvP3hWEpXqU/6TFlYOnsUlSqVY97cn3BN40aR4sWpU6c6To6O1H+zMgAbNu1l25aNNGrfl/EfNeLR3RukdfekTa/hvFGvjZ1/qoRh/8sLr+9plNcuMbZ6JqKW3dNYW72C+7euYJAkL9XbteE37ty8yOIFybs2tlIKpRRFixZi+PBPAGjbtifnzl0EICAgkBs3UlfPhTfeqEjLlo3tHYYQqc6e/cdp1LQnJ48dYejUVWTOmpt/fp/F+qUzKFK2GtO/mYq/rw/FK9TiwrmzTJowmTGjxpIrdwXKV2pOl049cE3jxuY/fiBblkyMHDOcfPnzsWLul/b+0RKMSu5lESx98CKyqnVa6+ZxtD+NuQ/ePa11dhvHojNlyYlHupfvs3Tv5iWy5S5ky3CEHfj7PsL30V28s2QhZ47opRaTP3//ADw9PfDxeczjx754eWXG09MdP78AfHweU7Royj6GjUYjWuvIQTQiZTl//lKKP4aTozNnLmIwhOLo5Iy7ZwYCfH3Q2oSjkxPG8HCcnF3JkbcIwYF+mIzhhDwNAsA1rTthoSEYjeGEhxkIM4SQOXNmUIrQUAPBQYE4OrmQPU/hOCJIum5cOvmf1rqStWXJ/iyltQ5VSj3CPNAiVzxWiWhz09axODu7UKhkFXoOmQ7A+RP7mTmyKw6OTtRs8g7t3hsRY7HRSQOa88WMtbYOSSSiH8a/z80rp/l08GeMGfGhvcOxufDwcLy9i3Pt2hF2797PsWMnGTbsE27fvseePQf48cclvPNOezp3boO7u5u9w00QK1eu4/jx04wdO9TeoYgEULduG7ZtW2XvMEQUwU9DyJmzDEOmrqZAsfKM7FmDkmXKsXHDIub+9CfjRo+lfPVG+Prc58alk7i4psU7W3a0SfPo4T0MIU9xcHTCzT0dDo5O+Pr54+KaBjeP9Hhmyk6g7yNuXDoJmO9auKb1IEOmLHjnzE+OvEXJnDUX2XIVIH/xSknyi13fpnljXJb0on01Z4DaQGGllFNMpVIsc9Cmi7KOTXmm8+Twzr+o1bQLhUpWYcGUARQqWpyatauxcP4CLp8+yLDv/rb1bkUSsHHFD5zYv4XVfy+jdo3y9g4nQQQFBfPxx73x8HCjWbOGNGvWEIA8eXKSJ09bfvxxCb6+foSFhRESEkqaNClvZr82bZrStm0zbt++S7ZsWVJ1f0QhEsPHn35FWjcPChQzn1efBvkTbsxM0+a9OHH0P6rWa8ehHWtIlz4j6zeupFqV0s+tH/w0hH8272Xr1r0cO3aCWzeuExQYQGhIMGndPKhYuQoTvxpMjuzenLtwjR07D3HkyAkuXbrMvvNHCQ15au56pTXZ8xbhw1E/4Z39hSIcSVJKSfB2Y07w3IDKwL4Y2tWJto5NOTo6UrdBY6Z93omPxy2iVKW67Nm4jKtXLuHqmgZfn3u23qVIAm5dOcOahV8zdPiwFJvcgXlQxvjxwzh79iI5cmQjffoXZ8sYPPgjHj3yoU6dVuzZsy7FJUARpWQmTJhG585tqVWrqp0jEiLlCgk18NfKlbTsNjjysw9GzmPu+PdxdHLiixlrmT/pI4oUK8neXSusbsMtbRratqxH25b14txftSqlX0gQI/y74zAdO3Rn859z6PLxxFf7gRJZSknwVmIuUgzQm5gTvF6WZyPwl62DePjgAQvnT6LPx67MHNOD79dcpGnnARw/sIVbl0/TvOtAAEwmE08e3iajd84Yb9mK5OPezUsoB0c++6SbvUNJFPPmLaFHj44xlgvx8srM5s1/oJRi8eLldOnSNkne2ngdM2d+jYODA6tXbyBXruxUqlTO3iEJkeI0ad4L1zRuNGj7QeRnRctUZeoK8y1Vk8nEg7vXWbhgaoLHUrZ0EYzh4RQoVjHB92UrKSK70Fr/x7NpyHoopWpFb6OUegeob3m7WGv9IHqb1+Xg4ECtOh1Y/NPXaJORa+ePkilLTuq26M67n07m2rljfNq2OP2a52dkz5p8/k7FyIK4IvkqV6Mpzs4ufNh/nL1DSRTffjuWMmVKsnr1BoKCgq228fT0ICwsjKtXbxAamvKmPYv4Yubp6YGra8q7FS2EvTVv3Yfj/x2iWoMOLPp2ENcuHH+hTXi4AbSmQL6cCR7PqC+/w80jHVUbtEvwfdlKikjwLD4FggBH4B+l1CjLfLK1lVLfAoss7e4DIxMigPSZs3Ht8gUuXr6J1prj+zY9t/znKQOoXa8eh49s5+bN4zwN9OfMf9ti2JpILp48vE1oSDArf1+Kl3cJQlJgQhOVUgqtNZcuXeHOnZi7Hbi6ujJmzGB8fB5z5syFRIww8dSvX4vSpYvTvn1vHj3ysXc4QqQI/QdNZO+u7aBg98bfOHd0B//7tCXnjz9fpHjH34tRyoH06a3OW2BTW7f8S8lKdWNcHn0KtEC/xyyY8inLZo/m0umDCR2eVSnmvonW+oRSqj2wFMgAjLM8oroNtLLMSWtzTx7e4c36jShWJC+jxo3hqzHj0VrTtrf57nF4eBhp06QhX57s/L1+J0ajkZz5Yy+Ge+DfVaz8aQLOLq6MnrsVF5c0CRG6eA2/fjcMr6w5yJQ5M2EGA84p7HakNUopBg/uF6+2R4+eJCAgkBIliiRwVPYzadIInJ2d7R2GEMnewcOn+WXhQtCa7r17M/2bYQDUqtuJ32YOZ+y87ZFt1y/9jm69epLGNT4lcF9ds9Z9eHD3Fu8Oelbb1BASzLI5Y/DMkJlbl09z5shOPNJlJH/xipw9spPwMAMOjo5kyOTNjnWLKVq6Ku99MZvQkCDSZ8yKk0vCxgwpKMED0Fr/o5QqDQwAmgN5MPe3uwqsAmZorZ8k1P5LlS7O6j9mATCof1fu33vA/LnzIhO8bgO/YenMEWTNtgZjeBjVG3UkZ75iVrdlMplYs2gym1bMIVuO3Ny7c5Mg/ye4eNm0dJ+wgSvn/mPE6OF80q+LvUNJVC1bvsuMGRPIly9PrO1atWqSSBHZz+PHvri7u8U5O4gQInbduvfHQTlQ4Y1qkckdwP27d8lXvPJzbQ0hT2nePO7BE6/r3t27ZMiclUIlqwAQbjDw/ajuXLtwDKMxHCcnZ5auWMzMmQu5cuki3Xr15Oe5czEZjVy+sItjxy7QtHlHhnQ2D8JzcnYhc9ZcfDppGRkyJ9x85SkqwQPQWt8Chloeicop2ojBlX+uobDlgACo1qA9FWs3Z++m5ZSuXJfMWWMeav3tkHZcv3CCKtVrcWjfbpp2+YSMktwlKQZDCCt++JLwMAN93mtv73AS3cyZX5M9e/yKOQ8aNJqWLRtTp06NBI7KPnbvPkCDBrXJkSObvUMRIll7cPcWDg5OrFoxK/Izn8f+PLx/hz5jPnqurclkpGD++JS/fT0eHh4YtfkKfbjBwOj3axPk/4RpM77hjcqlSJs2DblyeEfOeQswYewAbt66D0C5ckW4c+soAEajifGT5vLrL8v48v069BjyHeWqNUqQuFNcgmdvRqOJxb+tZfbsn/F5eI/Pp697brmLSxrqNI97tOX1iyfRwMG9u2ja5RNadB2UQBGLl3X++F6Wz/2Su9cv4JImLdO+n5rgtwiSkoCAQDw9PTh16ixKKXLnzhHnOh9/3Ju8eXPh4/OYTJkyRpYbSSk++6wvoaGhnDp1jlKlrF+VF0LETWuNd7YceHg8K5Y++dv5pHX3JGe+YgQHB7BwyqfcunwaAA+3hC2qfvbcVU4ePcxHX/4MwMzR3Qh9GsSZM3vInCnmK/ZpXF0oXPDFiziOjg58ObIvIz5/n3d6DGHu+A9o1X0ItVt0w83txdJTr0MSPBs6duw03lmKo5QD+YuW45OJS/FI//LTlgGMmbuN/VuWU7vZu6TPlPKmvEquwg0GZo3pSf5Chflt+aLnvrGlFgMHjqJ9+xacOXOBcuVKxWudAgXyorWmTZse/PLLHHLmzJbiauSdPXuRhQuXMX36V/YORYhkad9Bc/mTqOXD/t1xmHlzfqBCrWbcuX6B6V90xmQMI8wQilKKjz75kpYtGtKmRd3nkkJbadfhfXLkLUqpyvUwmUxcv3SKDp06xJrcxYezsxPLf53Ge33Tsfb3maxZNIV0Gb1wcU2LcnDgyx+3vXYZtWQ/F21SkiVnft253wSKlq3+0r8YmaoseTh1eBuzRvfkwYMzODunzu9HWmtMJtMLCVp8pnnSWqOU4osvvqJy5fK0bdssIUO1i4ifUSQ/MlWZ/cxfuJphg78ABaXKVmD7ll+5dechFcrVJX+x8mTwysbB7WsoXLQkLVs1ZerkKdR4qzO7N/wGQNkKldm+9TebxWM0mujWexj/rP2LiYv2YzIZmTSgOYaQYDZu+oOypW07f+3uvcf4Y+U/+Pr589eff5DWPR3G8DB6DZ1BmaoNY1yvb9O8KXcu2qQkrZsnxcvXjHF5oL8vx/dtpGy1xniky5B4gQmbKVHhTZycnZk+81eGDOxu73AS3dmzF7l69TpNmzZ4pfUjEp8RIwaitebw4WP4+QVQv/4LpSuTpR9/XIKzsxM9e3a2dyhCJBs//rySzwcPw9nFFU/P9KxZOZf7Dx5Ts2YLMnhlI+RpEP/tWsfsuTPp3KERS1eYS5D53L+Jaxo3smTPwVtNXu2cFJO6jbpy5sQx3h/+A+kzZeHo7g0E+D7i5Om95MrhbdN9AdSsXo6a1csBcKhvV1at2cLZMxf4YfwH5Ctaljebd6dynVYvdfEoJdXBS/Jmf9mDX74byqheKbOjeWrg4OBAqcr1+Gn+QnuHYhdhYQZCQkJfezseHu54enpgMIQB8PjxEzZs2Pra27W39u2b07hxzLWyhBAv2r//P9K6eaBNJk6e2MK2HYcpWbImISGh+Ny/hf/ju+zYuZbOHcyDETp3aESxkmW5cvYI+QsV5sSRDQwb3CuOvbycsyeP07rH55EDIAL8fRLtynzlCiWYOHYAq1bMZNr335LWBRZP/YxRvWpy+9o5rl04/kLdPWskwUtE+Yuah0jHVBpFJA81m3Th4b279g7DLkqXLmHT26rVq1emfv1aPH7sy+nT52y2XXu5ffse3t6Z7R2GEElWSKiBfgMnkCdfFYqWqEuT5u/x96pVhAQHUrdBQ96o1oqe3d7HZDJiMoYz5IuhXL28j5LFCzy3nWo13gCtuXLJNkXUz124jtFoTpqMRhPuHp7cuHQycvn2NQt4o3rtBLl6F5vu7zRnz47lnDu3Hw/3tHz1UWP+N7AVn7Qpiq/P/VjXlQQvEXXoM4Y5668z+Js/7R2KeA0uLqlzaqqgoGAqVKhPeHi4zbddqFB+PvvsIy5fvmbzbSem4cMn8PRpiL3DECLJ8XnsT+dug8mVsyx//r6CirVbUbBUdW7fe4RXdvMgrM0b1nHr+lXSZcjMkC+GcvvW0RivzLVt3ZDQkKcYQp7y747Drx1ftTcaUL5SU86eu0rVGm0IDgqkTsserF44mT0bfydfsQrs37OD9/t9+dr7ehXe3hk4fmQDDx6c5dHDc2TI5MWSaYNjXUf64Anxkq6cO0YaN3d7h5Ho3N3d2LRpBU4JNFOH0Wikf/8vWLRoZrK9Cvb337/YOwQhkhSj0US27KUIDzN3x3DzyEDBEhWp07IHWXPmB+DsfztYOPUzAvx8eL/vh/zvq4FxbrdG1bK4uXtgMmnGfzWdem++3P+9XLkrglIM+XwQVSqXBuDendtUr9aIjF7ZGfLtKqYO7YBSipCnweQqYJ516tB++0w7FiFicN//Jo/hvR4fxtpWEjwhXtKda+dIn/HVyt8kV3v2HGT37gN8/nn/BNuHk5MT69cvTbDtJ7RNm7bz9OnTVDFzhxDx5ejoQKGiJXgaFERmb2/CwsJ4cOsCY/vUI5N3Dnwf3cNoDCd/oaLs3rmK3LniP7PDvPkzeKdzT44dPoDPY/94ly55+NCXoEB/KtZuztjR49AmIwWLV2TwtysB80xSY/vUI62bO+fP7uCvdTv44L1+FCpagkP717zSv4OttW1ZjwEe6QgK8IuxjSR4Qryk3AVLcnTPeoxGE46OqaOXQ8mSRXFzS5vg+xkxYiJNm9anRo03EnxftpYjRzZCQ19/AIoQKc2+XX+88NmUaYs4fuIMLZo3oFXzN1+pWHzTt2qSPVde7t+5zUcDvuT3X6Zy/cZd9h86hZ9fAP9u28OenTupW78+P84Zx+07D1ny618s/HkRmbPm4r1hs9i5dgnZ8xWlcKlns07Nm/AhTx7e4cjRbTg7O9GudX1q19iPScc9sCExeWfJKgmeELZUp2VPVv08icW/raXnuy3tHU6C8vX1Y9iwr5gxYwLly5dO8P117dqBPHlysnXrLpYuXcn8+dPiXimJKFq0IM7OzvYOQ4hkwVZlpozhRjJ4ZWXTurXkybebAL8nODk54+DohKOTM/mKlGPjhg1kz7YSlLmcWd5CpSlcuiqDOpTmaZA/tZt1pXCpKoSHh7Nm4dcc37+ZP1b9+tyACm/vDDaJ15amTRtHm5adYlyeOi4/CGFDTk5OZMmRjw3/bLN3KAkuXTpPOnRoiYtL4kzFVrx4Ydzd3ahRowrTpo0nzNJvJ6nTWlOqVG38/ALsHYoQqcry5T8SEuRPGjcPylRvwoiZGxg2Yy0lKtTmaXAAF07sxRASjHu6DJSsVIfqjd7m2sUTrF/6HZWqmK/a1WvZi8kDWzOgVSG2/7WQUeNGU+9Nq7WDk5Q6tSrGulwSPCFegYOjI8Zwo73DSFAjR07i8uVrdilCnCaNK+7ublSs2JAnT3wTff8vSynFqVM7SZ/etnNJCiFiV7Z0YS5e3EtmLy8O/buKv3+Zylf93uLOtdNM/e4bHj06y8HD/9L4rUbcvXqGfZt+p237tty4eRR3D3cyemVn+Y/jeHD7Mr8tX8TDh2cY+PE79v6xbEJu0QrxCkKCA8mUKWO82k765ie6vN2UvHmyJ3BUtlW/fi1y5cpht/07ODiwb9963N0TdjJxWzh37iJPnvhRrVrS/9YvRErjljYNx4/8Q91GXbl86gALFv1I6xZ1IpcXLpibn+a+OEf0vt27Kf1GI/Zs/J0Zs6enuLnFJcET4iVcv3CCBd98whOfe7Rr91ac7f9ev4vJE77m/PnLLJw3MREifH3Llq3GxcU5ScwTu3LlOpo1axDvZDo6k8mEg4MDBoMhQW8zP3zow5079yXBE8JOHB0d2PkSc9H6+Qfi98SHJz73cPdMR9dOKW/0u9yiFeIlfD2wJQ4Y+e/Itnh929u+8wAAnp4eCR3aa/P19cNgMFC2bEnKly9l73AAuHv33ivX3du+fQ/9+39BeHg4lSs3xs/P32q7SZO+w8fnMUFBwfj7v1ofulq1qtKxY6tXWlcIkfjGTpiDaxo3zh3dzYf9+tg7nAQhCZ4QLyF77kIE+PkSHo/+d0ajKbJP1t27sU8pkxSMGTOZrVt3Ubx4YfLnz2vvcAAYOrQ/S5as4MqV6899Hhz8NMYZNXbvPsDp0+epWfMNRo4chJOTE3v2rCV9+nSMHz+Vf//dxcOHPqxcuQ6AIkUKorVm06btTJw4/ZXi7Njxfe7ff/hK6wohEt/SX34jXaYsODo6Muwz285jm1RIgifESxg2Yy0Zs+SiSqV65M3/BkuWrrPabvuu//DyKsrOHXsBOHn8RGKG+VK+/34+Dx/68O23Y2nSpL69w3lB1qzeZMiQjmPHTrFv32EMBgO1a7ckJCSUs2cvcvDgUQCmT5/Lkye+ZMyYgf37D+Pk5ET27OaiqR4e5plHOnRoQaVK5XBycuTSpSuEhYXRrl1zvLwy06ZNUyZMGM7ly9eYP//Xl4px+PBP8fJKXcWvhUiuAgODCQkOJNDvMc1atUqx9UxT5k8lRAJxcUnD8O/XM3HxfoqUrckn/QYy96cX5xbu84F5jsDQkBBc0rjx8P4d5sxbkdjhxiokxFyUN1OmDJhMpgSbgux1tW/fgkyZMvLgwSMCA4NwcXFh9+61eHi4c//+A65duwFA5syZCAsLp2TJovTubX0UXLFihUmXzpOMGTMwdGj/F+rWOTo64uaWlowZ0wPm27cR24/Jkye+eHtnxtHR0QY/rRAiof21bifKwYGnQf6MGv6RvcNJMJLgCfEKMnplp/fn3/NWx4/5YsgXfD9nWeSydh0H8PDBHQBOnzhKhRpNKFCsIsuWrbJXuM8xmUyEhYVRr15bHj9+wjvvtCdrVu+4V7SzRo3q0LDhm4C5jApAnTo1ePttc9+3d9/tQJYsXq+9n+zZs9KuXXMAChcuQI4c2Th//hK+vtYrxh88eJS5cxe/9n6FEIlj+vS5aJMJ76w5yJ/XfpUCElrS/MouRDLRsttgnJxdGD1iNJs378BgCOPwgb3Ua9Wbi6cOkD6jN+/0/5rR79Umd7kydoszKCgYN7e0bNjwL+vXb2bmzK/5559lpEsnddti0759CwBWr95AhQplaNCgNoGBQc8NmmncuC6NG9e1V4hCiJewZftBLp47BUqxatUCe4eToOQKnhCvqWnnAfQdNY8Tx09wYM8O0qR1Z9tfCwh8cp+TB7eydM4onvjc4/vvxiRqXEajMbLjf7NmXbh69QZ16lRn8mRzHJLcxd/nn/enYcM3WbPmH8aN+/a5Zd98MztZDKIRQkCuHFlp0aYdF84fpGTxAvYOJ0FJgieEDZSp2pCvfzlE6SoNMBnDmfzt1zi7uODk7MLl04coWab8c/MaJqSjR08SFhbGP//8y+TJMwHYtGk5BQrkxc0tLW5uaRMljpSodesmjB079LnPcubMliyKMQshoFiRvCz++eskObesrUmCJ4QN3bp6muatWzH885E4p/Fk5OxNPLxzjX79eifofm/cuM2ePeaae7Nm/cytW3do2rQB3347FiDR5pJNyWbPXsDq1RueS5BNJhOdOrWRq6FCiCRHEjwhbCjQ/wm7d+7GEBrKkKmruHHxBEop3m7bIEH2t337HgIDg3j48BGnT58HYP78aeTPnxelVILsM7Vq3rwhlSqVe+6zf/75l/ffH2SfgIQQIhaS4AlhQ9UadCA0NJxaTTrj4pKGnet+oWDREglWZ2nHjn3cvHmHihXL8sEH3RJkH6mdyWRixox5eHllJleu5+cTbtKkPjNmJI8p6IQQqYuMohXChjr3+wr6mV9fv3CCy2cOMWfeLJvv5+TJszg5OTFmzGCbb1s8z2AIw2Qy4er64m3urVt3Ub58KenXKIRIcuQKnhAJ4OC2VXwzuC1VqtemY7uGNt/+5cvXuHDhks23K553794D7t69x6ef9rFayHj//sMEBgbZITIhhIidXMETwobOHt3N+qXfcfn0IVq178D8OeNtuv3w8HD27j1E69ZNbLpdYd3Royc5d+4SAwdan4x85EjpfyeESJrkCp4QNnD72jlG9arJjBHvYAzxY9EvP7Hgxwk273t3+PBxNm/egdbaptsVL/LzC6BJk/oxJndHj55k+PAJiRyVEELEj1zBE+I1LZ01kp3rf6FwsVJs3fQbWbwzRk6lZSuHDx/jm29mExQUzK+/zpERsglMa027dj2YN28q+fPntdqmQIG8dO7cNpEjE0KI+JEET4jXMP/rfhzZvZ5Zc2bQpeNbLFu2iuvXb/H55/1tup+KFcvy/feTCAwMtHnyKF6klGLdut9wdY3539rfP5AiRVJ2JXwhRPIlt2iFeAWPH9xm/IcNObpnA8v/XEKXjm8BULduTQYN+tDm+9uz5yAmk4n8+fNK0eIEdvDgUfr1+zzW5A5gwoRpHD16KpGiEkKIlyMJnhAv6c71C4zqVQsHFc7+A5tpUKdK5LLg4GAOHjxq832uX78Fo9Fo8+2KFxUrVohPP7Xe7y6qH36YQtWqFRMhIiGEeHmS4Anxkn4Y15uCRYpz8thGChfM/dwyJydntm/fY9P9hYSEMnHiCHLkyGbT7QrrfvxxMVu2mAeyHDhwBIDTp88TEhIa2eb27bvMmbPAXiEKIUScJMET4iUsnjYYnwe3Wfnnj1aXP3z4iPfff9em++zatW9koiES3qBBfenevRMGg4Hp0+cSEBDI77+v5uDBZ78DpRSZMmWyY5RCCBE7SfCEiKels0awf8ufLFw8j1w5vCM/N5lMtGrVjXv3HrBlyw6uX79p2/0unUulSmVtuk0RMwcHB9zc0uLq6srSpXPx9PRg3LjPqVWrKgaDAYDs2bPSsWMrO0cqhBAxkwRPiHj4c/5X7Fr/G3Pnz6JF01rPLXNwcGDy5NFky5aFoUP7U7lyeZvtd8SIidy9e9/qLAoicc2du4gpU8zTzvXu/Slbtuy0c0RCCBEzKZMiRBz+XvItW1fN57tZ0+jQtsELy0+ePMPRo6coWrSQzfdds+YbZMniHXdDYRO//voHjo6OdOrUhr59hzJp0giCgoJxdXWhT5/uhISEcvv2XQYN6kuhQvntHa4QQsRISUV821FKHbZ3DEIIIYRINR5prd+ytkASPCGEEEKIFEb64AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCS4AkhhBBCpDCpPsFTSrkqpT5USm1RSj1UShmUUneVUpuUUt2UUvH6N1JKFVNKzVJKXVRKBSulfJRS+5VSA5VSaeK5ja5KqWNKqRCl1G2l1HSlVHor7doopbTlMTSObVaM0lYrpQrE0X5SlLYvFn0TSYZSanu03218Hj2ibSPfS6y7PR4xyTEsXplSKotS6gul1D6l1H2lVKhS6o5S6oBSaopSqloc68t5WIgIWutU+wAKA2cAHctjJ5Axju30AJ7Gso0zQP44tjE6hnWPAx7R2noBJsvytXFsd2C07fWIo/0eS7swwN3evyN5xPq72h7HsWvtUTXaNvK9xLrb44hHjmF5vPID6Ao8juMYXB3L+nIeloc8ojxS7RU8pZQ3sAUobvnoD6AlUAFoBvxq+bwWsFopZXWuKKVUI2A+kAZ4BAwCqgENgUWWZsWBdUopjxi2URIYA4QAoyzrdwTOA2Usn0XSWj8Czlre1ozjKmNty7Mx2ntrcaQFKlneHtZaB8WyXWF/PYHScTyifvu/oLXeH8v2RsaxrZ4xrSjHsHgdSqkPgcVARuAe5mOpAebfZXNgALAZc8JjbX05DwsRnb0zTHs9gO959m3qyxjaDI7S5j0ry52AC5blAUBRK21GRtnG6Bj2M8ayvH+0z3MCQcBVK+vMjrLdcrH8nA8tbX6zPF+KpW2dKNv8n71/R/J4/QfmP3QRv9PhVpbnI55XFeLYjxzD8njVY6cC5sRNA1sBz1jaulj5TM7D8pCHlUeqvIJnuRrX1fL2OjDeWjut9TeYL+sDDLPSpBXm27xg/o943kqbicBFy+tPlVLW5v/NaXneFm3/t4FzUZZHFXWmc6vfBpVSJTDfRtDA15aPCyqlclhrH207O2JoI5KX7pZnE7AkAfcjx7B4VT9gTtLuAu201gExNdRaG6x8LOdhIaxIlQke5pNBBsvrzVprYyxtN1ieCyqlykVb1jbK65+tray1NvHsFkFGzN/OontgeX4z6odKqWxAUcwnvuii/seP6XJ/xOdntNYngGvxbG/C3AdEJGNKqbKYby0B/Ku1vpmAu5NjWLw0pVQVoLLl7TStte8rbEbOw0JYkVoTvMxRXt+Po23U5dH/Q9a0PF/UWt+JZRtRvxHWtLJ8jeV5imUEWVWlVHvMtyvcgRXRV9Ba3wUuW97WimG/EfHuivb8wonF8o22quXtMa21XwzbFMlH9yivF8XYyjbkGBavomOU179HvFBKZVRKFVZKZYrHNuQ8LIQVqTXBC4zyOn0cbTNEeV0i4oWlo25uy9szxO6ctW1E0FofAmYCaTHfStiH+WRSAjgFjIthuxHfHrMopYpZWR5xwok4oey2PFv75lgR80kMnr/tIJIhyx+KLpa3gcDKeKzW31JeIkQp5a+UOqeU+kkpZe2P4XPkGBavKCKZuaO1vqGU6qGUOoV5NO0FwEcpdVkpNUop5R59ZTkPCxGz1JrgXeLZaKwYRzNZWZ4nyuucgLK8vhXbBrTWj4Fgy9vcMTQbAPTDfJIKwzyS7HugltbaP4Z1Yuz/oZTKD+SyvI04oUScYEoopaJexYy+vvT7SP7eArJaXq/QWgfH1tiiAlAIcAU8Md+W6gXsUkr9rpTyjGN9OYbFy4pItK4ppX4GFgAlo7UpgDm52mel35qch4WIQapM8LR52Plmy9sySqnO1toppZrz/KV8zxheR70iGJOINlaH6Guz2VrrklprF611dq31gDj6pMTWwTfi/XWt9Q3LPs5iLiGgePF2QkR7zbMTkEi+ukV5vTCOtr6WNj2AGkB5zAni15ivpAC8DayMoXM6IMeweDmWsiIRd1AqYi7D8wh4D/DGfCXtDWCjpU1pYEW0ciRyHhYiBqkywbMYw7OreIsstwDyKqWclFK5LJXJV2CuW2SytEsbZf2or62N7Iou1Mp6r0VrfRWI6Dgf04kl+kliT7TlKKUU5j/sAKe11j62ilEkPqVUBsw1HQGuEvsfijtATq11T631Iq31Xq31Ma31Rq31F0Ap4ISlbQOgjy1jlWM4VXPj2dU3V8zn0QZa65+01o+01iFa64OY65JusrSrzvODKuQ8LEQMUm2Cp7U+jPkbowFwxnwL4BrmpO8m8D/ABfiEZyehqMP3n0Z57RKPXbpaWc8WIr495lZK5YvyefR+H0R7H/VEVBrzyLKo2xPJVyeeHW+LtdY6poZaa0Nst28tncjb8ezL0ACbRfmMHMOpU0i094u11sejN7JUORgc5aOod1zkPCxEDFJtggegtf4Vc8Xw34Go/Ss05v4PdTGPrIpI8J5EaRM12bN6uT+aiDbxuY3wMl64PWAZ1h9RFyr6iSWiH0i5KH2qpN9HyhIxelZjnh3gtWitL2Ge9QWgiFIq++tuMxo5hlMhrXU4zyd5/8TS9iTmq83wrKwKyHlYiBil6gQPzCcOrXUnIBPmjrdFMFdSr6O13smzOmIAp6O8vo35Dyg860RrlWWov5vlra1rkVnr/xHx/IjnR44BHMHc0diRZ7cDop5Y5JtjMqaUKsyzkYm7tNZXbLTpqMd+rMf7K5BjOPW6GcNra25Ynr2jfCbnYSFikOoTvAhaa6PW+pbW+qJ+fu6/qJ1gD0RpH8izk8QLQ+6jiTp0Pq6h/C9Fa32OZ7X6op9Ydke/Pae1DuPZzxHRLuJnvKC1vmfL+ESiS6jadzHe5n3tDcsxnJpF/eJgdb5vK8sjC9PLeViImEmCFwvLlGadLG8f82zkbYSIy+yFY5l2Bp6vmr47pkavIeLyf2HLbYGY+n1Eb1/bcsUnm+W9fGtMxiydtN+1vA3GSmHW1xC1dEVsxWRflRzDqVPU31fBONpGLL8d7XM5DwthhSR4sfsA82TsAPO11qHRlkctHtvL2gYsQ/ojrqo8IWH6VkQ9IbTEPPIRYj6xRJzcKgONonwu/T6St7o8q9W4KrY5PV+GUqog0NDy9rJlbk5bk2M4dVrJs6vDbWNqpJSqg7kbDbyYAMl5WAhrtNap9gHkjWVZQ8wjrTRwHfCw0sYJc7V1jbmzb1ErbUZYlmtgdAL9HGWi7OOy5TkQcIqhvQfmUZFR22sgj71/J/J4reNgYZTfZYN4rtMGULEszw4ci7LdgQkUuxzDqfQB/Gb53ZmAFlaWpwOOR/kdV4q2XM7D8pCHlYfSOsG61iR5Sil/YD/mW1mnMddIyoO5LEQXzKNn/YGG2lyPydo2GgHrMfcPeQRMwDzFjQfQFXPxWICzQBVt7jNi659DAT48G2IPsEVr3TCGVVBKHcZcXDTCNa11flvHJhKHZRqne5iPu1uYv7yYYl8LlFIauIL5KshBzP2ZQoAsmK8IfsDzV04aaq3jU2/sZeOXYziVUkrlBg5hnnklDPN0YX9hTtbKAMMwD34DmKm17m9lG3IeFiKaGKvSpxIOmK/UxfQf8DzwrjbPUWiV1nqTUuo9YA7gBUyz0uws0CwhTiqWGLRSajfQIsrHcVVB38XzJxbp95G8teNZCYgl8UnuoijA83XGrPkd+CAhkjuQYzg101rfVEo1AVZj/oI90PKIbl4Mn8t5WAgrUnsfvN7Az5gnkvbBXPT4Duapcd4HysaW3EXQWi/EPL3THMyX2kMw9/M4AHwGVNTmaucJKXq/jbg6EUc/8ciJJXl71dGzLTBPrL4V8xzNvkA45uP3GDAb8xWPTjrmuThtRY7hVEprfRRzod8vgMOYjz8D5ivKS4E3tdYfaHPtvJi2sRA5DwsRKVXfohVCCCGESIlS+xU8IYQQQogURxI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogURhI8IYQQQogU5v+hXBSCo/JgggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bfr_df = get_data_for_timeRange(startDate=startDate,endDate=endDate, \\\n", " url_prefix=URL_PREFIX+'/profiles?', \\\n", " myAPIkey=API_KEY, \\\n", " source='argo_core,~argo_bgc', \\\n", " polygon=polygon, \\\n", " dt_tag='365d',writeFlag=True)\n", "if not bfr_df.empty:\n", " bfr_info = get_info_from_df(df=bfr_df,info_to_store=info_to_store)\n", " ###### let's plot the polygon and the profile locations color coded by source\n", " set_map_and_plot_locations_withColor(lon=bfr_info['lon'],lat=bfr_info['lat'], \\\n", " cols=bfr_info['cols_bySource'], \\\n", " polygon_lon_lat_dict=polygon_lon_lat_dict)\n", " plt.title('source: ' + isource,fontsize=28)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now (map above) we don't have profiles that include `argo_bgc` variables, as desired. If we want an account of the different types of Argo profiles in a region, we can iterate through these source parameters: \n", "\n", " - `'argo_core,~argo_bgc,~argo_deep'` \n", " - `'argo_bgc,~argo_deep'` \n", " - `'argo_deep,~argo_bgc'` \n", " - `'argo_bgc,argo_deep'`\n", " \n", "Counting the profiles for each query, we would know how many profiles only have core variables (exclusive of deep and BGC variables), how many profiles have BGC variables exclusive of deep measurements, how many profiles have deep measurements exclusive of BGC variables, and how many profiles have both BGC variables and deep measurements, respectively. We note that `argo_deep` profiles are tagged as any profile with levels deeper than 2500 dbar, and therefore will also carry an `argo_core` and (if applicable) `argo_bgc` source tag. If we want to check for edge cases when a BGC profile file is available yet a core file is not, we can use the parameter `'argo_bgc,~argo_core'` (this should not happen).\n", "\n", "### Searching by available data\n", "\n", "We often only want profiles that have data of interest. Argovis features the ability to perform exactly this type of search, providing metadata and data only for profiles with the measurements we need. Let's look for profiles in our region of interest that have dissolved oxygen and pressure measurements, by using the `data` filter. Also note adding `metadata-only` to the filter list tells Argovis to look for profiles that have the data listed, but only actually return the corresponding metadata for those profiles:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of items: 4\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&polygon=[[-76.289063,22.105999],[-72.597656,26.902477],[-66.395555,26.084682],[-60.292969,25.005973],[-65.566406,10.833306],[-72.133142,11.942098],[-76.289063,22.105999]]&data=doxy,pres,metadata-only\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAJOCAYAAAAktHqKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXhURxfA4d/d3WzcnRCCBHd3dy8uxa1QCoVCCxRoKVa0pVCsFCgt7u7u7u4eIJCQEM/K90f4UiiWhE2WJOd9njzs3jt35twQOZm5M6MYjUaEEEIIIUTaoTJ3AEIIIYQQwrQkwRNCCCGESGMkwRNCCCGESGMkwRNCCCGESGMkwRNCCCGESGM05g4gLalWrYLx2bPgJF379GkQbm4uJo4ofYmIiCQqKhoXF6cPljUajeh0Om7cuE2uXNmTP7h0ILV8DRuNRhRFeW8Zvd7AuXMX8cyYFUsr21eO63hw6xIAmfzzJ2ucIuWFhQZh5/Dpfw0L8X93r5/bYjQaa73tnCR4JvTsWTC7dq1K0rWVKzdK8rUizo0bt7lx4zbVq1dkzZrN1K1bDQsLizfKTZo0E7VaTa9eXYiJiUGr1Zoh2rQntXwNOztnJ3f+wnzepikPHjxi9E+9XzsfGPgcJyc7SpVrzN2b18lRsCxevv5cv3CER3evYaG1JDYmmtZfjcYvRwEz3YVIDj/3rsegyevNHYYQCdajjp/bu87JEK1IM7Jly0yNGpUICwtn9+4DqNVq1qzZxJYtuzAajTRu3IGgoGA6dmxFjx4dACS5S2cCHj0F4NK5UwwZMJg5f8yOPxf8/AVVa7UnR47iVK/VjqMHV/NVn948vnuZnav/5N6NC2itrLB3cAIgKirCHLcghBAJIj14Is2xt7dj0qSRAPj6+qDValEUhaFD++Hs7PTB4TmRdvXs/RNaKxtioiPBaKTHVz14/CSIqTMXMe2337FzdCF7/lLcvHGFnn1GsnblKqIiw7G2tcfByQ0378x4ZsyGrb0jOQuUMvftCCHEO0mCJ9K0IkX+HUIrXFiemUrvbt68ScwrPW+TJkxk0oSJaCy01Gz+JfXb9mPhlEFcO3eYTRs2U7RCfVp0H45GenqFEKmMJHhCiHTh9OmrPLhzCwutFbExUWTPVwoHV3fa9BqDlY0dAM+fPeby6QMAGAx6ajTr+UZyd/rQVgqVrpHi8QshRGJIgieESLViY3X8+dcqoqJjyJjBk127D3HhwiWeBj4lJjoaaxsbIiLCef4sEL1eR7Y8xfhm3DJUqjcfPz60fTl//9IPAEVRCAsJ4syhzVRr3BWAm5dOsH7BJC6d3Eun7yZTvFLDFL1XIYRIDEnwhBAp7p9FG1i2bD2rlk1FrX7/XK87dwNo27Ef504ew0JridFoxGgwYDQaMRgMaDQa1BoLdLEx2Du54ublh2/2wlha2xL+IhgbO0fyFatMniIV3zvUWrRCPS6e2IO9oyu5CpcjV+FyaLVWABzZuYq/JvSJL7txkSR4QohPmyR4QogUd//BI/bt2k6Ltt+wfOGkN85fuHSTwUMncvjAfqKjInBy9aL3qAWEBgei0WqxtLLBytoWa1sHrG0dWTbjR4pVbkjRcnWTHJNWa0XnAVPeeq5klUb45y3Gyf2beProLuVrt05yO0IIkRIkwRNCpLhB/TszbtQYdm/bGn8sKjqG0eNmseCfxQQFPsLV05faLXtRvs7n2Ng5vlGHLiaGeb/24/ietQBYWtuij40hX8lq7Fg5i/DQ57T8crjJYnb19KV6k24mq08IIZKTJHhCCLMx6PUADPlxCtOnTkWj0VKwdA36dRiAi4cPMVERnDu6k6eP7xMTHUFURDjPnz4k+GkAty6feq2uIztXcmTnyvj3KpXapAmeEEKkJpLgCSFSXFR0DAB+2bJTrlILLp49jY2dA4qicHzvOo7tWYulpTUx0ZGo1BosrazRqDVoLCywd3DAxdX1tfq0llbExsSg0WrJWbAMzb8Yjru3rzluTQghPgmS4AkhUlz5is0AuH3jKhiNALi4uVGvfm1KliiIh7sLJ09eJH/+HFQoW/i1a6/duMfSFVu4cPY0MdFRWGit8M6Ug+rNun/UM3hCCJGWSIInhEhRM2ev4PqViwBoNBbUb9SI1q0aUKpYPuzsbOLLlS4RtzB1WFgEU/9YwqqV67lx9TK62BgsrW3wy16QGs17kK9YZbPchxBCfMokwRNCpIiQ0DCKFK1N0NNHALh7+WBnb0+1KuWoVqkEIaFhLFyymd17D3Pu7HmeBwcTHRVF8LMnaC2tyeSfn+bdf6J01aays4QQQnyAJHhCiBRRrmLT+OQOIPDRAwIfQc/uvfiqhwqj0YBaY4GDsxseGbKS0d8Pa1t7KtZrh0/mXGaMXAghUh9J8IQQKeL+nZsAZMqWj3wlq6HRWHD9wjHK1/kcF/cMuHn5vnU5FCGEEIknCZ4QIkWUr1yNA3t2cffGee7eOE+5Wq3oNWKeucMSQog0SRI8IUSKWLtiGgARkVF07T6Uw4f3mjkiIYRIu96/CaQQQpiYjbUVwcHBWNnYmTsUIYRIsyTBE0KkuONHjlC6WjNzhyGEEGmWJHhCiBR16fItYmOiqFCvrblDEUKINEuewRNCfJQadTpSvkKZBJXV6w2UK1cHAK3WKjnDEkKIdE168IQQiXbp8i3adxmEu0dejh3az6OAxwm67vcZizHodckcnRBCCOnBE0IkmF5vIG+Bqjx+eD/+WKFiJZn62xAqV270weuXL18LgJOrZ7LFKIQQQhI8IUQidOz6PY8f3idPgcKsXv4H7u5OCb42NlbHpXNnAOjw7eRkilAIIQRIgieESKAfRkxl3aoVKCoVB/YsTfT19Rt/gf7l8GzOAqVMHZ4QQohXyDN4QojXnDh9mWzZy+HsnJ3LV+/EHz996jwA3b/qmaj6Jk9bTOlyTTiyP25h45Fz95suWCGEEG8lPXhCCCBuh4mrV+7y629zCQ8PA6B0yWoEPLqAlaWWTH4ZATh75kKi6p331wJuXrtMsYoNyF24PK6eviaPXQghxOukB08Iwcgxs/DxKUDlynXZsHol0ZHh8efUqrgfE926tADgwJ6dfNY0Yb14R49f4N6dW9Rv24/OA6ZQpkZz0wcvhBDiDZLgCZGOrdmwhzt3A/h1/EQwGuOPu3lmQGtpjZuHN6qXCV6BvP6M/HkkAHt2bMXbpzAjx8x6Z90lyzahZvXPsHN0pVqTbsl7I0IIIV4jQ7RCpFMXLt2kQ5suACgqFaP+OsiwblWoXrs2C/4a99ZrenZvwZq1m7l//xG5Cpfnl/ETWLxoGV7e3gQHh8aXm794E1cvnmXw75vImDVPityPEEKIf0kPnhDpVN7cWalRpz4Aleq159nje8TGRGNlZYVeb3j3dflyEx4WQvPuwxg4aR0Obr4EPgvlzp27NG7ei3v3H9Pnq2+oULetJHdCCGEmkuAJkY7t2r4NFIUrZw++PGJk5ZJFxOrevdtExfIlePH8KYEB98jkn4/eI/9h0OQNWGgtiYmJoWbtz3H18qVVz5EpcxNCCCHeIAmeEOmYrb09GI1UbtCRXwbETaLIX6Q4Vpbad17zWf1KZM6Wg9++b4XBENfTp9PpiI2J5uDe3QQ+DuCbsYlfJ08IIYTpSIInRDrQsMmX9Pz6zR61fPkL4JEhMzpdLACKoiJTpg8vY7J2zVxCgwOZ/lMnAFQqFVpLK8rUaM7EJWdwdPEw7Q0IIYRIFEnwhEgH9u7cxuL58984/vz5cxxdPClVpTEARqMBS0vLD9aXMYM7q9bM58KJPQztVJ7AB7fw8s1Om6/HorWyMXn8QgghEkcSPCHSsNhYHQ2bfAlAzrz53zj/4N49vP1ysG3FTAAURSHoWdB7J1n8X9lSBTl4aCthoc/Ysny6aQMXQgjxUSTBEyKNevwkiKz+pdm7cxsWWi3rVs+OP3fg8BmmzliCk4sLwYEPKVHpM2o274mrVyZ2b9+Cm1tOps9a9sE25i9cS1REOMUrfZaMdyKEECKxJMETIo36ut8owkKf4+GVkYCH53B1cYg/N2r0FIYMGkKWLFl4eOcqnr7ZOLF3HQZdFJ4Z4p7Be/jwyQfbWLViDQALpwxKnpsQQgiRJJLgCZFGHTl0CIApU3+mYdMe9PpmdPy5/v26A3DowD6ePbnPrnXzCA0OpEWr5ly+sJPg4GuM+PHD25FdOLedCZMm8PTR3eS5CSGEEEkiCZ4QaVR4aNzOEi2atOXA7p3MnzuXPPmrUadBF6pULEbW7LmIDA8Do5GlM36kXK1W/DFtBitW7yAqOoajxy9Qp0EXLl+98842jh6/QP8+/VPqloQQQiSQJHhCpFEDhwzE2dWDnHkKkME3MwAB9+9waN8e+vQfw9/zfqNL97iePAcnN5p98SN5i1aka6ceZPDOR83qn3Fo3x4uXr7xzjamTPsbgLptvkn2+xFCCJFwkuAJkUZ907sNN68fYN3q2Qwc1Acvn0woioK7d2bmz/ubcmVq8tfsOfhmzkZocCCXTu6jx4+zGf33EcrX+ZxytVoBkDGD51vrb93uW9avWglA8fL1Uuy+hBBCfJgkeEKkceN/nUPvL/vw6MFdMvplJSbqBXpdLGqNBda2DgQ9ewbAP5O+BcDJ1ZNWPUdhobUCYNiI396oc+vOw2xeHzfBQlEUPH2zpdDdCCGESAiNuQMQQiSvcaO/QWOhYfrkKdy7fYOtO9aQP68/s+eu4udR49Ba2+Lhk4XMOQq9dl3z7sNQazTsXD0Hvd6AWh3392BYWASft+yMWmOBLjaG76dsNMNdCSGEeB/pwRMiHRj9U2927doAQI2qDdl/6DQ9u7fgxIltWFlquXX5FA9uX0IXE/PadVfPHsJg0OPhkYdO3YYA0LHb96Ao6GJjyF+yGhmz5knx+xFCCPF+kuAJkU4UKpSD2fPidqxo1uhzps5YgqeHCxfPbWfLttXcvnKa2WO/eu2afuOWMXz2XjRaSyy0Fty685Admzeii4lGUVR8+ePstzUlhBDCzCTBEyIdadygCn/N/xOAIYOG0LJtPwBKFMuLoqhwz5D5tfJaKxsW/DYAvS6WiWO+pXWb3rh7+9F75Hwmr7qS0uELIYRIIHkGT4h0pmHdipw8vYeSJWqyZf1aChS5SPbs2YmOiqBWi9cXN17x50iuXzjG9u1rOHriIpfPn2XQ5PVk8s9npuiFEEIkhCR4QqRDWfwycPv2MXLkLMe9W9e5d+s6OQuWxcbOMb5M0JMH7Fj1JyNGj6BQoRwUL9WQLDkLSXInhBCpgAzRCpHO3LrzkJmzV2BjbcX9u8eZMn0yAFfOHODZ43vx5VbOGY2LuydNG1enas12XL9ykYxZc5srbCGEEIkgCZ4Q6cw/C9cxsP9A6jToCkCblrX5c+4MrG3smDu+LwAGg4Gzh7fTqPFnFChQkVu3btO618+07DnKnKELIYRIIBmiFSKNio3V8e2gCdjb2+Ps4kihArmoUrEYg7/rypxZczm0bzdFitdjxvSxdOnYHUVRodPFLZNy48JRdLExBAUFY6G1ZuTcg6hU8vegEEKkFpLgCZFGhYVHMm/268uYKIqKoiVLM+m3MXz33TBuXb9CzeqfAdCs+zD88xQD4NKp/dg5OLJl02aKlKsryZ0QQqQykuAJkUY5O9kT8OgCBw+f5eixsyxZvJLbN65w/PABOh4+AEDp8pU4tG83ADa2Dvhmyxt3rXsGXoQEo1ZraNp1qJnuQAghRFJJgidEGmZlqaVKxWJUqViMgf07Efz8BX/OXcmmjds4dfwIRw8dYOqMKRw7cZZ5E78hd5HyODi5Ub52a07u20CeohXRWtmY+zaEEEIkkoy7CJGOODvZ823f9mzb/DdqtQaDQU/P7r04euQ4RqOBB7cux5f9evQCqjfpZsZohRBCJJX04AmRDqnVKnbsWkvDhu14ERLM1UsXUKk1TBvWEUcXD5zdM1CuVmtKVmlk7lCFEEIkgfTgCZFOFcyfnbXr/sHaxha1Wk25ipX5edwoypYrhQUxzJv4DVERYeYOUwghRBJID54Q6ViBvP7cv3fitWNdOnwGgKdXfg5uW0qVhp3MEJkQQoiPIT14Qoi3sraxZcOCX80dhhBCiCSQBE8I8YZnQaGEBD8jIiyUwIB7H75ACCHEJ0USPCHEG27ffRj/etPi38wYiRBCiKSQBE8I8Yb9B06iUsc9onto23IzRyOEECKxJMETQrzhy27N8fbxffnOSERYiFnjEUIIkTiS4AmRDv351+q3Hr989Q7Oztmp06Arnbu2jz++Y9WfKRSZEEIIU5AET4h05uyF63zb91sCHj2NP7Z63W5y5qlE6ZLVALj/4BEjfxwRf37joskYDIaUDlUIIUQSSYInRDqjVsV92zdt8SUhoWH8MWclHdt140nAAwAKlq7BjzN38NvKy9g6OMdft3L2KLPEK4QQIvEkwRMincmbOysAVy6eJ7NfYQb0G0CRcrXp0H8SuYtUQFFUHN+zFo1WS7/xyxk2azcQN0wbEfHCjJELIYRIKNnJQoh0yNrWjsjwuG3IFEXFqQObOXd0Bz6+fjwLiOD8sZ1sXT6DezcuAEr8dRO+acwPM7aZKWohhBAJJQmeEOnQw/un0OsNqNVvduKvWL2DLh278/D2FXbt2kDrtl8S+PgRuthoAu5eJSYqAq2VjRmiFkIIkVAyRCtEOvW25A7g2PGzADg6u1KoUA6y+mfDwyczv62+hrt3Zn4d2ColwxRCCJEE0oMnhHirOvXroNcbuHzxIplzFUOr1RIVGUZgwG1zhyaEEOIDpAdPiHQgKjoGvf71ZU5CQsO4duPNfWbHjOxLcPA1undtiX/OcoQ+f06dVl8DkLtweQBZMkUIIT5xkuAJkQ7kL1gdN7ec1GnQhY2b9xMSGkbxEnUpUawKv01d+Eb5JSu2UaFcHRxdvBiz8DgZ/HIAYGPnmNKhCyGESAIZohUiHdi+dTGFClbg0L49HNq3BwCNxoJM/vkY/uNw5s5dQPkKZWnSqCZ79h7jt4m/UKFuO1p+Ofy1es4d3QGASiV/GwohxKdMEjwh0gG/TN4EB1/jzLlrjBozjX27dxMVEUZUZDiFy9UhJiqSNSvXsGDePNRqDXU/70vd1l+/Uc+zx/d4ddkUIYQQnyZJ8IRIRwrmz87SBb8CcODwGerVbkqGTDn48sfZ77wmIuIFO1b8wcZFkwEoU6N5isQqhBAi6WScRYh0IHPWUqxcu/O1Y5N/n4eVtS1t+018o7zBYOD7dqXoUcePfk3zERYahEZrSe2WvWjbZ1xKhS2EECKJpAdPiHQgJPgZndt/wdY2bZkx5QfWbNjDzq1bqFivHTY29m+Uf/40gOCnAbh5+9H350W4ePjQqqfsRSuEEKmFJHhCpAOnz+ylUMEKLJn/D0vm/wOAxkLL9fNHGdS2BPlLVKV5jxGEhwbh6OKBi4cP0zfeMXPUQgghkkqGaIVIB/wyeXPuwkEKFi2BolKhUqtxdnHD3dWeQoULsW/TQvo0zs3ANsV5/uyxucMVQgjxkaQHT4h0ImMGd3ZvXxD//sy5axw5do4fBv8EgF4XQ41mPXBy9TRXiEIIIUxEEjwh0piIyCgqVmnJ5g1/4+riwE+jZvA8JBSthYbwiEgiI6PZvH49EeEv0Fho0cXGAND+m18oVa2JmaMXQghhCpLgCZHGPHgYyPXLF2ja4kuCnj3j/t3b2Dk4A0ZUKg1qjQZ7Zw8iwl/EJ3fNvxgmyZ0QQqQhkuAJkcbY2VoDcOHcGVzcvBkxey8uHj5vlAsLCWL5rBF4Z8pO5YYdUzpMIYQQyUgSPCHSkNOnr/J5u54AdBk4lQIlq72zrJ2jCx36/5pSoQkhhEhBMotWiDRiwJBfqVKlPhore0b9dfC9yZ0QQoi0TXrwhEjloqJjKFKsDk8CHtCs2w8y3CqEEEISPCFSM73eQOVqrXkeHMyY+cewc3Qxd0hCCCE+AZLgCZFKFSvZgBtXL6FSq/lhxg5J7oQQQsSTZ/CESKUeBTwEIF/xKnj6ZDFzNEIIIT4l0oMnRCoQ8OgpIaHhWFpaYGWpxcrKkvAXoQBU+ayLmaMTQgjxqZEET4hP1J27AXTqOoALZ88QHRUBKIAx/rxKpSZjtjzkLFDKbDEKIYT4NEmCJ8QnJio6ho5dv2fL+nW4emakftt+lK7eDBs7R3OHJoQQIpWQBE+IT8jm7Ydo93k3NBYWtO/3CyWrNDJ3SEIIIVIhSfCE+ERs332U1s07ULhsLToPnIpKJXOghBBCJI0keEJ8Aq7duEerZnHJXdfvp5s7HCGEEKmcJHhCmJFebyAsPILKlT7DK1N2Se6EEEKYhCR4QpiRj29hoiMjsHNwZsAva8wdjhBCiDRCHvIRwkwePwkiOjICgNqteqPRas0ckRBCiLRCEjwhzMTTwwVFUQCoULuNmaMRQgiRlkiCJ4QZ6PUGevYdBUCLL0dI750QQgiTkmfwhEhBm7YeZOy4qVy9dJHYmGhafTWa8rVbmzssIYQQaYwkeEKkoHZtuuKRITOVGnSkWtMvsLGxN3dIQggh0iBJ8IRIRnq9AbVaxa07D6lTty0Ag6ZsQqORbz0hhBDJR37LCJGMMvoWISoyHEVR8PL1Z9S8Q5LcCSGESHbym0aIZKLXG3BycSUiwpZO3/1GzoJlzB2SEEKIdEISPCFMKDDwOQOHTOD+/YecOXkcg8HIgElr8Mmcy9yhCSGESEckwRMiifR6A9lzlSckOAgfXz8y+vpy4ugRNBZaXD0zUuWzLtRpKQsYCyGESHmS4AmRSBGRURQoWJ0tWxYTEx2NQa/j4f276I1qytX+nEYdBkhSJ9Ikg8GASiXLpwqRGsh3qhCJFBur41ngI4oVqUT4ixAaNm2GpZU1Q6dvo1m3oZLciTRpy7IZ9KyXhRN715s7FCFEAkgPnhCJ5Ohgh4OTC6HPgwBYs3wZ9dv2M3NUQiSfPo1zEx0Vt29ywTK1zByNECIhJMETIgl+mzyWju260u37GWTNUxRHFw9zhyREsilSvi4qlZrGnb+XZX6ESCXkO1WIRCpfuRXnTx8nZ8EyFC5X29zhCJHs2vWdYO4QhBCJJAmeEIkQEhrG+dPH6Tn8L/IVq2zucIQQQoi3kkkWQiTA4ydBjJkwh8JFamLn6EKeIhXNHZIQQgjxTtKDJ0QCVKrSjEcP7pK3WGVafzVKlooQQgjxSZMET4gPOH36KpER4Vha2fDV8L/MHY4QQgjxQdINIcQHtGrTg5joGDoNmGLuUIQQQogEkQRPiPe4dechzwIf4+zuTYGS1cwdjhBCCJEgkuAJ8R4TJ80lNiYaV09fc4cihBBCJJgkeEK8R0REJCgKjTp/b+5QhBBCiASTSRZCvINflpKEPg+i47eT8Pb1N3c4QgghRIJJD54Q71Cletwzdxn8cpo5EiGEECJxpAdPiLfIlbcyjx/ex87RBa+M0nsnhBAidZEePCHeIuhpIDkLlGHo9G1otFpzhyOEEEIkiiR4QvxHbKyO2NgYilVqiIOTm7nDEUIIIRItQQmeoig2iqI0VRRlrKIoOxRFuaYoSrCiKLGKojxVFOWAoijDFEXxSWB9uRRFmfqynghFUZ4pinJYUZS+iqJYJbCONoqinFYUJUpRlAeKokxSFMXxPeX/UhTF+MpHowS0cftl2cMJiUmkDZOnLwSjkZWzR5o7FCGEECJJEvoMXh5g2TvOuQJlXn70VxSlp9FonPeuihRF6QBMB15N5KyBki8/uiqKUtdoNN56Tx0/AD+9cigD8DVQWVGUskajMezDt8RwRVHWGI1GQwLKinRk0YIVAOQsWNbMkQghhBBJk5gh2gBgIdAPaAqUBUoBTYA5QBRgC8xVFKXO2ypQFKUG8Cdxyd1T4BugNFAd+H9SmBvYoCiK3TvqyAv8+LK9oS+vbwFcAQq8PJYQ+YCWCSybqsXG6swdQqri6eUJgG+2vGaORAghhEiahCZ4p4xGYwaj0fi50Wj8xWg0rjAajQeNRuMRo9G40mg0dgYqArGAArwxtqUoigb4HVADYUA5o9H4q9FoPGw0GrcbjcYO/Juc5SYu+Xubpi/j/s5oNI58ef1SoCoQATRPwP08ffnvMEVR1An5BKRWvb/5GQ+P3CxattXcoaQanTu3BBSKV6hv7lCEEEKIJElQgmc0GvUJKHMU2PnybeG39MA1BLK/fD3WaDReeUs1o4FrL1/3eZkU/tf/n/Pb9Z/2HwCXXzn/PmNf/psdaJ+A8qnWssVLsHd0pX/fge8tFxurY/a8NUyZvphmrfukTHCfqMYNqmBn78ChHSvMHYoQQgiRJKaeRfvildeW/znX+JXXc9528cvn4f4/VOsMVHpLsScv/6346kFFUbyAnMQNJX/IH8Ddl69/UBQlTa6DceHSTaIiw/nyp7lERrz/scQpMxbTv09/fvh+KNs3bWDnnuOvnf9jzkryF6pJ/kI1yZ2vGsVLNWT+4k3JGb5Z+WbOyo2Lxz9cUAghhPgEmWyhY0VR3IkbJgV4ajQan/2nSLmX/14zGo0P31PVqz1z5YDt/zm/BhgMjFcUxeFl+YzETbqwBWYkINwYYAQwC/ADugDTEnCdyTx+EsSUaQvIls2Pxg2rJPi6E6cvM23GQnbv3EVsTDTFSpRk4HfdiYmJJeDRU548DSIqMorMfj4sXLQGOwdnnN28MRqN1P3sCzasnglAVHQM3w6aQPFiBalcoRhjR41DUakwGoyAkTl/LeOXSbN4/OgxD+7eISoqAgCj4d85Kb169KZShYNkzOBu0s/Np6BosUKsXb3e3GEIIYQQSfJRCd7LJU0yANWA74jrdQOY9J9ydoDvy7cXP1Dt5Vde5/nvSaPReExRlN+Br4gb0n3VeWB4QmIH/gIGAP7AYEVR5hiNxqgEXvtRbt15SNkyddHr9RgMevp9rSODj/dby4aEhlG0eB2CAh+DAkaDEQdnN/IVr4K9kxvHdq2mZvVGKCoFtUqNWmOBolIRGxONAlRv+gWOLh50GzKTP0Z+wdQZS2jTui5FitYi6Olj5s8FraUVMdH/3rpareHAvoPYO7ni6OpJlUbVqdKoC+v/nsiutXP/DU5RmDlrKYMHdsXKMq4T9N79x2zfdYRWzWvFH0uN6tSqxMJ5f5s7DCGEECJJEp3gKYpSD1j3niJ/AeP/c8yHuMkXAPffV7/RaAxSFCUCsOHfpPC/egOXgJ7EPUf3jLhlXH4wGo2h76v/lXZ0iqL8BPxDXJL6JfBLQq79WNVrtMDR1YvBU7eg0WhY+/cENi2eQoaMRchfsBCtWzemdfNabNl2iJ49+6OoNHwzbgmxMTHkLFgGlerfkfUMftmZO74PGBX6jl1C1txF+XVgS66ePQTApsW/s2nx7/HlhwwawpBBQ3BwdsfFwwcXdx/yFa9M6RrNiY6MxN37XZ9yaN59GM27DwPg9tUzbFs+gz+mz2Tqb5PJmTc/tWpVY9KEiQB4ebpRu0YZ03/yUki1yiUwGAzcvHSCrLmLmjscIYQQIlFMuRftdeALo9G48y3n7F95nZA16sKIS/DeulSK0Wg0Ejek+rHDqguBQcT1FA5UFOWPBK6hl2Tjf51HUOBjxi2KS+4AGrTrz8n9GzAYDBw9uI+jB/fR56u+KIpCllxF+HrUfFbOGcPxvWuZsPj0a/XlKFAGb78cPL5/g6eP7pI1d1HK1mxBZHgobl6ZyFWkPNfPHcFg0JMtdzHcfTLj7euPs7vPa4kiAE4Jv4/MOQrS9fvpAJw+tJWNCyfFJ3cAWTInaM3r94qKjiEyMhpnJ/sPFzYxCwsNfln9Wff3RL7+eWGKty+EEEJ8jKQkeHuA/C9fWxL3DFsDoA3wj6Iog41G41//ucb6ldcxCWgj+i3XmZzRaDS8XDR5OeBOXM/gf4d9TSqznw9qjQU/dqlAicqNsNBacvvqGR7fv4mDk2t8uRpNuxMVGU5gwB1+6FqJkGePX6sn+GkAGxZMos3XY/lh+rbXzpWo3IgSlf/dqKNC7c+T85YoVLoGhUrX4OGdq2xbPoPDO1awY+dhcuXwS3Rd/QZOYOWyFbwIDUGviwVFoVjJssyZNQbfjJ7JEP27tWjVhN9+mZKibQohhBCmkOhZtEaj8YXRaDz/8uPEy3XwOgA1idvVYu7LpOlVka+8TsiDWf+fgRv53lKmsRI4+fJ1//dtd2YKzRpX49bNY1SvWYOT+9ZxdOcKNMYofDL60KpNKwA6D5hC+IvnHNi8iEsn96LRWODmlYmqjbrE1xMaFMiBLYvZv3lRcoabKBn8ctC+3y9UqNuWod8P5ZsB/x2pf79DR88xZ+YfFCpbj84Df2f84jP0HDaHmzdvUbBAeeo06ErAo6cfrshEurRvQnRkOCFBTz5cWAghhPiEKHGjnSaqTFHGEjfZwgDkNRqNl18ez8m/kyemGo3Grz5QTzhxQ7SHjUZjaRPF9hf/rnln/eqECkVR6gL/nzI50mg0Dn15/DZxPZRHjEZjqQ+14evrY3Rzc0lSfFeuXMffPysXL15Fr4/becLN3R2t1oKHDx6SyT//G9fcvX4OraU1Xr7+SWozOYWFBhH05AEajQU5cmZDa/H2zmKDwci9+wGEhoTG3/fb7jUiPJTgwIfodbHkyOmPjXWCtiz+aGfOXsTB2R1HZ48UaS81e3Tv+if5tShEQsnXsEht7l4/d8JoNBZ72zlTPoMHcUuYfEdcz2Bj/h3ufAAYiZtokfF9FSiK4kJccgdwz8TxvZXRaNygKMoh4rY9+1pRlN+MRmOiu4rc3FzYtWtVkmKoXLlR/LV7D5zi8pVbuLo4MvevpTx88JBBk19fskOn09GrQTZKVmlE614/J6nN5Dbm6/rcuXYWnVHLgV3/Lhoc8Ogpq9ft4viJc6xZsRwLC0vK12mDt192MvnnJ3OOgu+sc+K3zbhz8zznzuzB3d0p2e+hUrXPCQ2L5btfVyd7W6ndz73rvfF1KkRqIl/DIrXpUefdj0KZOsELfOV1fKtGozFMUZR7QCbesvTJf+R65fWHllQxpaHErblnT9zyKd+mYNuvyZndj6+/HsLtG1dx9cxIvTZv7to2sE1cwl67Ve+UDi/BrGziJkdcv3yBTt0Gc+/eAx4+eMjDe7dRqdUY9DryFqvEl8Pmvjnh4x36jl3C0I7lKFO+IRfP7cDiHT2DptK2bXO++2YAMTFRaLUp02sohBBCfCxT72Tx6tTJ/85G3f/y3+yKomR4Tx2V3nJNsjMajTuA3S/f9ny5M0aKu3M3gDy5y3D7xlVKVG7EyLkHqNv669fKhIUEER4aTKX6HXB2e/v6eZ+CDv1/xcLSCiNG9uw5wOkTxwm4fxswYng5HFundZ8EJ3cAKpWKwVM38SI0hKo12yZP4K/o3L4hWksrNsz/NdnbEkIIIUzF1Ales1den/vPuZWvvO70tosVRVHx73NywcTN2E1JQ17+a03cbhmJcvPWe5f4e8OBw2cYNnI6j58ExR87e/46BoOebyeupOO3k956nZ2jC+MXnaJFj58SG2KKcnL1ZPKqK0xbf4tRfx3ExSMDRqMRRVHoPGAK0zfeIWuuwomu18bOke9+Wc2Fs6fo9MWQD1/wkRo3a8q+TQuSvR0hhBDCVBKU4CmK0vblbhTvK9Mc+OLl2xBg7X+KrAGuvXw94OXEi/8aBOR4+XqS0WiMTUh8pmI0Gg8Am1++7ca/O3MkSHh44pbQmzBxFr9N/IVcOUty9uwlWrbtR/WqJSlbqSrj+zVhweSB77zWzjFpkznM6adZu5m+8Q7TNtymWMUGH1VXBr8cfDF4JquXLeXnCbNNFOHbjR31DVGR4Rzf898vaSGEEOLTlNAevH7AA0VR/lIUpZOiKOUVRSmoKEqZl+83AksANXGTKb42Go1Br1ZgNBp1xG0vpiduAeP9iqL0URSlpKIoVRVFmQuMfFn8Eim0q8Rb/L9LSAs4JOZCvU7HT6MSshVunDmzfiZP/sJYaC2xc3Rhz86dlCrzGetXzWD2vBkc3LqUvk3zMmNEV25eOoHhlX1gBRQoVZ3GnQczfvRYGjX7Cr0+eT4/dnY2lCxTnpVzknWJRCGEEMJkEjNE60Dc8OlsYC9wGjjw8n3tl2WCgDZGo3He2yowGo1bgS5AFOAG/AocJm5yQ4eXxS4BdZN7R4l3MRqNJ4DVSb1+8q+T3nr87IXr1GnQlcLF6lGlRluOnbyIs5M9pUoXx0JriZOrF71GzufOzWt4eRdk5Ihf2LxtJZ27diLw/jXG929Cz3pZ2LtxflJDS5OqNe7K1z8v5sC+PeTMU4l79x9/+KIkmDXzZ54/fcSpg5s/XFgIIYQws4QmeA2BzsAC4hK7ACAWCAfuELc3bU8gm9FofO++Ti93uSgMTAduEJfsBQNHiOspLGo0Gm8l8j5MbShxa/klmkGvp1jJBoyZMIfAwOcAPAsKpXrVRly9eh0nzyw8fhJEzeqNCH7+gp079pDl5V6nWXMVZtjMnTTsOJDoWCM1qjbk/PnLXDi7laeBl+naoweLpw5h6rCOprrPNCFngVKM+ecoGq0NhQtXZtnK7SZvI2MGd0qWrcCyGcNMXrcQQghhaiZd6Di988tewFi39dfsWPUnd66dJToqAmtbewx6Hda2joyadyh+xmj/FgWxtbMl8NFDvvxpLuv+nvjG+ktXzh5m8vet6dmnFz9+3wO1WkWlqq05c/IYU9beiN/LVvxr/m8DOLB1CU1btWbW1GEmrTvg0VPy5ilD18EzKFymlknrTgtkDTGR2snXsEhtetTxS7GFjtO9AqWqU6BUdQCeP3vMwa1L0Ot1VG3c9bXlQNp9M5EVf46kcefB5CtWmXV/T3yjrpwFSlG/bT+m/DKOmVNnEBMdBYpCw/bfSXL3Dm2+HkvuohWYO7Y358+e59C+5Sar29vLjVLlKrJk2lBJ8IQQQnzSJEtIRk6untR5x0LEBUpWo0DJah+swy97AQB8MudGUanIW6wStVr0NGmcaU3RcnXJnL0AP3SpRJ/+Y5g04d2zkRNr3uzx5M5ThmV/jKBZt6Emq1cIIYQwJUnwPnE5C5Vl+Oz9uHv7mjuUVMXV05fPe/3M3799R9/e7fHLZJoFod3dnRgx+icGDxhMmRrN8Mmc68MXCSGEECnM1AsdCxNTqVSS3CVRmRrNUWss2HfwtEnrbdywKm4e3kwe3EaWrhFCCPFJkgRPpGl6vZ6MPh4mrbN7zx8IfPyQ0OBAFv3+vUnrFkIIIUxBEjyRphmNBlxcHE1aZ85c2QGwtXdk/+bF3Lx8yqT1CyGEEB9LEjyRthmNuDibNsH7uufnAIS/CAGM/D60rQzVCiGE+KRIgifSrOCnAQC4uZo2wfP2ckNRlPj3keEvuHv9nEnbEEIIIT6GJHgizdq48Dccnd2wstSavO4cufPHv9ZoLMico6DJ2xBCCCGSShI8kWadOriZuvXrJkvdE8b/uwaei2fGZGlDCCGESCpJ8ESaFBhwj/DQYH4Y/GWy1F+uTCH8c+UFIDz0ebK0IYQQQiSVJHgiTTq8fSm29o54ergkWxs/DO0HQPiL4GRrQwghhEgKSfBEmnThxB5y5MqdrG3Ur1M+/vWBLUuStS0hhBAiMSTBE2nSo7vXKFq0EM7O2fHyLsjlq3cICQ0zeTt9+sf14s3/7TuT1y2EEEIklSR4Is0JCXpCdFQE333TGSsbW6KjIihdsho5c5YhNlZn0raGDOwW//rO1bMmrVsIIYRIKknwRJqjqFQoisL6zXupVLUaji4elK/dmuioSMLCI03allqtoma9BgCM6VPfpHULIYQQSSUJnkhzHJzcKFerFd/07sfmdWvwz1eC/VuW0LBJM5yd7E3e3m8TB8e/fnzvhsnrF0IIIRJLEjyRJrXu9TPDZu5k/OIznDuyg5JlyvHXn6OTpS1PDxey5sgDwN+Tvk2WNoQQQojEkARPpFkP713jxy7lsbG1Zf3qP5K1rd9+/QmAm5dOoIuJSda2hBBCiA+RBE+kWeeP7iQiLJRfJ/2MWp28X+rlyhTC1j5uz9sNi35L1raEEEKID5EET6RZbfuMI2vuonz37Y8p0t6g7+OGZzcv+T1F2hNCCCHeRRI8kaZ1GzyDp08CmL94U7K31b1rM1RqDQCXTu5L9vaEEEKId5EET6Rpji4eFCxVgyHf/5TsbanVKpq2bAnAzjVzk709IYQQ4l0kwRNpXtu+43kR8pwp0xcne1u//zoYJ1d3Ah/eSva2hBBCiHeRBE+keTZ2jpSp0ZyRP416bbuyiMgo9HqDSduysNCwb+8anjy8xfnju0xatxBCCJFQGnMHIERKaPXVaM4c3kblaq0Y/H0fvujaC70uljwFCnNgz1KTtpUxgzuZsmZnz/q/yVessknrflXo86f82KUiURFhWGityJ6vJK5eGSlVrRlZcxVOtnY/BU8e3OLortU4unjg5pUJN+9MuLhnQK2xMHdoQgjxSZAET6QLKpWKbyeuZESP6nTt1AO1RgvAhPFDk6W9okULs3vXx0+00MXEoNFq33ru3o0LREXE9UjGxkRx8eQeAPZtXEDjzoOp3qTbW69L7cJfhDB5SBuePb7/2nFFpcLZLQNuXr7xSZ+b57+v7RxcUBTFTFELIUTKkgRPpBvu3n6M/vsoW5b+jo2dI2v/nkDpEvmTpa1y5UqwdtXqj6rj/PFdTP2hAzkLlKFVz5G4evtx8cRuLK3tUClw9ewhWn01igp12gAQFhLEyX0bWDRtCCtnjyI6Kpw6rb5GpUo7T2IYDAbmTezL82eP6T9+Oc7uGXj6+B5PA+7y9FHcx7PH9zh/bCehwYGvXWtpbftvwufli5t3Jlxfvnf19EVraWWmuxJCCNOTBE+kK3YOTpSr/TnDulYCQK83UKJ0Q6Kjozl/ZqvJ2vF0d8Fg0Cfqmlk/f8nJfRsY/PsmMmbNw971/2Bja8/TR7cY9kWVt16jqFTxCZ6dowsV6rXFM1N2Jg1swYYFk7hy+gD9xi//6Pv5VGxdNp1zR3fQvPswsuUtDoCLhw858pd6o2x0VARPH93j2X8SwCcBt7l4ai+x0VGvlXd09XwlAcwUnwC6e2XCwcUjTSXKQoi0TxI8ke64uvvEvy5YpCYP7t4md/5CJm3D0ckeoyFxEziKlK3DyX0bGPVVbVw8fAgKfMgXPXsCsHHDZu7dug4oWNnYYmVti7WNPb7+b/ZA5ixQigbt+rP27wlcv3CMAZ8Xo8ePs8mco6Apbs1srpw5yNp/JlCsYgMq1e/wwfKWVjb4ZM6JT+acb5wzGo2EBgfG9/jFJYD3eProLlfPHeborlUYjcb48hoLS9y8Msb3+P37EffeysbOlLcqhBAfTRI8ke5MH9E1/vWDu7cBhX27lpi0jaCgUBRV4p73KlqhHpmyF+SHzuUIevIASysbZv7+O9a29mTNXYzOzb+mUNk6aDQf/rat3bIXTm7e/P1LPyy1Fozr25AJy85hY2Of1Fsyq+dPHzF7bC88fbLwee8xH/0snaIoOLp44OjiQbY8xd44HxsbTdDjB3G9fo/jEr//9wLeuHiCqIgXr5W3c3CJG+r18n0t8XPz8sXZPQNqtfyoFUKkLPmpI9KdQmVqcvHEbgCy5i7KzUsn+GXyP3zbt73J2th/4Bg2do6Jvs7d25ffVl5izbzxxMZEUb5OG3yz5U1SDKWrNWXR74P5okdnfh7xMzcvHCNf8bcP9X7K9LpY/hzTk5ioCPqOWYSVtW2yt2lhYYlnxqx4Zsz6xjmj0UhEWMi/w76vJIB3rp7h1IFNGPS6+PIqlRoXD583J368fG9j5yiTP4QQJicJnkh3ytduTa5CZbl+4RglqzRmypC2rFi+1qQJ3tkzF3Fxz5Cka7VWNjT7wjT75+p0sWTJkhGNhZZbV06nygRv1dwx3Lh4nE7fTcY7Uw5zh4OiKNjaO2Fr74RfjgJvnNfrdTx/GkBgwL+TPp4+ihsGPn1gM2GhQa+Vt7Kxf/vMX69MuHj6YGFhmVK3JoRIQyTBE+mSu7cf7t5+AGTLW4zda027tdidO7fJlKOoSetMrPs3L2I06On91XcoikKJig3NGk9SnNy/kR2r/qRivXYUr5Q64lerNbh6+uLq6QuUfeN8VETYazN/n73sAXx07xrnj+1CFxsdX1ZRFJxcvV575u/fYeBMODi7S++fEOKtJMET6V7BUjXYsOA39HoDarVpZkoGPQ2kQgPzLjYcFRkBQHRUJBOXnUOrTV3LgDy+f5N/fv2WzDkK0aTrEHOHYzJWNnZkzJKbjFlyv3HOYDAQGvTkjef+nj6+x8VTewl59vi18haWVq8P+f7nOUBLK5uUui0hxCdGEjyR7vlmy4uF1pLe/X9m6q+DTVJnTHQk2XKbrwfvwe3LzBzZFUVRsLKxS3XJXUxUJLNG90BtYUHX76elm2FKlUqFk5sXTm5e+L9cBuZVMdFRBD25H7/ky9OAuzx9fD9+9m90ZPhr5R2c3fH2y4FP5lzxH96ZsqO1sk6pWxJCmIkkeEIAjToOZPGsEXRq34SihXJ9dH1GoxFnN28TRJY0I7+sCUDVWnU4e+aC2eJICqPRyMKpg3l45wpfDZ+Hi4fPhy9KJ7SWVnj5+uPl6//GOaPRSFhoEM8e3SPwZQIY+OA2D+9cYd/G+cTGxA39KoqCe4Ys+GTOSYbMueKWksmSGzevTLLWnxBpiCR4QgCVG3bk7JFtVKvSgIpVqjP8p74UyPvmL9GEuHbjHgA29k4mjDBxvp+ykV8HtmTH5o3kLlzebHEkxf7NiziyYwV1W/chT9GK5g4n1VAUBXtHV+wdXcmcs9Br5wx6PYEBd3hw+zIPb1/hwe1L3L91idMHN8ev96e1tH7Z25cTn8y5yZA5Jz5ZcmHv6GqGuxFCfCxJ8IR46evRCzm1fxNLZw6jYrnaWFnbMm/+DGpUeXOXhPepXLkRgFl7Q3yz5WXQ5I0smT6UDv1+MVsciXXn2jmWTv+R3EUqUKdVb3OHk2ao1Or4ZV+KlKsTfzw6KoKAu9d4cOsSD25f4eHty5w9vJ2DW5fGl3Fwdscnc664hC9zLjL8f5hXtnYT4pMmCZ4QryhcrjaFy9UmIuIFo3vWZtKkPxOV4B09foHwFyG0+nJkMkaZMO7evnw1/C9zh5Fg4S+eM2t0d+yd3ej07W+o1Gpzh5TmWVrZkDlHwdd2Ofn/Lh9xPX2X4z/2bvjn32FelQqP14Z5c+GTJReunr4yzCvEJ0ISPCHewsbGnloterJwyiA2bz9ErWqlP3iNXm+gRcuuZMtTjAr12qZAlGmHwWDgrwl9ef7sMf3HL8fO0cXcIaVbr+7ykbvIv8P7Br2eJwG3eXDrMg9vX+bB7Svcu3GBk/s3xpextLLB2y/n68/3Zc4l/59CmIEkeEK8Q7larbh0ci/tPu/K7dvHsbF+/5DU6nW7CAl+xtCZu1IowqRbOGUQlRp0JIOf+RcOBtiybBrnj+2kRY/hbzw/Jj4NKrUar4zZ8MqYjaLl68Yfj4oMJ+DO1dee7zt9aAsHtiyOL+Po4vHahA6fzDnx8vXHIpXN7hYiNZEET4j36DxwKv1bFKB7z2H8PWfMe8sePHwKOweXT36/1+sXjrNv00KO7FzFwMnr8X7LjMyUdPn0ftb9M5FiFRtQsV47s8YiEs/K2pYsuQqTJde/6z7GDfM+iX+u7/7LXr/d6/6OX8hZpVLj4ZP53wkdL5/vc/XMKMO8QpiAJHhCvIdKpeKzjgNZMu0HAgMH4u7u9M6yp0+dxdnNK+WCS6LVc+MS1ZjoSIZ/UZXydT6ncafvsbKxS/FYnj99xOyxvfH0ycrnvcfIrgxpRNwwryeOLp7kKVIh/rher+PJg1vxz/c9vH2F29fOcGLf+vgylta2ZPj/2n1ZcsU/42drxlnpQqRGkuAJ8QFlarRk0e+DyZGjOGUrVmHNiulv7Hhx4PAZTh07jNFo5PG9G3j6ZjNTtB/We/R8dLpYXjx7wrAvqrBv4wL2bVyAT+ZcfP/7phTrPdHrYvlzTE9ioyPpNngJVta2KdKuMB+1WoN3pux4Z8pO0Qr14o9HRYTx8O7VuMTv5YzeUwc2sX/zovgyjq6ery3YnCFzTrwy+aebRbCFSCxJ8IT4gB2r/kRRVBiNBg7s2cmiZVto07I2sbE6fhw5jY0btnD31vX49cTsXT2SLZaYqAjOHtlOgdI1krw7hVZrhVZrhY2NPVPX3+LE3nWsmvMzD25fZkDrIvz891E0Wq2JI3/Tqjk/c+PicToP+B3vTNmTvT3x6bKysSNrriJkzVUk/pjRaCQk6MnLhO9yfK/f1TOH0OligLhhXs+MWd94vs/FI6P0Bot0TxI8IT4gc44CGDFSsEhxzpw8xtc9+9K3d38MBj0ajZbs+UuhuXeX2JgoarfslazP4P3z2wCO71mLSq2mUv2ONOs29KPqU6lUFK/UkOKVGjJpYEuunD1Er89y8Ovy88k6ZHty/wZ2rJ5NpQYdKFaxfrK1I1IvRVFwcvXEydWTvMUqxR/X62J58vAWD279u4zL7SunOLF3XXwZK2u7V57r+/f5Plt7RzPciRDmIQmeEB+Qs2AZarf4igvHd1GwdA3KVG9OdFQEAEUr1GfcN58RGxNFhsw5adCuf7LGUqR8XU7u28CQYUMZ8cNwfLPmoVS1JvHn926cz+Ylv/Pi+TP0uliadfuRyg07JqjuPmMWM+vnLzm5bwMn92+kTI3myXIPj+/f5J9fvyNLrsI06WyavX9F+qHWWOCdKQfemXK89sdBZMQLHt6+8trzfcf3rSNy04L4Ms5u3vEJn0+WXGTOUQgPnyzmuA0hkp0keEIkQIN2/d+avG1eNo07V8/g5u3H4N83J3scBUvVwGDQU6taGaZN8eLIrlWvJXhbl04nODAg/v2zJ/cTVf//h31dvTKZJuD/iI6K4I9R3dFYaOkyaBoai+QfChbpg7WNPdnyFCNbnmLxx4xGI8+fPXq5dl/cEi4Pbl/h8ukD6HWxKCoVP/99GEcXTzNGLkTykARPiCTat2kha+aOxSdzLoZM25Iibe7dOB+VWk3uXFmYMnUMrZq358KJPeR9uWfr8Dn7uHLmIJZW1mTOWTjREyb+P5vRzz+fyWM3Go0s+n0wAXev0mvEP7i4ZzB5G0K8SlEUnN28cXbzJl/xyvHH9bpYJg1qzdNHd7F3dDNjhEIkH1lsSIhEMBgMLPtjBD3q+OGdyZ/WvX5OseQuJOgJy2f+xOft2gNQq1ppipUsw/xJ32IwGIC4Z+pyFy5H1txFE5XchQQ9oWf9bC+3olKS5fm7/ZsWcmTnSup+3ve1HRKESGlhocHcvHSCklWbyJZ4Is2SBE+It9i5Zg5f1s3ChRN7ABjdqw496vjRs14WQp4FUL52a/zzlqB87dYpFtPSGT9ibWPL5F8GxR/7e+4EIsNDGflljY+q29bBBYuXw6Xe/1nixWAwcHDrUkKCniS5/jtXz7J0xjDyFK1I7Za9PipWIT7Wsd2rMRj0rz3eIERaIwmeEK84fWgrPer4odPFYjQa+GNUdwwGAyFBT1BrLKjRrAedBvxO614/p1hMMVER/P5DB84f20XYixBu3XkYf87by43jJ3YQcPcaMS8nfiSFRqNhwtJzALwICXrt3LYVf/DPpG8Z0qEMOp0u0XWHv3jOH6N74ODsTsdvf5NdCoRZGY1GDm1bTuachfHK+OmuVynEx5Jn8IQA+jbNi4JC1MskySdzLmq37EXmnIVQqVSMXXDcrPFdPr0fvS6WnHkKkCnj67tlZMzgDhA/TJtUGo2G0X8fJjL8xWvHy9Zozu61c3n+7BFLpw9NVHJrMBj4a0IfQoIe03/8cuwcnD8qRiE+1r0b53l45wote440dyhCJCv5U1oIIFue4hSr1IBp628yfeMd8hatSIN2/SlQspq5Q0NrZcO3E1ZiZWPPjWuX8fTKx7wF/27tdPr0VQCePrr70W05u3mTwS/Ha8fsHF3oMyZu4/h9mxYSFRGW4Pq2LJ3K+WO7aNbtBzLnLPTR8QnxsQ5vX4FGo6VYhQbmDkWIZCUJnhDAV8P/ovVXo80dxjv55SjAxKVnqd+2Hwa9ntEjJ/D4SRAduw2mcpV6ZM5RiAyZcyVb+54+Wej2/QwAhveolqDewsun97Nu/i8Ur9SQCnXbJltsQiSULjaGY7vXUKBUdVn0WKR5kuAJkUqoVCpqNO3OqHkHCXr2lFw5S7JlwyaqNe5GjoKlOb5nTbK2X7hcbbx8/QkODGBUz1rvLfv86SNmj+2NV8ZsfN57jGwbJT4JF47vJiw0SCZXiHRBEjwhUhlnN2+adx+GhaU1kREv2LFyFtuWz2Tu+D6smTc+WdsePGUTiqLw8M4V5o7v89Yyel0ss37+ktiYKLoNnoGllU2yxiREQh3avhwHZ3fyvFw3Uoi0TBI8IVKh8rVbY+fgRBb/nNy4eRyjMW7IdPPSqTy8czXZ2l0y4weMRiMAx97RY7hyzs/cvHSCtl+P48jOVcwZ1zvZ4hEiocJCgjh/bCclKn+GWi3zC0XaJwmeEKlUr5HzuX3zOp27fc/kaZNo0aYtjk4uHNq2NNnarNywE591GMC3E1cy+PdNb5w/sW8DO1fPpnKDjmTMlpfNS37n2O41H7WEixCmcGzPGvS6WEpVbWruUIRIEfJnjBCplLevPz1/msvvP7Rn4T8TaduqLmVOn+Pu9fPJ1mYGvxxvzLL9v9jYaP6Z9C1Zcxehcefv2bd5EQBuXpnQyjCtMLPD21fgmy0vPlmSbzKSEJ8S6cETIhXLW7QiGo0Fg4ZOAiCrf1aTLJeSWNFRETwNuIOFhSVdBk1DY6GleMWGVGnYiW9/WZXi8Qjxqge3r3D3+jnpvRPpiiR4QqRyBUpVZ+Wyldy5G8D5c+dxcfdJ0faNRiMLp3xPbEw0nb6bjLObNwB2Dk40++JHHJxkM3dhXod3LEel1lC8ckNzhyJEipEET4hUrmCp6oSFPqdQwQrcuXGVpl2HfnSdoc+f8vzZ43ee1+l08Qse79u4gKO7VuHo4knuIuU/um0hTEmv13F05yryF6+CvaOrucMRIsXIM3hCpHIlKjeiROVGQNzWYKbY63Vi/yY8eXibAqWq88WQP96oc9Oi39i4aDJdB89g2cyfyFusEi+eP/vodoUwtUsn9xEaHChr34l0R3rwhEhDTJHcAfGbsJ89vI2+TfIQERby2vmseYoBMGtUDxyc3enQf5JJ2hXC1A5vX46tgzP5ilcxdyhCpChJ8IQQb+gxbA5TVl8jZ4HSxERH0q95Abat+CP+fO7C5V8uYGykcsOO2Dk4my9YId4h/EUIZw5vo3ilhmgstOYOR4gUJQmeEOKtNFotfcYspveoBbh5++HmnSn+3OYlvxP9cm27VXN+TtDetEKktJP71qOLjZbZsyJdkmfwhBDvlbtwOUbM3hv//tKp/ayf/wslKn9GeFgIF47t4szBLWaMUIi3O7xjOd5+Ocjkn8/coQiR4iTBE+mGwWDg2vmj3Lx4jHs3LhAdFYmrRwbcvP3wzZaP7HlLoNG+PowTEfECrdYajUa+VQCCnwYwZ2wvvDJlp+kXPzK+b9zkjndtWyaEuTy6f4Obl07SqNMgFEUxdzhCpDj5rSXSvJuXTrDu74lcPX8Eo8GAjZ09rm7uWFvbcOX0dU7sCyUqIhyDQY/W0hpbeydiY6OJjY4iOioCJ1cvfpq9h5N7N3DvxnmiIsOJjo4gJjICJ1dPmvcYkS4SQF1sDH/+/CWxsdF0GzyDoEf3CQy4DcCpA5uwsrEjJiYKrdbKvIEKARzZsQJFpaJklUbmDkUIs0j7v5VEuhAYcI/bV07y4PYVnjy4SdCTB4QGBxIWGkRsTAyZsmRj9NiRdOnQCLX67Y+e3rrzkLXrd3Pp8nVcXJzw9HDDy8udPr2+5evPcqKx0OLg5IJWq437sLTkypmDXDl7iN4j/8HV0zeF7zplrZzzMzcvnaTLoGnxs2xH/XWQZX8M5/TBzURFhPFDx/IMn7tPkjxhVga9niM7VpKnSAUcXTzNHY4QZiEJnki1zh7ZzsaFv3H3xgWMBj0WWktsbO1wcnElQwZvypQqRMGCefi8RW3s7D68F2oWvwx83bP1G8cbNzjOo8fP8M345i+KO3cDqFn7c4Z0LIezmzdObt5EhD3HYDCQI38pWvYclSZ6907sXc+uNXOo3LATRcvXjT/u4uHDF0NmYjAY6NXAn5DgJxzeuowK9dqaMVqR3l05e4jgpwE07jzY3KEIYTap/zePSFeCnwaw5q9xnD60mZioKHLlK8is2VP5rH7ld/bMfSwLC81bkzsAv0zeXL6wkzPnrvHr5Lncv/cA/6x50FpYsGPbOg7vWIFeF0v52q1p3evnZIkvuT26d51/fvuOrLmL0LjToLeWUalUuGfIzOP7N4iMePHG+Yd3rnLl9AHK1m4lvXsi2R3evhxrWwcKlq5u7lCEMBtJ8MQnz2AwsHvdX+xeO5fAgLs4u3rQqWtnhgzsho31p5EsFMyfnb9mjX7tmF4/hj/mrOCnH0ZwYMsSgp895vzRHajVGgZMWotvtrxmijbhoqMi+GN0DywsLOkyaNp71xKztLLhm7FLyJK72BvnVs4ZzYVju1j7z0Ta9B5D4XJ1AIiKCsfGxj7Z4hfpT1REGKcPbqZklcZYyB8TIh2TBE98sh4/uMXiqUO4eu4wKpWKUmXLs2zJDArmz/7Bay9fvUOXbt8RFhaGSqVCrVKhUqtRqVRo1GpUanX8Ma3Wgty5czJkUHecnUyXbKjVKnp0bUaPrs34Zcp8xo0eh52DC2GhQYzuVYfs+UvxzdglJmvP1IxGIwunDOLR3Wv0GjkfZzfvD16TPX+ptx4vXbUpF47tIiriBX+O6YmtgzPhocEATN94x6Rxi/Tt5P6NxERHytZkIt2ThY7FJ2nr8hn81K0yoc/uM3rsSB4FnGPdqoQld3/MWUnZMrV4FhSKa4bsOLr5Ye2UAQtbN1RaJ3SKDZGxal5EGgkOjebBoyAWLVhMjuwlOX36arLczze92rB1+0oiwkIoULoGlta2XDt3mJCgJ8nSnins3Tifo7tWU6/NN+QuXO6j6ipaoR4DJ62jfJ3P8ciQGScXLwAstJamCFWIeIe3L8cjQxay5Cpi7lCEMCvpwROfnKUzhrF73V8MGDKIAd90TPB1l6/eoUHD9jx9HED5Op/TqufIRLX7bcvCDBk2kfWrZyY25AQpkNefkWNGMHjAYHIVKkf3oX+gtXr75I/HD24xrGslIG7oMyYmCls7R4bO2I6Dk1uyxPeq21fPsHzmcPIVr0ytFl+ZpE6/HAXwy1EAgNDnTxnQuiixMdEEPw1IUO+gEB/y9NFdrp0/QoN2/WXtO5HuSYInPikrZ49m97p5/D59Mq1b1ErwdfsPnuazhq3xzuTPmAVrE5QE3bl6lu2rZnH7ymmCnwZgNBjo2vXNWbSm1KNrM/Lm8efz1t3o16IQFeu1pXyt1mi0WiLDXxAVGYG9gzOunr54+GThyYNb8VuChYUGM7JHDRyc3WnSZQi5i5RPlhjDQoOZNaoHDi4edOg/CZXKtB39YSFBTOgfN3xm7+T23mUs/prQl4sn95ItTzF8s+WlbM2WOLp4mDQekXYc3rESRVEoWaWxuUMRwuwkwROfjOfPHrNtxR9MmDQ+wcldbKyO7wb/wt9z5pC7UHm+GjEvQddFRYQxpk99LK1sqFazJrVqVaZxw8opMmmjQtnC3L55hO8G/8KSBYvYsepPABRFQVFUGAx6LCytsLSyoXLDTpSu0YIn965z/eIxdq/9ixchz5g8pA0Tlp7F1s7RpLEZDAb+mtCH0OBA+k9Yga29k0nrDwl6wuD2pdHrdajUGn6Yvu29CeSx3WswGPScPriZ0wc3s+6fieQtWinB/88i/TAYDBzesZwcBcvg4uFj7nCEMDt5Bk98Ms4e2oqllRWd2zdMUPnAwOfkyF2BBfP+od7nfRP1S9/Kxo6G7b8jOjqSFy/CaNqo6juTu59GzWDqzKUJrjsh1GoVE8f05/69EwQHXyM4+BpBQVd59uwyDx6eY9CQgdSoWZ2DWxYz9ut6XDy5l0YdBvDN2CVY2dgB0L95AfZtWmjSuDYvnsKF47tp9sWP8cOpprJ95SwGtimOXq/DJ3MuBv22DjtHl/deM/KvA3ToP4n23/xC7Za9ALh0ap9J4xJpw40Lx3j26B6lqzY1dyhCfBKkB098MmzsHdHFxqLXG15b027oT1PZv/8QkRGRhIQ85/HD+2gsLIiNjcHN05dxC3fHJz2JUatFT3z98zFn7Ff4ZCiAhdYSjYUFFhYWWGitaNu+NUMHdmXShIkAdGzXIEV6+Gysrej71ecA6KcNZ9yvc5k6eTqHti+nUOkajJi9j9njenP51D4WThnEvevnTLLG3rkjO1g3/xdKVG5E+Tqff3R9r9LpdKz4M+6ZyA79JyV4+yhnN+/XytZq+RUGnc6ksYm04fCO5Vha21KobMIf7RAiLZMET3wyipSvx9zxfVi+egctmsQtUDp/8Sam/vYb2fIUx9LGFT8vf5r3GM2jBzfxzZoX/7xvrrmWGHmLVmT84jNcPLGboMCHRIaFEhEeyvOnj/h13HimTZ6KSq1Bo7GgYpWWDP/pO5yc7AmPiCQ8PJKIiGjWr9/G5vXrOH1mzzsXRE4qtVrFoP6dGdS/M3/MWcmY0RP5rnURilVsiKOrJyHPHnNo23KMRiN5ilSkYJmaSXpm7ualE0z7qRMArXuNNvkD6hqNhsadB1O6WtMP9tq9j1ZrBe9eik+kUzFRkZzct5Ei5epg+Y6JS0KkN5LgCbO6efkUa+aO4cbF4xiNRgxGA5Zai/jzv/02E/+8Jfhm3OtDpKacYKBSqchXvMobx8vVasnNSycpW6s1QU/uM3vsV3zeqhMYjXHPy6lUL5+bUzAY9JQsWYsLF/aadC29V3Xr1JhunRoz95+19O/7HT6ZcxHy7DE6XQznjmxl/+ZFNO48mOpNuiW67v8vumxlbZdsvyCTEldqFxh1h+2P/uDo09VEGcKxUtlSwu0zqnl1w93Kz9zhpRmnD20mKjKMUtVkeFaI/5MET5jFun8msm/jAl6EPANAo7Ggd78+fN6yHtdu3KVmnU5cu3qF4KBAeg6bk6A6Q58/ZczX9cAITm7eZPLPT+NOA9+5FMmHZM9fKn7hXjsHJ36atfudZXU6HUM7lqFkqXocOrgOVxeHJLWZEB3bNqB0yYLUqNEMjVaLVmtNSHDc59EnSy50Ol2i97+10FrRosdPLJn+I3eunjX583cpadeauSydOYwcBUrRd4z5FpI+/3wXs673QG+IRU/csHKUIYwDTxZz+OkKuvpPJ59TZbPFl5Yc2rYcV8+M+OctYe5QhPhkyCQLkeJO7N/AxkWTeRHyDEVRyFW4PBaWVuzYvof6DdrTqnl7HgQEUrh8A3qPnP/W3rW3Gf9NIzQqhRq1quHsYMnh7Uv5ZWDLZL6bOBqNhkFTNqIzGMmZoyQt2/bjzt2AZGsvVw4/blw7SOVqNYgMD0VrZUPxSp8xZUhbejXIxsZFkxNdZ8kqjdFaWrN34z/JEHHyef7sMT92rcTe9f/w+N4NMmTOCcDVs4fp16IAP31RlTXzxqdoTIFRd5h1vQcxhsj45O7/9OiIMUQy63oPAqNkF4+PFRT4kCtnDlCyahOTL+kjRGomPXgixeUvUZUi5eqgtbSmWY+fsLGxp1/zApw9eYzs+UowcsQCXD19E13vs8f3mDztN9q0rA3AgSPnqF+7KTvXzKFKw06mvo03ODi5MXLuQXatmcO2FTMpVLACnhl8adqsEb2+/BxPj6Q/e/Y2FhYali74lcDAH+ndbyTbNm2IP7d+wa9cPrWPPmOWJPiXnrWtA8UrNeTo7tU07jwEW3vTLsGSXK6cOciTB7dYNG0IABOXnmXo9G38OaYnAXeuEvEihM1Lfqdmsx5JmoyTFNsf/YHeEPveMjpDLNOvdiE45qEM336EoztXYTQaKVVVtiYT4lWK0Wg0dwxphl/2AsZBk9cn6dqfe9cjqdemBYEB97C2tcfOwSnJdUwa2JKgJ3e5eml3/LFOXwxh66atTFhy+qNjTKyAe9dZ89dYrp49RGT4C+wdnSlctBidOrWgXq3yr80UNpW9B07hk8GDsLAIatZogkqtoXydNjTqODBB19+9fo6fe9ej2RfDqNIw4buIgPm+hmOiIlj4+2Bs7Z2o0azHawsh62JiuHXlJDcunqBWi54pFlPf43mJMoQl+jo1GtQqCxm+TSCj0chPX1TF3tGVfuOXfXR96f3nsEh9etTxO2E0Gt8621B68NKIsJAgDmxdypMHN1Gr1ej1eo7vWYsuNgatpRUePlnIVagcRSvUJ2PWPPG9Oif2rufo7tWEPHvM3evnsdBaUqd1H2o2656i8bt7J77H7v8e3rnKiB7VKVK+LlfOHmLJim3xs3DHjuzPqqVLuH/zIhmz5jFVuAni7etP96GzAAh68oDd6+Zx9sg2OrbrhqIo+GbORqVK5cmSJRMnT53j4vmLBDx8QERYKFpLK1q3a8svY79NVJsVyhYGoHuv4URHRQKwddl0Ht+/QZdB0z/4bF4m//xkzlGIfRvnU7lBh09iuyeDwcD5ozvIU6zyW+PXWtnQof+vb71Wo9W+9ixlSokyhCfpOj069AYds673YEi+LdKT9wG3rpzi8f0b6XICjxAfIgleKhcW+py543px8eQ+rKxtcHR2wWg0oihQulx5vvqqPcePn2fHzn0c3raUrStmoqDg4ZOZQmVqc3DrEl48fwqAolLRrmN7/pw5BgutNkWGNU3BzTsTACf3bcDZ1YMSxfJy7cY9hvz4K7u2bcXSygYnVy+zxuji4UPjzt/TuPP3GAwGzhzcwoFtS1i5Yg3RkeHYO7ni5ZudKp/VJlfh8lw+tY+//vyVoGfB/PXn6ES3N3jAFyxftAi9Pu75r4sn9vB9u5J8O3El7t7vTxrK1/mcfyZ9y7Vzh8lRoHSS7teUJvRvzK3Lp7C0tmXSiovmDidBrFS2SerB+z+9IZYdj/6kZeYRJowq7Tm8fQUWllYUKV/X3KEI8cmRBC8ViYh4wfVzR7h56ST3b10k4PYVgp4G4OzizoJFc6hTq9xbr6tWqQQD+/+brG3aepDpM/7hwOYFRIS/iD9eoUp1xv/cDycnRyaMHc7RnasY+Nu6ZL+vj6XVWjFs5k4mDmhO8LMnFCtSBYNBj7O7NzWb96R2y16f1MPXKpWKwuVqU7hc7XeWyZqrMBky5+KPkd241L8ruXNlSVQbvhk92X9wM40bd+azJg0Y0K8T1Wq24cculWjYYcB7e2iLVajP8j9HsHfjgk8iwVOrNag1Fqlqf9ESbp9x4MniNyZYJJQeHUeerZQE7z1iY6I4vncthcvUwtomeZYmEiI1kwTvE6OLieH2tdNcP3+MezfO8/jBLUKePSIi/AUGvQ61WoOtvSMeXl6Uq1CGju2bUql80US1UbtGGWrXKBP/PjZWR+iLiPilPQYP6ELJkgVo3riNSe8tOXn6ZmPcwhOEBD0hMOAubl6+OLmadtHhlFaodA2c3TPw44jJLF3w9iHI98mVw4+L57fHvz92aDUZMhZm9dyfWTtvHFUbdaFx5+/fuE5rZU3pas3Ys/5vQoMDcXB2/6j7+Fg1m3+JolKTt2hFs8aRGNW8unH46Qr0hqTvuhGtT9owb3px9sgOIsNCKSVbkwnxVpLgfQKiIsIIevKAb5rlIzL8BYpKhY2tPa5u7mTNnJl89atRrnQRKpQrgp2d6RehtbDQvLFuW/asvhiNRnrU8WP034dxdvM2ebvJwdHF47WH7FO7wmVrc2TXKpPVN3b8SG7evIednQ0jh41g+8pZKIqCtZ0DGTPnpmK9dhQuV5vytVuzc/VsDmxdQu0WX5ms/YTQxcSg0cZtV3Ht3GGm/tgRlUrN1PU3UzSOj+Fu5UdX/+lvrIOXGJZq22SILO04vH0ZTq5e5CxY5sOFhUiHJMEzo8CAOyyaOoTLp/ajKAodunahb+/2ZMxg3h4TgAze7qAoYDSyf9NC6rftZ+6Q0qVCZWqzc3XCFnpOiLat/n1WqUe35pw6c4XwiEh27DjI7t37mfVzDxxdPKnR/Ev8shdg/8aF1GzaA5VabbIY3sZgMLBm3ji2Lp8BRiP2jq64emXiztUzWFrZYGmd+pKdfE6VGZJvCzse/cmRZyuJ1odjqbbF2SIDj6NuYED/3uuj9GH0PZ5Xlk55i5CgJ1w8sZfqTb5I9q9NIVIrSfDMwGAwsOj37zmwZTGeGXyZPG0Ss2f+wcQx/c0dWjwLCw2u7p5ky1NKkjszypq7CEajkdOnr1KoUA6T1m1jbUXZUgUBqFGlFPANAY+e0rnbIFbPGU1MdBQAPetnRVFUlKj82Ttnq36snvWygKIwfNRwGjWsyo/Dp3Dj2nV+HPEjI38alWq3oHK38qNl5hGvPUsXGHWHkedrEmOI/OD1svPF2x3bvRqDQU+parL2nRDv8uk8eZ6OjOhRnSM7VzLxtwlcOr8jfmHeT0nw8xc8e/KYarL8gFmpVCrcvX1p0qwTl68m/64H3l5ubFw7i8ePzvH48QU8PNyoWq0Cv06ZyNFdqzix1/RrhIW+nMV97vwBevVoiae7Mx3bNaZ6zSpM+W06Tq5eNGz/ncnbNZf/D99qVdaoE/A3tux88Tqj0cihbcvJnLMwXr7+5g5HiE+WJHgp7Nnjezy6d51jx7bRsW0Dc4fzTgOH/IKtvWP8JvTCfL77dR1Wdk6ULlmdDl3enBSRXLRaLW3bNmPnjn08eRIIKHj4JG42b0LY2DigUqnJn7cMzs7Z8fDITYN6LZg6eRpWtk58+8uqT2oWtCn8f/i2nEdrrNQJ213j/0unpHf3bpzn4Z0r0nsnxAfIEG0K27J0Gk4ubvhl+nQnLQQ/f8GKJUuo3bKXuUMRgJ2DE0OnbeXs4W3MHNWd0leusnfnYiwskv/bt337lvz660x+nfAbRqOBJw9umTzp12i1TFx6lvAXwVha22NlZRM/ySIte3X4NiE7X8jSKXEOb1+BRqOlWIX65g5FiE+aJHgp7NTBzVSvWd3cYbyTXm+gQqWm2Du6ULf11+YOR7yiQKnq/DBjO2P71CdT5mLUqFUbX98M2NnZki1rJvLkzkoO/0wmTfzi6rcnNDQEtYWWiyf3EhT4EDdPX6KjIgh/EUy2vMXJ5J//o9qxsrFLsX1iP0UJ3fkivS+doouN4djuNRQoVR1beydzhyPEJ00SvBQU9OQBYSFBjB356Uym+K86DbryOOABw2fvM3co4i08fbIw5p+jrPl7Ivv2biA2Nhq9LpaY6Cj0Oh0Qt7e0oqiwsbMnd958LF/yO44OSU+e2ndsw5TfpuLh6cXV0/s4fWAjMTHRKIoKjUZDVGT4y91TVEwZ0o42fcammmV1PhUJ3fkivS+dcuH4bsJCg2R4VogEkAQvBV08uRetpTXu7k7mDuUNz4JCqVytBQ/v3qbnT/PYsnQaty6fxC9HAVr1HGXu8MQrtFY2NOs2lGbdhr71vE6n4/7NC5w7sp0dq/7k83b9WL96ZpLb+3FoL9asWkOmTN6sWzf/rWWu3bhH/XqtefboBoPbl6ZI+bp0+m5Kmnt2LrkkZOcLNRpKuqae3TySw6Hty3FwdidPKlr0WghzkZ++Kej5s0dYWlmZO4w3hISGkT9/RV6EhvHT7L3M+rk7B7cu5s61s9y5etbc4YlE0mg0ZM5RkPpt+9G2z3gO7t1Nz75JT9LVajXt27dg//4jXLly/a1lsmfzxdvLjcsXdjHzz2mcO7KDH7tUJCYqIsntpifVvLqhVlm8t4xaZUFVry4pFNGnJywkiPPHdlK8UkPUaumbEOJDJMFLQZZWtuj171/c1Bxq1e2AxsKSUfMOcfnUfmKiIqleuw5qjQVf/jTX3OGJj1C0Qj3yFa/Mts3bPqqetm2bYWFhwV9/Lf5g2WaNq3H27G5iosIY1K4kd6+f/6i204P3LZ2iRoNWZU1X/+nperHjY3vWoNfFpto1EYVIaZLgpTSj0dwRvGb46JlcuXiOvuOWolKpeHj7Mnq9jo1rVtFt8AwcnNzMHaL4CMtnjeDcsZ18/XWPj6rH3d2V+vVrsGjRKiIiPrxAr6eHCxfO7SJr9pz83Lse/ZoXYHD70vzyXXOiIj78rFl69N+lUxQUrNR2lPNozZB8W9L9IseHt6/AN1teMmbJbe5QhEgVJMFLQeEvnmPxCS3/cOPWAyZN+IXPOgzA++WCoWVrtQJFoX7bfhQoWc3MEYqkunv9PAPblmD3unmMHjuKnt1bfHSdnTq1IiQklJUrE7bYsZ2dDft2LuT0mT106tKRipXKcf/mBf7+9dOdZGRu/1865deiF5hW4ja/Fr1Ay8wj0nXPHcCD21e4e/0cpapK750QCSUPMqQgg16HSvXp7Jv4/dCJOLl6UqNp9/hjGfxyMH3DbfMFJT6KTqdj/qRvObJrFfkLFWXV8o24ujiYpO4yZUqQK5c/c+cupk2bZgm+zi+TNyN+7Mn9h4Fs3bwFvf7dEwmEeJvDO5ajUmsoXrmhuUMRItWQBC8FaSy0n9QzeMcOH6FA6U9vmzSRNDqdjiEdShMV8YKp0yfTukUtk9avKAodO7ZiwIARnD59nkKF8r213O59J5g7bznnzp4n7MULIiPC0cXGLeXi4uFD+yTsZ7t7/d8smRY3a9jS2pZytVrxWcdBaDTyIyyt0+t1HN25ivzFq2Dv6GrucIRINeSnYwrS63UoimLuMF4jy1ikHbN//pKoiDCuXzuMnZ3NW8vo9QZOn7vK+QvXCQh4QmDgMx48CODevfs8DQwkIjwMRVGwsrbBzs4OB0dHXFxcKFmqCN06NaVFi0b89NME5sxZyOTJo6nToCvnz57h1MntXL9xFzf3PBj0OpzdvMmYLS++OTxxdPHExt4JWztHCperm6SkzDNDFlRqDUajgejIcHas+hO9TkeLHj997KdNfOIundxLaHCgrH0nRCJJgpdCIsJCOLJjBT6+vuYOJV7e/Pm5eGK3ucMQJnBi/wZOH9pCm44dmTd/HTdv3eXq1Rs8ePCAmJgYFCAiIoLgp48xGsFCa4nGQouF1hIbWwccXb3IUbA8Ti8XKA4NfkJoUCBhocE8uXKDA3v3MGbkz3hnyIRKbcH8+ctZu34XIcFPAfDPVhSVWkOzL36kXK3WH92zFnDvOtuWz+TGxWOEBj0hJiYKw8veb5VKjcZCy9NH9wl68gAXD5/31mUwGNi0eAon9qxFr9fhkTErZWu2wtLSmgNbF3P7ymlCnz/F1s6JklWb8FmH7z4qdmFah7evwNbBmXzFq5g7FCFSFUnwUsDjB7f4uVcd7OwdWL5kmrnDQa830Lp9fw7s2Yl/3uLmDkeYwKn9G9FYaFmyYBEqlQpLaxscnN1x8fDFytoOo9GAta09Jas0JnPOwknqub1+4Sh71v9DWGgQl0/tx9XLj+9+XcuVs4fI5J+Pv3/pT6V67T76XmaP/Yrje9bj6uFJkWLFKFmiDXnzZqdwgZxERUVz9PgFTpw8x4plqxncoQyeGbNSulozKjfogNbqzZ7LWaO6c+7oDspVqoKdnS3nzp5j1ujuYAQP74yULVeKEiUKc/LEWdasmMnhHcup+lmXuO3TrG2T3OsoPl74ixDOHN5GuVot0Vh8OhPUhEgN5KdWCpj6Ywe8Mvhw4uh61GrzD4l+3uFbdm7dQqNO31O5fgdzhyNMoMvAqcnehn/eEvjnLQHAmD4NiAgLwdk9A6VNuC7Z82ePOb5nHQsWzaVOrXJvLeOXyZtmjasxZmRfjh6/wLDhv7Jp8RRW/zUOSytrLK1tsLaxx90nCxqNltOHtry3vn81Z9zP39Gm/TdsXDgJI0ZiY2JYMv0Hvh69EN9seU12nyJhTu5bjy42mlLVEj6pRwgRRxK8FPDs8X3GzZ3+SSR3W3ceZsuGdfQcNkeGPESSVajzOf9M+o7r54+SPX9Jk9WrtbZBrdbQ86vv8M3kh5e3F36ZMtKhXSPy5s76RvkSxfKyce2fABw7eZGjR89x+8597t9/yJXLVwgOekbhokUSkNzFcXVxYNO6P+PfR0RGUbdBF0b3qoOTqycqtYagJw9RFIVvxi2JT3hF8ji0fRnefjnI5P/2CT1CiHeTBC+Z6XQ6DHodZUsVMncoAJw5cwWMRv4Y1Z3YmGjsndwYt/CEucMSqUyxCg1Y/udI9m6cb9IEz8bGnqEztrNj1Swe37/J+XOXOXzgIH/OmIFvFn/GjB78zmSteJE8FC+Sx2SxANhYW7Fr23wuXLrJL5PmEBur44turRj20yTmjOvN6HmHTdqe+Nej+ze4dfkUjToN+uQmpwmRGkiCl8we3r6Moii4uzuZOxQAvu3bHp1eh4ODPdOn/kl4+Id3JRDiv7RW1pSq2pS9G/4hNDgQB2d3k9Xt6ZOF1l+Nfu3Yg9uXWTx1KJ+37oSvX1b++XsKBfNnT1B9c+YspFq1CmTKlDHJMeXNnZXZM0fGv2/RoiGDvhuS5PrEhx3ZsQJFpaJklUbmDkWIVMn8Y4Zp3J1rZ9FaWps7jNfcvn2foQOH8OTRQ7p+b/5JH5+iu9fPM/G7Zty5epYty2Zw7Zz01PxX+dqt0etiObRtWbK35ZM5F/3GL2P4n3t49PA+o8dOT/C1Hh5uREVFmzSeZo2rYdDr2L5ylknrFXEMej1HdqwkT5EKOLp4mjscIVIl6cFLRs+fPWb13DFkypLN3KG8ZumC+SgqFe4ZMpM1d1Fzh/NJunhiD9fPH2VMn/rxx7oMnErRCvXMGNWnxTtTdnIUKMW+TQuo3uSLFGnT1t6J2JhoBg/6MsHXVKhQGgcHe5PG4ehgxxdffcn0KaPYvW4eMdGRxMZEoYuJRq/X4+aVkZ7D/8bTJ4tJ200vrpw9RPDTABp3HmzuUIRItaQHL5k8fnCLH7tWwtnVlb27Fps7nNeo1RqMBgPPHt0zdyifrKIV6uHi7oOdowsFS9egUv0OZJMlZd5QoU5bnj2+z8WTe1KkvTOHt6Gx0FIgr3+CyoeGvuCzz9oTEPDY5LGM/qk302b+TtlyJVEpRoxGA/ZOzmTKko3AgLsc3LrE5G2mF4e3L8fa1oGCpaubOxQhUi3pwTMxg8HA6rlj2Ll6Ntlz52X/7qWfxOzZVz19eonMWUuTt3hVc4fyyXL39mPUvIPmDuOTV7B0DRyc3dm7cUGKtOeZMRu62BhiY3VYWHz4x5eDgz2LF/+Bi4tTssTTqlkNfH08WLtiORZaKwwG0GNBxXrtadheFkxOiqiIME4f3EzJKo2x0FqZOxwhUi1J8EwoJjqSHzqVJyT4Cd2/+pKRw3qZO6S3OnH6MiHBT2nQrr+5QxGpnMZCS5kazdmybDremXIke3tzxvbC3tE5Qcnd/40ZM5lq1SpSp07y/EGT3T8T2XPlIyjoKSHBQYQEPSEs5BmBAXfImCUXvtnykqd4ZWxsTDtMnFad3L+RmOhI2ZpMiI8kCZ4JPbp3Hf9ceTmwbwWeHi7mDuedZs5ajJOrJ44uHuYORaQB5Wq1ZsvSaYSFPDNZnY/v3WDO+N7odLH45y1Ow/bfYWPnSKOOA5k99itGjf2TwQO6fLCe6OhoRowYiK3t2/fmNQVPDxeOHloV//7E6cvMnLWYUydPc3TneXaumYMuNgY7B2dKVGlC3TZ9JNl7j8Pbl+ORIQtZchUxdyhCpGqf1thhKpcjhz/HDq3+pJK7G7cecOduwGvHDh88TOYchcwTkEhzXD0zkrdYZcJCg9HrYk1S57G9a7l7/TzRESGc3Lee/i0KMW1YJ/KXqkazbj8ycew4ho+e+cF6BgwYwfbtKfN84P8VLZSLP6YO49ih1dy6cYjAJxe4fOUIterV4cj2pfRvXoBda+amaEypxdNHd7l2/gilqjWRte+E+EiS4JmQjc2n9bzIP4s2UKxIJapU/Xebn9hYHQ/v3aFwudpmjEykNRXqtsGg13H60FaT1FejWQ+KVWxA0NMnqNRqChQuyvXzRxjQqggFXiZ5kyb8QsMmX6LXG95Zz7hxP9Cwofm/1j09XJg1dRj3753gqz69WfbHT/wxqjsGw7tjT48O71iJoiiUrNLY3KEIkepJgmdCTwKDzB1CvGUrt9O7Z1+y5SlO6PN/4/qyz0jUGguKlK//nquFSJy8RSuh1liwd8M/7ywTERZCVERYgurTaq3oPGAKExafJnfhily/do3IiDCiIsO5eu4IlRt25JtxSzi0fy9ZspVi09a3T4g5cuQko0dPSsotJZvhQ3uycOk8zh/dyQ+dyxP05IG5Q/okGAwGDu9YTo6CZXDx8DF3OEKkevIMnglFRZp2MdWPsWHjThyd3cmSqxCBD2/GH1+9bBkN2n2LRiP/9cJ0VGo1do4uXD17iEf3ruPl++8yJsf3rGX+5IFER4YDcRMzfLLkpmj5ehQtXxcnN29Uqrf/rWlj50iH/r8Ccc/lHdy+jOKVPgPAP28Jxi08ycRvm9Lzy2+5ef1A/HUHDhxFURQKFsyLk5NDMt110tWqVpozZ3dTtXpLRveqw4QlZ8wdktnduHCMZ4/uUf/zb8wdihBpgvyWNyFPT1dzhwBAwKOnrFu1kgbt+nNy/way58wJQFR0DLrYGMrWbGHmCIUpGAwGdq6ezZMHN8mQJTdZcxUhQ+ZcZkve7RxcCAsJYt+mhTTr9kN8jAumDKJo8RLMnzcRgGUrt/HPP0vZuHASK2ePAkBRqcmWuyiZshfAPYMf3r7++GTOhZ3jv8+zevpmo1HHgQBM/bED184dQa/Xo4uNpmbdBq/FEhsbi0qlwsHBnvz5Tbs/ral4e7kxZEh/vvry6yRdf3zPWs4f24WDszs+WXLjmy0vtvZOWFrZoLWyeWfSbCo3L59i99q5NO48GCfXj99t4vCO5Vha21KobC0TRCeEkATPhCwtteYOgb//XsqYcdOxd3KjSPl6XD59gDMnj7JkxTZcXR1RVCps7BzNHaZIomV/jODmxePo9bE8eXgLXWwsLm4eHN29mpioSIxGI2qNBRYWWtQaCxydPchfqjoFSlYlU7b8aLTJ9zWqVmsoVKYWh7Yvo2G7b9FaWbN95R/ExkSzYunvWL38/ujWqTHdOv37jFVYWARrN+xl0qSZnN6/jojwMGKiozAY9HH1aiywtLLBxs4RN28/XgQH8uj+Db7/4Xu8PNzwz+ZLiWJ5X4slZ05/+vYdStmyJVCr1Sa/14BHT5k+awnHj51CrdbgkzEDxYsVBODq1Rvcun2PIoXz06JZLdxdnQiPiHpj8lVEZBT9+g4kf4nEL99y8/IpZo/thXdGPyIjwtm97gWxsTFgNL5RVlEUUBSML5/3c/XMiItHRsrVakmxig0TlQiePrSVtfPGU6LyZ6yZNw6A0tWafXSCFxMVycl9GylSrg6WVsk341mI9EQSvDTin3+WERsbS8OGdfj668G4Z8jMuL4N6fDtJAxGA998PYBcefPh5ulr7lBFEs0Y0ZXzR3dSpEQpNBo1nzWsTr+v2+PoYBdfJuDRU/YeOMXDgCeEPA/l+PHTHNi8gK3LpmM0GrDQWtK2z3iKV2qYLDFWqPM5J/au4/jedZSp0RyDPi5JO3j4LFUqFnvrNXZ2NrRuUYvWLV7vudHrDVy7cY9z569x6coNbty4zZXLV3Gwt2bOpmVvJHWv8vLyYODA3qjVap49C8LV9cMz22Njdfz51yru3H1IpYolqFWt9BtlLl2+RbOW3Xlw5ybWtva4eWUC4Py5C6xcugwUsLSywdbeiX27djF21M/x1+bIU4C1q2bh6eHC8NEzmTF1BhaW1nT9fsYHY3vVzcunmPhtE3LlK8ShfW/fBzgqOoYXoRGEhoXzIiSc5y9e8FXPgYSFvaBChTJcvHiZeb/0Z+74vji7eTH677fvtTy6Vx3u3bhABr8cWNs6cuPiMQCunz9K8x7D8c9TDN9s7/5/SKjThzYTFRlGqWpNP7ouIUQcSfDSiFq1qhAeHo6lpRb/nHmIjIoiWgVzx39N9abduXb2MCePHuKrEX+bO1SRRGcObePPudNp8tm7e3y8vdxo0eTt2zvFxur4qu8o5oz/ml1r5tK021CT70WcPX8pvHz92bdxAWVqNKdGsx5cPLGbJo1aY2llTdnyFfn9tx/w9nJ749r7DwM5fuICTwKD8PZyp2rl4uTK4UeuHH5AtUTFoSgKhQrl48KFKwwfPoElS2a9tVxsrI6uPX7gyOEjPH54H7VGg5WNHTOnTqVBoybM+WMUBoOBsxeus237QSaMGY+3X3aGTNuCT+ZcH4xDp9OhUqkIuHuVSYNaUbtuOzp3bcekCRMpV7s1Tbv9kOghdbVKjUGvp1275u8sY2Wpxcpdi7u7U/yx82e3vVZGrzdw7tx1KleuS0TEi7euzefhk4V7Ny7w8M5V1Oq4OL8a/jd5i1VMVMxvc/74Lo7tWkOzL4ZxaNtyXD0z4p+3xEfXK4SIIwleGrBgwXKqVClP5sxxvQnHDq8B4PTpq1SuXJfseYtTqloTNBaW5C368T+YhXk4uXrSvVtvBgxwxcPTi4kThlK6RP4EX29hoWHm7z/StnVDvuo9mPH9m6DRaMnkn4/S1ZtRqlqzj35+T1EUytdpw7KZw7h7/RyZ/PPzzbhlxERFsH3Vn+zbOJ+8ecrQrlMnJk0YiF5voHnrPuzZuR29Lha1WoNaY4FOF4NBr8fW3pFMflkoXKQgtWpWxD9rRu7cf8TuPUdZt2YDjx/ew2g0xn1gjB+idHR246cRg2ndvCZ//TXlnfEOHDqJ9atXUaxiA5p8MZx8xSoDcOrgZuaO6427+0qMRgOKomChtaJ09WZ83ntMgj8f//98+mTORd8xSxjdqw5DBgymfO3WtP5qdJI+x345ClC6ejPGjJ5Ij67NPnzBOzx99pyOXb5BURTCQ4M5f2Q7NvZO5CpQNn4ov8vAqXQZODXJbbzLoLYleP4sbn/gEpU/48qZA9Ru1TvZnxsUIj2RBC8NCA198dbnjJ6/eIGiqDAYDBzatgxn9wxmiE6YytCZ2zm+ew0Pb1/l8ql9NG7Ulru3jydq2y6AcmUKcfr4BqKiY5g1ZyWLFq1kweSBHN6+nP4TVnx0nKWqNmb1X2PYu2E+bb4eC4DWyoY6rXpTp1VvDm5dyj9TBnL27AUiIyO5ee0qzbsPo1yt1q/9gg8MuMfh7Uu5fuEYG9ZvYvH8+RgMBlQqFda29vhlL0jDjoOxsXfEwsIKC0srLLTW6HTRbFg4ib69vmHJ4gr8OORLSpZ8+64IDx8E4OKZMX6m7v8VLlOL/EvPc+PScXyy5MHOwemjPy8Z/HIw5p+j3L56mnzFq3xUXW5emTDodUm+PiwsgiJFq2NlbU+fsUv5oVP5+HOKSsW09bc+Kr4PyZq7KOeP7SJzrsLcu3EBo9FIqaqyNZkQpiQJXioWGRnFhQuX6dGj41vPjxs/AzcvXx7fj1smJUuuwikZnjAxGxt7KtRpA8QN/X3bsiDZc5Zn/IQRNGucuCFMiBvG69WjJb16tOTO3QAKF67E9pWzqNa468fFaedI8YoNOLZ7DU26DMba9vVlSsrUaI5fjgKM+bo+utgYvp248q1Dxe7evtRv2y9JMXQZ8DtXarXmt8Gf07HzTQ4dXPvas4oAwc9fsGPrVsrVavXWOjRaLTkLlklS++9i5+jy0ckdwMM7V3B2fX2YOyQ0jDv3HuHj7UFERCQ2Nta4ury5RMzufSfo0L4nKpWan2bvJSoijOz5SqLTxeCdKQelqib/IsN2ji7EREdy9cxBQp49xj9vCdy9/ZK9XSHSE0nwUpHVqzeRI0c2Hj9+wvnzl6lUqSzLlq2lWLFCb5TV6w0cPbifFl+OYOnMYQC06pm0ISHx6dFoNAydtpXF04byRZeeZM+6jkKFcryz/LOgUFxdHKhWuwMnDsetF/d1v28YOugL1GoVfpm86fLFF8yZNZYqn3X+6KGyCnXacnDrUo7sXEml+h3eOO+TORcj5x7g2ZMHZE2mPzxyFizDkKlb+OW7ZtRt0Jn9u5e8dr56zc+xsXOg6cslXVITRxcvTuxdj6trLjQWFtjZOxL8LBCj0Qj8O5PWxtYeI2Bn70BsbAxhoSHoYmPIWaAM3YbMQKPRYOfgxDfjlqZo/C16jMDO0ZWgxw84vGM51Zt0S9H2hUgPJMFLRuHhEej1ehwc7AkKCsbe3g5FUQgNfYGLizPh4REYjUbs7GzR6fTodHFDLmFh4Tg5ORIeHoGiKNjYWPP8eQhqtQqdLpa8eXPh4uJM/vy5GTv27b+cxv/6F4pKTdmaLVky/QcKlallkmEm8elw8fDhy2FzGN+vMdWqNcTD2wetVotKrcbPz49eX3WgfJlCFCxci4AHd/DPlZcbVy5Sv20/ju1ew9TJv/P7pMnYOTgRGxtDVEQ4KrWaiBfPX1t/Lin8chTAL3sB9m6YT8V67d+6r6ijiweOLh4f1c6HZPDLQdOuP7Dw90GvHf/+x8ncun6VYbP2pMrnvpp1G0q52q0IDw3i4Z2rPL5/C/98xSlc5t+ZyA9uX+bs4biJFc+fPUJraU0m//zkLFQWB6c3J7mkJJVKRf0237Dw98FYWFpRpHxds8YjRFokCV4yCAoK5u7dB5w+fZ4HDwIYPLgv3br1Y+jQfjg7O9KhQ2927lzJ3LmLiI3V0bfvF9y8eZvbt+8RHR3DgAHDWb9+AVOm/ImLixPdurWjTp3WDB8+AG9vL9zdXfHweP8P6I0bt5E5R0FUKhW/r72eQncuzKHv2KXs27SAu1fPEBsbjS42hkuXr9OkUWv8svgT+CSAzzoO4sKxnbTrO5FS1ZpQp1VvDAYDx3avIeDuNaxt7PDJmps8RSqaLOEpX+dz5v82gOsXjpE9n/lmR2bInJPYmBi69RzG5F++JyQkjJm/T6NRp0G4e6feZYO8X+4W8q6Zpz6ZcyVopu+HBNy7zvSfOhMa9ISsuYti6+BM065DPzo5j42J4vjetRQuUwvrt8zgFUJ8HEnwksHduw9YuXIDw4cPiD+2fPmc+Nc7d64E4KuvOscfy5EjG/7+WQBYv34BAAMH9o4/f/DghkTFcP3qFSrWa5/44EWqo9FoqFz/zf/r88d2MmN4V/KVqELNZt2p2az7a+dVKhUlqzRKtriKVWzAij9HsXfDP2ZN8DL556NGs+6sXTmPndt34uHhiaOrx0c/a5he3L12jsCHtwG4dGofAMUrNaRAycQ/9/mqs0d2EBkWSqmqiVv7buaoL7h65hB1WvWmaqMuHxWDEGmZJHjJoFChfBQqlM/k9Y4Y8Qtt2jQhS5b3P4x8+vRVIsNfUP0/v9BF+pKveBV+WXYOlcY8O6xYWtlQqmoT9m6cT+jzp2YdFmzUcSA1m/VgSMdyXL5wlkGT15stltTm/38EREeEYWVrR5GydU2yI8rh7ctwcvVK9ESWkKePiQgLYf2CSZLgCfEeqe/hk1Tg/PnLTJs21+T1lilTHEfHD2+cniVrBiy0lqye/e+kCoPBQM/6Wdmx6k+TxyU+XVorG7PtTQtQvk5r9LpYDm17+44LKcnGzpEJS87w+7obJtl9IT0pWaURFeq1pUTlRiZJ7kKCnnDxxF5KVmmMKpFbyTXuMgRFpcbWXrZcFOJ9pAcvGTg5OZIrl7/J661cuWyCno9ydLBDq7WMn7QBMPn71hj0ekKCnpg8LiHexTtTDrLnL8W+TQuo3uQLs09oMHf7Is6x3asxGPSUqha39l1gwB0srW0T1Mvrn7cY09bfTO4QhUj15KddMsiY0ZsqVcp/uGAi5c9fgYcPH32w3MIlm4mMCKdlzxEAPH/2mCtnD2Hn4ELjzt+bPC4h3qdCnTY8e3SPiyf2mDsU8QkwGo0c2raczDkL4+Xrz/Nnj/mhcwUGtC7G2SPbzR2eEGmGJHgmFBERyZ49B9m8eSft2vU0ef3nz+/D29vzg+XWbdiOm5cvWq0VALcunQSg//jlJo9JiA8pVKYm9k5u7Nu0wNyhiE/AvRvneXjnSnzvnY2tPc5u3oCR6T915v7Ni+YNUIg0QhI8E9Lr9YSFhVO9ekX+/PPXD1+QSMuWrX25kOn7hb0Iw9LaNv594XK1GfXXQTx9s5k8JiE+RGOhpUyNFpw7uoOgJw/MHY4ws8PbV6DRaClWoT4Q95zo6L8PM2DSWkBhTJ/6nNj/7lUDoiLCWDztB+5eP59CEQuROkmCZ0JPnjylbt3qqNVqtCZ4EPlVBoOB7dv3vnXB2P/y8PQgIizktWMuHj4mjUeIxChfuxUYjezfvMjcoQgz0sXGcGz3GgqUqo6tvdNr5zLnKEiZGs3R63TvnZQzunddDmxZxM+967F95axkjliI1EsSPBPKkiUTOp2O2NhYk9etUqn444+JCUrwihTKS1hIkMljECKpXD19yVusEge2LEavM/33h0gdLhzfTVhoUPzw7H816/YDjTsPptOAKe+sI+LF85czw408uieLuAvxLpLgmZBKpWLKlNn8/vucDxdOpKCgYLp1S9jG67lzZyMmJsrkMQjxMSrUaUtocCBnDm81dyipTmDUHRbdHkzf43npcTQzfY/nZdHtwQRG3TF3aIlyaPtyHJzdyVO04lvPW9nYUb1JN2zes7PF0OnbyJq7OCWrNKbN12OTK1QhUj1ZJsXEevfuQmysjuvXb3H8+BlatvzMJPVaW1vTpk3CVnw/duIcllY2JmlXCFPJW6wSLu4+7N0wnyLlZO/RhDr/fBezrvdAb4hFT9zSR1GGMA48Wczhpyvo6j+dfE6VzRzlh4WFBHH+2E4q1W+PWp3wXz0RES/QqNRoX/5Mc3TxoNfIv5MrTCHSDOnBMzG1Wo2VlSV6vR6t1gKAx48DP7peCwsNRYoUSFDZUyfP4ejs/tFtCmFKKrWacrVbceXMQR7dv2HucFKFwKg7zLregxhDZHxy9396dMQYIpl1vUeq6Mk7tmcNel0spaolbmuyYV0q8XXj3BgMhmSKTIi0SRK8ZJIzpz+NG9flyZOntGr1BTExMR9V3/nzl2ndOmFbj12/dh13nywf1Z4QyaFMjRao1Br2b5QlUxJi+6M/0Bve/8yi3hDLjkef/g41h7YvxzdbXjJmyZ2o62KiIgDQyWMnQiSKJHjJzMPDjR07Vnz0rNpChfKxdu0/HywX/PwFt29eJ1fBsh/VnhDJwdHFg8JlanFo+3JiouUX9occfbr6jZ67/9Kj48izlSkUUdI8uH2Fe9fPU6pq4nrvAIZO30r7b36JH6IVQiSMJHgpIDw8gkaN2n/UEMPt23fZunX3B8t91uQLbO2dqNywU5LbSqxLp/bzTdN8rP17Qoq1KVKvCnXbEBEWwol9680dyicvyhCeoHLR+oSVM5fDO5ajUmsoXrlhoq919fR956xbgIB71xn3TSPOHt72MSEKkeZIgpcC7OxsGTSoDyqVil9/nUlAwONE1/HiRRgPHgS8t0ynL4Zw/vRJevw42+R7boaFBDF7bC961PGjRx0/ls4YFn9u8uDPiYx4gYOLh0nbFGlT9vyl8PLNxt4N880dyifPSmX74UKApTph5cxBr9dxdOcq8hevgr2jq8nrnzehL3evn+OPUd1f239biPROErwUUqJEYQDy5ctFWFji/9rOnz8PHTu2euf5jZv3s2rZUroOnkHmHAWTHOfbrJk3nm9bFeb4nrUA2Ng5Uaxi/fjzZWq04Iuhs6hUr51J2xVpk6IolK/dhttXTnHvhuxG8D4l3D5D/YHFDtRoKOnaOIUiSrxLJ/cSGhz43l64xFr79wT6NMnD5MFtUKkt8PL2QWtlxeD2pbh27rDJ2hEiNZMEL4UVKJAHf//ET4BYu3Yz06bNfeP40eMXyJajPJ+36kixCvUpVLqGKcJ8zcmX2wY17TqUqetvMXHpGbLmLhp/vm2fccnSrki7SlZtgoWlFXtlssV7VfPqhlpl8d4yapUFVb26pFBEiXd4+wpsHZzJV7yKyercu3E+2XPkJODOJW5dPoGtvT2fNW7Mi+dP+WVACy6d2m+ytoRIrSTBS0FGo5Fq1ZoSHZ34GbUlShShdu3Xf0AGP39BgwatsXNyZ9jMnXR+z+rvH+OnWbuZvvEOVRt1MfnQr0ifbO0dKVahPsd2rSYy4oW5w/lkuVv50dV/OlqV9Rs9eWo0aFXWdPWfjruVn5kifL/wFyGcObyN4hUboLEw3faN9g7/Y++uw6Ja3gCOf88u3SIhKmIgdnd3d3dfu7u7u7u7u7u7sLFbRKUbdvf8/kC515+FuHAA5/M890H3zJl5l4vwMmfmHVucUqVk2vRxSJLEuzdv2L/vIE5pMuKWswjO6bPqbSxBSKxEoWM9+vjxE/7+AQQGBnPy5DlatGjAkSOnsLW1IX/+3MyevYTLlw9hYmL8232bmBhjZmb61WulyjbExNSC/tN3fT66RxASj5LVWnDx6FYuH99B6RqtlA4nwcpuU4Zh2Q9z/P0yLnvvIFwbjLHanELJ61IuxT8JNrkDuHF2H5rIcAqXb6DXfpM7peH502ekTOkASEzd5K7X/gUhKRBZgR7JctQs3Zf/vt/m+6//yurVmzE1NaFDh6h1bl17juPd65eMXXEWAwMDNBqNIkneqyd3mdijGpKkwtzKhgxZ81O1SU/SuGb/pq2312v2rp1BUKAvpWu0Inv+hF99X4g7ad1ykcY1B2cPrKdU9ZYxOmf5b2Vv4kLjtGNpnHas0qH8lovHtuLk4vbd7wd/In+JGqyZ2Y9+/cai/s/3vcXjOmJmYUWLXlP1Op4gJEYxzggkSbIBCgAF//PR6fPl07Isl/7F/WmB5zEcLib9NQf6AZkBb2ArMFKWZf8ftF8F/HeaoK4syzt/McYLwAW4LMty4V8F7eBgh42NNTY21rRs2RCAihX/fRu9enX8VRc/1LNnBw4ePM7z5y9JkyY1u3bsJEveElhaJUej0dC9ZgZs7VPRb/p2ktk5fXP/u5ePOHdwAy8f3yY40Jd8JWtQo3mfWMfz8PYlzh5Yy7MHNwAoW6kyLmlSc3D/YSb2qIapuRUpXTIRER5CeFgIEWEh+Hl/ILlDCszNzVkwsi1qAwPSZspNrVb9MbeyJbl9SlHr6i9Tomoz1s8ZxNP713DNVkDpcAQ9ev/mKc89blKn7WC9J++Fy9fj6qldeL19Rrcxq4GoXzbdLxwCoEiFRrhmy6/XMQUhsfmdKZ+bQNo4iuO3SJI0Ahj9n5dSAj2BMpIkFZNlOSgG3YyRJGm3LMuJ5vybT598CAoKISIikrRpnXlw/Qy96melUsMumFnY4PPxLUNbFaVktRY07DQKlUqFTqdjy6JRnN6/hmS29rikS0da50wc3DiH968e4+/zAW+v1xiZmJE6XRYy5SxKziIVsUnuyKsnd3l67yoREeFEhEdVk0+ZNhPHty/l+SN3UqZOS6HCBRgxpCtZMkdtHJk+uT/ePgFMmLKE61dvYOHgiI21NclsbahTqyJlS0V9042M1LBo2TZWr9rAjAENo2c21QaGOKRMS6s+M3Bxi9nRbELiVaB0LXYsn8CZ/WtFgpfEXD6+HUmlolDZOnHSf/dxXxd+T5HGlZRpM2FkZEKajPqdMRSExOh3Erz//grmBVwFqsdy3GHA7p9c/2EdEUmSsgEjgTBgPHAMSAOMAXICw4GBMYghO9AY2BCzkJXXosW/61jOn90FQP/B01mzcjER4WEsWb6Qd54fGD9mApdPbKd0jdacP7SR0OAAZs2dQatm//7v2rD5EIMGjiC1swvValThw4dPPLh3n3vXTrJxwTD4/Bu3iak5arUatVqNLMuEBAfhkCIlh4/spGD+bN+NM7mtFdMn9fvpezE0NKB758Z079yYQcNns3r5StQGBvTu24Pt2/cxuXctGnQaRRmxNitJMzYxo1C5upw7sIHAjt5xUidNiH86rZbLx3eQNW9JrG0d42VMIyMThi84Ei9jCUJi8DsJ3jyiHrFelWX5FYAkSbFbUAZvZVmObQGs+kTt/h0gy/KXbaOXJEk6DzwCGvLrBO8TYAeMkiRpsyzL2ljGoripE/syaVxv3nl+xDl11DfSOjVLUbJkHU7vW41zmrScPH4KM1OTr+5r2qgyTRtV/m6fIaFh3L33lHx5sqBWx/2u2UljezJpbM/ov/ft2ZIRY+czb+ZInty5RLtB88Xu3SSsRJVmnNqziotHtlKxQczOWxYStoe3L+L7yZO67YbGy3hXT+3GKU1GUovds4IQLcY/NWVZnibL8vYvyZ2CUn3+ePK/L8qy/Bbw+M/1n5n8+WNGvl6Xlyip1SqcUzvi7x/IypUbSeOciufPLvPuzQ0uX9jxTXL3K2amJhTMny1ekrsfGTO8K5u2reHOleOM/KcUQQF+isUixK2ULm5kzF6IswfX/9FxfkLCcenYNkzNrchVpEKcj6XT6VgxpQfju1VhSKsiRESIM44FARJnHbwPnz+W+u+LkiSlADIBPz/PK8oS4EuiOkKSJP0VaFKILMtIEnh7+6DT6RL9jkT/gCBaNutIZEQ4n96/on/jXDy5d03psIQ4UqJacz69f4XHzbNKhyL8obCQINwvHCJfyeoYGv3eL5exGy+qjuKBwzsIDfZn9yqxg1YQIHEmeF/W7k2VJGmwJEmFJUmqDxwHzInaTfsrEcCXegMuQMItAx8Djx49pVmzzlhaWtCvX9ck8TgzJCSM8LAQzCysUKnVAEzvX48n964Q4PdJ4egEfctdtBIW1snF+bRJwI1zB4gID6VI+frxMp6ZhTVOzq707TeWzFmz8+KRe7yMKwgJnVKZQHdJkh5LkhQmSVKAJEkekiQtlySp+K9ulGX5KlHrAU2BCcBFopK6rMBdojZbxMQq4MnnPw+VJCnuf9XUs8jISJ4+fYGrazpGjx6Q6Gft/ssphR0du3WjQuVKpEqTDkmlonSN1kzv34CBTfMxvG0J3r18pHSYgp4YGhpTrGIjbl85hs/Hd0qHI/yBS8e24ZAyHeky5423Mas27cmjB3dB1iHrEu2SakHQK6USvLyAK2AMWBL1aLUtcFaSpM2SJFn+4v4eQFfgPhAJvAfmAiVkWQ6ISQCyLGv4t9RKSqDL774JpV27dovZs5egUqnImDG90uHo3aSxPVm1dAK3bxykWMkynNm/FkmK+pL99P4VYztXYPG4DgpHKehL8SpNQJY5f2ij0qEIsfTp/Sse371M4fL14vUXztxFKqPVRHL75g3SZc736xsE4S8Q30cf+AG7gFPAYyAEcARKAx0AW6J2wdpKklTlcxL2DTmqaNqCz//9iQ3AYKJm/wZJkrQkhjX0FHX+/GWeP39F8+YNKFz47/hmtmPLPGrV60yOnFnJkT0zc+cuZdjQ3rRs1o53Lx+R0sVN6RCFP2SXIg1Z85Xi/OFNVG3SA7WBodIhCb/p0vEdSJJEobJ143VcAyMjqjTujqGRMZUado3XsQUhoYrPBO8dkEqW5ZDvXDssSdIc4BBRtezKAx2B+XEZkCzLus9Fk7cB9kTNDE6IyzH/xPbt+yhfviR2dskxMoraF5KUHsv+jKGhAQf2LI3+e/PGVQBwSe/KrMFN6DFurSiRkASUrNaChaPbcevSUfIWr6p0OMJv0Ol0XDq+DbdcRbF1iEkxA/2q2fLntTcF4W8Tb49oZVmO+EFy9+W6J1CPqEeuEJVsxYcdwI3Pf+4nSZJ1PI37296+9eTTJx8yZXKlQIE8SoejGA+Px3h5feTevYeksLfCzt6O8d2q4PspJhuohYQse/4yJLNPyZkDYrNFYvP03lW837+mSLn42VwhCMLPSV+OiIrVzf8WOv7l2bG/0ecBoMrnv6b8nPjpo99V/FvzzlSW5bD/XKsG7Pv813GyLA///PoLfuMsWmfnVLKdnW2s4nv48AmZMrn+8HpUGZS/Y7buR8LDIzA2NsLT0wtLSwsiIrW8e+eJVqNFpVaTKm1mpUP8q71//YQUzj/+Go4pf58P+Pt44eTihqGhsR4iE+KD94c3hAT6kzp9lui1skoIDQkkNDgAKxt7DAx/rwKWvr6GBSG+vHpy57osy989eDm+1+DFxD3+TfBSE7O6dn9EluX9kiRdBIoAPSVJmi3L8m/X4rCzs+XkyZ2xiqFMmTo/vffAgeMcPnyC2bPHx6r/hOTOnQdYW1uRJs2vH+MEBQXj5fWR9OldqFmzBfPnT46+L1XqvGgioyZ8x6+6jLWtQ5zGLfzcxB7VGTxn368b/oK/zweGtCpC1rwlqd9+uB4iE+JaRFgoA5vlp3C5erTsM03RWLpUS4u5pTXvXj2ibK12NOgQ868hfX0NC0J86VzV5YfXEmLBtNhPKf6ZL98FLInZWbbxqly54owZk+DCipULF67w+PEzzp27zO7dB7+6dvbsJfz8/Dl48Dh37jzg5s07LFu2DkmS2LNn7VdJYfFSpQFwTJ1BJHdJiLWtA7mLVOLi0a1EhItTCRID94uHCAsNonAF5R/PGpuYU7l6NebMn8mJXctYMSW+VvsIQsKSEBO8/55gH28FsWRZPk7U7l6Arp9PxkgwjI2NuXLlJj4+vkqHEms+Pr5s2rSLjh1bUa5cCWxsrEme3BaNRsOYMdOBqKLN167dQq1WExQUTIkShZk4cRjw7YaSzetn0LFrFwJF4eMkp2S15oQE+XPj3H6lQxFi4OLRbSR3TI1rtoJKh0K1Zr3YsWkTT5++okK1Wlw7vReN5rsFGQQhSUtQCZ4kSRmAL4cXPv18vmx8Gvb5oykQP6dk/4bTpy8QERH564YJlImJCQ8e/FucOHv2zBQvXoiwsHBSpIiagWvXrhnly5ekYsXSFCny3WUFX+naqSkhQf7idIskxi1nERxTZ+DM/rVKhyL8gs/Hdzy8dZ5C5eoliFN0ytdtT/qs+Zg9fQbOqVNgYGjEka1/WlFLEBKfePvXKElSHeknuwQkSXICtgNfil/FaYmU75Fl+TxRpVogqi5fsviO4f/5+wcwbdoC7t17yLhxg6MTocRm/PiZeHg8ZvToAd9cs7Awp0OHFrHq1zm1I6bmlpw9sP5PQxQSEEmSKFG1Gc89bvL66T2lwxF+4sqJnciyTOFy9ZQOJZqdozMAB/YdIjIijGun9ygckSDEvxgneJIk5ZYkqfV///vP5RT/f+07jzh3AE8kSZoqSVKDz2fI5pYkqaIkSROJOmYs1+e2Z1AgwfvsyyyeEWClUAwcP36W4OAQLl26zp49h7hy5QZhYeEcOHCMP9n5rJTy5UuRIUPaOOk7W46c3Lp4OE76FpRTuFx9DI2MRfKegMmyzKXj23HNVhB7px8v9o5vDTqPpkiFBqTLWggTM0tcsyv/6FgQ4tvv7KKtDYz8wbVMwMr/e60MUUeI/Vd64FfVKDcDHWRZjviN2PRGluXrkiTtIur9Kubp0+cYGhpQqVIZChfOh06nw8jIkN27D1GhQikMDRNPlf9Nm3bi5OSItXXc5Ms5c2Vn84bNcdK3oBxzS2vyl6zJlZM7qdNuMKZmvzrBUIhvzx/exOvNUyrUS1hHBpqZWdKyd9Ru3pa9pyocjSAoIz4XTNQg6pSI48AToo4t0wC+gDtRx44VlGW5cUzPk41DwwGdUoO/fPmaTJlcKVmyCADW1lYkS2aDSqVi8eJphISEMXz4JHQ6xUKMkYCAQLRaLfny5cLU1DROxtBqdWzbvJWM2QvFSf+CskpWa054WAhXTsSu/JAQty4d246hsQl5S1RTOhRBEP5PjGfwZFkeBYyK7UCyLO/j32LC8U6W5dZA6xi2vQuo4zKenwkKCuH+/YeUKlX0u9fVahU5c2ZFpVIREBCIlVXCnNmYOnU+2bJlonHjOnE2Rq/+kwgJCqRV3xlxNoagHBe3XDi7ZufsgfWUrNbiry/2nZBERoRx7cwecheplGBnVzURERgY/V6xY0FIKpTf8iREe/HiFcOHTyJbtkx07tzmh+0sLMxp0KAm/v6BVKzYgKCgYMLCwuMx0ii3bt1j584D37x+58593r71ZPjwPjRsWCvOxt+9/zTrV62iUZexmJhZxNk4gnIkSaJk1ea8feHBs/vXlA5H+I/bl48TGhRAkfINlA7luwL8PtGjjhu964kzqoW/U0I8ySLRevzkJQuXbsXMzBSNRotWq0WWZTRaLQBlSxYgS+Z039x35sxF/P0DsLKypGLF0jEez9raknPn9mFgYEC7dr1o0KAmlSuXRafTMW3afLp3b09YWBiGhoZYWJjr621Gs7AwR6WS8PcPJDIyAju75ABcvnyT1KmdqFy5rN7H/EKr1dG2VUcKl69P8cpN4mwcQXkFStdi+7LxnDmwjgzZCigdjvDZpWNbsUmegky5vv+kQWnT+9fHzMKK4CClV/wIgjJEgqdHERERjBw+JuosDgkkoh4nSZKELMsMCw/F0MiYMhUqMmvaEJxS2AFRiZJarcbWNhklSvzyyNuvGBhE/S9csmQ6Go2GS5euU7hwPhwc7AkNDWXWrCXkzZuTwoXz0a3bIDZsWITRHz6yuHr1Jlu37mXKlBFkyJCWPXsOcfWqOx07tmLDhm0MGND9j/qPieWrdyFJquiF1ELSZWxiRuFydTl3cCMNOozEwjp25z0L+uPv84H7189QoV5HVGrFVrP80N2rJ/j47iULl86jc4e4/34kCAmRSPD0yCmN20/PMdRERHBy7yqO71xK1qxFccucnQrli9KnV7s/nmFTq9WcO3eZCxeuUrhwPlq3bgzAyJFRm5Y1Gg1TpozE3z8QOzvb31rLtGfPIYoXL4SxsTHv338ge/YsX22aqFmzMjVqVEKn0+HoGD91+tas2Uwa1+zxMpagvBJVm3Nq72ouHN1CxfqdlA7nr3f11C50Oi2Fyyec2nf/FRzoj0ql4s4dj+hfggXhbyPW4MUjAyMjKtTrwKR1V+k7ZQvhWhXz5y4mT75KeH3w/uP+S5UqyuDBPb96Ta1Wo1arMTY2Jn16F1q27Mbjx89i1F9oaBiyLHPr1n00Gi1v33oybtwMTE1NyJ4981dtJUlCrVbTqlWjP34fMfHowT2KVGgYL2MJykvp4oZrtoKcO7ghwe8eT+pkWebi0W2kzZSHFM6uSofzXXmKVsLGLgXzZ88hX4nqSocjCIoQv9ooxDVbQQbN2kOQvw/blo7l8okdFC3ZkCMHVmFhYRZn4x44sCHGbdes2cz79x+jZwEdHOxYuXJOXIUWY/4BQURGhJNPlGb4q5Ss1pwVU3rg4X6OrHlLKh3OX+v107u8e/mQxl3HKR3KDxmZmDFu5XnuXj1B5jzia0X4O4kET2EW1ra07jeTV0/u8PrlC1zS5iO5vSMZMriSL38uChTISfEieUhu++dFgm/cuM2jR09jXLbkn3+ao06A62sOHL6A2sAQMwtrpUMR4lHuYpWxsE7Omf3rRIKnoEvHtmNgYET+kjWUDuWXsheIu41egpDQiUe0CYShkQkT112jTb+ZZMpdknde3qxasYZ2rTrhmiEfye0yU61WB16/8Yr1GKampjg62se4fWSkhs2bd8d6vLhy6vRFrGzslA5DiGeGhsYUrdiQ25eP4vvJU+lw/kqayAiuntpNzsLlMbe0UTocQRB+QszgJSAGBgbkL1WT/KVqfvW6RqPhxtm97F41lZw5S5ArT34Wzh//3ZIrPxIUFELRotVIltwelVpNWGgIRYoXZ9PaGajV38/z1WoVly5do2HDmgmqwOydW3exT5lW6TAEBRSv3JSj2xZx/tAmqjfvrXQ4f527V08SFOBD4fL1lQ7lh45sW8SbZ/dpO0D55SSCoCQxg5cIGBgYULBMHcavvkCPsWt5/8GbokUqkSd/NYaMnEPa9IVJnSY/02evQav9/gJ0rU4HyKRxy03mPKUoVrkpxw7u553nxx+Ou3TpOnr37pSgkjuAjx8+4Jg6vdJhCAqwd0pDlrwlOXd4I1pNpNLh/HUuHd+OVTJ7suYrpXQo37Vx/lB2r5rC1VO78Xr99I/62rt2Op2rurBmZn89RScI8UskeIlMlrwlGLXkJINm7cHEypGVy1bh7+tNcKA/40aNxc4uE9lzV6JZq/7MXbiJmfPWM2j4bHLlroCldXL+GbyQ5j0nU6vVAAwMjRg/efE3Y8iyDICjoz2GhglvktfWLjneXm+VDkNQSMlqLfD39uL25WNKh/JXCfL34e7VExQoXQu1OuF9XwB4cOMsmbLlAMDI9M82q3m9e465hRWXjm1lx/IJ+ghPEOJVwvxXKvySi1tOeo5fB4DPh7ec3LMS94tHKFuzDU/uX+Xq1RscO3wYlUqFgaERKZwz0nX0yuiaUCqVitqtB7Jl+Xgyuqalb8+W0X1v3ryLu3c9GDdusCLv7VfSpUuL+617SochKCRHgbIks0/J2QPryVOsitLh/DWunt6NVhOZoB/P1mjRlxVTeuCSMSfJ7Jz+qC9rG3s0Gg2Fi5fk6PbFlKnV5o/7FIT4JBK8JMDWIRX1/hlGvX+GAVCm1o/PsQW4dnoPmxaMoGS15hQqU4cJYybQo0sT1Go1z5+/olGj2pQr5xMfocdK9uxZOHPqtNJhCApRqdUUr9yEvWun8+HtcxxSxXwtqhB7F49twzlDNlKny6J0KD9UoHQtCpTWz/nXtdoM5OGtC1w8e5qS1VqI5E5IdMQj2r9MgN8nlk/pQXrXDBzcPI/nHjeRZZnDh0+i1Wpp3bo7kZGR2NsnVzrUHypcOBdhoUFKhyEoqFilRqjUBpw9uF7pUP4Kb1885PWTuxQul3Bn7/TNyMiEYQsOs/DAS5ok4Jp/gvAjIsH7y6hUBkiAoZERU2dMQdZG0Hdgf6pXr4ihoSFnz+7947Nq45qJkVHUeb/CX8va1pHcRSpy8ehWIiPClA4nybt0fBsqtQEFyuhndkwQhLgnEry/jIWVDQNm7sbj3j2GDx3F0mUzGDrwH6XD+i1Pn7/BwNBQ6TAEhZWo2pzgQD9unD2gdChJmlar4cqJnWQvUAZL64Q7sy8IwtdEgvcXSuuWi8kbbpAhSwFq12zM1h2JZzeit08Avbr1RqVKeCdsCPErU66iOKRKz5kDa5UOJUl7cOMMAb4fKZKAN1cIgvAtkeD9pQwMDOg2djUlqjSl4z9dmL9os9Ih/ZJWq6Nj1+EA6GRx4PzfTpIkSlZtxrMHN3jz7H68jOnz4S2jOpTl4e1L8TJeQnDp2HbMrZKJY78EIZERCd5frknX8VRr1pvhQ4YzZsK3NfESkqIlG3D8UNTjOImEVXxZUEbh8vUxNDLmzIH42Wxx+cQOvN48ZdagRnh7vY6XMZUUHOjPrUtHKVCqJgaGCXttriAIXxMJnkC1pj1p2HkMM6dNZ/KMlUqH80OvXz7H2tYBI2MTIsJDlQ5HSADMLW3IV7IGV07uJCzk253VERFhbF44kil9ajO2cwVmDW7KM4+bsR6vQt2OpM+SD4BFY9rHup/E4sbZfWgiw/+q3bOCkFSIBE8AoHT1ltRuNYDJ4yZRoEhtPn70Uzqkb9SpV5cA309otVqS2adUOhwhgShZtTnhocFcObkr+jWdTsfOlZPoUz87V05sx9balExu6QkL+sjUPnUY1KIgty8d/e2xDIyM6D99B2VqtqFQuXo/bTuua2W6VE/Hy0e3f3uchOLisa04ubiRJmMOpUMRBOE3iQRPiFapYRdGLjmBj7cfWbIWZeXaPUqH9JU5M4ZgaGRE7dYDmbD6otLhCAlE2ky5cc6QjTMH1iHLMldP7Wb+yDYc3b6Yzt268urlNY4dWs2OLXNxv7af23fOkimTG0smdCYkJDBWYzbsNIrydX8+g6fTapB1OhaN/Qed7vtrRi8e20bnqi4sHPMPIUH+sYolrrx/85TnHjcpXK5egjuPGqJmZ5953EQTEaF0KIKQIIkET/iKY6p0jF99gZJVm9O3Zz+mzlytdEjR1GoVkZERuIjZBOE/JEmiRNXmvH3+gNEdyrBqWm/ePL3NlOmTGTuyK2r119/mnFM7cmDPMiytrFk6tuNvjfXk3hUWjG7HmQPrftm225jVGBoZ4+ftRfdaGVkyvhMRYSFftbFKZg/A7UtHWZvADrW/fHw7kkpFobJ1lA7lu8Z2qsDUPrVZP3eQ0qEIQoIkEjzhuxp2GkWtVgOYOHYCb959VDocAM6cv4ms0+GQKr3SoQgJTIHStTA2Ncfr7XPOnDvAy+eX+ad17R+2V6tVjBozlMf3rsSof01EBMPaFGP6gIZ8evuYTfOHsXxy95/eY+uQitHLTmNmYYVOq+Hm+YOMbF/mq9m8bPlKUbRiIwCCE9AMnk6r5fLxHWTJUwJrW0elw/nG3asn8PZ6g4WVDVa2DkqHIwgJkkjwhB+q1LALyR1T07hpN6VD4eUrT2pVbwiApY2dwtEICY2JqTnJHVIBkMLBJkb3XL58E51WG6O2e9dNJ8jfm/v3L3D/zjG27FjH9TN7uXnh0E/vS2bnxNRNt6japAcGhkb4eb8nKODrc55zFakIQI3mvWMUS3x4ePsivp88KVK+gdKhfNeZ/euQZR1BAf5kz19a6XAEIUEyUDoAIWH7Z9B8JveuyfwlW+jaoaFicRw+dhFJkug6ZjUqlfi9RPia5+snvHv5CICCBSuTNasbWbK4kTmzK5kzZyRLlowkS2YT3b5+456cOHqINv1nxaj/i8e2UbVmTZxSRP1yUb50QdJnzMz5Q5vIU7TyT+9VqVTUaNGXGi36fvd6zkLlmbzhOlYJ6BeXS8e2YWpuRa4iFZQO5bsKlK6FoZEx1Zr1JqWLm9LhCEKCJBI84adc3HJSsUEXRgweQekS+cmWRZnHo5MnzkBSqQgLjt2ieCFpCgrwY8PcQbhfOEyOvAXo26MFx4+f5cGDR2zatIPAwODoto6O9mTJkpEXL9/x4vkLGncdT/YCZWI2jr8PVSqV/uq1NC4uPHz4TC/vIyEld2EhQbhfOETBsnUwNDJROpzvKlC6FgVKi3NxBeFnRIIn/FLt1gPwcD9H5cqNuHvnJNZWFvEew9TpYxjYfxTLJ3cnV+GKGBiJoqt/qyB/Hw5vXcCNswfw+fgW62R2TJ89lTYtagJQq1YVAGRZ5uXL1zx+/JwjR05x/fot7j94ygcvLwA2zR/KpvlDSWbnhJOLG05pMpLSJRMpXdxIkSYjJqbm0WM6u2Zj+oyFNKhbPvq1cmWLc/bUyXh85/HjxrkDRISHUvgXZWAEQUjYRIInxEifKVsY3qY4WbKW4MC+zeTOHb+PRerWLEvdmmWxd8jGtTN7KVxe/PD5Gx3cNJe962ZgbmFFsZIlGdR3yXe/FjUaDQGBIZQuU5e0rpl58vABwYEBGBqZUKVxd4pWbMi7l4/wfPko6uOrRzy+c4nIiPDoPmwdUpPSJSrpS50uK5dPbGf56p1cvnKLe3fu4x/gjyYynMd3LpExR+H4/DTEqUvHtuGQMl10QWdBEBInkeAJMWJkZML41ZeYPbgJ5crVZOLUCXRoWzdeY+g/eDoaTSQm5pbxOq6gvKAAP2YPacy7F48YMHggg/q1/WFbd/e7tG3XlxfPX2BgaISPbxDFKjejaPkGODpniG5nlyINOQv9OyOn02r59P5VdML3JQH0uHkejSaq1lq/XgNQqdSYWlhFH921Yf5QhszZn2AfZ/6OT+9f8fjuZWq27Jcga98JghBzIsETYszAwIC+U7eyc8VEBvYbxMVL11m5ZHy8jH3rzmOWLVpMi15TyP1516Hwd7h2eg+rZ/TFxtaOS1eOkjGD80/b58qVDW9ffwqUrhXjTRQAKrUah1TpcEiVjtxFK0W/rtVq+PjuBW9fPGTjvCGEBAWg02oJDPoEwPtXT+hROxMGhsZRG4AkCVnWYWFpQ/5StSlbuy02yRNeqZHvuXR8B5IkUahs/P7yJgiC/ontiMJvq9N2MJ2HL2Xvjh3kK1SToKCQX9/0h+rVb0e6zLkpWlG5nbxC/NJERDB/ZGtWTOlB7QYN8Lh38pfJ3erVmzl16jzGxqaoDQz1EodabYBDqvSc3b+WyIgw+gzoB7IOnU6La6ZstGzTEnMLSywszDEyNCAyPJTI8DB8P73n6PZFDG5RkM5VXehW05XpAxry5ul9tJpIvcSmTzqdjkvHt+GWswi2n0vOCIKQeIkZPCFWchauwOhlp5jUqyaZspTgzJk9ZEgXNz8U3N0f4f3hPYNmH4iT/oX4c/3cfg5smI2s05E2Ux6KVmyEa7b80dc1ERH4envy6uld1s8eBOjYtnMDZUvl/3Gn/5EjRxZsbKwpU640e3buonnPyX9UVufutZMc3ryAZx43MDIyZvuOtRQvmpvB/dsREBhMMpuo5QKzZwyPvicsLJzHj5/h4fEYD48nPHjwiFu37vPunSdP7l5mfPcqqFRqnNJk/M/mDjec0rhh7+SCSq2Odbx/4um9q3i/f02NZn0UGT+uRYSFcHLPKjxuXaDdgDlYWNsqHZIgxCmR4AmxltzRmYmrLzOpVw2KFa3K+QsH4iTJu+vxFLWBgfiGnMi9e/mI5RO7kq9QUczMzHhw+xwXj21FApBUyLp/iw6r1GryFSzKnp2LMDGO2Y7pw4dPUqpUUUxMjJk9fTDbN2/m2I4lVKzfKUb3azQa3M8f4P6Ns7x6fJsPni/QRESQwS0zU6ZPonXzGtHHnqnVqujk7v+ZmBiTI0cWcuTI8tXrISGheHg8Ycjw6Vy+cB7vD28ICQ7g2ul/z3w2NDLGMXWG6IQvZdpMOKVxI7lj6jiv/3jp+DaMTc3JXezndf0So12rpnB4y/zov4eGBIrvJ0KSJxI84Y8YGBkxZN5BJnSrQskSNTh7dhe7dx2kd++O3L59Dzc3V0xMjP9ojBpVS9C9cyT+Ph+wFscSJVr3rp3C1MyCowdXRb8WFh7BnXtPCA4OJYWjHWldnGKc0EFUKZR3796TMmUKdu8+SJEi+TExMcbE2Ig6DRuye91MildugpmF9Q/7iAgLYeuSMVw6vh1ZpyO5QwoyurnRqmV9unZqhJmpfjZPmJmZkjdvDg7tX8UDj+fUqNUKP5+PdB+3BjMLG969eBi9uePx3StcObkr+l4jY1NSOLt+Tvj+nfGzdUill80QEWGh3Dh7gLzFqmJsYvZHfW2YOxhjU3Pq/TPsj+PShzfP7kcnd7b2qajcuBv2Ti4KRyUIcU8keMIfU6lUDJq1l4HN89O+0zC6dow6W3PWrCWMHNkPQ0NDnj9/RbFiBb97v5fXRxwd7X/Yv7WVBeaW1uxdO53mPSfHyXsQ/lxQgA/da7lhaGSMW87ClKvd7qvyIU/uXcE62dezJibGRhTImzXWY96795DRo6exdesy5s+f/FWys2jOCM6eOsOQloXpO3UbzhmyfR2vvw8b5g3h1sUjmJqZ0713D4YOaB89SxeXsmROx5OHZyhRpjHr5wxm/KoLpHXL9VWb0OAAPF89/ryr9zGeLx/x4MYZLh3bFt3G2NQ8aqbPJePnj26kdMmEdXLH30r83C8eIiw06LfLD53Zt5bzRzZhlyIN7YcsZOGYf7h39SRarYYyNdskiLV8KVK7Ur15H/IUqyJOvRD+KiLBE/RCZWCAUxo3vLy8qFu3GgArVswG4No1d9zd71KsWEHWrt1KxYqlefjwCS9fvqFFiwbUrNmcw4e34Ovrx7NnryhatACm/zdr0qd/L8aPGkf15n0SzY7Ev8muVVPw+fCW5m3aYGZqwr69h5g5qDFqAyOMjE0IDwtBq4lk0rRJehlPlmXOn79CsWIF2bJlKcA3CY1areLe7WPY2WViQveqzN/3nBtn9+F+6Qiezx/i+foxNrb2jJs0ls7tlTlzdcPa2eTMUZyQkEDMzL5+5GtqbkX6LPm+qUcXHOiP56svNfwe8u7lI+5cOcGFI1u+uve/M30p00Z9tEpm/93E7+LRbdg6pOLNCw+ee9ykQv1Ov3wkfHznMrYtHUta10zcOHeAnnUyExEeyslT+6lSpSGXjm+napMef/DZ0Q8DIyOqNe2pdBiCEO9Egif8sXcvHzGuS0UMDI0YN3HMN9fz589N/vy5AfD29sHY2IhUqZwwMYlK4i5ePIhKpcLd/S5r1mzmyZNndOzY6qs++nRvzvKlaxjauijVm/WmSuNucf6+hJhZN3sgF45sIXXq1MydMQSAyeP7EBYeQQbXIoQE+QNgZm5Jx3b6KVAdEBDEsmXryJ8/d4yWABSt2AiVSsWKKT2wT5GKLFmzMnZsX+rWLKuXeGLLObUjxiam7Fo+gabdJ8boHnNLa1yzFcA1W4GvXg/y9+Hdq0fRj3o9Xz7m5oVDnDu08T/32uCUxg0nly+zfW6YWVjz8NZ5UqfPxtZFowA4sXsFk9df+2kcKpUaldqAF08eAhARHkqeAoUZMnwq4WGhZM5T4jc+E4Ig6JtI8IQ/pomMKgJraGhEcEjoT9v26tURABsbazJkSAsQPVNQunQxSpUqiizL+PsHYmlp/tUswsXzOxg8bBab1s+kQt0O4rgyhQX5+zBzUCPev37KslULmTtz7lfXTYyN0GgiKVmtBZePb6dF6xZ6GffNG0+SJ0/GqlVzf9lWrVbhmNIZP28vXj66jSzD/AWTKV/6+8sFlJAmXQY8bl34434srG1xy1EYt/88FpdlmQDfj5/X9j2Onvm7dnoPocEBX93fuu90Dm1ZwJO7V2KUnJWp1YYytdqg0+kICwtmwYjWPPLwwNDIhC6jlpM+c54/fk8xpdPpuHZ6N15vnxMeGsyrx3d4/+YpgX6f6DVxI5lyFY23WAQhoRAJnvDH0rhmZ9ZODzbNH87YEWN4/fodMyb3j1VfkiQRFhZOrVotWL9+IX5+AZw5c4HOndvQpfMA2rVryqb16/C4dY7sBZSdffmbRUSEMa5rJdQqiSvXjpMhXapvEjyAPv17M2nsBEzNLRg2qKNext6wYRvOzqlo0iRmxXgnTRpB21YduH/9FK6Zs1GmRMxKrsSXd29eU6KqfpLf/ydJEta2DljbOpA5d/Ho12VZxt/bi3efEz4TMwtSps1M2wFzfnsMlUqFmZkl/aZtj1F7z9dPuH/tFH7e7zEwNMbQyJhnHjfwev0UrTYSCytbbOycsE+RBkfnDNg6pOLD2+e8f/2ET+9f4/X6KX2nbsXGzonF4zrw+M5lwkKCUKlUmFtYoTYwwN4xBUWLFeHw/r34fHz32+9JEJICkeAJemFkZELL3lPx9nrN1SvX/6gvU1MTTp3aBUT98EifPi0AS5fOwNTUBOe0GTi4ca5I8BTy8NYFFo5uh6GREZevHsbR4cflJgb2aUOnfxpgYW6mt80LAwZ0/632tWuUZlGREly+cIbcuXPFyyaK35ExU2ZuXzxCrVax+6XI58NbggJ8CQ8NIjQkiIiwEMJCg4kIDyUiLJTwsBCSO6aOfkwNUYmfjV0KbOxSkDVvyVjH7u/zgcNbFqDVRuL76T0Bvh8JDvAlMiIMI2MTjIzNMDY1x9DQmI+eL/HzeY9Oq8XUzAITUzO0Wg1arZYUTikpVCgfFpYWvH71Bq/3b3F/eoegoAAiwr59KmBkbIpGE8HtS0cBqFS9JutXTf3q/61rppKkz5KPIuXrx/r9CUJiJhI8QW90Oh2erx6Tv4D+ZkicnBxxcoraVPFl48W0aSNpUKc5Ph/eJohden8Tnw9vmT2kGSXKlGPbpjkYGv76W4i1lYXexm/SpCNjxgwkY8b0v3Xf82fPUKnU3LhxU2+x6MvMqSMoU6Y6Ny8cIk/R79eg8/P24tWTO7x//YSP717g/eEt/p/eR9Xqi4xAklRIkoSkUqFSqT6vj1OjVqtRqw0ICvRn88IRtB+8gJyFK+gt9tdP73Jyz8qvXlOp1FhYWZMtW1QdwMDAQEJDQilRqig1a5SnRpWSX33dnDh9jVNnLnP3jgeenu+xsLQgc9YsGBsbs2/3LoyMTbF1SImxiTnps+SjQv2O0TXs5u55yoENszi4aR6Rmomo1f8u24iMCMctZxG9vVdBSGxEgifozfLJ3QgLCWTporg9n7Z86YI4OKVi/ZxBdB+3Nk7HEr62ccEwHJxSsnv7AkXGHzNmYPTazZjy9gngw/s31Go1gD1rp+EfEKTXpPNP5c7tRqPmzVk6vhPJHZ0xNbfE3MqWsJAgvN+/JCjQD1mnQ602wNjUDAtLK5LZ2pLRLS09erSlVfMav6wdqNXqyF+4Joe26DfBy16gLBlzFMLz1WMsrJOjiQgnMiKMQD9vTh07zJwFs2jRpNpP+6hXuwkATmkyYmpuxYdPb4gICyUyIpxCZerQuOv4H+7oNTAwoGbLfhzcNJdHT16RM5tr9DVNZCSGRn9Wg1MQEjOR4Al6ce30Hm6eO8D6TatIbmsV5+NNnjySNq068OTeta+OuhLi1pO7V2jf6R9Fxj527Aw5c2b9rRMdtFodlau2wMIqGZUbdeXItoWMHDOPWdMGxWGkv2/R3BFUKFeMvfuP8/HjJ3y9fbG1NqV8mYZUqFCMMiXyx2i29EfUahUdOrRiyMCh7Fo1hdqtB+gl7iPbFvHy0W10Wg3ayAh0uqgzelVqNW5Zs1O9yq8f/27ftZF6tZuQJW8pGnQY/sv2/8/P2wuAbJm/ntWVVKoEeeavIMQXkeAJenF6/1qy5MhNlYrxs1utdo3SLCxSgoWj2zJ53TWxozYe3Lt+mrCQIHp2jZsNAb9y/fot0qd3wcHBLsb3lCjTmFcvnjNsQdRarTzFqrJrx+4El+AB1Ktdjnq1y8VZ/53bN0CtVjOo32D8PnnSut/MWPd1/cw+Ni0YRmhwII1aNGfOtMGxXttYtlR+WrRty/rVKwkPDfrtYubPH9zAwMDwm/FLlyvHsZ3LqNGib6ziEoTETiR4gl5oNZFIxt+vnF+wSB1CgoO4dfOwXhe479w2Hze3YswY2JABM3fprV/hW29feDBveEtUanW8zNB+z8CBv7e5Yv6SLXjcvcXoZaewd3IGoGbLflw4uoWR4xYyeljnuAgzQevQti6pUzrQonl7bpzbj4WVLanTZ6Veu6E4Omf45f1P7l1j9fTeeHu9pkyFyqxYOkEvj7vnTB9MqlQpmDJhCiZmFlRt0uOnx8tB1NnB47pU4MO7F9g5pPzmurm5mXhEK/zVEtZ2MiHRKl65KR53b6PV6r65Fhjgz9vXL0iVOjfd+0z4bpvYMDM14fCRrbx8cptNC0bopU/h+8Z1qQSATqtVZPzDh08yaVLMS3icu+DOyKGjKFG12VfnjlrbOtCk81jmzpjJ+MnL4iLUBK9q5eJ4PLjI5GkTqFylAp/ePWFUx7IMbJafucNbcWbfWiIiwr66x+vtcyb1rM70/vVJmdKRm+6n2b55jl7XMubLmw2dVsPxncsY+U+pH7bT6XTs3zCbfg1zEOj3idnzZnDj6v6v2nj7BHDh3AWS2X+b+AnC30IkeIJeFC5fH7WBIS3aDPzmWvWa1VAbGFKgdG02r99IugyFuXLtnl7GzZYlPXPnz+L0/jWc2Sc2XMSVktVaYG6ZjHKVqyoyfsGCeWjQoGaM2kZGaqhbpwVuOQrTqPO3J6uUrN6CCvU6MnfW79d8Syrs7W1o06ImC+YM5/6dY1y4eIQq1SoTHujFtmXj6Fk7E/0a5aJXvSx0rurCqPal0WlCOXJ8F6ePb8AljZPeY2rSoDUArpmzERzkz7XTe75pExEWQtfq6di3bgbhYSEYGBgybuw0cuWpiEu6wqROkx+nlLlxzZAPH29vKjXoovc4BSGxEI9oBb1QqVS07j+LJeM7cepsY0qX+Pf8zEnjenPixGnOH9mMa9YCBAX4UrliHVq2bauXtVBNG1Xm9t2uLJk/nAtHNzNo9r4/7lP4WpOu4/BwP4ehoaEi4/v5+ZMqVcySii69xqFSqeg2ds0PN2TUaN6X4zuXMWj4bCaNFeeUZsmcjkVz/50Fv+7uwa7dx7FNbkPtGmVI5xL3M2GVqtfAwsKcWdMGUatuZ/asmUr+UjXR6XSM7lgWEzMLqjTuQdlabXHOkB2VWsXbFw8JDfLHyMQMYxMzjEzMMTY1I0OWfDhnyBbnMQtCQiZm8AS9yVO0MrmLVKJenWZUq9WBXXtPodXqUKtVXL+8h9nzZhAS+JH3rx+Tu2hl1q1aTd4C1fUy9qSxPbl+8xRvnnuwcf4wvfQpfM3nw1tKl1Kmrti4cTN5/PjZL9v5+gWyY/Mmarbq/9PdtgZGRtT9ZyhL5i/g3oNf9/u3yZc7M2NHdqV3t2bxktwBrFs5mUVzR2BibMTsmSP46Pmax3cusXHeED68fY6FqQGLx3UgMjKcwuXrUbBMHdJlzouftxdVm/WiRou+VGrQidLVW4rkThAQCZ6gZx2HLaZG8748f/6atq074uiYjVr1oh6TtGhSjbvuh8mdvxAvH99m/OqLvHr+lP6Dp+tl7HQuKZk5ZypnDqzjwc1zeulTiPLw9iU0mkhaNa+hyPjLl88iR44sv2zXq+8ETEwtKFur7S/blq3VltTps9C0WVd9hCjoUWY3F/IVLsrsIc04d2gjAOdPb2HJsgWcO7SRaf3qM6BpPpZN6Mz9G2cY2rIwAX6fFI5aEBIWkeAJele5UVdGLD7OvD1Pad1vJudPn6RVu8EAzF24CfdrlyldozXWtg6kSp+FK394tNl/tWhSjcrVazJ3WAtuXz6mt37/dgfWzyRt+oy/LKgbF06cOMumTTtj1LZ8+eKEBAfwzCNmJ1ZUadKDt69e/EF0QlzZunEuzmkz0KtfXzZsXg1Ag7rlad+pI0/vXyXQ7xOdu3fjxfNrJLNNzpiO5QgJCVQ4akFIOESCJ8QZlUpF/lI16TRiKXt3bqdk2SaMGDqCKk16UKFeBwBCAv0xMzXT67gb10yjeOmyLBrbnok9qkWfV5kQBAX44e/zQekwflvGnIV5/fK53nZA/440aVLj6pouRm1bNKlG/kLFWDj61zN4ACmdM6LVav4kPCGOJLOx5Oa1fYwc2umr+prDB3fC0joZAGNHdsXCwoxrV/ZhbGzMqHaleHznklIhC0KCIhI8Ic5lL1CWOm2HcOfmNYqUb0CN5n2ir9VrP5zLF85SqFg9Nm8/SmSkfn7Y7tw6n+Ytm2JmJLFwzD9sWzpWL/3+iW1LxzKgSW4GNS9A52pp6VUvC5N61mD9nEFsnD+Ml49uKx3iD1Vt0hOdTsvhoxfiddwDB47h4GBH/vy5Y3zPlo1zCPL3wdvr9S/bPnt4EyNjkz+IUIhvFhZm3L97ihZt/03izUxNuHH9EClTp2LGoMZ0qZaWfo1zs3WJ8v/uBUEpIsET4kWFeh2Yv+85LXtP/er13EUq0mfKVsIidHTp2AMHx6ykdy3GwGGxr7K/aNEqli5dQ8F8WdmyaR7TZk3j5O6VTOheFa+3z/H58PZP385v27JoFCd2LWfqzKl8+vSQYyf20Ld/H2xtzHjofpa7l48wqVdN9q2fyb3rp7l57iC3Lx8jJMg/3mP9QhMRwTOPm4SEBPLQ/TzIcryOL8syFy5cJSQk9LfuS2ZjSbqMmZnUqyaaiIiftn33wgNzC2UKNwuxZ2Fhxpzpg796zdrKgkvntvPpowd79m2hQaP6nN67itEdyxERFqJQpIKgHEmO52/aSZlLxpzy4DmxK9ExsUd1YntvUvLi0S0uHNnM+UObSOvqxsoVM746QDwmPD29sLa2wszMNPo1j0cvKVe2DiHBUWt05u55ioFB3FYJ0mg0nDu0gVN7VvLR8yUzZk+jVbMf7xoePX4R82bNQZZlJJUKWadDq9WgUhuQLlNuarcZHG/n7h7Ztoi9a6ej0USCLCNJKrLnyceZ4xt+eE+ZMnU4eTJma+V+JTQ0jI8fP5EmTepY3R8UFELW7KWJjIxkwMzdODl//2to7awBPLt3kQd3j/9JuEIC9fKVJyVK1sLUwobRS0/9sr34PiwkNp2rulyXZfm7PxjEDJ6QoKR1y0XTbhMYsfAoIaGRlCpehdz5q8W4MPKNG7fZvHnXV8kdRO3KS5EqNXZOLkhS3H/ZBwX4Max1EbYtGUNyW2suXT760+QOYOTQTnz8eJ9Pnx7w8cM9Pn16wNt3d5g9bwZogpk+oD79m+Rh9+qp35w0oE9rZvZn18rJtG7Xlk8fPfjw4QEfPz74aXKnb+7ud5kyZV6s77ewMOPRw3Mks03O6mm9v9smJMgf9wuHSO2cJtbjCAmbSxon+g/sw8d3L5UORRDinUjwhATJ0TkDIxcfZ+i8g6AyoXLFukyfveaX96VI4UDhwt+f5cqXPy+Bvh9xy1mEa6d26ztkICpp2Ld+JsPbFMXYyIinT69w/vQWMmZwjlV/ZqYmNG9chWuX9/Do4RXKVyzPqT0r6VU3K7tWTdFz9OB+8QiXjm1l5dolTJ3YF7VahaGhgV7PEI4JV9d0zJ07kUOHTjB8+KRY9WFibIS5uTkmZpbfXNPpdIztXAEzc3P27lr8p+EKCdDLV564ZS7FiCHDUalV7N8wW+mQBCFeiQRPSNBSp8/KoNl7qdmyH+NHj6Nr7/E/be/k5Ej+/Lm+e23syB6kc83Iw1vnuXP130dyI9uXZu+6GbGO0fP1E9bOGsCg5gXo2zAnJ3Ytp1ipUty9fVSvZ3Xa29uwcsl4PN+5M3TEEI5tX8ywNsX56Km/2YnNC4ZTpERpalX78VmgcU2j0dCgQTvev/9A4cL56Ny5NYsWrWLHjv2/vvn/VKpcnmce16NnPDUaDWcPbmB0x7IEBfhy7cp+RUq/CHGvfIXG+HhH1cbTajSEBPopG5AgxDNxVJmQKFRu1BX7VGlZPrEr2bO60bl9g++2O378LFu27GbJkm+LJzs62LJnxzLc3ApQv/1wIGom58Pb5xzYMJsndy/TddRKjExiVrbl7rWTbJo/DG+vN9jaOVKufBn69GpLtizpf3nv+Uu3uHvvCZ6eH0iZ0pFyZQqRIV2qGI0L0LdnS5o2qkq1mm0Y2b40A2bsIq3b9xPbmLp2eg/+Ph9YsTRuZjdjysDAgFOndkX/3cbGmmrVKiLLMmvXbuX9ey/69+8Wo76GDe7ImlVr6d8oNxZWtvh6e6JWG5AtRy5271iq1wRcSDh8/QL59OEdBkYmqA2MaNN/FvlKVFM6LEGIVyLBExKNfMWrcaP4fmbNXPDDBK9UqSJkz56Z589fMmrUVFasmI1arY6+bmNjQYpULgxpVYQcBcqiNjAkVbosvH3+gEe3LzG+e1VGLj7x02OuAPasmcbBzfMoULg4Rw+vj/FxTkFBIRQqWot3r19iZGyCoZExERFhDAwPwya5PWPHDad54yox6ssphR03ruylQpU2zB7SlMkbrmNkFLuSHw9unGXNzH6UKlcBRwfbWPURl5ydoz6/VauWw8Ag5ufhmhgbcf/uKabMXMnbt17UqFaW2jVKx1GUQkLRpcdoAKytbfD++J6P714oG5AgKEA8ohUSlXSZ8hAUGPDD64aGhqRI4UCyZDYMHNjjq+Qu6roBD+4eY/7COXi+eICv1zPsk1vhmikrq9Ytw++TJ3OHtfhu3xERYRzdvoRRHcpwaPN8Jkwez5EDK2Kc3I0YOx/XjEUICAhg8oZrzN7pwbTNt5iz8yFTN90ibaZ89OjSkzYdhv5WQeEDe5ZiYGDA+C6VCArwi/F9EDWDuWZmP+YMb0HJMuXYtmnOb90f35Int+X+/Yf4+8f8xAILCzPGDO/K8kVjRHL3lzh76hQQ9UhebWBInqKVlQ1IEBQgZvCEREWn0/Kr0j4nT55jxYoNrF274IdtmjaqTNNG337TT3lgM5Ur1qN7TVfsnVywsE5OeFgwvh89CQrwwdDIhDz5C7J+7Wzy5c4c47g3bj3C3JmzKVuzDbXaDPxmps3CyoaOwxZz88IhVkzujtPu3azbuIyKZQv/sm9DQwPOnNlNhYqNGdyiAG37zyFP8V/PAn70fMmMAQ0JDvBlybIFNKhbPsbvR0kHDhzD2toKa+tvN08IwstXngQHBmBuaUPW/GWo1WoA1rYOSoclCPFOJHhCoqHT6Th7YD0ZMroxY8465s1ZSDpXV1YsmYRLGqfodmXKFKdUqaI/6enHCuTNytu3t9i45RC7dh3C388Pu2TJKV+2KHVqVaB40dy/3adWq2PYkDFky1+aBh1H/rRtnqKVmb3zIUvGd6RRvRa4ZcnB8SPrsLD4+brAdC4peXj/FO06DmPJxM7kKVqZfwYv+O6jZp1Ox751Mzi0ZQEZMmbi2pX9JLdNPMV+x44dpHQIQgLWsctwktk7MWH1RaVDEQRFiQRPSDTWzR6In/d7ThzdwIrVO/H1/oBGqyNP7tI0bt6cBXOiNk6cOnWe/fuPMXXqz5OpHzExNqJNi5q0aVFTL3GPGrcQn09edBnz6zIvEHWGb6fhS/F6+5xp/eqSJVspXr+8+sv71GoVq5ZNYE+dSrRp2ZER7UowbuX56Os6nY45Q5vx9N5VJJWKnn16MXJop1i/L6X4+fnTqVN/1q9f+M0jeOHvsnv/abZuO4CtrQ06nY6IiEguXzhD19Ero9t4e73Gw/0CqdJlJnX6bBgYGHD36gl2LJ9ARHgoxqbmZM5dglqt+yv4TgRB/0SCJyQapmYWaLUa7t5/yrBBHdi9ez9vXj6nQv2ObFq3mNy5s9GhbV3y5s1Jxoy/3skaH/wDgjh65AQAHz1fkSptzB/rOqZKx8TVl+lRx42Va/dQu0YZktlYotXq+OTt98PNEDWqlmTpslm0/6cXhzbPp3KjrgA8vXeFh7cu0K1XL0YN6xzvte30xdrail69OqJWq9HpdL/cECMkXdOnL+LOzWsAmFsmw9jElAKla5LGNQdP7l1hy6JRvH56DyNjEyIjIpBlHQaGRmg0keQtUJi06dLy6dMnLhzZxMk9KzC3TKbwOxIE/RHfGYVEo0HHkRQoVYtmjdtQtmJz8hfIh4mJKQ/dz5MmYw62bIkq73Hz5h2FI42yZMUOXF0L8e7dOwbP2U/uIhV/2t7nw1vGdCrPnKHNo18zMDLC2taRPj36kj5dXvIWrEHWHOXIkrkI/gFB3+3n3bv3fPB6T8duXdizZip710aVjMmYozAuGXOydFHiLuwrSRKFC+fj7l0PmjTpqHQ4goLOnNjI8tWLcUzpTGhwAK7ZC3HjzH4GNs3HjAENMVLrOHJ8N17v7+Dj85A79y4we+501m9YwfHDa1i+aAy7ty3A8+1Nho4YSpC/N9uX/7zWpiAkFiLBExKVNv1n0bT7BILD4PDBIwQG+GFumQwzC2sCAqJ21z558px3796j1erw9Yv5bkt9efr8LYWK1WNQv0EUq9SESeuuksY1+y/vO71/LV5vn/Hg5lnCQv5N3srWbgeApFLx/LEHHzzfIMs6Onb9/iNoY2MjLC0tGD+qO8NGj+DQ5vksHPMPAANm7kYTGcm6TQf08E6VlS1bJqZOHaV0GILC6tYsi8e9E3Ts1oXbl47Qsl1bfH0f4+PziGuX91Agb9botqlT2tO0UWWqVi7+TT99e7YkWbJkHNu+hH6NczO4RUFO7l75TTtBSCxEgickOsUrN6HftG1MXn+NhQde0n3cGgqVrcvjB3fJnrMs5SuUpVvPsdjZZSZ9urw4pshJluzlKVi0DhncSmBnnxVvnx+XWomNi1fukCV7ORwcs5M/b2l8/QIYtuAIjbuM+eUjxKAAP4a1KY6ftxc6rRbgq3sq1OtA0YqNaN13Bk7OrqjUUSsrDu/bQ616XYiM1HzVn51dcpo2rceLF6/o0705O/ds5O6VE2yYOxiVSoWTixubNu7S6/tXgiRJpEmTil69hvH69TulwxEUNmF0DzzfuTNjcuzX0jk7OzF5+kSMjYxQSbBt6VgGtyjEk3tX9BipIMQPkeAJSUKhsnXoOnolb1+/pmKlJrx49oSBs3Yzfctt6rQbQrqsBTGysCdznlJIkkSOnKVInjwzjilyULn6P5y74P5btef+Kyw8ghpVG2Jm7UDznpOZtO4qY5adJqWLW4zu937/Cm+v16ROF7U+r2rTnt+cptGi1xTCgoPwevucGzdOsGjZAiRJ4syJo6RIkZ2Xrzy/au/l9ZHu3YcQGRlJyWJ5WLJ8PmcPbuTZg+s4pEqHp2fSSYgaNaotSqYIehEUFMyVC+d5+vgcTx+f4/6DC6RLn5bpAxqyeFxHNBERSocoCDEm/aqmmBBzLhlzyoPn7IvVvRN7VCe29wr/Orl3NVsWjsDYxIxZOx58t81Hz5cc37mcHIXK8eHdC07uWs6n96+QVGrOnN0fo6PG/svj0UuKFCrPwgOxPxP28Z1LZMzx45p3EWEhXD65iw1zh+Dr+wiIKr/SqHlvjh86gKRS4eP98Kt7vvzbliQJgLIVW3DrxjUyZi/EhzePefbkPPpUpkwdTp7cqdc+YyI0NIywsDCSJbOJ97GFpCMwMIgaNZpz4MBGzMxMv7q298BZOnbogU4n07b/bHIWrqBQlILwtc5VXa7Lspz/e9fEDJ6QpJSp0YrkKZx/ulvV3smFxl3GkC1fKcrUaMWY5WeYt/cZdimc6dVnzG+PmdbFCZVKzaKx7dHpYjcL+LPkDqBn3SxsmDuYMhUqRb+mVqvYtnE2L17e5Pz5Q9/cI0kSDRq0486dqER36eJJ6LQafD+9IyTk+xs0EqO5c5eyY8d+pcMQEqkvvwhVrNgQrVb7TXIHUKNqCV4+v0rJMmVYOLY9u1dPje8wBeG3iQRPSHLGrThH/xm/N5OkUqmo2aIf1y9f4Onzt99t8/9r3b4wMTZi49ZV3L16knWzB/52vDFhbpWMth07smPL3G+uWVtZkCVzum9eDwgIZN68SWTLlgmAPftPIUkShobGGBvH7szahGjAgO60bdtU6TCEROjevYe0bt0dgMOHN2Ng8OPKYYaGBmxZP5PJ0yZxeMsClk7sEl9hCkKsiARPED7LV7I6DqnS07jJ19+43d0f4exSAAeHLD+8t2LZwsxfNJuLx7Zy+/IxvceWMXshdm77vaS1S5eBeHl9jN6w0a1jI3LmLQByBMtXfpsoJkbz569gy5bd0Y+hBSEm/P0DefXqLZkzuzJ8eF8ArKxito6zQ9u6bNmxllsXjzCpZ3U0mu//4icIShMJniD8R8fhS3jy6AE79pyIfq3PgLEYGEU9tvn40e+H9zaqV4G6DRuzaGx77l47qde4mvWYjL+vN5OmrYjxPfPnTyJnzn9LRBgaGnDq2Hruuh+mfOmCeo1PKbVrV6FkySJKhyEkEiEhoYSHh+Ph8ZgZM6JOQnF1/Xb2+1fKly7IufMH+fjuBcPbFCMowE//wQrCHxIJniD8h5OzK3mLVeGf1p0pVKwuh45d5N3bt2TJUwIDQyN27Dn+0/uXLxpDrXr1WTCqrV6TPAsrG8rV+YfpU6YTEhr2zfXLl29w+PC/4+3YsZ/Dh08m+ZmtyMhIbGyslQ5DSCQOHjzO0KETKVQoL7NmjfujvjK7uXD37mnUahjTqZzYYSskOCLBE/56UWe0Nqdfo9z4fHhL+yELaT90IZE6A5o0bIXXu9fkKFQO12wFmTP716dArFwynjLlK7Ficne9xlm7zSCMjE1p0XrAN9c0Gg0GBgb4+weg0Whwc8tAwYJ59Dp+QjRo0DjevEk6JV+EuBMREUG9etWZNGmY3vpMZmPJ9asH0WkjmdC9ikjyhARFJHjCX+/Q5nk8unMJWdayfFI3APIUrcyAGbuYsPoifSZvJk/RyjTuPIZ3r59z687jX/a5dtUUQkOCeOZxU29xqlQqmveawomjhzhy4lL062Fh4bRu3Z2yZYszePA4jh8/S/bsmUmbNo3exk6oNm1aEqtHbMLfJSwsnEKFKuPl9fGnGyliw9rKgtOndxPg95GR7UvHeie9IOibSPCEv97ju1ewtrHFwtKKkJCvjzZLZucUXcLE0TkDKZxd6dP/+4923rz7SM26nSlaogF581dBQsLIyFivseYpWpm8xavSrHE7nr98hyzLmJgYc+fOGSRJYt68SVSqVEavYyZk7u53mTkzcZ+tK8Q9ExNjbtw4jqOjfZz0nyFdKm65nyAowIfFY9vHyRiC8LtEgif89Vr0nExQYAAfPN/w/tVjdq6c9MO2WfOW5MWzZ9+8rtXqKFy4Crdv3wEjK1JnzMOwBYdJnT7rd3r5M+0HL8AhZVpKlarNmTOXaNOmByYmUYnkr45FS2rc3DKQObMrAC1bduXSpesKRyQkVJGRkTRv3oXg4JA46T+5rRWbt67k9uXjPHsgvg4F5el3rloQEiFbh1SMXXmOXSsn4eF+DrsUP360mTyFMwF+Pri7PyIoJITLV29z/PhZbrvfJDIignErL2BiZhHnMQ+cuZshrYrQq9949u5cGufjJVRmZqZUqVIOgClTRsbZDI2Q+BkZGdG5c2uMjAzjbIzSJfKR3CEFl45vJ32WfHE2jiDEhEjwBAGwsrGjZe9pv2xXvFJjju1YQpmy1ZEkCSMjE+ycXMhXsia1WvWPl+QOwMjEjIGz9jG2S3lq1mnP5Qu7MDT8u/85p0jhwO7dB0mf3oUcOfQ/cyokfsbGRjx+/JwsWTKyc+cBqlYtHz37rS8qlQpJ+rtm0oWE6e/+iSAIv8nIxIwJqy/9umE8sHdyZtTiE4zpXIHK1dty/PAapUNSnKGhIRC70jCfPnljZ5ecFy9e8eDB4+iZQSHpePnyDTY21mTKlIFz5y5TtWp5vY+h0+lQq8WPVkF54tcMQUjEbB1S0XviJm5evcSyVbuUDkdxVauWJ2tWNwYNGsurV2+5e9eDOXOiHmGPHj2NI0dOIcsys2cvQavV8uLFK65dc0eWZerVa8vbt56EhITx/v0HALZv34evr5+C70jQp3r1qlOuXAnUajXdu7fD2NhI72OEhgRjbGqu934F4XeJBE8QEjkXt5yUqNqMoYNHKB1KgiBJEuXKlSRFCnuSJ09GjhxRR8y1adOYAgVyExERQUhIKGq1mlev3nL79n0kSeLkyZ2kSuVE1qxutGnTBFmWuX37PiqVmgsXrtKlS1T9wcjISCXfnvCHdDodOp2Ozp0H4uPjq9e+5y/aTGhIMBXqdYgeRxCUIsmyrHQMSYZLxpzy4Dn7YnXvxB7Vie29gqDRaOhZJxMVq1Zj45pfryWMC2XK1OHkyd87Lzex8PcPJDw8HLVaRZ06rTl+fPvnx8FCYnLtmjtTp85n8+alREREYGT09Qzen34NO6fJT+a8pXjx0J1P71+jUqtInyUfKV3cKF2zDU7Orn/6FgThK52rulyXZTn/966JGTxBSAIMDAzoMmoFh/bu4eqN+0qHk+RYW1vi4GBH8uS27NixEkNDQ8Qvxwnfl7I5c+cuY//+o+TNm5OFC6cAfJPc/amgoBCCAv1598KDyPBgjp3cw8QpEzAgnLuXjzKmYzk2zB2s1zEF4WdEgicISUS2fKVwyZidShXqULp8M6XDSbLs7JKzffs+Ro9WZqZU+LkHDx6zaVPULNySJWt5/fodjRvXwdU1HSqVClvbZHEy7vHTVwHwfPWEQ4c2ky93Zjq0rcvFs9t4+vgcy1cv5tyhTayd9e1Rg4IQF0SCJwhJSL+pO2jTbxa3b1xj8fLtSoeTZFWqVIZu3doqHYbwHTqdLjqJW7FiFs7OKbG3T06mTHH7ePTTJz8AajdoQGY3l2+u161ZlpVrl3Dx2FYWj+0g1ucJcU4keIKQhBgYGVGgdC0yZM3P+vXblA4nybKwMMfOLjmdOvXn1q17Socj/EfWrG7kyZMj3sf18/MHoHGj6j9sU6taKbZsX8u9a6cY1b40IUH+8RWe8BcSCZ4gJEHhYcGYm4lSDXGtV68OZMuWSekwhP+4dOk6vXsPj/dxx40aC0DxIrl/2q586YLcun0KnTacMZ30X4dPEL4QCZ4gJEE+H9+RS4FZjL9N5swZCQgIpHHjDkREROi1b41GQ1hYuF77/BsUKZKfdesWxPu4yewcGDVuNGamJr9s65TCjquXDxDo78Psoc15cu9KPEQo/G1EgicISUyP2pkIDvClauWSSofyV0iWzIb+/bvqbVfmgQPH8Pb2wd39LvXrR63zO3r0NB8/euul/6ROlmVmzVoc72vcnj0+T8+uTWPcPpmNJbPmTsP/02tmDGhInwbZefXkbhxGKPxtRIInCEmMgaEhVWvWpmSxPEqH8leQJIl8+XJx+vQFJk+eC4CX10dkWaZp0048efKcBw8e06pVNwAOHTrB1as3ARg0aCzh4eGcOHGWdu16AeDp6cWLF6/Jnz83+/atB+Dhwyd4er6P/zeXCEmSREhIaKIoSN2iSTXu3z7KO8+7ZMuRi0m9avD2hYfSYQlJhEjwBCGJKVqxEYf378Prg4/SofxVcubMSvXqFfH19aNFi65IksT48YNxdk5J+vRpGDGiHwBqtRq1Wh19j1aro2jRgsyaNQ6Adu2akS9frq/67tatHWnSpObNG8/4fVOJzNKl67h+/RZDhvTC2NhY6XBizMTYiKMHV5LaJT3bFo9ROhwhiRAnIgtCElO//XDcLxyiWo3WXLu8R+lw/hrJktmQLJkNAJs3LwEgXbp/y2VkyJAWgAoVSkW/1rRpveg/m5j8PCE5duwML168pl+/LnqKOOnJmDEdjo4OSocRawUKFuD0qbP4fHjLmhn9kJFJ7pgah5TpSOnihrNrdpLZOf3w/qAAP84f2sDbFx4EB/pj7+RCqnSZSWbvxNN713jx0J0A3w+o1GpUKjUqlQE2dilImykPWfIUJ3X6rKhUYt4nqRAJniAkQV3HrGZMx3LcuvOYXDkyKh3OX+dLoqcvwcEh1KtXHUmS9NpvUrJkyVpq166Cg4Od0qHEWkbXtBzYs4cR/5TC3tEJO3t7nt+/wu1LRwgLDUGriXrsbGZhhVOaTGQvUIaSNVpiZmbJR8+XjO1SEZWkws7BEXMLC+5eecilY1vRREZgbmFFSmdnMmfKgFanRaPREBkRiZfXMx7dOs/uVZOQZRljU3OSJU+Ba/aCFKnQgPRZ8in8WRFiSyR4gpAEOTm7ksLZlV59RnPy6DqlwxH+UPfug2nUqDaVKpVROpQEy8jIMNEXD7a0siAsNBgTMwse3D3+zXWtVofHoxds3LyfM2cucHjLfHavnoJNckdUakMk4O2bm6jVsZuFu33vCUePXeD8+avcvnGS84c3YWxiRqt+s8hZqDxBAT5Y2STeBPpvIxI8QUii0mXOg/uFQ0qHIejB0qUzxKOzX2jdujGhoWFMnTqPnj076P2s2fjw4MFjACpXq/rd62q1imxZ0jNuVHegOxCVlM2avZKdW7dEt4mtnNlcyZnNlb49WwIQGamhbIVmrJ8zkOXBgWg0kTikSke7gfNI45o91uMI8UN8xxCEJGjvuhlcOraNwUPFuZeJ3cKFK7l710M8no0BQ0MDLC0tEu3n6tnTFwBUrRzzmdqc2VxZsWQ8w0YNx9Do1zX4foehoQHlypcmyN8H53QZuOF+GttkVkzsUZ0ZAxoS4PdJr+MJ+iUSPEFIQry9XjO8bQkObZ7PwGGD6d65sdIhCX8oW7bMJE9uq3QYiYKBgQGdOrXm3bv3zJ27TOlwftvjR48AKF4092/f27dnSz543dFzRHDlynUA1q+ZQzqXlFw8u43tuzbg9/E1g5oVYMbARqyfM4izBzeg0XOxb+HPiEe0gpCEnNi9ik/vX7Fs5SLq1S6ndDjCH/L3DyR37uxYWVkqHUqiYmlpgaOjvdJh/Jbg4BAsLcwwMEiDU4qEs87t4tnTAGTJnC76tbKl8vPI4zQLl25l7ZotPLp1lssndrBx3hAcUqWnYJnalK3VFhMzC6XCFhAzeIKQpDToMJzcRSrRoV1X3rz7qHQ4wh86ePAYs2YtUTqMRMfWNhkNG9bi2LEz7NixX+lwYkSj0TJsSLfvbq5QSt9B0wBo0qLld693bt+AC2e38vD+ST543WXTtjW4ZnDh6LZF9K6fncNb4v/IOOFfIsEThCSm4/AlmFpYMX3WSqVDEf7Ap0/eNGpUm+HD+ygdSqLl5ORImjSplA4jRj598qZ8+YRzvOCLF6/YuW0HRsamzJg6MEb3VCxbmH27FuP5zp1ho4axe/UUrp0WtTiVIhI8QUiCHFNn4Ja7/tfjCPGndu2otWSJdcNAQpAtWyby58/NzJmL2bBhOwcOHAPg8eNneHv7sGvXQUaNmqpwlFEmT56Ln1+A0mFEc3CwZ/7csXi9v42J8e/vSO7bsyXNW7dhxZQeHN0uZqGVIBI8QUiCTM0tCQ4OVjoM4Q+cO7eXVKl+fGqBEHO5cmVl3rzlPH36EoAJE2YRGhpOpUplaN++OXfuPODAAWUfjdasWYlTp84rGgNAaGgY7dr1QpIkqlT5s3W8c2YMpv+QgexcMYEl4zsl+jqFiY1I8AQhCQoPCcbU1FTpMIQ/sGPHfl69eqN0GElC2bIlOH9+P927twNg5co5pE7thKmpCalSOSHLOiIU3AEqyzI5c2YjSxblT50xMTGmadN6mJrqp+TK4H7t2LJjHXevnmB0hzKEBPnrpV/h10SCJwhJkJmlNQEBCedxj/D7AgICiYzUKB1GkiFJEoMGjeX27XvfXMuZMxtp0zoTEREZ53F8mcUaO3YGGzZsByB79pJYW1tSoECeOB//Z4KDQ9iyZQ/lypXQa7/lSxfkxs2T6LQR9G+ch6UTuxARFqLXMYRviQRPEJIgh5Rp8fPxUToM4Q+0bt2YDBnSKh1GktK+fQvs7JJ/99rx42eJjIzbBM/Pz5/8+SsQEBBI9+7tqFmzMgAXLx7A2toqTseOifDwcO7ffxgnfadOac9jj9OMmzSW25eOsnhcJyIiwuJkLCGKSPAEIQlK65Ybf19v/AOClA5FiAWtVkupUrXiPOH4W0RERDBz5mLs7ZOTMmWK77bp27cz5uZmcRqHjY01ly8fwsrKEhsbaywszAESTJ1DW9tkjB4dt6ffdG7fAE1kBPdvnGZ4m+IEBfjF6Xh/M5HgCUISlKd4VYxMzBgzYZHSoQixIEkSixZNw9DQUOlQEjWtVsujR08xMDDA3Nzsh5/P0NAw2rTpgSzLcRrP0KET2LHjQJyO8SeOHTtD797D43QMrVYHksTk6ZMxMTFmeJuiBPmLpw1xQZxkIQhJkEqlwsDAAOL4B5YQNwIDgzEyEsndn7p9+z6LFq1m8eJpdOjQ4oftDAzUtGzZkDFjpsdpPH36dEows3XfU6RIfnLmzBqnY6jVKnx9oo5ka9OiJlmyl2XhmHakTp+N4EBf/hk0P07H/5uIGTxBSKKCA/2oU6uC0mEIsXD//kOWLFmjdBiJjr9/AP7+UZuLnj59Qe7c2Vm8eNpP7/HweMzRo6cpU6Z4nMd35cpNPnz4FOfjxJa5uRnu7nfjbWmAoaEBixZP49mDG5zZv5ab5w5yYveKeBn7byASPEFIgvx9PiDLMoUKZFc6FCEWihTJz+TJI5QOI1GRZZkdO/azbNl6AEaMmMy9e7/eMGBkZMTHj94APHr0lA8fPqHVauPkce2TJ88JD1euHMuvREZGsmHDdlSq+EsNypcuGP3nQsVKcO7A+ngbO6kTj2gFIQlaP2cQ5pbWGBqKf+KJ1YwZi8iZM2uCOr4qIZJlmXbtelO/fg3atGkS/fr69QtjdH/69C6kT+8CQNq0ztjYWLFw4SokSaJr17Z6jbV793/02p++GRoasmrV3Hgd8+KVqBN30mbIROdOLWnV/B80Gk3UEhPhj4jPoCAkITqdjlXTenHv2ilWrV2qdDjCH6hZs5Leis3qQ2BgEG/fepI5s/LFeL949eoNkqRi/vxJGMfiOK3/Z2RkhJGREW3bNtX7Y8px42aQMmUK2rZtqtd+9W3GjEXkyZM9Xh5ZQ9T3LBtbO44cXIe9vQ0qtZrLx7dzas9KfD6+pWS1ltRq1T9eYklqxCNaQUhCju9cxtVTu9HptFSuUETpcIQ/kDp1Sr0kLfri5fWRyZPjd3bne6KK8e4GYP/+o1y/fgtTUxO9Pla8cuUG167d0lt/AH37dqF+/Rp67TMuVKxYmmzZMsfbeMUK5+L504vY29sAkL9QUfasmcqb5w+oUbsWR7ctYkzHcuKYs1gQCZ4gJCE5C1cgY47CSoch6MGpU+cZP36W0mFEGzRoHD17duDtW08GDhwDwMqVG9m79zCAXtesjRgxmdu37+HvH8DixasBWLBgJSdOnMXQ0ICrV93RarV07tyG2rWr6G3cL+zt7dBqtXrrb9OmXXh4PE7QO2i/yJ49M+7ud6M3q8S3dm0bE+D7EceUziyaO4I7d8/i8/Et80e0ViSexEwkeIKQhDimSkfOQuUxMjGlU/cxVK6RsNf8CD9WqVIZZs4cq3QY0ZYtm0Hu3NlRq9XUrVsdgKJFC5ArVzYePHhMq1bd/qj/oKDg6BnC2rWr4OycirCwcCRJAqBEiUJkzpwRIyMjpk4diVqt/rM39BPZsmWiXLkSXL16Uy/9RRU2Vv6kipg6evS0XhPc32Fraw3AkiVRJWucUtixc/d67t84zasndxWJKbESCZ4gJDHFKzdBq9GwY/NGLp87DSDONE2EJEnizJmL0btClWZjY83Fi9eYNm0BhQrlBSBTJlfSpElNxozpGDGiH+/ff+Dp0xcA3LhxG19fv6/6uHTpOkFBwd/t39zcDBMTY2RZJm/enCRLZoOjoz0dOrQEIEeOrD88hSIuBAYGMXPmYr2sxatatRzAD997QjN16kiMjY3jfdyLF69RqngeTpzaQ8li/57LW6RgDhxTOnNwk/JLBBITkeAJQhJjYmZBy95TSeuWG5VKTbJkGXFwyKJ0WEIsuLikJl++nEqHES1Pnhy0b98cnU5HeHh49OsGBga4uqbjxo3b7N9/FICdOw/w5o0n9+8/okmTjgCcO3cJd/dvZ2FkWWbv3sP06NE+esZOaTY21ixYMFlvp4msXLmJixev6aWvuKbT6ahcuRFeXh/jbUxZllm6dC3e3r7kyfXt96v6DergcfNsvMWTFIgETxCSoIJl6tB3ylYKlqkNQMmyouBxYuTi4oybWwauXNHPo8I/ZWJiTKZMruzefYihQyd+c71q1fL06NEegLFjB5EjRxYyZHBh6tRRAPTr15XixQuxa9fBr2azIiIi2LPncIJJ7iAq4ahTpzVv33rqpb8xYwZSoUKprxLjhEqlUnHw4CYcHe3x8Hgc5+O9eePJ27fvWbFiNo6O9t9t079PG8LCQnjmkTD+LSQGIsEThCTKwMiIzHlKIKlULFs0QelwhFh6/vwVu3YlrPNLa9euwogRfQkICOTGjds/bWtsbEzq1E7Rf5dlGXf3uwQGBkW/ZmhoyLJlM+Ms3t8VHh6Or68fBw9uIlUqp1/fEEMXL16jWbMueusvLllYmBMWFk7XroOIiIjb4sz37z9k48btP21jbWVBKue0HBKPaWNMJHiCkIRtXzaOshUrR5cgEBKf7NkzM2HCUO7ff8S5c5eVDgeIWh9oZWWJh8cT9u07+tv3jhrVHwcHO0aMmEx4eDgjRkxm166DcRTt71u1ahOrV2/BxES/69AKFMjNxo2L8PX1i/OkSR9MTIw5dmwbkiQRGhoWJ2MEBARSsWJp+vb9deJbqXIFXjx0j5M4kiKR4AlCErVz5SSCA31ZunCc0qEIeuDr65vgzjEtWDAPw4f3idW9arWalCkdMTY2plu3dtEbEZR2795DGjSoSa9eHfTet4GBAYaGhsyfvyK6ll9CJ0kSLVt24+bNO3HSf/fugzl79lKM6himdk5JZETcJJpJkTjJQhCSoKAAP45uW8TYSeNIZpPwa28Jv1asWCEArl+/Rd68ORPMerUZMxYRFhbG0KG9f/veTp1aA5AihYOeo4q9jRt3UKdOVWxtk8XZGIMG9YjTMi/6tn79wjg5mxeiyqEYGcWsoHdKJwc0Gv2eMJKUiRk8QUhidDodG+cNxtjEjK4dGiodjqBHkZGRTJgwi4CAoF83jie9e3dk0KAeSoehN+PGDSZfvlxxOoaBgQH9+o1i2rQFQFQh5O3b98XpmLF18uQ5Tp48r/eENCgoOHp3dUx/WUmdygGtVpR8iimR4AlCErN92XjcLxymTXv9HpQuKCsoKJjXr9+xfftKrK0Tzqzs8+evuHvXQ+kw9EKn09G8eRfCwuJ+p2u/fl2iix/ny5eT3Lmzx/mYv8vb24fjx8/GyZnI5uZm9OjR/rfq7aVJnQJZpxPHlsWQSPAEIQkJCvDj9N5VdO/dkwmjk86sigBnzlxk48YdSofxjWfPXnL37gOlw9ALSZLo1q2d3jdXfI+TkyP//NMcgIwZ03Pw4HFWr94c5+P+jrCwcFxd01G0aAG99SnLMp07D+DuXQ+KFMn/W/emdLJHpVJz98pxvcWTlIk1eIKQhKya1gsrG1tGDeusdCiCnjx+/IzHj59TtWp5qlYtr3Q436hQoZTSIehNSEgo+fPH7ePZH2nQoCZGRvopqqwPUcWsI2jdurFe+5UkiV69OpA2rfNv36tWq0jlko6zhzaQs7Co7fkrYgZPEJKAi8e20b1WRu5fP8XEyaOUDkfQo7CwcAIClDn4PaYGDx7HsWNnlA7jj2g0Gt6//4BGo8wZrI6O9hw+fPKr+oBKCg+PoFWrbno/k/b8+StYWlrE+ii06jWq8PjOJb3GlFSJBE8QkoDnHjdQqVS8euVOo3riN9uk4No1dyZNmkOOHFlo3LiO0uH8VMeOLSlevJDSYfwRAwMDMmRIGy+PZ3/k6dMXCeakC1NTE86e3av3zRXXr9/i/fsPsb5/2KAORISF4X7xiB6jSppEgicISYCxiRmayEgsLMyUDkXQE2fnVJQpU1zpMGIkbdo03Lp1j+vXbykdSqwdPXoaHx9fRWMYOrR3gpnB02g0jB49Ta/lUQICAunRoz1588b+fGUzUxOy5szNgQ2z9BZXUiUSPEFIxHQ6HXvXTuf4zmX0HdRf6XAEPXn9+h21a7ckW7ZMrFmzhXnzlisd0i/5+vrh75+wHyX/TNq0zpiY6H+36O+IjIykTZueX53TqxRZlnFwSK63eouyLFOtWlNev373x30NG9aL18/uExISqIfIki6xyUIQEhlNRAQGnwuDDmtdFN9PnvQe0I8h/dspHJmgL05ODhw6tBkLC3MqVCiFmZkpERERMS4Iq4TKlcsCUT/IE0oR5t/h6poOY2NlP7+GhoYcPx51JquSn0eNRsPz56/o3LmN3vqUJInjx7fr5Wu4cvkimFtYsW/NdBp2GvXnwSVRYgZPEBKRw1sX0b12RlZN682eNdPw9/mA+60zjBjcUenQBD0yMDDA2jqqRpqTkyPW1lY0bNie+/cfKRzZj4WHh5MvX/l4qSEXF/bsOcTbt++VDgO1Wk3//qPZvDnujjLT6XScPn3hh9c9PJ4wadJcvY45d+4y3r3T3+e3XMUK3Lp4WG/9JUUiwROEBE6n0/Hi0S0un9jJlZM7Abh+dj+HNs9j3KSxuKRxUjhCIT4sXz6TrFnd8Pb2UTqU7zIyMmL//g1xUhQ3PlSrVoE0aVIpHQYA48cPoVGjWjFu7+8fwOLFq394/d2798iyzKpVmxg7dgYPHz5lx479322r1WrJnj0zK1bM+t2wfyp9ehcMDfVXBqZ8ueL4+37UW39JkUjwBCEBe/noNv0b52Zyr5qsmtYLlRyBsak5llbW7D2wlc7tGygdohBPkie3RaPRULt2Kz598lY6nG9EPYI7w5Ah4wGYNm0BL168wt8/kPnzVygc3a8ZGBgQEBDIxYvXlA4FU1MTjh07w86dB2LU3tvbFyurqNNNpkyZi6enF0+ePGfbtr3IskyfPiP48OETzZvXp0uX1mTO7Mr06aM5f/4Kw4dP+qqv8eNnsW7dVr29F1mWOX36AlWrlidVKv39Mtq4fiV0Oi2Xjm3XW59JjViDJwgJVEREGNMHNCBztuwcObia8PAIrK0slA5LUJCBgQHHj2/H0NCQkJBQzMxMlQ7pK02b1oveBZotWyZMTU3RajUYGKj5+NEbX18/3NwyKBzlj0mSpPeyILFlbm4Wo2LAt2/fw9TUlCZN6iLLMilTpiBZMhuCgoLRanVIksTMmWNxdLQHon5RgKivpUyZMuDk5Mi9ew/Zt+8ILVs2pFu3tlhafv/7zO3b93B3v0fLlv+ecR0QEIixsdEP69r5+wewZs0WChfOF+vad99jaGhAuUpV2LlyIoXL19Nbv0mJmMEThATq1J5VSCqJk0fXY2JsJJI7AYh6FNq9+2COHj2ldCjfkCQpeiapSpVyODraY2ubjI4dW3H69AXOnEnYBWotLS0oWDAPvXoN4/nzl4rGUrRoAdKkSfXDR6lfuLvf4/Xrt0DU57958waYmBiTMWP66Me8Tk6O373Xzi456dO7cP36LY4dO8OCBSuwtU32zaNUrVaLRqMhMlJD1qxueHp60avXMAD69RvFxYvX8Pf/ekfrrVv3aNGiC9bWVixfPkuvyd0XM6YMJsD3I15vn+u976RAJHiCkEAF+H7EwsIKtVr8MxW+NnPmWGrVqqJ0GDEWHh5OzZqV+OefZkqHEiOtWjUiWTIbpcPA3z/wl7UFW7ZsyI0bt/Hyiv16tJYtG3LkyBbGjh3Mzp0HWLp0HQCenl7IssyoUVPZtGkn+fLlIn/+3Jibm1GvXnUA5s2bSMmSRahQoT7+/oFcuXKTxYtXkzNnVsaNGxynO4GdUztibmnNiV3LALh0bDt7104nIiIszsZMTMQjWkFIoEKDAzEyTpwL1gX9Onv2EpaWFmTLlokrV25QrFghRo6cQps2jUmbNo3S4f2Qj48vtrbJGDx4PAUL5qVx49pKhxQjadKk0uuGgNhycLBj/PghfPzojb198h+2S5061R+XePmSiBUpkp+AgKjZuCZNOrJhwyIGDOiGhYV5dFsrK0tKlCgMEF325PTp3RgZGZI6tRMRERFIkoSLy++fN/u7ggP9ObN/HWq1ISf3rEStNuD9m6e0H7wgzsdO6MTUgCAkUCam5vj7eqPV6pQORYhjISGh3L5974fXAwODCQ4O5vXrd2zduheAcuVKfPVDN6Hw9w/k0ydvQkPDqFy5McHBIUyfPjrRJHcAs2cv5dChE/E6pk6nQ5ZlZs5czJs3ntGvy7JM/fpt8fHxxd8/kODgkG/ubdy4Ni9fvtHLBpEUKRyi10mePLmTlClTYGlp8cuZOFNTE9RqNSlTpojXY+t8fR+T0jktF49upUCR4rRq15aH7ufjbfyETCR4gpBA1WozEI0mkgFDZygdihDHvL19mTRp7jfHQm3btpeNG3dQtWo5ihUrRPr0LsyaNY7g4BAKF87Ho0fPFIr4x7Zv38uGDTswNTXhwoX9mJubJbrCx2PGDIx+BBkfDh48zqBB4z6vYbTA0dGOAweO8ezZS8LDIxg+vA+2tskYOHAMdeu2JigoGF9fv6/qyvn5+ev9qLXE8v+tW/cOhIUGc/PqFe7d9SAkyF/pkBIEkeAJQgKi0WhYO2sA47pW5tzBDdg6pOLF81dKhyXEMSsrS1atmsObN554enpFv16gQG7y5cv1VVtZlqlevRlPnrxg3rzlaLXa+A73u06dOs+8ectp27YpPXq0B6J2aiZGDx48pmnTTnz8GPflaHQ6HaVKFaVfvy4AtGvXDENDQ7y9fQkNDSMsLIz167cjyzJt2zbhn3+aYW5uxrVrt1i4cBUAU6fOI126NFSrViHO402IOrdvQNoMbmh1Wm7dvEGNFv3Q6cSTD5HgCUIC8czjJn0bZOf62b042tuwa+UkvN48o3iJ+HvcIcTcl0dqT5485/jxswDs2nWQkJBQgoNDondhvnv3Pnpm5f79R2i1WgICAnn58jUQde5shw59OHfuMps37+LmzTvcu/eQXr2G4eLi/E1ZEUmS2L9/A1mzurFhw6IEU9bDzS0DJUsWVjoMvciUKQMLF05FkojTRMHfP4CyZetiYKDGwcHuq2stWjQgW7ZM2NhYs3LlHCRJomDBvDRoUAtJkqhQoRRjxw4CIHfuHIk2mdaXUyc2kTlrDkBmz5qpdK2ejmFtiv3VdfJEgicICcSKyd1IlyEjr19e5/jhNXzwusvufVvo0bmJ0qEJ31G6dG0eP36Gr68fHz96I8syV6/eJCQkhMePnzFlynwA1q/fxqlTUcdC9e49nODgEO7e9WDOnKidfytXbqRFiwaULVuCvn07fy4Im4JOnVr9cGwzM1M2bdrFwoWrqFdPf+eFxpYsy4SFhZMzZzalQ9ELlUqFtbUlQ4dO5ORJ/a3nWr16M1qtlq1b99C58wCsra1Yu3bBH5/PWqFCKVKmTKGnKBMnaysLLpzdiuc7d3x9H3PuwmGyZs3Mmpn9mDu8pdLhKUL6/zUfQuy5ZMwpD56zL1b3TuxRndjeKyR+ISGB9K2fnSo1arNhzVSlw4mVMmXqcPLzUWp/A19fPywszBXbbfn48TOMjAwJCAgiR44sisTwhZ+fP/XqteXYsW2JZt3W93zva1iWZfbvP0qJEoWjzweOqcOHT1KiROHogtTjxs2gU6dWJEtmgyzLf/2sW3y4euM+FcvVYsTi4zg5uyodjt51rupyXZbl/N+7JmbwBCEBMDOzpO2AORw5uJ/qtTsqHY4QA0+ePCc8PEKx8dOkSYWZmRnJktnw8OGTeB1blmVkWUan03Hw4HGsra04cmRLok7ufkSSJB48ePRbGxiOHj2Np6cXu3cfRK1WsXbtVubNW86wYX2ws0uOWq0WyV08KZA3K7b2KTi6bZHSocQ7keAJQgJRoHQt2vSbxYUzpzh8+KTS4Qi/sHbtVry9fRQb/9at+/TrN5KrV2/G+/mpU6fOY+bMxURERLJ//1GCgoITzFrAuNC/fzdSpXJiwoRZ3y1T8v+uXXMnODiEBQumYGxsTPnyJWnWTBynpZRyFcpx79oppcOId+JXCEFIIJ553GTZ5G4gy5w5e4VKlcooHZLwE3PmTFB0/IIF81Cw4Lx4HfPVqzeARPfu7TE2NkKlUjFv3qRf3pcUGBgYkCKFA4aGBmzdugcHBztKlSr6TbuFC1fSoEFNXF3TRb/2o6PChPhhaWEO/H3L0cQMniAkEPvXzYDPa2KLlyzB2bOXmD9/hcJRCT8yduyMr0qaxLfnz1+ye/dBwsLCqVGjefR5pPqm1WqZNm0+kZGRnDhxjgsXrmBqaoJK9Xf9+FCpVLRt2xQjIyNcXJyxt7fD3z+AJ0+e8+mTN3nzlgPA1tYWOztbhaMV/uv+/YfY2DkpHUa8+7v+hQpCAvT2hQerpvXmxePbABQuUYoqFYuSMWN6ihTJj06n49QpUZk9ocmZM0v04nklBAQEodFoefz4KQEBgcyYod81RoGBQVy+fAO1Wo25uRkhIWG0bt2Yxo3r6HWcxKhgwTxkzerGpUvX2bZtL3Z2yaM3ZzRqVAsbG2uFIxT+S6PRIP+FdfHEI1pBiGdvX3iwd+103r3wwPeTF5rIcJI7OFG9ZnX69W5LxgxR5zemSOFAihQOeHl9ZNOmXZQoUThJr3NKbLJnz8KFC1epUqUcs2Ytpk2bpuh0Wu7dexgvRzXlypWNXLmiypKcPLmToKBgAgIC8fcPxNk55R/3/+zZSw4cOEahQnnp3Fn5UiwJUaVKZaKXUvzuDlsh7oWFR1CzTieuXb5Aw06jlQ4n3okETxDiwc1zB7l16QiBft7cv3mGlKldKFgwH6VLF6Ve7XIks7H84b2OjvYsWjSViIgI6tdvy8qVc8QMQQJw6tR5MmfOCEQduG5oaMDFi+68ePGKYsUKEhAQGG8/9FUqFVZWluzde5hbt+4xbFifX94TEhLKpk07ad68/ld12EJDw9i16wBNmtSNTiAFIbEJCQ2jeKkGvH31kr5TtuCaraDSIcW7JJfgSZKUGugO1ADSABrgObATmCvL8k/3ukuSVBkYAeQBgoC9wDBZlt/FZdxC0qTRaNiyaATnDm7AMaUzkiSxbMVC6tUu99t9GRkZMXr0AGxsrNm+fR8uLqnJnz+3/oMWYqRdu2bRf+7SJWqGq1y5EgDs33+UI0dOMXv2+HiNqUaNSlSvXhEPj8d4e/tQrNi3M4kRERF8+OCNo6Mdb954YmRkxIsXr0ibNg2yLBMaGsrTpy/Q6XR/3To7IWnwePSSChXqo9PJDJl3EMdU6X59UxKUpP71fk7O7gADgCyAOWAN5AZGA3ckScr3k/tbAQeAIoAJYAe0AS5LkvTnzzyEv8bLR7cZ0DQf3Wu5cuXEDsZOGseDu8e5f+dYrJK7L76cFJAsmTWmpqYEBATSt+9IgG8OqheUU6lSGWbMGKPI2JIk4e3tw7t3URtAvnxdREZGEhkZydGjp1mwYAWGhoaMGNGXyMhIevcejrv7Xdq06UGyZDYMG9ZHJHdCovTA4znFi1YmuaMzE9dd+WuTO0hCCZ4kSTmBbYANEAKMBIoDpYGZgBZIBez7XrImSZIdMJ+ovdTTP99bE7gMpP7chyDEyNpZ/aOKvx7bxXvP23Tt0FCv/ZctW4Js2TKhUqkoXbooQUHBVK3aVBywraBnz15y8OBxIKqkxvz5K6LPo41vxYoVokGDmhw9epqhQ6PKubRu3YOzZy9RrVoFxo8fEt3W0NCQHTtWkS1bJtq3b5EkixULf4fISA2167bFMVV6Bs3eh5GRidIhKSrJJHjALKJm7LRAFVmWx8iyfF6W5dOyLPcBWn9ulwIY9537q32+f5Ysy/0+37sXKA+8AWpJkmQc129CSBosbeywtLKmQN6scTqOhYU5NWpUwsLCnClThqNSqZg5czH+/oFxOq7wr/HjZ/LixSsMDNQ8exaV0O3bdwR7++TY29v94u64VaZMsehHyWvXzqds2ahHyP9N4gICAilZsiYPHz6lWLG/b52SkDRERmrIkbsigQH+dB+/DoC7105y4cgWhSNTTpJI8D4/dv1SFXaVLMtn/r+NLMvrgBOf/9pSkiSH/2uS6vPHr44QkGU5CLgCGAPJ9Ra0kKQ5pcmIl2f8LtvMkSMqmUyePBlhYWHxOvbfIiIiAn//QO7cuU/9+u0AqFixNFqtjjRpUtO1a1siIiLYvn0fTZrUxcLCXNF4DQwMyJAhLcAPH7laWVly5swesmfPHI+RCYJ+de8zgU9enmg0GtbO6k/XGhmYP6I1a2f1Vzo0xSSJBA+o+58/L/9Juy9VY9VEPX79rw+fP5b674uSJJkD+YEIwPsPYhT+IlnzlcTPV5kvl5YtG2Jl9eNduT/i5fVRrOP7hRs37tCxY1/c3DKwePFUAAoUyBOdREHUZpiVK+coFGHsiMeyQmLm6xfI1g0bMDGzJDI8lPs3ztB/UH9atWuH6i8uLZVUErzinz+GAFd/0u6/s3PF/+/aQaKSuD6SJE2WJKmoJEnVgCNE7cbdK8tyuL4CFpK2zHlKotNqeP4y/jdf3759j6ZNOwIQFBQc46Rt8OBxXLhwhcjISCIiIuIyxESrcOF8bNq0BGNjY5InF6cVCEJCULteR8ytkmFs8rnwuCxz/vwV1qxYQeMu31uR9XdIKgnel4VOj2VZ1vyo0edSJwH/d8+Xa2+BIUR9TgYA54F9QFHgHdBLvyELSZmBQVQFIpUCMyM5cmRl7doFABQpUhVvbx9u377HyZPnvtvew+MxO3bsZ/nyWRQtWpCTJ8/TpcvA+Aw50Xj69AVHjpxSOgxBED5r23EYd91v0Kr3NHw/vcfEzBxTC2uuX71K7TaDKFKhIWcOrGPl1F7cPHfwr9qIlujr4H3e+PBlJfObGNzyhqjkzvn/L8iyPF2SpNdEJXjZiaqDtx8Y8jkBFIQYCQrwAyB1qvg/ZFySpOi1X3funEaWZZ4+fUlgYBAAbdv2ZObMcRw/fobQ0FDy5cuFLMvRj+kqVixNiRKFCQwMIiIiQsxU/UdwcDAfPnxUOgxBEIARY+eza+sWSlZrxeIJnUibISN+vr5odTKW1sk5tXcVu1ZOwsDACFt7e66d3oNdCmdGLzutdOjxItEneMB/FxsFxaD9lzYW37soy/IW4O/ddiPoxesnd5BUKtRq5SfJJUmiUKG80X/v2LEVIJMvX07CwyNwc8sQfSLDF6amJqxcuREfHz/69u0czxEnXDlzZouuRSgIQvyLjNRQrVYH3K9fQRMZQePOY9m6dAzFSpYmma0Nu7dtQ6VWkzdfXqxtrGncqDqVyxcBoG7D7ly6cEHhdxB/kkKC99/TvmOycOjLOjq9nxIeGSF2LgpRti0ZQwa3LEqH8V1fkr1fHaPVunVjAG7duse8ectZunQGWq32rz4Pd8+eQ7x48ZoePdorHYog/JUqVG7Jg/v3aNhpNDkKlsPa1oGNC4aTP39uli5ejrGJGW5ZslC6dFEM1GrKlSoAwMEjFzh57DAV63dmbJeKfPJ8ham5JXXaDqFQ2ToKv6u4ofz0wp8L/c+fjX7Y6l9fatmF/rRVLHi9eUaESPL+emcPbuDd68esWZm4a2NLkoQkSWTK5MqQIT0BqFu3DR4ejwEIDAzi1au/a+VCoUL5qFmzktJhCMJf5/ylW1Ss2oY77jcYMGMnyR2dObR5Pgc2zsEtVxFmTZtBgJ83WfKW4JHHAyaOn8LI4aNJ7ZyXPPmr07Rxa4xNzDi6bREpHGwZNnIIadOlZeviUUq/tTgjJfayCJ/X4H3JqvbLslz9F+3vEbUG770sy056jkW2dUiFhdXvr1l6//oJKZxd9RmOoIAAv0/4ffLE3sGBVCn/v9Ri4hcQEIilpQXe3j74+PhhZ5ccS0tz/P0D8fb2IVOmpP01rNVqkWU5ehONkLQ8fPgkyX8NJ0b37z8mIiIctYEh5pY2BPp5I8s61AYGaDUaDAyNSeniRkiQPzqthrDQYACMTc2JDA9Dq9WgiYwgMiKM5MmTgyQRHh5BSHAQagMjnNJk/EUECderJ3euy7Kc/3vXEv13KVmWwyVJ+kTURovUMbjlS5vX+o7F0NAI12wFadN/FgAPb19i3rDmqNQGFK/SjHr/DP1hsdGJPaozeM4+fYckxKNFY9vz+tk9evXry8ihnZQOR+80Gg329ll48eIG585dwt39DoMG9eTt2/ecP3+ZJUvW0qxZfZo0qYO5uZnS4caJHTv2c+vWPUaPHqB0KEIcKFOmDidP7lQ6DOE/QkLDSJUqJ/1n7CJ95jwMa1OMbDlzc/jgahYv386YEaPJU7Qift5evHpyByNjU+xTOCHrZD59fE9EWCgqtQFm5lao1Ab4+QdgZGyCmYU1lrZOBPl94tWTO0DUUwtjUwtsbB2wT5WOlC6ZSO6YmhSp05MuS/4E+Ytd56ouP7yW8KKNnftASSCjJEkGPyqV8vkMWqv/3KNXllaWXDuzhxJVm+KarSArp/bANVMWipcswqplK3l67wqDZu/V97BCAnB46yJuXzrGrr2bKFksj9LhxIng4BC6dWuHhYUZ1apVoFq1CgCkSZOKNGnqsmTJWvz8/ImMjCQsLBwTk6R3sl+dOlWpW7cab996kiKFw1+9HlEQ4kO3XuMwNbMgfeao76uhwQFotMmpWr0tt29ep3DZelw9vRsr62QcOLyDIgVzfHV/SGgYh45e4PjxC7i73+bNq5cEBwUSHhaCqZkF+QoUZMK4fqR0ssfj0QtOn7nKjRu3efLkKRcf3iQ8LDRq6ZUs4+TiRqfhy7F3+qYIR4KUVBK8c0QleGZAAeDiD9qV/r979EqtVlOmfCVmt6UXYgAAJk5JREFUDmxMtzGryZ6/DOcPb+L5sycYG5vg5/1e30MKCcCbZ/fZvWoSA4YMSrLJHURtyhg7dhAPHjwmZcoUWFt/e1pGv35d+PTJm9Kla3H+/P4klwB9KSUzfvxMmjSpS4kShRWOSBCSrrDwCPbs2EHNlv2iX+swbCmLx7ZHbWDA4Dn7WDaxC26Zs3Hh7Nbv9mFmakLdmmWpW7PsL8crUjDHNwniFydOX6NRg1Yc3b6Qpt0mxO4NxbOkkuDtIKpIMUA7fpzgtf38UQvs0XcQHz98YNWyiXTsZsy8ka2Zu/sxVZv04NblY7x5eo/qzXsDoNPp8P34lmT2qX74yFZIPN6/foKkUtO3Z0ulQ4kXS5eupXXrRj8sF2Jnl5yjR7chSRJr1myhadO6CfLRxp+YN28SKpWKXbsOkjq1E/nz51Y6JEFIcqpUb4uxiRnl63aIfi1TzsLM2Br1SFWn0/HB8yWrVs6I81hy5XBDq9GQPnO+OB9LX5JEdiHL8nX+PYastSRJJf6/jSRJzYByn/+6RpblD//f5k+pVCpKlG7AmuWTkHVaXjy8ia1DKsrUaEWLXlN44eFOr7pZ6Fo9HcPaFGdgs3zRBXGFxCt3saoYGhrRqfsYpUOJF9OnjyZnzmzs2nWQ4OCQ77axtLQgMjKS589fER6e9I49+/KLmaWlBcbGSe9RtCAorXrtjty6fpUi5RuwenofXjy69U0bjSYCZJn0aVPFeTzDR83GzMKKwuXrxflY+pIkErzPegHBgBo4JEnS8M/nyZaUJGk6sPpzOy9gWFwEYJ08BS+ePuLx09fIssyti0e+ur5iag9Kli3LtRuneP36FqFBAdy/fvIHvQmJhe/Ht4SHhbBj80bs7LMSlgQTmv+SJAlZlnny5Bnv3v142YGxsTEjR/bD29uH+/cfxWOE8adcuRLkyJGF+vXb8emTt9LhCEKS0L3PBC6cPQUSnDu8AY+bp5ncqyYPb31dpPj03jVIkgpr6++eW6BXx4+dIFv+Mj+8/v9HoAX5+7Byai82LRjBk3tX4jq870oyz01kWb4tSVJ9YCNgA4z5/N9/vQVqfT6TVu98P76jVLmKZHZzYfiYkYwbORZZlqnbLurpsUYTiamJCWnTOLH3wBm0Wi2p0v28GO7lEzvZsXw8hkbGjFh8HCMjk7gIXfgD62cPws4xJbbJkxMZEYFhEnsc+T2SJNGvX9cYtb158w6BgUFkzeoWx1EpZ+LEoRgaGiodhiAkeleu3WPdqlUgy7Rq145Z0wYBUKJMYzbMG8Lopaei2x7YOJuWbdtgYhyTErixV612Rz54vqFFn39rm0aEhbBp4UgsbZLz5uk97t84g4VVMtJlyceDG2fQREagUquxsbXn9P41ZMpRmH8GLyA8LBjrZI4YGMVtzJCEEjwAWZYPSZKUA+gBVAfSELXe7jmwE5gjy7JvXI2fPUcWdm2bD0Cf7s3xev+BZYuXRid4LXtPY+O8oTim2I1WE0nRio1IlTbzd/vS/a+9+46OqngbOP6dNCAJndCRLl16L9IVpEgTUERQUZEXFKSDYKP8UASpUlRAioCCKE0EpYSOht4RUAglhBKSEJLszvvH3ZBN2E3dzZLk+Zxzz5Y7d+4se5nMzp15xmxm3eIpbFk9l4KFi3E98D/CQu7glc+hofuEA/xz+i/GjBvNewNednVR0lSHDq8yY8YESpR4KsF0HTu2SaMSuc7t23fx8fFOdHUQIUTCer82EDflRo269R817gBuXLtGiQq146SNjHhAu3aJT55IrevXrpErbwHKVKoDQHRkJDM/fI1LZw9jMkXj4eHJitVLmDVrEf+cP0fv1/vy7bx5mE0mLpzdxeHDZ2nbrjvDehqT8Dw8vchboCjvT/qBXHmdt155hmrgAWitrwDDLVua8og3Y3DNT+soa7kgAOq37ErNJu3Ys2UVVWo3I28B+1Otpw7rwuWzR6nToDEH9/rT9uX3yC2NuydKZGQEq7/+iOioSN5+s6uri5PmZs2aTKFCSQvmPGTIODp0eI6mTRs6uVSu4e+/n5Ytm1C4cEFXF0WIdO3mtSu4uXmwdvXsR+8F3w4h6EYgb49/N05as9lE6ZJJCX+bOr6+vpi00UMfHRnJuH5NCAu5w7QZX1C3dmWyZctK0cJ+j9a8BZjw8SD+u3IDgGrVnibwSgAAJpOZTyfNY9nSH/ioX1P6DPuKavVbO6XcGa6B52omk5kly9czZ863BAddZ8T0DXH2e3llpWm7xGdbXj53DA0c2LOLti+/R/teQ5xUYpFcZ47sYdW8j7h2+SxeWbMxbeaXTr9F8CS5fz+U7Nl9OX78FEopihUrnOgx//d/b1C8eFGCg2+TJ0/uR+FGMooPPujPw4cPOX78NJUr2+6VF0IkTmuNX8HC+PrGBkufMnUh2XyyU6REecLD77Po8/e5cuEEAL7ezg2qfur0RY4FHOLdj74FYNa43jx8EMbJk7vJm8d+j33WLF6ULf14J467uxsfje3PmBH9eKXPMOZ9+hYdXxtGk/a98fZ+PPRUakgDz4EOHz6BX/4KKOVGyXLVeG/iCnxzJn/ZMoDx8/5k39ZVNHnhVXLmyXhLXqVX0ZGRzB7fl5JlyrJ81eI4v9gyi8GDP6Rr1/acPHmWatUqJ+mYUqWKo7WmU6c+LF06lyJFCma4GHmnTp1j0aIfmD79M1cXRYh0ae8BI/yJdfiwP3YcYsHcr6nR+AUCL59l+qiemE1RREU+RCnFu+99RIf2rejUvlmcRqGjdOnWj8LFy1G5dnPMZjOXzx+nW49uCTbuksLT04NVy6bxZv8crF85i3WLPydH7nx4ZcmGcnPjo/l/pjqMWrpfi/ZJkr9ISd1zwATKVW2Q7C9GlipLH44f+pPZ4/py8+ZJPD0z5+8jrTVms/mxBlpSlnnSWqOUYtSoz6hduzqdO7/gzKK6RMxnFOmPLFXmOgsX/czIoaNAQeWqNdi+dRlXAoOoUa0ZJctXJ1e+ghzYvo6y5SrRoWNbvpzyOQ2f74n/puUAVK1Rm+3bljusPCaTmd5vjGTz+l+YuHgfZrOJSYPaERkRzm9bfqRqFceuX+u/5zA/rtnM3Xsh/PLTj2TzyYEpOorXh8/gmXqt7B7Xv23xjLsW7ZMkm3d2KlRvZHd/aMhdjuz9jar1n8M3R660K5hwmIo1nsXD05Pps5YxbPBrri5Omjt16hwXL16mbduWKTo+puEzZsxgtNYcOnSYe/fu06LFY6Er06X587/H09ODvn17urooQqQb879dw4ihI/H0ykL27DlZt2YeN27eplGj9uTKV5CIB2H8tWsDc+bNome31qxYbYQgC77xH1myepO/UGGeb5OyOsmeZq17cfLoYfqN/pqcefIT4L+J+3dvcezEHooW9nPouQAaNahGowbVADjYvxdr123l1MmzfP3pW5QoV5Vn271G7aYdk9V5lJHi4D3x5nzUh6VfDefD1zPmQPPMwM3Njcq1m/PNwkWuLopLREVFEhHxMNX5+Pr6kD27L5GRUQDcvn2HTZu2pTpfV+vatR3PPWc/VpYQ4nH79v1FNm9ftNnMsaNb+XPHISpVakRExEOCb1wh5PY1duxcT89uxmSEnt1aU75SVf459Tcly5Tl6N+bGDn09UTOkjynjh3hxT4jHk2AuB8SnGY987VrVGTix4NYu3oW02ZOJZsXLPnyAz58vRFXL53m0tkjj8Xds0UaeGmoZDljirS90CgifWjU5mWCrl9zdTFcokqVig69rdqgQW1atGjM7dt3OXHitMPydZWrV6/j55fX1cUQ4okV8TCSAYMn8FSJOpSr2Iw27d7k17VriQgPpVnLVtSt35G+vfthNpswm6IZNmo4Fy/spVKFUnHyqd+wLmjNP+cdE0T99NnLmExGo8lkMuPjm51/zx97tH/7uu+o26CJU3rvEvLaK+3YvWMVp0/vw9cnG5+9+xz/G9yR9zqV427wjQSPlQZeGur29njmbrzM0C9+cnVRRCp4eWXOpanCwsKpUaMF0dHRDs+7TJmSfPDBu1y4cMnheael0aMn8OBBhKuLIcQTJ/h2CD17D6Vokar8tHI1NZt0pHTlBly9fot8hYxJWL9v2sCVyxfJkSsvw0YN5+qVALs9c51fbMXDiAdERjzgjx2HUl2++nVbUr1WW06dvki9hp0IDwulaYc+/LxoCrt/W0mJ8jXYt3sH/QZ8lOpzpYSfXy6O/L2JmzdPcSvoNLny5OP7aUMTPEbG4AmRTP+cPkxWbx9XFyPN+fh4s2XLajyctFKHyWRi4MBRLF48K932gv3661JXF0GIJ4rJZKZgocpERxnDMbx9c1G6Yk2aduhDgSIlATj11w4WffkB9+8F06//O/zvs8GJ5tuwXlW8fXwxmzWffjad5s8m7/9e0WI1QSmGjRhCndpVALgeeJUG9VuTO18hhk1dy5fDu6GUIuJBOEVLGatOHdznmmXHYsRM7vvflPG82eedBNNKA0+IZAq8dJqcuVMW/ia92r37AP7++xkxYqDTzuHh4cHGjSuclr+zbdmynQcPHmSKlTuESCp3dzfKlKvIg7Aw8vr5ERUVxc0rZ/n47ebk8SvM3VvXMZmiKVmmHP4711KsaNJXdliwcAav9OzL4UP7Cb4dkuTQJUFBdwkLDaFmk3Z8PO4TtNlE6Qo1GTp1DWCsJPXx283J5u3DmVM7+GXDDt56cwBlylXk4L51Kfp3cLTOHZozyDcHYffv2U0jDTwhkqlY6UoE7N6IyWTG3T1zjHKoVKkc3t7ZnH6eMWMm0rZtCxo2rOv0czla4cIFefgw9RNQhMho9u768bH3Pp+2mCNHT9K+XUs6tns2RcHi2z7fiEJFi3Mj8CrvDvqIlUu/5PK/19h38Dj37t3njz93s3vnTpq1aMH8uZ9wNTCI75f9wqJvF5O3QFHeHDmbneu/p1CJcpStHLvq1IIJ73AnKJC/A/7E09ODLi+2oEnDfZh14hMb0pJf/gLSwBPCkZp26MvabyexZPl6+r7awdXFcaq7d+8xcuRnzJgxgerVqzj9fL16deOpp4qwbdsuVqxYw8KF0xI/6AlRrlxpPD09XV0MIdIFR4WZMkWbyJWvAFs2rOepEv7cv3cHDw9P3Nw9cPfwpMTT1fht0yYKFVwDyghnVrxMFcpWqceQblV4EBZCkxd6UbZyHaKjo1m3aDJH9v3Oj2uXxZlQ4eeXyyHldaRp0z6hU4cedvdnju4HIRzIw8OD/IVLsGnzn64uitPlyJGdbt064OWVNkuxVahQFh8fbxo2rMO0aZ8SZRm386TTWlO5chPu3bvv6qIIkamsWjWfiLAQsnr78kyDNoyZtYmRM9ZTsUYTHoTf5+zRPURGhOOTIxeVajWlQeuXuHTuKBtXfEWtOkavXfMOrzNl8IsM6liG7b8s4sNPxtH8WZuxg58oTRvXTHC/NPCESAE3d3dM0SZXF8Opxo6dxIULl1wShDhr1iz4+HhTs2Yr7ty5m+bnTy6lFMeP7yRnTseuJSmESFjVKmU5d24PefPl4+Afa/l16Zd8NuB5Ai+d4MuvvuDWrVMcOPQHzz3fmmsXT7J3y0o6d+3Mv/8F4OPrQ+58hVg1/xNuXr3A8lWLCQo6yeD/e8XVH8sh5BatECkQER5Knjy5k5R20hff8PJLbSn+VCEnl8qxWrRoTNGihV12fjc3N/bu3YiPj3MXE3eE06fPcefOPerXf/J/9QuR0Xhny8qRvzfTrHUvLhzfz3eL5/Ni+6aP9pctXYxv5j2+RvRef3+q1G3N7t9WMmPO9Ay3trg08IRIhstnj/LdF+9xJ/g6Xbo8n2j6XzfuYsqEyZw5c4FFCyamQQlT74cffsbLy/OJWCd2zZoNvPBCyyQ3puMzm824ubkRGRnp1NvMQUHBBAbekAaeEC7i7u7GzmSsRXsvJJR7d4K5E3wdn+w56NUj481+l1u0QiTD5MEdcMPEX3//maRfe9t37gcge3ZfZxct1e7evUdkZCRVq1aievXKri4OANeuXU9x3L3t23czcOAooqOjqV37Oe7dC7GZbtKkrwgOvk1YWDghISkbQ9e4cT26d++YomOFEGnv4wlzyZLVm9MB/rwz4G1XF8cppIEnRDIUKlaG+/fuEp2E8Xcmk/nRmKxr1xJeUuZJMH78FLZt20WFCmUpWbK4q4sDwPDhA/n++9X888/lOO+Hhz+wu6KGv/9+Tpw4Q6NGdRk7dggeHh7s3r2enDlz8OmnX/LHH7sICgpmzZoNADz9dGm01mzZsp2JE6enqJzdu/fjxo2gFB0rhEh7K5YuJ0ee/Li7uzPyA8euY/ukkAaeEMkwcsZ6cucvSp1azSlesi7fr9hgM932XX+RL185du7YA8CxI0fTspjJMnPmQoKCgpk69WPatGnh6uI8pkABP3LlysHhw8fZu/cQkZGRNGnSgYiIh5w6dY4DBwIAmD59Hnfu3CV37lzs23cIDw8PChUygqb6+horj3Tr1p5atarh4eHO+fP/EBUVRZcu7ciXLy+dOrVlwoTRXLhwiYULlyWrjKNHv0++fJkr+LUQ6VVoaDgR4aGE3rvNCx07Zth4phnzUwnhJF5eWRk9cyMTl+zj6aqNeG/AYOZ98/jawm+/ZawR+DAiAq+s3gTdCGTugtVpXdwERUQYQXnz5MmF2Wx22hJkqdW1a3vy5MnNzZu3CA0Nw8vLC3//9fj6+nDjxk0uXfoXgLx58xAVFU2lSuV44w3bs+DKly9LjhzZyZ07F8OHD3wsbp27uzve3tnInTsnYNy+jcnfnjt37uLnlxd3d3cHfFohhLP9smEnys2NB2EhfDj6XVcXx2mkgSdECuTOV4g3Rszk+e7/x6hho5g594dH+7p0H0TQzUAAThwNoEbDNpQqX5MffljrquLGYTabiYqKonnzzty+fYdXXulKgQJ+iR/oYq1bN6VVq2cBI4wKQNOmDXnpJWPs26uvdiN//nypPk+hQgXo0qUdAGXLlqJw4YKcOXOeu3dtR4w/cCCAefOWpPq8Qoi0MX36PLTZjF+BwpQs7rpIAc72ZP5kFyKd6NB7KB6eXowbM47ff99BZGQUh/bvoXnHNzh3fD85c/vxysDJjHuzCcWqPeOycoaFhePtnY1Nm/5g48bfmTVrMps3/0COHBK3LSFdu7YH4OefN1GjxjO0bNmE0NCwOJNmnnuuGc8918xVRRRCJMPW7Qc4d/o4KMXatd+5ujhOJT14QqRS256D6P/hAo4eOcr+3TvIms2HP3/5jtA7Nzh2YBsr5n7IneDrzPxqfJqWy2QyPRr4/8ILL3Px4r80bdqAKVOMckjjLulGjBhIq1bPsm7dZj75ZGqcfV98MSddTKIRQkDRwgVo36kLZ88coFKFUq4ujlNJA08IB3imXismLz1IlTotMZuimTJ1Mp5eXnh4enHhxEEqPVM9zrqGzhQQcIyoqCg2b/6DKVNmAbBlyypKlSqOt3c2vL2zpUk5MqIXX2zDxx8Pj/NekSIF00UwZiEElH+6OEu+nfxEri3raNLAE8KBrlw8QbsXOzJ6xFg8s2Zn7JwtBAVeYsCAN5x63n//vcru3UbMvdmzv+XKlUDatm3J1KkfA6TZWrIZ2Zw53/Hzz5viNJDNZjM9enSS3lAhxBNHGnhCOFBoyB38d/oT+fAhw75cy7/njqKU4qXOLZ1yvu3bdxMaGkZQ0C1OnDgDwMKF0yhZsjhKKaecM7Nq164VtWpVi/Pe5s1/0K/fENcUSAghEiANPCEcqH7Lbjx8GE3jNj3x8srKzg1LKV2uotPiLO3YsZf//gukZs2qvPVWb6ecI7Mzm83MmLGAfPnyUrRo3PWE27RpwYwZ6WMJOiFE5iKzaIVwoJ4DPoMBxvPLZ49y4eRB5i6Y7fDzHDt2Cg8PD8aPH+rwvEVckZFRmM1msmR5/Db3tm27qF69soxrFEI8caQHTwgnOPDnWr4Y2pk6DZrQvUsrh+d/4cIlzp497/B8RVzXr9/k2rXrvP/+2zYDGe/bd4jQ0DAXlEwIIRImPXhCONCpAH82rviKCycO0rFrNxbO/dSh+UdHR7Nnz0FefLGNQ/MVtgUEHOP06fMMHmx7MfKxY2X8nRDiySQ9eEI4wNVLp/nw9UbMGPMKpoh7LF76Dd/Nn+DwsXeHDh3h9993oLV2aL7icffu3adNmxZ2G3cBAccYPXpCGpdKCCGSRnrwhEilFbPHsnPjUsqWr8y2LcvJ75f70VJajnLo0GG++GIOYWHhLFs2V2bIOpnWmi5d+rBgwZeULFncZppSpYrTs2fnNC6ZEEIkjTTwhEiFhZMH8Lf/RmbPncHL3Z/nhx/WcvnyFUaMGOjQ89SsWZWZMycRGhrq8MajeJxSig0blpMli/1/65CQUJ5+OmNHwhdCpF9yi1aIFLh98yqfvtOKgN2bWPXT97zc/XkAmjVrxJAh7zj8fLt3H8BsNlOyZHEJWuxkBw4EMGDAiAQbdwATJkwjIOB4GpVKCCGSRxp4QiRT4OWzfPh6Y9xUNPv2/07LpnUe7QsPD+fAgQCHn3Pjxq2YTCaH5yseV758Gd5/3/a4O2tff/059erVTIMSCSFE8kkDT4hk+vqTNyj9dAWOHf6NsqWLxdnn4eHJ9u27HXq+iIiHTJw4hsKFCzo0X2Hb/PlL2LrVmMiyf//fAJw4cYaIiIeP0ly9eo25c79zVRGFECJR0sATIhmWTBtK8M2rrPlpvs39QUG36NfvVYees1ev/o8aGsL5hgzpz2uv9SAyMpLp0+dx/34oK1f+zIEDsd+BUoo8efK4sJRCCJEwaeAJkUQrZo9h39afWLRkAUUL+z1632w207Fjb65fv8nWrTu4fPk/x553xTxq1arq0DyFfW5ubnh7ZyNLliysWDGP7Nl9+eSTETRuXI/IyEgAChUqQPfuHV1cUiGEsE8aeEIkwU8LP2PXxuXMWzib9m0bx9nn5ubGlCnjKFgwP8OHD6R27eoOO++YMRO5du2GzVUURNqaN28xn39uLDv3xhvvs3XrTheXSAgh7JMwKUIk4tfvp7Jt7UK+mj2Nbp1bPrb/2LGTBAQcp1y5Mg4/d6NGdcmf3y/xhMIhli37EXd3d3r06ET//sOZNGkMYWHhZMnixdtvv0ZExEOuXr3GkCH9KVOmpKuLK4QQdimJiO84SqlDri6DEEIIITKNW1rr523tkAaeEEIIIUQGI2PwhBBCCCEyGGngCSGEEEJkMNLAE0IIIYTIYKSBJ4QQQgiRwUgDTwghhBAig8n0DTylVBal1DtKqa1KqSClVKRS6ppSaotSqrdSKkn/Rkqp8kqp2Uqpc0qpcKVUsFJqn1JqsFIqaxLz6KWUOqyUilBKXVVKTVdK5bSRrpNSSlu24YnkWdMqrVZKlUok/SSrtI8HfRNPDKXU9njfbVK2PvHyKJGMY7cnoUxyDYsUU0rlV0qNUkrtVUrdUEo9VEoFKqX2K6U+V0rVT+R4qYeFiKG1zrQbUBY4CegEtp1A7kTy6QM8SCCPk0DJRPIYZ+fYI4BvvLT5ALNl//pE8h0cL78+iaTfbUkXBfi4+juSLcHvansi166trV68PEok49jtiZRHrmHZUrwBvYDbiVyDPydwvNTDsslmtWXaHjyllB+wFahgeetHoANQA3gBWGZ5vzHws1LK5lpRSqnWwEIgK3ALGALUB1oBiy3JKgAblFK+dvKoBIwHIoAPLcd3B84Az1jee0RrfQs4ZXnZKJFexiaWR1O817bKkQ2oZXl5SGsdlkC+wvX6AlUS2ax//Z/VWu9LIL+xieTV196Bcg2L1FBKvQMsAXID1zGupZYY32U7YBDwO0aDx9bxUg8LEZ+rW5iu2oCZxP6a+shOmqFWad60sd8DOGvZfx8oZyPNWKs8xtk5z3jL/oHx3i8ChAEXbRwzxyrfagl8ziBLmuWWx/MJpG1qlef/XP0dyZb6DeMPXcx3OtrG/hIksVchkfPINSxbSq+dGhgNNw1sA7InkNbLxntSD8smm40tU/bgWXrjelleXgY+tZVOa/0FRrc+wEgbSTpi3OYF4z/iGRtpJgLnLM/fV0rZWv+3iOXxz3jnvwqcttpvzXqlc5u/BpVSFTFuI2hgsuXt0kqpwrbSx8tnh500In15zfJoBr534nnkGhYp9TVGI+0a0EVrfd9eQq11pI23pR4WwoZM2cDDqAxyWZ7/rrU2JZB2k+WxtFKqWrx9na2ef2vrYK21mdhbBLkxfp3Fd9Py+Kz1m0qpgkA5jIovPuv/+Pa6+2PeP6m1PgpcSmJ6M8YYEJGOKaWqYtxaAvhDa/2fE08n17BINqVUHaC25eU0rfXdFGQj9bAQNmTWBl5eq+c3EklrvT/+f8hGlsdzWuvABPKw/kXYyMb+dZbHzy0zyOoppbpi3K7wAVbHP0BrfQ24YHnZ2M55Y8q7K97jYxWL5RdtPcvLw1rre3byFOnHa1bPF9tN5RhyDYuU6G71fGXME6VUbqVUWaVUniTkIfWwEDZk1gZeqNXznImkzWX1vGLME8tA3WKWlydJ2GlbecTQWh8EZgHZMG4l7MWoTCoCx4FP7OQb8+sxv1KqvI39MRVOTIXib3m09cuxJkYlBnFvO4h0yPKH4mXLy1BgTRIOG2gJLxGhlApRSp1WSn2jlLL1xzAOuYZFCsU0ZgK11v8qpfoopY5jzKY9CwQrpS4opT5USvnEP1jqYSHsy6wNvPPEzsayO5vJxv6nrJ4XAZTl+ZWEMtBa3wbCLS+L2Uk2CBiAUUlFYcwkmwk01lqH2DnG7vgPpVRJoKjlZUyFElPBVFRKWfdixj9exn2kf88DBSzPV2utwxNKbFEDKANkAbJj3JZ6HdillFqplMqeyPFyDYvkimloXVJKfQt8B1SKl6YURuNqr41xa1IPC2FHpmzgaWPa+e+Wl88opXraSqeUakfcrvzsdp5b9wjaE5PG5hR9bZijta6ktfbSWhfSWg9KZExKQgN8Y15f1lr/aznHKYwQAorHbyfEpNfEVkAi/ept9XxRImnvWtL0ARoC1TEaiJMxelIAXgLW2BmcDsg1LJLHElYk5g5KTYwwPLeANwE/jJ60usBvljRVgNXxwpFIPSyEHZmygWcxnthevMWWWwDFlVIeSqmilsjkqzHiFpkt6bJZHW/93NbMrvge2jguVbTWF4GYgfP2Kpb4lcTuePtRSimMP+wAJ7TWwY4qo0h7SqlcGDEdAS6S8B+KQKCI1rqv1nqx1nqP1vqw1vo3rfUooDJw1JK2JfC2I8sq13Cm5k1s71sWjHq0pdb6G631La11hNb6AEZc0i2WdA2IO6lC6mEh7Mi0DTyt9SGMX4yRgCfGLYBLGI2+/4D/AV7Ae8RWQtbT9x9YPfdKwimz2DjOEWJ+PRZTSpWwej/+uA/ivbauiKpgzCyzzk+kXz2Ivd6WaK21vYRa68iEbt9aBpF3IfbH0CCHlTKWXMOZU0S810u01kfiJ7JEORhq9Zb1HReph4WwI9M28AC01sswIoavBKzHV2iM8Q/NMGZWxTTw7lilsW7s2ezujycmTVJuIyTHY7cHLNP6Y+JCxa9YYsaBVLMaUyXjPjKWmNmzGmN1gFTRWp/HWPUF4GmlVKHU5hmPXMOZkNY6mriNvM0JpD2G0dsMsWFVQOphIezK1A08MCoOrXUPIA/GwNunMSKpN9Va7yQ2jhjACavnVzH+gELsIFqbLFP9vS0vHR2LzNb4j5jHW8SdOQbwN8ZAY3dibwdYVyzyyzEdU0qVJXZm4i6t9T8Oytr62k/wek8BuYYzr//sPLflX8ujn9V7Ug8LYUemb+DF0FqbtNZXtNbndNy1/6wHwe63Sh9KbCXx2JT7eKynzic2lT9ZtNaniY3VF79i8Y9/e05rHUXs54hJF/MZz2qtrzuyfCLNOSv2nd3bvKnOWK7hzMz6h4PN9b5t7H8UmF7qYSHskwZeAixLmvWwvLxN7MzbGDHd7GUTWHYG4kZN97eXKBViuv/LWm4L2Bv3ET99E0uPT0HLa/nVmI5ZBmm/ankZjo3ArKlgHboioWCyKSXXcOZk/X2VTiRtzP6r8d6XelgIG6SBl7C3MBZjB1iotX4Yb7918NjXbWVgmdIf06tyB+eMrbCuEDpgzHwE+xVLTOVWG2ht9b6M+0jfmhEbq3FtQmt6JodSqjTQyvLygmVtTkeTazhzWkNs73Bne4mUUk0xhtHA4w0gqYeFsEVrnWk3oHgC+1phzLTSwGXA10YaD4xo6xpjsG85G2nGWPZrYJyTPsczVue4YHkMBTzspPfFmBVpnV4DT7n6O5EtVdfBIqvvsmUSj+kEqAT2FwIOW+U72Elll2s4k27Acst3Zwba29ifAzhi9R3Xirdf6mHZZLOxKa2dNrTmiaeUCgH2YdzKOoERI+kpjLAQL2PMng0BWmkjHpOtPFoDGzHGh9wCJmAsceML9MIIHgtwCqijjTEjjv4cCggmdoo9wFatdSs7h6CUOoQRXDTGJa11SUeXTaQNyzJO1zGuuysYP17MCR8FSikN/IPRC3IAYzxTBJAfo0fwLeL2nLTSWicl3lhyyy/XcCallCoGHMRYeSUKY7mwXzAaa88AIzEmvwHM0loPtJGH1MNCxGM3Kn0m4YbRU2fvP+AZ4FVtrFFok9Z6i1LqTWAukA+YZiPZKeAFZ1QqljJopZQ/0N7q7cSioO8ibsUi4z7Sty7EhoD4PimNOyuliBtnzJaVwFvOaNyBXMOZmdb6P6VUG+BnjB/Ygy1bfAvsvC/1sBA2ZPYxeG8A32IsJB2MEfQ4EGNpnH5A1YQadzG01oswlneai9HVHoExzmM/8AFQUxvRzp0p/riNxAYRx694pGJJ31I6e7Y9xsLq2zDWaL4LRGNcv4eBORg9Hj20/bU4HUWu4UxKax2AEeh3FHAI4/qLxOhRXgE8q7V+Sxux8+zlsQiph4V4JFPfohVCCCGEyIgyew+eEEIIIUSGIw08IYQQQogMRhp4QgghhBAZjDTwhBBCCCEyGGngCSGEEEJkMNLAE0IIIYTIYKSBJ4QQQgiRwUgDTwghhBAig5EGnhBCCCFEBiMNPCGEEEKIDEYaeEIIIYQQGcz/A6wW5xg9cjI/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = get_data_for_timeRange(startDate=startDate,endDate=endDate, \\\n", " url_prefix=URL_PREFIX+'/profiles?', \\\n", " myAPIkey=API_KEY, \\\n", " data='doxy,pres,metadata-only', \\\n", " polygon=polygon, \\\n", " dt_tag='100d',writeFlag=True)\n", "if not df.empty:\n", " if 'df_all' in locals():\n", " df_all = pd.concat([df_all,df],ignore_index=True)\n", " else:\n", " df_all = df\n", " \n", "# store some info\n", "info_d_reg = get_info_from_df(df=df_all,info_to_store=info_to_store)\n", "\n", "# delete df_all\n", "del df_all\n", "\n", "###### let's plot the polygon and profile locations color coded by source\n", "set_map_and_plot_locations_withColor(lon=info_d_reg['lon'],lat=info_d_reg['lat'], \\\n", " cols=info_d_reg['cols_bySource'], \\\n", " polygon_lon_lat_dict=polygon_lon_lat_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can perform a similar search, this time demanding data be only from a particular WOCE (World Ocean Circulation Experiment) line with the `woceline=` filter (instead of querying profiles in a region as done previously):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of items: 46\n", "https://argovis-api.colorado.edu/profiles?&startDate=2021-04-20T00:00:00Z&endDate=2021-05-02T23:59:59Z&data=pres,doxy_ctd,metadata-only&woceline=A22\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'A22')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAJqCAYAAAA15Hr+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADwSUlEQVR4nOzddXhT1xvA8e9NUqEtbSktpbi7D3d3hstwhsPw4TpcNmTIgMFgY8APdxvu7u4UK1Ck0FIqSe7vj3Yd3rRNmsr7eR4ekptzz3nvRtu3RxVVVRFCCCGEiE801g5ACCGEECKqJIERQgghRLwjCYwQQggh4h1JYIQQQggR70gCI4QQQoh4RxIYIYQQQsQ7ksAIIYQQIt6RBEYIEecpipJHURT1vT8NTLwvp6Io/RRF2agoyl1FUd6F/7mvKMpaRVEaK4qiNaGebxRFGaYoynZFUR4oihKsKMpbRVFuK4qyTFGU6jF/SiFEVCiykZ0QIq5TFGUK8ON7lzaqqlo3knv+BFqbUP0xoLGqqg+/UM9+oKwJ9WwBWqiq+tqEskKIGJIERggRp4X3kDwAvIAAwAnQA6lUVfX9yn27gEqAH7AW2AvcAYKBvEAPoFB48evAN6qqvv1MPbeAzMBTYDVwAPAGVKAw0BvIGl78AFBBVVVjdJ9XCGEaSWCEEHGaoig1gK3hb9sDCwAF6K2q6oyv3LeYsN6VP1VVffeZz3XA/4CG4ZeGq6o69jPlNgN/A6tVVdV/5nNH4B+gZPilVqqq/m3a0wkhoksSGCFEnKYoyv+ApsAjIB2wBygHnFVVtdDX7jWh7uTAY8AWuKCqav5o1pMXuBD+NtLhLSFEzMkkXiFEnKUoigvwbzKwLHxoZkn4+4LhiUO0qar6ArgY/jZLDOq5CLyIaT1CCNNJAiOEiMuaAvbhr/8dllkNBIW/bmOGNmzD/zbEsB4bM9UjhDCBJDBCiLjs3wTlgqqqFwDCV/lsCr/ewpRl0F+iKEoKIGf426sxqKcg4BzTeoQQppMERggRJymKkoX/JsYu+ejjf9+nBKrGoJmBgC789YoY1DPsvdcxqUcIYSJJYIQQcdW/vS9GYNlHn20Hnn9ULkoURSkF9Ax/+wD4LZr1NAX+3VjvFLAuOvUIIaJGEhghRJyjKIoCtAp/u0dV1cfvf66qaij/9XTUVRTFNYr1pyZsLo2OsASp9eeWWptQTz5gYfjbQMKWUMvSTiFigSQwQoi4qDyQPvz1x8NHfHTdHmhiasWKoiQjrAcnZfilH1VV3RfVABVFyUDY/jSOhCVBbVRVvRbVeoQQ0SMJjBAiLvp3WCiQsF10P6Gq6nHgxkflv0pRFCdgG5An/NJYVVWnRTU4RVG8gJ1A6vBLnVVVXR3VeoQQ0Scb2Qkh4pTwnW2fEHZkQFRkVVX11lfqTUJYj0n58EszVFXtHY343IF9QO7wS31UVZ0e1XqEEDEjPTBCiLimIVFPXuArBzcqimJLWE9O+fBLC4A+UW0gfK7NP/yXvAyX5EUI65AeGCFEnKIoym6gImGrjHqYcMsAoCBhByxm/HgSbfiZR6uAeuGXlhE22TZKBy6GDz/tBIqHX5qkquqgqNQhhDAfXeRFhBAidiiKkg6oEP52naqq/zPhHk/CEpj0hJ2RtO+9zzTAX/yXvKwjbLJtVJOXJIRtnvdv8jJTkhchrEuGkIQQcUkrwk6ahrBlzqZYA/zb6xIxmTd8KfZ84LvwS9uBZp87Ufprwoef1vDf8NNCoFdU6hBCmJ8MIQkh4gxFUa4D2YCXgKepyYaiKEcJ6x0JAFKqqvpWUZSfgX7hRW4CLYDI9nq5Hr7HzPt1ryZsXg7AUaALYcumv0hV1UumxC2EiD5JYIQQcYKiKCWAI+FvF6mq+n0U7u0H/Bz+trWqqksURbnHf3vJmCqjqqr3Pqo7yt8kVVVVIi8lhIgJGUISQsQV7+/lEtU9Vd4vb44TqoUQcZz0wAghhBAi3pEeGCGEEELEO5LACCGEECLekQRGCCGEEPGOJDBCCCGEiHdkJ14zqly5rPrixStrhyGi6JXfG7zv3QcgiYMD2bJmRFGUiOupM+ZEq/3wSyU4KJCnD++Q1DkpmTOl48rVW6iqile6bJ9tI+DNS5yc3Sz+LELEZ/J1Ij7n/q2LO1RVrf7xdUlgzOjFi1fs3bvO2mGIaPC+70OZsnXxf/0K35dv6fZDR/5cvBwPr3QMm739g7IhQYH0/64QxUqVZfvmBWzaepDWLdszYu4uvNJm+Wz9E3rWZvCvm2PjUYSIt+TrRHxO15rp3T93XYaQhADSp/Pi9s0jOLu68fjBPYYNHMq9O7do3XfaJ2Vnj2qHnb09WzbMB6Bvn2HkLlTui8mLEEII85MERohwNjY67tw6Sufu3UieIiWhwUHs27TogzJv/J5z48Jx/lryG1qthuWr/uHVS1+y5ithpaiFECJxkgRGJHoNmvTA3T0nvr5+aLUaJo7tw6YNfwFw+sBmfH28I8puWDwZZ1c3MqZPRaYspejepSdpM+WmVLVm1gpfCCESJUlgRKJXqWJpDAY92bIV4ebtBwBcvXGXsZPGYZfEgTOHtkWUPXNoC02aNaZSlabY2Dvy88rzDJy+ASdnVytFL4QQiZNM4hWJwouXbyhSrAYODg6k9EqFi4sLzb+rS8N6lejepSlPfZ8zc+p0ihauyOK/F/BDt368exsAgFe6sLktgQGvCQoMoGXzb1kwdy7j/zqGg0NSaz6WEEIkWpLAiETBOakDfi+e8+q5kUf37wGw559tdOqgI2/+gnTo2IrmbduybPFi2rbsAEDdNgOo3LAzOl3Yl8n1C0fR6mwYPnIqLsk9SebuZa3HEUKIRE+GkESiYGOj4+XL67x6dZNTZ/YxfPRIHJO6YDToOX/mJD269mTZ4sU0b92GDJmzA3By33qMRn1EHanSZ8egD+Xgvt006zbWWo8ihBACSWBEIpQ5Y2r69mjJw/unOHNuP51/+IFc+QoCsGLpUvr92J0z5/bj9+IJs4a1irjPM3VGytVuQ7a8xShQoqq1whdCCIEMIYlELmP6VEwc04vQ0O54eubC0TkZPbr1onmr1hQuWoyjhw58UL5Zt9FWilQIIcT7pAdGCMKGmMZMHMtbfz90OltWLl/O0UMHSZE6E39N68/pQ1vwe/HU2mEKIYQIJz0wQoTr3qkJTepXJVv2oji7uuPv95zXzx9z650/J/euQ68PJYljUiYuPYWtrb21wxVCiERNemCEeI+HhyuLl/zOt/Vqs/R/i3lw/xQ3ru7F1/cKz59fx2jQs3vt79YOUwghEj3pgRHiI3VrlaNurXKfXNdqNeTOV4BT+zdSo1kPK0QmhBDiX9IDI0QU5MiVncfeN3j64La1QxFCiERNEhghomD5n2FnJG1c8rOVIxFCiMRNEhghTGQwGEEJe33m0FbrBiOEEImcJDBCmOjM+WuoRiNpM+cGkGXVQghhRZLACGGiQvlz4OrmzqN71wHYuWa+lSMSQojESxIYISLh6+vHuMkLMBqNnDn9D6pqBODIjv9ZOTIhhEi8JIERid75izfJnbfyZz+7ffcRq9fv5OcJk/BKlY+q1VuSImUqAILeBfDG73lshiqEECKcJDAi0Vu/cTePH3rz4uWbiGv7Dp6mVr1OFC5UniEDhmCXxIHvuo9Dl8SNp48fRpSbNby1NUIWQohETxIYkehlzZIBgMpVm+N934e73o9p1qQd16/dRKPRkszdi8adRlGqWlN6jV/KqHl7ANDZ2PLg9mXu3ThvxeiFECJxkgRGJHrf1ioLwJs3ARTIX5ZCBcrhliINQ2Zv5/tBM0mTKRcP71zh5sVjAHikzsikZacZMHU9AFMHNLZW6EIIkWjJUQIi0QsO0QPw8vnjiGs+92/Sr1EetFodqdJlwPvGWQ7vWE69doPY+OcUgoMCSZU+OwChIcEc3LaMMjWaWyV+IYRIjCSBEYlecjdnnj+/zsWLtwDInTsTGo0Go9GIjU3Yl8jhY+epXbMxq+b9RNOWrShRvBB9evSNqGPZzMGSwAghRCySISQhCDuosUCBbBQokA0bGx1arSYieQE4dvw8CqDRaJk7cwQtm9VEBRp1GkG9tgMBePnskXWCF0KIREgSGCFMcPPWPVRVxcHRCQCj0QgqZMtbnGpNuqHV6hjatqSVoxRCiMRDEhghTPBtrYpkz5WPJUvnYTAYadayL1qdLuJYgXRZ81k5QiGESFwkgRGJTkBAIAcOn/3k+l3vx0yd+TehofpPPqtZvTTHDq8hdaoUZM9ZjoP79tBp6NyIz3MWKgPI+UhCCBFbJIERic6OXUepW7sJyZJlpXuvsRw9cZFXfv5Ur96CMSN+olL1z29Ot33XUYoXq0qSpMmY+PdJ8hX7b/defWgIADobu1h5BiGESOwkgRGJTsN6lWjUvAUAy/76k5rVGpApYyFevXpOlYaduXjmJAUL1+a71j+ya98JDAYjCxavp3nTthQuW4ehs7bj4OTyQZ0Xj+8GwMnZNbYfRwghEiVZRi0Spd9nj2LuryOY/8ca/vhjKbevX0E1Gnny8DZFK9QnOOgtJ0+cZsfmTaiqEUXRUOHbtjTuPPKz9fncvxHLTyCEEImbJDAi0dJqNXTt2JiuHRsTGqpn1rwVjBkxmuSeaRjzx8GIci+fPcLJNTm2tvaf1HHu6D8s+3UQADkLlY212IUQIrGTISSR6Ny8/YDAd0EfXLOx0VG29DeAStEK9T74zC1F6ojkxWg0smreT3StmZ7je9Ywb0xH/F+/IImjM52G/BZLTyCEEEJ6YESiU7pUTUKCg1ixZglVKxaPuD5g4HhSps1KnVb9Pnuf0Wike+2M771Xmb35LhqN/B4ghBCxTb7zikRn5+51ADRt2Iq2HYZw9dpdqtRox5kTx756HIBGo6FptzGMXniI37Z6U6JyI0lehBDCSuS7r0h08uXOwvjJ4wHYsGYVJUtU5dSxQ7i4pWDb/36le+1M9G6Qk0PblxMSFMjZQ9si7i1fuzUeXmmtFboQQohwksCIRKlrx8YcOrKDOvUbkiFzdlJ4pSFrtiw0btaYJUsXYGdvz7pFE+nVICfzx3exdrhCCCE+InNgRKKVO2cm/vpjYsR7g8HI8xd+tG0/AP/XfqiqEYCJf5+0VohCCCG+QBIYkaBdu+HNzt1H6dG1GQA+T57z9MlL0qZLyRv/APwDAvH3f0vnLgN45H0XULGxtYtIXqatvoy9g5MVn0AIIcTnSAIjErSx42ezZcM6KpYvyqEjZxkyYGjYSdKoYQUUBQUFW/skEddCQ4IB+GX1JUlehBAijpIERiRojk6OAJQtUwuj0UDVhp2p//3gT8oZjUY2LfmFf1bPw2gIZfxfx3BwSBrb4QohhDCRJDAiQdPrDQA0/2E82fIVx8Mr/WfLaTQa6rbpT902/WMzPCGEENEkCYxIkO56P6Z2nTb4PPTmm7K1KVGlsezZIoQQCYgkMCLBmfDzQn6eMAXPNJkY/9dxXJN7WjskIYQQZiYJjEgwDAYjZSs249qlC1Rt3FWGg4QQIgGTBEYkGE1b9OHG1cuMmLcbz9QZI79BCCFEvCUJjIj3suYoh5OTE953btJrwv8keRFCiERAEhgR7z1/+pjnTyFP0Ypkz1c88huEEELEe7IsQyQYZWq0sHYIQgghYon0wIg4LzRUz+r1e1i9ejNv375Fq9Oi0+nQaXX4+/tHlMtXrLIVoxRCCBGbJIERcdbrNwG0atufQ/t2o9FocfdKRxJHF4xGPUaDAaPRgGow8G3rHylQqoa1wxVCCBGLJIERcY7BYGTQsGks+n0BSZyc6Th0LgVLVrd2WEIIIeIQSWBEnHLX+zEVKjTgbYA/tVr0pkazHtYOSQghRBwkCYyIMx48fEqxotXwSJWe0QsPYWvvYO2QhBBCxFGSwIg4IfBdEKVK1yG5ZxqGztou5xYJIYT4KvkpIazOYDBSolR9VBUGz9wiyYsQQohISQ+MsKoWbQfw2u81jx8+YPTC/dja2ls7JCGEEPGAJDDCakaMmc3WDesA6DBkDsncvawckRBCiPhC+uqF1Rw9ciri9Tela1kxEiGEEPGNJDDCagYO7ApAtSbdrRyJEEKI+EYSGGEVh4+dp327HjgmTca3rX+0djhCCCHiGZkDI2LNg4dPmTx1IUcOH+POzWtky1uMriMWyqojIYQQUSYJjIg1xYpXR1G0ZMxRiO6jBpCnSEVrhySEECKekgRGxIruvcby7u1bpq2+hL2Dk7XDEUIIEc9JAiMsYt/B00ydtoBcuXOwZtVaXr3wpXXfnyV5EUIIYRaSwAiLuHX7AQf37uLUieOkyZiT/tM24ezqbu2whBBCJBCSwAizCw3Vs33HXjQaLROXnJBDGYUQQpidJDDCLE6cusyAQePx8/Pj4b076Gxs6Th0riQvQgghLEISGBFlNet04Oih/bh5pCR1mjQkSeLAyWOHSJkmCx6p0lO+bheKVqwvy6OFEEJYjCQwwiS+vn60atuPTevnERgYCMBL3yc4uXrw4sUbmnUZTdnarawcpRBCiMRCEhhhkotXbnH8yAFSpymA0WDg1u3TZM9WjNLVm1OmRnNrhydEgjC+R00M+lCG/7bT2qEIEedJH78wSdFvcgEQGhKMwaAnX77yqKpK3qKVrByZEPHfheO76F47Ew9uX0bRaK0djhDxgiQwwiROTg780Ls3ABW+bUeGHN8w6vf9uCb3tG5gQiQAW5ZNx2g0kC5rXgZN22jtcISIF2QISZjkrvdj7t67j6IoFK/ciHRZ8lg7JCESjMEzNls7BCHiHUlgRKRu331EkcIVcXB0pk2/aZK8CCGEsDpJYESk1q7fhUbR8POK89YORQghhAAkgRFfce7cDeb/sYKVy5dTqEwta4cjhBBCRJAERnzWjNnLGDVsJEkcnalY93vqtRtk7ZCEEEKICJLAiM/Knj0jAHVa/0iFOm2sHI0QQgjxIVlGLT7xy4y/+K5xa1yTp6RI2TrWDkcIIYT4hPTAiE9cuXoLrc6GCUuOWzsUIYQQ4rOkB0Z84PS5a6xdsRwbGztrhyKEEEJ8kSQw4gPPnr0EwMbO3sqRCCGEEF8mCYz4wOYte9BodXQftcjaoQghhBBfJHNgRASPFLnRh4bw3Q/jSJ8tn7XDEUIIIb5IemBEhBKlywKQKn0OK0cihBBCfJ30wAgAylRoht+rV2i1Otw8vKwdjhBCCPFV0gMjCAoO4dK504SEGun+02LcUqS2dkhCCCHEV0kPjOD16wAAhs7ahq29g5WjEUIIISInPTCCub+vRKPRcnjnKmuHIoQQQphEEhjBHwv/xGg0cOn4bmuHIoQQQpjEpARGURQHRVEaKYoySVGU3Yqi3FQU5ZWiKKGKojxXFOWwoiijFEUxafKEoig5FEWZHV5PoKIoLxRFOaYoSh9FUUzaQU1RlJaKopxTFCVIUZRHiqJMVxTF5SvlFyuKor73p74JbdwLL3vMlJjiK3+/sM3rCpauYeVIhBBCCNOYOgcmF/Cl8YXkQMnwPz8qitJdVdU/v1SRoihtgd+A9xOVJECx8D8dFUWpparq3a/UMQL46b1LqYBeQAVFUUqpqhoQ+SMxWlGUDaqqGk0om6DpbGwIDQkmb9FK1g5FCCGEMElUhpB8gGVAP6ARUAooDjQE/gCCAEdgkaIoNT9XgaIoVYEFhCUvz4G+QAmgCvBv0pMT2KIoitMX6sgNjAxvb3j4/U2B60C+8GumyAM0M7Fsgpa3QCEcnFxwcUth7VCEEEIIk5jaA3NWVdVUX/l8raIo84BDgA0wFtj6fgFFUXTALEALBAClVVW9/l6RXYqi3ALGEJbE9AVGf6atRoQlXgNUVZ0Zfu2YoiiHgRtAE2BgJM/zHHAHRimKskJVVUMk5RO0xQunkC9vaV499yGZu+wBI4QQIu4zqQfGlB/wqqqeAPaEvy34mR6UukDW8NeTPkpe/jUeuBn+und40vOxf+fZ7P2o/UfAtfc+/5pJ4X9nBdqYUD5BS5vGEzt7B84d3m7tUIQQQgiTmHsVkv97r+0++qzBe6//+NzN4fNR/h1KSgaU/0yxZ+F/l3v/oqIoKYHshA11RWY+cD/89QhFUWxNuCdB8/RKxY0LR60dhhBCCGESsyUwiqJ4AP/OAn2uquqLj4qUDv/7pqqqj79S1fs9K6U/8/mG8L+nKIoyWFGU4oqiNAJ2EzYHx5TNTEIIG6oCSA90MOGeBC1Xntw8unfN2mEIIYQQJolRAqMoir2iKJkURekEHCWs1wRg+kflnIC04W+vRFLt+z9Fc338oaqqJwmbS5OEsCGno4QlLbmAS3x+3sznLAZuhb8eaury7YSqQvmSvHr+xNphCCGEECaJcgKjKErtf/dSAd4Bt4F5QObwIouBKR/dlhpQwl8//Fr9qqq+BALD36b9QrGeQHfCkqFQ4AkwEyijquobU55DVVU9/y3FTgV0M+W+hKphvcroQ4OlF0YIIUS8YM45MLeASqqqtlNVNeSjz5K+99qUPVr+LfPZpdRqmDmqquZWVdVWVVUvVVV7qqrqF8WYl/Ffj9CgLy3dTgySuznjlTo9GxZPtnYoQgghRKSik8DsB/KG/ylM2D4wfwIZgSXhG9V9LMl7rz9Obj4n+DP3mV34pOER4W89COvZsZhFSzZSvnILsuUsj6dXPtySZ6dMhWZcu+FtyWZN1rBxfW5dPmntMIQQQohIRTmBUVXVX1XVS+F/TququlZV1bZANcJ25V0UvlPu+96999qUFT//rmB699VS5rEWOBP++sevHUcQE8tX/UPfXj/iH2ggR8FyNO40kk5D5+H7/BUlilehfOUW3L77yBJNm6xT+0a8e/uGwIDXVo1DCCGEiIyiqqr5KlOUScAAwAjkVlX1Wvj17Pw3OXe2qqo/RFLPW8ABOKaqagkzxbaY//Z8SaKqatB7n9UCNoe/Hauq6vDw6/cIW6V0XFXV4pG1kTZtatXd3e2Da28D3/HmTQAvXrzEaFRJkzHnJ/cFvQvg5bNH6ENDSJrUmcyZ00X9Ac3k/PkruCT3xNnV3WoxJERPHtwiZdos1g5DiDhNvk7E59y/dfG0qqqFP75u6k68ptpAWAKjIWzfl/Hh1x8BKmETedN8rQJFUdwIS14AHpg5vs9SVXWLoihHCTuWoJeiKDNUVX0e1Xrc3d3Yu3cdANv+OUK/fiPweXgfB6ekJHF0oVDpWjTr9uVFUpdP72fOqO9JnSEbfy+a9MVyllSybBNCjTb0m2LKanRhqgk9azP4182RFxQiEZOvE/E5XWum/+x1cycwvu+9jmhRVdUARVEeAOn4zNLoj+R473VkS67NaTiwi7AJxwOB/lGt4MHDJ5St+B3Pnj7lqc9DsuYuyuifluLh9aXFVB/K/U05uo5cwJyR7Rg/JRtD+rePaggxVrVqBebOmRvr7QohhBBRYe6deN/fxv/j1UaHwv/OqijK185VKv+ZeyxOVdXdwL7wt93Dd/aNkpcvX3Lj6lWePn5AilQZ6Tt5pcnJy7/yFK5Aww7D+HnCJNZv2hdZcbP7sXcbQoKCOHtoW6y3LYQQQpjK3AlM4/deX/zos7Xvvf7+czcriqLhv3kqrwhb8RSbhoX/nQQYGtWbVaOR4KC3JHF0ptuIBdEOolL9DhSv3JgO7bpy+eqdaNcTHU5ODhQsWpwNf328lY8QQggRd5iUwCiK0iqyPVIURWkCdA5/+xrY+FGRDfx3UOPA8Im9HxsMZAt/PV1V1VBT4jMXVVUPA/+eaNiJ/3YWNolOZ8uIebuZuuoinmkzR37DV7TuM4X0WfNRpXJDXvn5R36DGU2dMoynD2/z9NHdWG1XCCGEMJWpPTD9gEeKoixWFOV7RVHKKIqSX1GUkuHvtwIrAC1hk3V7he+oGyF859sfAANhG9QdUhSlt6IoxRRFqaQoyiJgbHjxq8BUMzxfdPzbC2MLOEflxlQZsuNlxhn0fSavwt4hKcVLfIvBYDRbvZHJnzcrXqnTs3LuqFhrUwghhIiKqAwhORM2vLMQOACcAw6Hv68RXuYl0FJV1T8/V4Gqqv8QdnBiEOAOTAOOETZ5tm14satALVVVTdmx1+xUVT0NrLdG2x/T6XQMmbWdN6/9yJ6zHN73TTlo2zwGDu7N1TMHZE8YIYQQcZKpCUxdoD2wlLDExYewM4jeAt7AJsLOJsqsquqyr1WkqupioCDwG2HnKAURNt/lOGE9Pd+oqmrtsYvhhO1lY3VOzq6M+/MItvZOfPNNJZav+idW2m3TojbOrm78PWNgrLQnhBBCRIVJy6hVVfUG/gj/E2PhG9zF6uGJ4bsFtzWx7CXChsPiBAcnF0bM282ymYPp1vkHdu5qwh/zxkZ+YwyN/Gkw/Xr1J+CNH07OrhZvTwghhDCVuVchCQtq3mMCnQb/xsa1a8lXsDovXpp08Ha0tWv1LS7J3Fg6Y4BF2xFCCCGiShKYeKZg6RqM+eMg/v5vyZWrFLv2nbBoe6NGD+X8sZ0EvPGzaDtCCCFEVEgCEw8lc/di3J9HyVWoHE0atGTB4vUWa6tNi9q4uCVn8S+9LdaGEEIIEVWSwMRTGo2GzsPnU+Hbdgz6cTAPH/tGflM0zZ41mcun9nH5dGzvKyiEEEJ8niQw8VzjziNJnjIt1Wu2tFgbNauXpmKV6vw+rgshIUGR3yCEEEJYmCQwCUD7gbN4fN+yK8//9/dUdDY2zBvdyaLtCCGEEKaQBCYBMBoNgGLRNlq3H0RIcBBXzuyXgx6FEEJYnSQwCcCbV75otJbdtsb7rjehIcGkzZiFRT/3JijQKhslCyGEEIAkMAlCUKA/WgsnMN8UKQjAk0cPAZg9sp1F2xNCCCG+RhKYBCDobQAajWUTmFHDfgAgNCQIRycnbl0+wdkj2yO5SwghhLAMSWASgCcPb2Nnb2/RNpK7OaMoYf9c/F4+B2D/xs+e2SmEEEJYnCQwCcDZw1spXa6cxdvJnivPB+9b9Zls8TaFEEKIz5EEJp578fQBfi+e8tOInhZva8iQ3h+8T+6Z1uJtCiGEEJ8jCUw8t3X5TJIlT0HmjKkt3ladmmXImCW7xdsRQgghIiMJTDx3/fxhSpYuFWvtjRzVP+J1YMDrWGtXCCGEeJ8kMPGY0Wjkpe9jmjapE2tt1q1VDpSwTfM2LZkaa+0KIYQQ75MEJh67c/UUqCrVq5Rg2YrtBAQExkq73Xv2AGDfpsWx0p4QQgjxMUlg4rHju9fi5pGSXv0m0L1LDzJkLMyFy7e4es2y5yKNHNo14vWutb9btC0hhBDicySBicduXjxGgUIFGT6kK1qdDQZ9KOVK16BUyepcvnrHYu3a2OioWLUGAEd3rbZYO0IIIcSXSAITj9naO3Dvzl28UrqTLUdusuYpRqveU1BVFW/vxxZte8a04QA8vneN3esWWLQtIYQQ4mOSwMRjbfpN5c7Na7glz87Vy+cpWKYWaxeOI3X6jNSsXtqibadJ5UG2nHkBWLtwvEXbEkIIIT4mCUw8ljpDDvpOXkm1xt3o/tMi9q5fiH0Se04d3xQr7U+YMAQAo9HAq+c+sdKmEEIIAZLAxHtZchelbpv+nD20jVe+jzm4fx32drax0nbFcoVxTOoKwLJZQ2KlTSGEEAIkgUkQutfJzJF/VjBr7gy8UrrHatt9+oUtqb50Yg9GozFW2xZCCJF4SQKTAOQvXgVF0ZAnV+ZYb7v3Dy3RaHUA7Fw9N9bbF0IIkThJApMAdBo6F6/0WWnTtnest63VaqhVtx4A6xdPivX2hRBCJE6SwCQQ3w/4lds3rrHv4OlYb3vGL//Nf7l343ysty+EECLxkQQmgUidIQeZchaie/fBsd52Mtek5CtUBIBtK2bHevtCCCESH0lgEpDvB8zg8cN7bNiyP9bbXrpkBjqdLchEXiGEELFAEpgEJLlnWnIVLEvvnoMwGGI3kUiTyoOlKxZy4fgu7t+6FKttCyGESHwkgUlg2g+aSYC/P993GgrA6XPXaNqyLxWrtmLT1oMWbbtqxeKkzZiZDX9OsWg7n/P65TMuHNvJi6cPYr1tIYQQsU9n7QCEeTk4ufD9wF+ZP64Lo7Nk4Pe5CwgODiI0OIh73rUs3n658mXYuH6zxdt53+al09iydPon113cUtB+4Eyy5i0eq/EIIYSwPOmBSYAKlqxO404jmP7zVALe+JEyTWYck7rQo2szi7ddv25V/P1emG1Tu4A3fty6fOqrZQqUqEbRCvWpWK8DeYpWxM7eAQjrlZk6sCkn9q4zSyxCCCHiDumBSaAq1v2e0jWa8/D2ZU4f3Mq5Q7FzPlK50oVQVSNBgf44OLnEuL5Zw1viffMi2fOV5Nu2A8iQLT9nDm4mJDgIJ+dk+Pp4c+38YQqX/ZZiFet/cO+FYzv5bXQHFk3pzYunD6nWpDsajeTsQgiREEgCk4DZ2tqzat5ovG9ewM3DE4D6jX/g6KEDPPG5YJE2tdqwBOGt/5soJzB/TO7JyX0b6DdlFVlyF8VoNPLY+yZVatTi/LnzTOlXH1QVRaNBNaqAGnGv9/XznyQw+YpXoeZ3Pdm6/Fc2/vUzty6doMfYJTF+RiGEENYnv44mcJ5pMqGqRl76PqFD15Hs27UDnc7Gom0qioZ3b19H+b7C5b4F4Jf+jZnSrwGDWxUFVWXShAFMnz6OilWq4+CYFNVoRKPRYJfEAedk7nimzkiRCvU/W2edVv3Ili9sDsyVMwcY2aEcj71vRP/hhBBCxAnSA5OA6fV6Th/cAoCqqqz53zIArl217Gqk93tGoiJfscqMW3yEYd+X5s7V0zgldSFbrtwULVIFg16Pe8q0FKnQgHJ1WuOVNovJ9fYav5y/pvbj+J61YAxlbLdqdBnxO/mKVY5WnEIIIaxPemASMJ1Ohz40GABFo8XewQmtzobzl25arM3bdx+hqippMuWK1v1uKVIzffVlchUqC4oGvzfvaNhxOL9uuMnohQdo1m10lJIXAI1GQ9sfp5HU1Z3SZUuTJn1Gju5cFa34hBBCxA3SA5PA9ZuyhpnDwk6MHjlvD7/0b0jffj9x/PBai7S3fedhbO2SxGiyrK29g0XmqgQGvKZ8+RL4+r7gzt17Zq9fCCFE7JEEJoHLkrswM9Zdi3hfvHIj9m5YaLH2Tpw4S1JXd4vVH10hQYEYDXrs7ey4duUKaCw7D0gIIYRlyRBSIpO/eBXe+r+x2FED16/dwCNVBovUHRMP714FoHuX3hjR0mfSCitHJIQQIiYkgUlk0mTKhaIo7D90xiL1P3n8mLTRnP9iScFB71BVFb0+hLGLDpHM3cvaIQkhhIgBSWASoZRpMzNgwGiL1B0Y4E/azLktUnd03bl2lt/Hd8ExqQtaCy8hF0IIETskgUmEOg6dy52b11i2YrvZ6zYY9Lgm9zR7vdHl8+AWU/rWQzUa+L5jO2zt7K0dkhBCCDOQBCYR8kqbhdLVv6N71540bNqToOAQs9VtNBpxdvUwW30x5Zk6E1UadiY46B2LFiwmiaOztUMSQghhBpLAJFLNe0yg6/DfOXr4EKm88pKvYHUGDZ8Ro8m9bdoPBlSSJk9hvkBjSKPR0KD9EJp1HUPQu0Aath9m7ZCEEEKYgSyjTsTyFa/CzysucOXMfg5sXsLvc37DRqdjzMjuUa4rKDiEjWvXoGi0ODgktUC0MVO2divK1m5l7TCEEEKYifTAJHIajYY8hSvQbdQfZMhRkA3ro3dqdeduI7FL4sCczXfMHKEQQgjxKUlgRITWfX7m0YN7dO81Nkr3nTh1mU3r1tCy50QLRSaEEEJ8SBIYEcEzdUba/TidZUv+Ys/+UybfN2HSb3h4pY84TTq+0YeEMGNoS3we3LJ2KEIIIUwkCYz4QOFy35IlVxF++GGQyfd4e3uTMl1WC0ZlWQe3LeXa2YNM7lMPXx9va4cjhBDCBJLAiE+06z+dJ4/us2b9bpPK+z59QuoMOSwcleWs/3MyAEGB/oxoX5Yty2ZYOSIhhBCRkQRGfMItRWoy5SxMh3ZdaNdpKE+fvfxi2T37TxHwxo9T+6M3+Tcu6DHmT/pNWUOHIXMA2Pz3VLrWTM/4HjUJeP3lZxdCCGE9ksCITxiNRu7fugjA+lUr+aZw1U/K3L77iNnzV9KoQQsAfH3uERQYEKtxmkuW3EXJkrsw35SuxbTVl/mmbG00Gi0Pbl+m/3cFefH0gbVDFEII8RFJYMQnggL9CQ0JYsGiuSRLnoKQ4Hf0H/wL8xauYdLURWTJVobChcozfNBwXNxSAlC7ZV/sHZxiJb7AgNeM6lSByX3r4X3jglnrtndwosOg2czefIeK9ToAMKxdae5cO2vWdoQQQsSMJDDiEw5OLmTJXZSO7bvh/8aP0JAQ/rdsBcOHjuKXSb+QPnshxv91jIw5CuD3/DE2tnbUat4r1uIzGlWePrxD4BtfJvb+lj9/6fvFsoEBr/F5cIs3fs+j3E7jTsOp22YAAFP61pPhJCGEiENkJ17xWX0mreD8sX8IDX5HvmJVPuld2bPhD+5cPYNGq+OnBftjNTYnZ1eck3lQqkwZGtarSovv2tGwwzCcXNwiyjx9cJsJvesQ/O5txLVK9TvQqOPwKLVVvWl3njy4xfE9a7l34xx5ilQ023MIIYSIPumBEZ+l0WgoWLI6RSvU/yR5efPyGavm/QTApL9PkszdK9bjc0uRhtu3blOzemk0Wh271y/84POnj+9+kLw4JnUlbeY80Wrr3/lA6bLmi37AQgghzEp6YESU3L91iQk9a+GQ1JUxiw5Z5dyjkJAgHt29Qr2ePwAweuwohg8ZTunqzUjumRaAfMUqM3vzXXwf3cUjdUY0mujl6oEBr/G5fxMAZ1d38zyAEEKIGJMeGGGSP3/pS4+6WbF3cKJ8nbZMWX7Waoc2/jbqe2zt7BkyIGySbfcuTUmZOh1/TP5wHo5Go8EzbeZoJy9Hd61mbLdqACRxdI5Z0EIIIcxKEhgBwOEdK/jfnBEYjUYA3vg9Z9nMwfSsl42uNdMT8OYVzsk8cE+ZjqZdf4p2UhBTl07t5fr5I6xYuRAbm/86EOfOncLda2dYNnOw2dp6/eIpr577AJBeho+EECJOkSGkRO7ortVcOb0PrdaG43vWcufKSYbM2sbv47ty69IJADxSZaDryIVWS1r+pdfrefvGD1VVefPm7QeflS1VkN//+I0O7bpSpHxdsuYtHuP2qjftjqLRsn7RBFCUTz6fN64zl0/upX67wVSo2y7G7QkhhDCdJDCJUMAbP84d2UbaTHn4a2o/AGZvvsvxPeswqioAfSau4PG9a6TJlMuaoUZ49dyHIa3/S0ouXLpOjaolPyjTsF4lOnfU8c6MG+pVa9yF0wc2kqtQ2U8+8318j9CQYFbO+4lSNb7D1tbebO0KIYT4OhlCSoRGtC/D0l8HcevKSZK6utO480g0Gg2/bb3HsNnbgbD5I3EleQFI5u5FhmwFAChfuRo/9mqDr6/fJ+U0Gi3v3vqbte0hM7dSpWGnz1zfRopUGQCVJdP6m7VNIYQQXycJTCLUe8Jyhs3ZQaV63zN52Wkq1v3e2iGZpP/UdRSv1JD9u3fi7p6dHDk/HCZas343en0I7wLNm8B8iUajocPgsPOTTu3fKBvdCSFELJIEJhFKlyVPvDw9WqPR0KbfVKavuUy9doMxGgz8NG4ut+8+oua3Hej4fVfyFatM2ZotYy2mtJlz02HQbABGdaqAXq+PtbaFECIxkwRGxDu29g5Ua9yFem0HMv3nqRQuVJ7Ll67QdeQflKnZktMHYvdk7G/K1iZV+my89fdjZPuyESu5hBBCWI4kMCLeqtakGxlzFMTB0Zl3b98wZ1Q7Zo9syx+TezJzeJtYjWXgjE24uKXgpe8jZgz5LlbbFkKIxEgSGBGvNeo0gsC3b6jboCGnzuzDOfw8pCun97F1+a+xFseJPet4/fIZADcuHDP5lGxfH2/8Xjy1ZGhCCJEgSQIj4rVMOQpSoEQ1Nq1fj9FopGz5cuhsbCleuhx7Ny6KtTgCA17j4ORM7sIVyFmoLMk900R6z661vzOifVlGdigXCxEKIUTCIvvAiHiv/eA5TOhZk8qVG+F99zgwkcPHzlOnZmOMRmOsbMBXtVEXqjbqEqV7zh7eBoDOxsYSIQkhRIImPTAi3tPpdPQc+zdv/F7y4GHYcEzRb3KjqiqBAW+sHN2XBQcFAtBp2O9WjkQIIeIfSWBEguDilgInFzfafP8jADY2OrQ6G66c3mvlyL5syMytzFh7lez5Yn7sgRBCJDaSwIgEo2Ld77ly8TxPn71k174TGAx6chWKu/NLNBoNtvYO1g5DCCHiJUlgRIKRNW8xQkJCyJG9GI3rtyBLrsI4ha9KEkIIkbDIJF6RYGTJXZQ5m+8AYQdWOjg5m7X+3yd04+zhbZSu1oxm3cd9dnKw0Wike+2MdBo2j4Ilq5u1fSGEEP+RHhiRIDk5u5p99ZHPveuoRiMHty1jUIvCn92/5d8254/tjK+Pt1nbF0II8R9JYIQw0Yh5uxm3+AjJPFLh//oFg1sV5cg/Kz8pV6xiAwCWzhgY2yEKIUSiIQmMEFHgliI14/88SpWGnQFYMr0/V88c/KBM8x/GAXD9wlE5oVoIISxEEhghoqFB+yHM3nyXGWuvkrNQmQ8+s7V3oF7bsN6XX4fF3snYQgiRmEgCI0Q0fW0ZdLUm3VAUhQe3L8vp1EIIYQGyCimB8nvxlBsXjnDv+nl8HtzCxsYWtxRp8EydkTSZcpIxZ2F0uk//9+v1eoDPfiZMt3fTn2g0WgwGPVfO7Ld2OEIIkeDIT6kEJDDgNZv/nsbJfesJePMKGxs7krq4kiJlSt6903P53lVOBLwhKCgQ1WjEzt4BV/eU2NjaE/zuLUHv3uLv95wkjkn5eUXYaco3L53A77kP7wL9CXrrT9C7t9jZJ6FKo66S5HzFoW1LMRjCksG5P3XAOZmHlSMSluTr482utfM5sWc9QUFvsbd3pGjFelRu0AkPr/TWDk+IBElRVdXaMSQY6bPmUwf/utni7ehDQnh07xrety7g430TXx9vfO7f4OWzxzgmdaZGndqMHdkTzxRf3sTt9t1HbNi8l2NHTxEUFEwyN1fck7uRIUNaxo2egNFoQB8aCgrY2Nii0erQabXobGx4G+BPUhd3Rv6+B1tbe4s/b3xkNBrZ9r+ZHNy2lNfhy61zFSpLj7FLrByZMLdLJ/fy+/iuGPShEUkrgFYbdpxFxyG/kadIBStGGH9M6Fmb2PgeKuKXrjXTn1ZVtfDH1yWBMSNLJDAhIUHsWDmHc4e28eqFD8HvAjEaDSiKBls7e5ycnUnu7kHWrFno0qk5pUsWiHGbr98EMHPOcooXz0/l8kU/+fzFyzcUKlyVgNd+5ChQmpJVm+CRKgOP7l1DHxpCtnwl8EydMcZxJBR+L54yuFXYf8e6bQZQvWl3K0ckzMXXx5ux3aoREvzui2Vs7ZIwbM4O6YkxgSQw4nO+lMDIGEAcdfn0frYsnca96+extbenSLESFG9Rn28K5aZY4Twkc01qsbZdnJ0YNqjjFz9P7uaM951jzJ67gvnzF7Po594YDXp0NnZoNBqCg96RLV8x8hWrwtOHt2nSdUyiHm5yTe6Js1sK3rx8xoPbl6wdjjCjXWvnY9CHfrWMQR/K7nULaNZtTCxFJUTikHh/qsRBr18+Y8OfUzh7eCvB796SNWdefv9jDg3rVbJ2aJ/VvUtTundp+sn1XftO0POHIaxZMBZVVSlV7TuSp0zHuj/GU+HbtqTJlMsK0VqXq5snNja2ZC9Q6rOf792wiO0rZ1O2VitqNe8Vy9GJ6DqxZ/0Hw0afYzDoOb5nrSQwQpiZJDBWZjQaObR9GbvXLeDZo7u4JHOneasW/DSsG05O8fOk4srli3Ll0i687/tQt357Jvb+Fo9UGfB9fJcj/6ygaIX6tOrzc6LrlRm76PAXP7t34zxvXvmyZel0zh/dQbnabShYqjrnj+3E0cmFfMWrxGKkwlRBQW9NKhf8zrRyQgjTJa6fIHFIYMBrFv/chytnDgBQtHhJ/v5rOkUKmd47YTAYadVuIAf27QVAURQ0igZFo6DRaFEUBUWjQaPRoNEoKIoWnU5LylSp6P9jZ6pWLG6RZ/tX+nRenDu9lROnLtOwYVvcvdLz3MebE3vXcWLvOnpPWE72/CUtGkN88W3rfpzctwFVNfLg9mX+njGAVfNGERwUSBKHpExdLUNPcZG9vSNB7wIiLWeXxDEWohEicZEExgoundobtrTW1Y2Ro0fQrVMTtNqo7Sl4++4j6nzbhufPnlClURdsbe0xGPQYDHqMBgPG8NcGvR6jMeyawWAgNCSIJw9u0rRRa9p17MjUSf0t9JT/KVo4Nzt3rqZUyWqUrdESg1HP4R3/4+jOVZLAhEvumZY5W+5y59pZdqycTeoMOfhn1W84JnXBwcnV2uGJLyhasR6Ht//vq8NIWq0u4nwsIYT5SAITyw7vWMHSXwdSu14D/vpjYpTvDw3V06R5b/bv/ocUqTMy5o9DuLiliHI921fMZsmi6bGSwADkyJaen6dNpl+vH8lZsAwz1l+PdAn20l8HcWj7cuzsHUjimJS3Aa9xdHJh4PRNuCb3jJW4Y1umHAXpOmIBAK7uKVk+ayiBb/2tHJX4ksoNOoUd6Gn4chlFo6FS/Q6xF5QQiYQkMLHo0PblLJ05mM7duzNxTNQnar54+YbiJevg/9qPjkPnUrBk9Sjdf/3CMc4c3Mzda2d4dO86mbPmiHIMMdGu1bdkzZyOZs068GOT/NRvN4gKddt9sXxyz7QABAcFEhwUiM7GFr8XT/mpc0XK1mxJrm/KJdgenJfPHrFt+UwA0mTMGWn5o7tWc3LfBkpWaUyOgmVxcna1cIQiQmQ7UchOFUJYhCQwseTRvWssmzkk2snLzdsPqFq1CaqqYfxfx3BwcjH53rNHtvPHpB4Y9HqSJfcgS7bstG83nF7dm0c5jpgqXbIA3ndP0KXnaFYvGMuaheNwTOoSNuxlDBvm0mg0pEyThYw5CtJuwK+EBgfx7NEdnj+5z7PH93h45wr/rJ7LP2vmUa/tIKo17hLrz2FJd66e5pcBTTAa9NjY2vHjlNWR3rNs5hD0ocFcDZ9TBZCnSAXaD5yFvYOTJcNN1HatnY+qfv2sK1U1yjJqISxAEphYcmDL3yRL7hHl5MVgMFKnfmeOHtpPqnRZ6TdldZSSF4BU6bOjKBrSZcrC/j0rcHGO/AeawWCM8rwcU2m1Gn6fPYqZU4ewdv0eTp+9hEOSJDg42uOQJAkBbwPZsmkHpw9sYO/GxTg5u1KzRR/qfz8YgLOHtvH7hG6oqpH1iybgc/8GbftNtUisse3gtmUsmxn2nLb2DvSbvOqLB0a+r0yN5lw9exCNRkNQ4Fte+j7i0sm9/NK/EUNnb7d02ImWLKMWwnokgYklTx7cIkXKlJGWCw3Vs2DxOpycHPDwcKNvn+G88H1Gz7F/k7Ng6Wi17Zk6I6Pm72Fi72/JkqUYP/TqQdUqpUjh4YanR7JPlmt3/uEnVi79mzt3z1h0wzx7O1uaN61O86afDoUNHRA2Z+DFyzd07/UTq+aNYsPiSVRu0IkazXrw4y9r2b12PmcObeX47jUY9KG06TctXi/N/qV/Y25dPgFAvbYDqdKoCxqNaUlkky6jPnj/8tkjFk7uSY1mP5g7TPEeWUYthPXE3+/28Uy2fCXYvXb+J9fXbtxD395DCHr3LnzVUCgarQ5VVVGNBlKlz87ohQeiNVH3fW4pUjPx75OsWTCO2TNnM+OXaR92fSsK39ZvyIK5Y9izaw8AfQdMZNH8cV+sMyg4BHs72xjFFZnkbs78b8kvBL4bR5/+k1i3YjY7Vs6hdPXvaPfjDK6fP8pb/1ec2r+RF08fMGDqeovGY0m3Lp/Axtae/r+sJW3m3DGqyy1Favr/vMZMkYkvkWXUQliPnIVkRl87Cykw0J9+jfKw78BW8ufNGnE9dZpCpM6Yi6IV6+PonAw391SkzZIn4nNTfwOPLqPRSFCgP1fPHeKPiT1QVSM2tvYUr9yQg9uWUadeA2rXqkRoqJ7Ad0G8exdE4Lt3BL0LZvrPv5AjT36OHox8joa5GAxGho6ayZ8LF6HX62nSZST7Ny/h0d2r6GztyJitABlzFqJ09RZ4eKWNtbgiY8oZL3q9Pl73ICVGs0e249LJPV8to9XqKF2juQwhmUDOQhKfI2chxbKQoEA2/T2VY7tWE/DmFYpGg1Zng6vLf/NPDh87T+DbAH4YvdikeQ6WoNFocHBy4ZvStcj8Z2Fe+j4mQ7b8aDQa3FKkZd/GP9iycQOKErYh3n8b42lxTJqMG1cvU69Rd9avnh0r8Wq1GiaO6cW4UT1o0bY/y2cNpVL9Djy6exWNoqBV37F3wx+cP7qDUfP3xkpM5iLJS/zi6+PN9fNf3l35XxqtTpZRC2EB8h3TzK6fP8KGPydz99o5QEWr1VGuUlV69/qewgVzYjAaGT1hHrt37efmtat4pcsS5eRlzqh2vHrug4dXBtJkykWxivUjlhzHhGtyzw/2V6nWuEukK3xuXT7B1AFN6T/4F6ZM6BfjGEyl1Wr435JfmD23KMOHjsA9ZToC377m2uULaHU2ZM//+TOHxKcOblvGqnk/kSF7fvpOWmntcOKNXWvnYzR8ZQOYcNkLlJKTqIWwAMuOTyQyb/39mD74u4jkJYljUtJmzsP+3f+QP2822nUaQsaM3zDn1zm8DYLC5evyYxTnKSz+uQ9XzxwkQ7pUvPS5xZ71Cxj+fRl8HtyyyDNFJkvuorToOZGF8+ZTqEhtDhw+G6vtd+/SlMOHt6PByLsAf1KkzkTWPMV4dO8aXWum57fRHdDrv75KJLE5vGMFl0791zulhu/QfPPicRZO6smymYM5uG2Z/HeLhCkrkABuXToeC9EIkfhID4wZ6WxsSeKYFK3Ohlot+lC+dmuePrrLqI7lyZK5CA5JXWjd+2eKV24Y7TZO7F3HtJlTadOidsS1oiUbMm1AE8b/eQydrWUn1X5OqWpNyZijIH9N7Ufd2k1J6uLKt/XrMmZkT4uuYvpXzhwZuX51LyvW7OSnUZO4du4QtnZJALhwbCdDWhWl389r8Eyd0eKxxAdLZw5GNYb1HKTJlIuhs7bhmS4rMwZ/x6n9GyLKnTm4mV7jl1krzDhPViAJYV3SA2NGdvYOTF11iSnLz1K+dmsAHJMmI2OOQnz3wzimLD8bo+QFwMklOWvWbPng2pYNCwkOesuGvybHqO6YSJU+G4NmbGLK8jMULF2LdavXkSnjN2TJXoY27Qdz8swVi8fQtGEVrlzcxY6d6ylbsSJZsudi7oI5pPTyYkzXKpzctyHyShKB1OmzoSgKKAq5CpUFIHu+4szZcpe6bQaQp2hFFI0WzzRZrBxp3GZvb9rKIlmBJIRlyCokM/raKqSYCgx4zdVzh9BqbZg/thPHT+4ma+b/5r106zmG9WvXMXVV3Dm1+MHty+zb9CdXzx7gle8TbGztyJI9Jw0b1qZz+0af7D8D8MrPn83bwnaTbdaoGjY2Me8kPH/xJn36jebcqRMoGg0Dp20g3XsrvWKDrK5IeJbPHmrSQY6yAsl08nUiPudLq5CkByae2L/5LxaM78bGPyejqipDhv/yweeVK5fi3Vt/AgPjzsF/aTPnplXvyYz/8xgz1l+jUYdhBBu0TJowhbRp85MpSymq1fqe6rXaky1nBTxS5CZTxkL07TWAPj37k9IrD38ujfk3s8aNO3D25DFU1YjRoGdKvwYc37PODE8YtxiNRtYtmsjpA/IDIDZUbtAJJZJtDuQgRyEsR+bAxBOVGnRky7IZ+Ny/SeZsOZk7azRBwSGMn/w7y/5ewQvfJ+QtWgkHB8vPOYkOW1t7ytZuRdnarYCws6H2b/6LB7cuYzTqyZa/NNnzlyR30YoRz7Bq/hh69+iLq2tS6tYqF+22L1/cTcmyjbh3+yYGfSiZs2bnz1/6cOnkHtr1n2HxvXZiy8JJP3DmYNjwYpY8RWO8+aEwgRzkKITVSAITT9ja2jP+r2P80r8Rt29cJWuWwqiqiq1dEvIWq0SvCYPi1MZtkUmdIQfNfxj/1TKNOw3H1+cePX8YQN1a0V/JYWOjY+2qeTRu1o06dWowdGAHNm09SPt2XRnY4hv6TFxBqvTZol1/XOGZOhP2SRzJlr8kjk6u1g4nwZODHIWwLpkDY0aWnAPzvpCQIB7fu04SR+cEv7ImJCiQ3g1zsXrdMiqW+2QINEZevwkgQ/qCADgmdaVp19EUKV/XrG38KzbG9kNCgngX8EZ6XmJJn4a5TTpGwN7BiWmrL8dCRPGfzIERnyM78SYgtrb2ZMiW39phxApbewdSpM7E9BkLzZ7AuDg7kb9QEXLnycXzFy9ZNKUXG/6cjE5nQxJHF3IULE3xyo3iRZKo1+sZ0qoYb/39GL3wULzqjYuvZBm1ENYlCYyI8zLl/IZrF49YpO59u//b52Thn+U4cuQkwcEhPH7sw6Ftf7N9xSxck3vSpOtoCpb89NRsa1g2czC3Lp3A0dmN6s1+IJm7F7+P74o+NBgAl+QeVo4wcZCDHIWwLklgRJyXq1AZTu61/Kqh9m3q0r7Nh0NIPk+e06HzEH4f14Ukjs64JPPAOVkKbOzt0WltyFeiKiUqN7J4bAC71v7OwW1LefH0IeUrV8H7njezR7RFVY2kzZiFwsVKcPb0aWxt7WMlnsSuaMV6Ji2jLlaxQSxGJUTiIQmMiPPyFKmIXh/K+Ys3PzjJOzZ4pXRny4b5PHzsy8zZS7h79z6PH/sQ7P+GgJBQlkzrz4HNSxg43fKb5K1ZOI5kbh7s2LmWbwrk+OCzA4fPUq9OU5p1H2vxOESYyg06ceSflfCV45BkGbUQliMJjIjz7B2cyJqnKJUr1mXQsEH069U61mNIk8qDSeP6fnL96ImL1KzWAJ8Ht/BKa+Gda1WVkT8N5u3bd2z75whPnj7n1KkLXLt2gwtnT5O7cHnK1mxp2RjEh2QZtRBWIwmMiBf6Tl7F8tnDGD9mAvPnLuLQgXV4eLhaOywGDBxHMncvPFNnsnhb6bLkofcPfVA0WhRFQavV4pjUlWQeqSlV7TsadRph8RjEf2QZtRDWJQmMiDe+6z6WOq1+ZEKPmuTNV44t21Z8MpQSm2b+9j9u37zOu8C3+D33wS1Faou2N/jXLZEXErHGlNOoDQY9x/eslQRGCAtIGFuQikTDydmVMYsOkSF7AapWqkfTln05eeYKt+8+4pVf7B2jYDAYGTFkOBqNjrSZcvHi6QMCA15HfB4UGIBe//UfbiJ+k2XUQliX9MCIeEej0dB7wnJ2r1vA7nULqFppM+9PNtDqbLC1tUOj1aLVanFL7kGOXDlo3qwudWqWMUsMWq2GFF5pePn8GS+e3Gfa4O9Qjf8OJygR8djY2ePs6sFbfz8undxDniIVzdK+sD5ZRi2EdUkCI+KtSvU7fLDCw2g08uLpA3zu3+T5k/uEBgcRHBTIY+/rnDp5lu2bN9K5e3cmjulllvavX9n7wXuDwcj9h0/wDwgkZ7YMPHz8jO3/HObY8TNs37yJOaPa4+KWgu+6jyVf8SpmiUFYT5Y8Rbl0cs9Xy8gyaiEsRxIYkWBoNBo8vNLj4ZX+s5+vnDuKhXPnUbtGOUqXLGD29rVaDRnTp4p4nzF9Krp2bEzXjo2pUOEa/1uxkHYdBjJ3TEfyFqtM52HzE8xBkomNr483188fjrScRquTZdRCWIh89xSJRqNOI8iWryQN6reySvueKdzYuvF3Vq9bxtXTB5jYq7bMk4mndq2dj9HwlQ1gwmUvUOqLCbUQImYkgRGJhkajIWveYhgjWTliaRXLFebw0W34+txjcKsiXDi206rxiKgzZQUSwK1L0T9FXQjxdTKEJBIFo9HIit9GcGDr3/Tu9+mGdLEta+a0nDu7h9bfD2DumE5otVps7JJga2dPu/4zyJ6/pLVDFF8hK5CEsD5JYESCd+faWeaO7sC7t2/4edqUT847shbPFG7s2LyA128C2LT1ILdve/PPjj3MH9eFX1ZesHZ44itkBZIQ1icJjEiw9Ho9i6b05MyhrRQqUpy1q+bg4uxk7bA+4eLsRMtmNQB47POUWzeuWTkiEZm8xSpzct/6SMvlKyarzYSwFElgRIL04PZlpg5ojKIoLFw8lwbfxp39VwwGI1t3HObSlRs8evSEZ099eRsYyHPf59y8epnmPcZHu26j0ciiKb24f/MCBoOBb8rWpk6Lvuhsbc34BEIOORLC+iSBEQmOXq9n+uDvSJ8pMwf3rsDGJur/zA0GI5eu3Obk6cv4Pn+BTqsjXbpUZMqYmmxZ0pnUk9N34BS6d2lO5oyp0esNdP7hJ/bu3sfzp49RFAV7B0ds7RxI4uCEztYOnY0d3UcvJvc35aLz2AC8fvmUU/s3Rrz/Z9Vv/LPqN7r/tEg20TOji8d3m1TuwnGZoC2EpUgCIxKc+WM7YTTq2bNz6ReTl9BQPavX72Hjxh3cuHET/9evCQp6R0hIMPqQkLAVJoqCjY0dOhtbVNWIPiQYg0GPqob99q3V2ZAyVRrqN6jL0EEdsbezjai7V78JLF/yF+vXrCNn7jxcunSVu95PyFOkAq36NCVr3uJmfeaQoEBuXzmNz4OblK7ZnEd3rmEwhPL6xVMCA15jZ+9g1vYAHnvf4P7Ni+QpUgEnFzez1x+XySReIaxPEhiRoJw7+g8XT+wmVdoMVKvZlqCgIF4+f06A/2tCgoP54MgBrQ43zzSkTJOZNFkLk9Q1Oc7JPHBLkZp0WfLi7Or+2TaMRiN+z33wvnGBE3vXMf+3ecyaPv2DMrZ2SchRoDTXzx/h5q27uKdMx5g/Dpr1WV+/fMbSmYO5dek47976o9FqsbNLgoNTUhwcHPH3f827t/6EhgQzZ9T3FK/cmLpt+mPvEHnv0d4Ni9jw15SIH8A2tvakzZwbzzSZuH35JL5P7qMajdjY2BEaGoybR2p6jl2CZ9rMZn3GuMrOLgnBQYGRlrO1M3/iKIQIIwmMSFDs7JKQIVsBtDobQo022Du7UCB7MdJkzk2G7AVwSeaB0RiWxDg5u0arDY1Gg1uK1LilSE3B0mGTb18990FRNGi0WjQa3Sd1T+hZOyaP9QnvGxeY1Kcu7p5efN+hHZ07NCFtGs/Plg18F8TQkb+yavkK9m/+E690WSlRpQlla7fC1tb+k/K3Lp9g5fyfaN6mDWNH9gRg0ZINrF65gTuXj5I3Xz7aTBlBzWql0Go1PH32kjp12zOqSyWy5i6Ku1c6jAYDXumzU6VhpwS527BbitT43L8ZabnknmliIRohEifl3+5wEXPps+ZTB/+62dphiDhoQs/amPPfxtQBjQkJfMW501ujdN+mrQeZNWsR586cJCQ4CI1Wh42tHXb2DiTzSIWHV3rOH9lBjjx5ObBneZTqXrN+N5MmzSLgbQAaReHJ44c4J/Og3+SVJPdMG6W64rpe9XMSEmxCD4y9AzPWXo2FiBIGc3+diISha830p1VVLfzxdemBESIeypSrCP+s+o3ipRqSLkM60qZNTbasGalZrfQXe2IA6tQsE3Ei913vx1y9eoebt+9zz/shFy9c5v6N07i4urDsr2lRjqlhvUo0rFcp4r2vrx9Va7RkWLsyeHilwyGpK4/vXSM0JJiseYrRd/LKqD94HBES8s6kcqHBppUTQkSdJDBCxEP12g4guWcazhzcwqWL1zh+9BhBgW8Z9GMQWbLnZNKk4VQs98kvLB/ImD7VB4dPmpuHhytnT23m8LHzTJ22kNevX9Om1WBKlyxItSr1OfLPSkpWbWKx9i1JNrITwvokgREinipTozllajT/4Nqda2dZOXckDes1J3W6DMz9bXKUT94+ffo8585don37FmaJs1Tx/JRa8esH11KmSsuNC0fjbQIjG9kJYX0Jb3adiLaAN37WDkHEUKYcBRk0fSOjFx7EziEZdWo1ZsWaqO1F4uHhTubMGSwTYLicuXJx7dwhi7ZhWTJ3UAhrkx4YAcDin/twfM9a0mTKxfMn93FM6krdNgMoUj5unBskosbDKy3Nuo9lfI+alCpRIEr3arUaypcvZZnAws2dNZrsOYqxbOZgmnUfx+uXT3nx9AGvfH0iVnRVqPs9Ol3c/BYlG9kJYX1x87uDiHX/jtU/vHMFgKDAADYu+UUSmHhs78ZFuKdIRZpUHlG6r1OnfixYMA0vry9PBo4pDw9Xfps/i+6de3Jw2zIANBotWl3YqqiQ4CC2LpvByPl7cE1uuTiiSzayE8L6JIERANRq0RtVNfLurT8lqzQhZ6Ey1g5JxJDP/VukThv1fUhWrlyAg0MS7t27T4YM6SwQWZimDatQp+ZZQkP11KzzPffu3Eaj0WBrZ49Op+Ot/xt0NnYWaz8mZCM7IaxPEhgBgLOrO81/iP4hgiLucU+ZllsXj0T5PkdHB/75Zx+HD5/gp58GWCCy/zgksefaA2+uXDhLMncvXNw88UiVHsekyajauEu0Nxu0NGc3T3wf3420nEvyFLEQjRCJkyQwQiRAvj4POLV/I01atIzyvT4+T6lSpRzFi39jgcg+lS6tJwUKF+PZ02c8fXiLezfOYWfvwP1bF8mcqzDps+YjY46CuKVIHSvxmOL5k/umlfMxrZwQIuokgREiHvP1ecC+jX+g14dSqExtsucLOyQyuWdq0mbOzaZ16xk7shceHq4m1Xf3rjc9egxh06a/cXZOasHI/+OQxJ69O/+OeP/6TQAz5yxn1869nNizhr0bF6EPDUGj0ZLMw4syNVtRqX4Hq07wVY0Gk8oZTSwnhIg6WUYtRDy2ZFo/9m5czMVj25kxuBk/Ni3ArrW/AzBg2kYckrpSpFh1Xrx8Y1J9GTOmZ/XqP7DmESMuzk4MG9SRfbuXce/OUXyfXebZs6v8vfwP8uXLw5alU+lVLxtLfx2E0Wi0WpxCCOuSBEaIeKx45UZotFqCgoLo1a8v5StVYP2iiQxpXYxXvo8Y8dtONDo7cucuw8kzV0yqc8iQcaxdu8XCkUeNjY2OGlVLsnblTHweX2D4qGEc372WkR3Kyf5FQiRSksAIEY+VrNqEqasvUbhsHWZOm8H2zZvIkj0XIcGBjOteHVt7B8YuOkzGHIWoVqU+02YtjbTOsWMH06BBrViIPnq0Wg29e7Tk/IV9KKqeIW2KcevyKWuHJYSIZZLACBEHBLx+yc4189mybAa3Lp+I0tCIra09zXtM4NcNN2nRcyLBeg3BQe8i9vbRaDT0Gr+U6k26M2bkaHLlqUxQcMhn6zpx4iwrV25Ao4n73xq8Urpz9fJeipUoxdQBjVi/eLK1QxJCxCKZxCuElS2ZPoAj/6zAPokjOhsbtiydjqIoeKXPRu5vypGjYBlc3VOS3CMVtvZf3ldEo9FQonIjSlRuhNFoxKjXf/D5t61/pESVxoxoX5bLV+/wTYEcEZ+NHz+d6tUr4unpTlBQkMWe1dy0Wg2b1s3lt99XMWTgUPIVr0KmHAWtHZYQIhZIAiPiPX1ICNtWzOT1y2ekzpSLjNkLkCZT7ji7Df37Xr98xtGdK/l1znRafRc2bGMwGFm/aS/z5y/l2M6V7Fq3IGw1i6rikSoDWfMUwz1lWlKmyUKq9NnwSJ3xkx4TjUaDxtYWfUgIE3vX4cnD2xiNBlSjkRReaSiQN9sH5evWrYGzc1LSpk1F+vRpY+35zaVB3UoMGTA0Rj1Hj71vsG/jIkKCg/BKl5U0mXOTJmNOHJ1c0dnamjFa0926fIK9GxZRrUl30mXJY5UYhIir4v53eCE+cv/WJXasnI2i1fLK14cHty6haBRckyXn9IFNBAe9Q1WNaHU22Ds4odXqsLG1x90zLcUrN6JQ2VrY2tpb+zEA+GtqP9w9U0UkLxDWq9CwXiUa1qv0QdlrN7zp++NYbl86woWjbwgKeoc+NBRQUTRabG3tsHdwwtHJleQp05IqQw7OHNzM2zcvmff7TDxTJMfTMzlZM3+aoKRNm4rWrX/gf/+bj7295Xe/ff0mgNXrdnP8xFmSOjmSIUNaalYvg1syZ+4/eMKe/ScICgqiUf2qn433Y1WrtyC5ZxoyZMsf7Zgm9f4WB0dHkjg4cunkboIC32Iw6D8qpaAo0W4iUkajkUNbl3Lt/GEq1vueX/o3BiBz7iKSwAjxEUlgRLxy/fwRZgxtgadXGmxsbEnmloxOXTsxcmhXbGz+++f89NlLDh05y9lzV3j3LohXr/y4fOkqS38dyJ9T+4YlNXb2FCpdixY9J1ptzscbv+ckT57cpLI5sqVn68bfP7n+4uUbzl64xtWrd7h9+x737z/ivrc3R/85S4qUXmzZtCjSJMDZOSljxgzC3t4OP7/XuLq6ROk5QkP1BL4LwsXZ6avllq3YztixP+Pz0BudjS1JXZNj0OsJCgxgxJB34aUU7OyToGg0TB43EY1Wh1ajxWDQkzt/QVb9bzaeKdwA2HfwNAMHjePh/XuMWXggSjH/KyQkiOkDm2HQh3Lu7M5PnsFgMPLuXRB+b94SEBCIf8Bbqlepb+I8pa9nO6t/H8OVMwfInPMbKtZrz4KJP/D43jUAUqTOSLnabchTtAJ5CleI1rMJkZBJAiPilQUTu1OyTHk2r5/31XKeKdw+24sB4Ovrx+Fj5zh/4RqzZszk+vnDdB42n7SZc1sq7C9q0XMiU/rWJ6VXfoqWKMngQd0oUTRvlOpI7uZM5fJFqVy+aIxiyZs3Jy9evKRWreYcOLAR20iGTU6fu8a69TvZsnkH3nduoqpGFEWhZdt2/Dp18Cfl27QfzMZ1a8j9TXnaDfzNpP/e+pAQrpw9QGhwEBqNllW//0S+fOXx9j7FitX/0KdHX7zSZmXwjE3R3qn32cM73L1+lmGjhn82AdNqNTg5OeDk9N/8owYNarF69SYTav/6fjqHd6wgKNAfH+8beN+8GJG89J+63uxzefR6fbwYVhXCVIo1N6xKaNJnzacO/nWztcNI0Po1yUeWbNno2LEVpUrkJ2P6VDGq7+mzl9Sp256b1y6TzD0luQuXp3L9jnimzWymiMNM6FmbL/3bCAkJYs+6hRzduZJnj71x9/Ri6tSx1Kn534Gage+CGD1+Hvv3HcT32TOC3wViMBpJ6uxC5ixZqFu3Ok0aViWZ6+d3zz1x6jJ/LV1PQMBbQkNCCQ0NJSQ07G+tRst339Xnu8ZVAVBVFSWScZJK1dtw5vhRHJycSZ8tPxXrtiPXN+U5vmctS6b3J026jOTOm4eHDx7i++wZfq9eoA8JocuI38lTpGI0/yuGDbH82DQfbu4ePPN5RJHy9WjVO+arj34f35XLp/fx5PF5k8rfvetNiRI1Cf7Cai4ARVHCNgRUFOztHSlasR6FStfizKEtnNiznqCgt9jbO5K9QEnSZ81PyarNeHDnIjkKlDFrovHy2SPmjevM/ZsXSZs5N0NmbjVb3eb2ta8TkXh1rZn+tKqqhT++LgmMGUkCY3mXTu7hr2n9eff2DfrQELQ6G7ZuW0XRwjHrPblw+RY//7KAQwcO8urFM+wdnChSvi7Nuo01y/CSqd+Y/V48Zcm0/lw5e4B6jRqzaP44NmzZT/s2XdDZ2pExe0FSpM5IMncvbGzt8Ll/k7vXz/Ls0T30ocHY2NqR3CMlGTJkwKgaef78OU99HvPW/w0ubh7Y2iVBo9Wi1erQaLVoNFr0oSH4PLiFm3sK1q/7k6VLljFhwrCvxpnCMy+NO4+kTI3mn3zm6/OARZN7EBjgh0vylLinTIdnmkyUrNrMLIczvnj6gNkj2qKzsWXA9E1m+WGv1+vp8W1mHj2+iEMS0+ZHTZ48iwkTZkS5LUWjQX1v+Emr1aHV2dBxyG/kKWL+oaIfmxbgrf8rFI2W1r2nULxyQ7O3YS6SwIjP+VICI/2JIl7JU6Qik5edBsJ+G//5xwY0a9aJm9cPotVGP9HIlzsLf/0xEQibUzJ95hJmz5hBaHAQbfpNNUvspnBN7kmPsX9x7ug//D6+KzV8nnLy6GEKl/uWtj9O++q9AW/8uHhiF9fPHebxg5totTqckqWmYrGaFKtYn+SeX54HExjwmmmDmlG2TA3afv/1AyAD3wWhDw0hRaoMn/3cwystA6atj+xRoy25Z1pGzNtt1jpf+foAYGfiaqO7d72ZMWN+tNpSP5o7YzDoMRj0/D6+K8Pm7MDDK3206v2SPpNXMn1QUwLevCJpMnez1i2ENUkCI+ItjUbDD2OXMKj5N6ROU5DhPw2le6cmUaojKDiE168DIiaFQtickjEju5MzR2a6d+1Jhbrfx/oKkAIlqjLgl3X83L8hOhtbWvf9JdJ7nJxdI/aBiSoHJxeGztrGwkk9WLzwb2ztnZk4ptdny9ap1wkHJ2ey5y8Z5XbiqpsXj2Jja/dJEnz12l3OXbyJZwo3dDotz1+8om6t8sya9QehoaFmjcGgD2X3ugU06zbGrPW+efmMgNcvAXjl+9isdQthTZLAiHjNwSEpP//vHGsWjmf4oGEUyJedUsW/vpQ2NFSPjY0OX18/cuUqiV4f9oOo94/9GDaoU8QPseZNqzN7TgEWTvqBn37fZ+lH+UT6bPmYse46QKytkmo/cCaZcxdh3uwRVK1ciorlPuy1nTZrKWdPHmPgtI2xEk9sSZE6E3q9nmTJsgJEbCoY8OY1OhsbjAYDKioKCh2xzCnTBoOe43vWmj2ByVmwNOP/Osbx3WspXrmxWesWwpokgRHxnq29A991H8uzR3epV+c7suTIhbOzM1qtFgdHByqUK0n7dvWxt7OlXaehrF+1kqw58+D36hVJk3lQpVEXDm9fzqzpvzJrxkxSpUmHwWAgwN+fN34vcXFLYbVns8by7vK1W7NrzXz+WLzqgwTm5u0HjB05hhrf9SR9tnyxHpclZcldmOlrr+D/yhd9SAiXTu3lXaA/BUvVIHWG/3YsNhqNnD2yjQXju1kkjuB3by1SbzJ3L6o37W6RuoWwFklgRILRffSfbFs+gztXz+D7MgCDQU/Iuwfs372LMT+NY/jIsOSlTqt+nNy3ARtbR/qNX4qLWwoq1GmDXq/nyPblXL94FJ3OlmQeqcierwQ5C5WJvPEExjGpC5cvXebps5cRw2uNGnciZZrM1GnZ18rRWYatrX3EPKEvrULTaDR8U7oWCxQFLLAAQtFoCXjjh72Dkyx5FiIS8hUiEgydTkedVv0+uW40Gvljcg+GDR5GMo9U1PyuJzW/6/nZ+8vWbkXZ2q1iI9w4rUGH4cwb04GcOUswYfJ4HBzseXDvNj8tOGjt0OIGC63eNBr09G8WNgQ6c+PtOJPEvH75jFW/j6Zo+XrkK1bZ2uEIAUgCIxIBjUZDh0GzyVmwLG4eMds3JrHInq84U1ddYv3iyQzuPxiNVkfxyo3x8Ip/5yTFHwruXmlJkSoTDTsMjTPJC8Cp/Rs5vX8Tpw9spm2/aRSrWN/aIQkhCYxIPEpVa2rtEOKdem0HoLOx4c3LZzTrPs7a4cRrGo0Go9GIotGivjcJ2NL7wJhDsYoNWP37WFBV7t+6JAmMiBMkgRFCfFXtFn2sHUK8pigKdkkcKVaxAQVL1eDs4W0c37OW4HdvI65Xqt/B7Pu/mJOTixvdf/qDXWt/p0Qc3ghPJC6SwAghhAXN2XLvg/fZ85c0+1LpqDAajZzct4HchStEaWfkPEUqxugYCCHMTRIYIYSIhK+PN7vWzo84wyg+W79oIjvXzEOr1dF74gqy5P5kh3Yh4oXY32RCCCHikUsn9zK2WzUOb/8fQe8CLLYCKbZkyV0Erc4Gg0HPL/0b8uLpA2uHJES0SAIjhBBf4Ovjze/juxIS/A6DQR/l+23tHSwQVczkK16F6auv0LBD2IGdU/o14Pr5I5HeFxjoT2Cgv6XDE8JkMoQkhBDhPh4q0mq0GKJ5bIBGo4nWuVSxQWdrS+UGHblz7TRnD23jj8k9mbT01BfLe9+4wJR+9TEYDXxTphbfD5hplV2ihXif/AsUQgg+P1RkMOijPWSks7GjUv0OZo7SvGo1741rck9K12j+1XJr/xiPq5s7E6dM4PSBzSb12AhhadIDI4RI9N4fKoqp9/d1ictLowFSZ8jBhCUnIi1XtmZLFkzszqAfB5HMIxVZ8xaPheiE+DpJYIQQid6utfMxhJ9KHl3v7/cS1/d1iapvytYmf/GqPLx3lTSZcsepXYJF4iX/CoUQic4ny6JjsLJIq9VRukZzq+7tYm6P7l374BRuCJs3kyFbfitFJMSnJIERQiQql07u5ffxXTHoQ6O1suhjWp1NnJ/rEhUhIUGM7VaNJI7OTF110drhCPFFksAIIRKNxDrXJSr8X/kCEPQufm/YJxI+SWCEEAmWOZdFg4JWp8No0CfYuS4AyT3T0qbvVF76PrJ2KEJ8lSQwQogE6XNDRTEZMrK1s2fYnB0JLmH5nOImHtj46N41vNJlkz1hhFVIAiOESHBkqMjylv46iEPbl+OczOOrm+AJYSmSNgshEhxzLYu2d3CidI3mDJuzgzxFKpgpuvjL78VTAgNeA3D9wlFKlCmHv99zDmxeYuXIRGIkPTBCiHhPlkVbns+DW4zuUhlUFQ+v9BhVIy9evKJLjx/4beZwjuxcSefh80nm7mXtUEUiIT0wQoh4zdynRSe0ZdHmcu3cYezs7Dlxag8GfRAvnjzA3t6Ox4+fkClLdrxvXmBIa9mhV8QeSWCEEPFWTE+Lfp9Wq8PWLonMdfmCLLkKExwcRNbMaWnQsD62dkl49OgJRw4fx6hJQsmqTek0bJ61wxSJiAwhCSHirZjNdUkcy6LNJXXGnKCq3L77iBQp3NHqdIxddMjaYYlETBIYMwoNCbJ2CEIkeB/Md3kXEO16EtOyaHPQaDQ4ODkzbuJv6EP1qO8N1b3xe86lE3soXP5bbG3trRilSEwkgTEjn/s36ds4D9nzl6Jak25ybogQZmaOYwBkWXT01f9+CEt/HYRGq/tgkvO47tV588qXU/s30nPc31aMUCQmksCYUZ48OSlVrgIb129hUu+6ODglpXrTHmz+eyq5CpWlcLlvyVu0Irb2DtYOVYh4J6Z7uyTk06JjS+nq35GrUFkcnFywd3CKuK4PDQEgNCTYWqGJRMjkBEZRFFegCFD0vb//XS+3X1XV8pHcnwG4a2JzptTXEvgRyAG8AFYBI1VVff2F8ouBNu9daqCq6rpI2rgHpAeOq6oa6fR6nU7LxLF9mDi2DwEBgdSu15G1C8cBcO7oDi6d3INeH0qxig1o++O0yKoTIlEz1zEAsizavNxSpP7k2vDfdvLw7hVyFSpnhYhEYhWVHpizQAYLxREliqKMAH5671IqoBdQQVGUUqqqmjIwPlpRlA2qqhotEaOTkwP7di1lws8LuXrlJr16tuWbAjnYsGU/7dt2xfvmBfpPW4+DQ1JLNC9EvGbOYwBkWbTluSb3xDW5p7XDEIlMVJZRK++9fgpsjkG7w4C8X/nT7otBKEpuYCQQBAwHSgBNgetAvvBrpsgDNIte+KYb/GN7/vpjIt8UyAFA3VrlOH16N8GBbxjSsijeNy5YOgQh4hVzLY2WZdGWd2Dr35w7+o+1wxCJVFR6YGYRNgR0UlXV+wCKokR3x6hHqqpeiua9jQhLvAaoqjoz/NoxRVEOAzeAJsDASOp4DrgDoxRFWaGqanSPp42W9Om8uH51PzW/7cikPnVp0vUnytduHZshCBFnmeMYAHsHJ5nrEguWzxoKgI2tHb0nLCdTzm+sHJFITExOYFRV/dmSgUTBvwOwe9+/qKrqI0VRrhHWgxOZScAUICth82L+MGuEJmj0XS8unDuNqhpZMWc4188dpuOQ3+RUV5HoyDEA8VNQYNhI/Zlz+2n3/Y8smPgD4/88auWoRGISH39aPgv/+4PZYoqipASyAz4m1DEfuB/+eoSiKLbmC880Rw7sw87OAa/02QA4d2Q7g1oWie0whLAqOQYg/rJ3cCK5Zxo6dBpE796deP3yWeQ3CWFG8TGB2RD+9xRFUQYrilJcUZRGwG7AkbDVSJEJAf79FS09EOvf8cpVqoLBEMrb189RFA0eXhnImKMg3etkplutjFw+vT+2QxIiVskxAPFfk86jOHvqOBXKFcZo0KPXx+z/oxBRYa0EpoeiKDcVRQlSFOWNoijXFEVZqChK6chuVFX1JGHzcZIA44GjhCUtuYBLwGgTY1gM3Ap/PVRRlFjdPnL18uk8enAa77vH6T9kAM+feJOjYBlcknmgqkZmDW/NoJZFOLxjRWyGJUSsifkxADYoioK9gxOlazRn2Jwd5ClSwawxiq/LU7QSqDBw6FS0Oht0OtlaTMQea/1rK/TeazvChn6yA98rirIS6KCqqv9X7u8JXAW6EzaP5d99YEaoqvrGlABUVdUrivITsISwZdjdgKlRfRBzGPxje3x9X7LotxFodTYkdUmG/+tXqEY9S38dSGDAa6o07GSN0ISwmBN71ke750WOAYgbNBoNyTy8WPH3EvIXr2LtcEQiE9sJjB+wHtgH3AQCAU+gPNAJcCNsFZGboig1VFX97Hc3NewQjjnhf2JiGTCYsN6bQYqizDdxDxmzmzqpPxXKFadwoZx4pXRn09aDVKlUjG49R7PtfzMlgREJTlDQ2yjfI8cAxD0j5+5Co9Ghs431qYQikYvNIaTHQGpVVdupqvqnqqpHVFU9p6rqDlVVBxO2L8u/m6JUBjpbOqDwTexGhL/1IKxnx2rq1CyDV0r3iNf2drbMmj6MkKBAxveoyRu/59YMTwizsrd3NLmsDBXFXbb2DpK8CKuItQRGVdUQVVUDv/K5D9AQ+HdQPLaSibXAmfDXPyqK4hJL7X7V/v1HmDZtHg5J7ClfoTQvnz1gUIsiGI0W2ThYiFhXtGI9NNqvdwJrtTrK1W7NnC33mLb6Ms26jZGeFyEEAIoag2WL721kF+nZRVGocytQI/xtqvDExhz1Lua/s5CSqKoa9N5ntfhvZ+GxqqoOD79+jyichZQ2bWrV3d0tRnHq9XqMRiOKoqDXG/B77U9wcAiv/V6js7HFK13WGNUvrOPJg1ukTJvF2mHEKQFvXvLy2aOvllEUBa902dDZyG/48UFoSBAoCjY2dtG6X75OxOfcv3XxtKqqhT++HhenjF/mvwQmDabt6xIjqqpuURTlKGHHEvRSFGWGqqpRHq9xd3dj1aoF2Nvb4+Rkeve4qqosWrSc5s0bsmPHHu7evU/v3p357fdVDB04FFVV0dnYMnX1ZZnlH09N6Fmbwb/G5PSNhMXXx5ux3apFWq5Fr0mUqto0FiISMbV+8WR2rJwNQKr02eg1YTnOru5RqkO+TsTndK35+V7XuLgPTMx2soq+f89QSkrkRxF8lqqqrFu3jQUL/v5qOX//AIKDg9m0aQfTps1DURRevXrN69dvqFu3Br17h03/sbGx4d8esrptBkjyIhIMU5ZQazRaHtyK7okjIrY9eXATd89U7D+0DX1IIMPaleLSqb2R3yhENMXFBCb3e68fx1ajqqruJmx1FED38J19o8RgMNCxY0t69+7M/v1HOHLk5L91AzBp0kxOnjzLuHHTWL9+O2XLlqBWrcoA9OvXFU9Pjw/q69C2HqPHj0Grs0Gj1Ub72YSIa0xZQm00Gji+Z20sRSRiqmnX0bx45sPNm95cOr8TOzt7VswZEfmNQkRTnEpgFEXJDPy7mcBtVVW/PkBufsPC/04CDI3qze/3kNjY2BAcHIzRaKRAgYo8fepLs2b1cHR0ZOLE4TRtWhcXF2eyZcv81Tp7dG1Gzjz5OH1AulVFwmHqEurgd1Ffai2sI5m7FwVL1aBThx8oV/E72nzfludPH/Do3jVrhyYSqFhLYBRFqa8oivKVz72ANYBN+KXZsRLYe1RVPQxsD3/bCUgW3bpKlixChQql0Wg0HDu2DU9PD9KnT0uuXNmiXFe9ejV5eOdKdEMRIs4xdQm1XRLT55IJ6+s45DfcPFJx/cpFmjSqRqo0GVi/eJK1wxIJlMmTKhRFKQAU+MLHKRVFafvRte2qqj557/1a4I6iKGuBE8ADIAhIAVTgv43sAA5ghQQm3DCgOmAb/ifGkiSJ2SkFHdo1YOyoMTx9cBvPtF/vsREiPshbrDIn92/46uGNWq2OYhUbxGJUwhwM+lC0Ohvq1G6J/+tX+L16Ye2QRAIVlVmh9YCRX/gsO7Doo2sVgCcfXcsE/BhJOyuATqqqhkQhNrNRVfW0oijrCXveOMHF2QmXZMnZv2UJTbqMsnY4QsTIpZN7OXdkW6QnT8vJ0vFTr3FL2b9lCfYOThzctpSM2QtYOySRQMXmspY6hC1TLkbY3irugBPgD3gDR4DF4Yc1Wttw4Fvi0ByhLNmyc+vyCWuHIUSM/HsCdWhI8FfL2djay3EB8ZRn2swRv2h92zqy31eFiD6TExhVVUcBo6LbkKqqm/lvs7hYp6pqW6CtiWUvAXFm2Y/BYOTyhfOUrPadtUMRIkZMO4FaoWCpGnJcgBDiq+JMD4P4so7dRmA0GqnfNlrb0wgRZ5h2ArXKheM7YyUeIUT8JQlMHHfi1GXWr1pJ8x4T5MA0Ee/J8unE45/Vc7l69pC1wxAJmGztGoddvnqHOrWbkS1vcYpVrG/tcISIMXt7R4LeBURaTpZPx2+71y1g3R8TAPhtq7eVoxEJlfTAxGHtO/bH1d2LnuOXWTsUIczC1BOoZfl0/PX00V3WLBxHq3bfWzsUkcBJAhNHGQxGbl27Qs3veqHRyP8mkTCky5IPYyRzYGT5dPy2cu4oUqZKS8vm36Io8r1LWI7864qj1m7Yg6qqFClf19qhCGEWvj7e/G/OsEjLNen6kyyfjseMBj1JHBw4eeoSWjnDTViQJDBx1IKFy/BKn016X0SCsWnJVPShke9PeeP80ViIRlhKuTptuHfrBsOHDCdf8SqR3yBENMlPxzjq1o0bZM1TzNphCGE2pw+atg3U6QObLByJsKQCJaoyaekpilduTKveU6wdjkjAZBVSHPXa7yXZ8pewdhhCmE1kc1/+Ffk+MSKuc3Jxo3UfSV6EZUkPTBzk6+uHQR9K7kJlrR2KEGbh6yNLaYUQ5iUJTBy0cet+dDZ22No7WDsUIcxi19r51g5BCJHASAITBx08dBwXNw9rhyGE2RzfvdbkshqNrFyJj66ePcSoThVZt2iiWesNCQo0a30i4ZAEJg56+OARSV0lgREJR3AUfggVLvetBSMRlvDo3jVmDmuF/6tnHPlnhdnqPblvA70a5GRImxKEhASZrV6RMEgCEwelz5CeN6+eWTsMIayidss+1g5BRNGlk/uwsbWlSPFi6GzMd2bb65fPsHdwIjQ4kAk9akkSIz4gCUwcVKhAbgJev7R2GEJYhWxiF/8UrVAXRaNl/+5d1Gjyg9nqdXByITQkmJ07V+Pr483U/o3NVreI/2QZdRxUpsw3hATLbxpCiPghmbsX4/88yrPH98iQLb/Z6i1asQEb/5pCieJVUFCo23ag2eoW8Z8kMHFQ7hyZABVfH2/5bVQIES84OLmYNXkB0Ol0TPz7JKf2byRF6kyky5LHrPWL+E0SmDhIq9Wgs7Hl/u1LksCIeC8qe8DICiTxOTKxW3yOzIGJowwGPS7JPK0dhhAxtmT6AJPLyg8qIYSpJIGJo1SjkRSpM1g7DCFixNfHm5sXj5lcXlYgCSFMJQlMHGMwGEmWLCsATs5uVo5GiJiJ6g68MmQqhDCVJDBxzIQpCyNeazTyv0fEbyf2rLd2CEKIBEom8cYhtet15vD+PRHvQ4IC5TwkEa8FBb01uaxWK9+OhBCmk1/x4wiDwcjh/XvI9U15HJ2c0epsuHL2kLXDEolUwBs/rp45yIXju3j57FG067G3dzS57Ddl60S7HSFE4iO/8sQRWq0Gj5Spef7Em7cBbwAI9PezblAi0Tl39B+WzRyMv99zNFotiqLBoA8lRaoM1Gzem2IV60epvqIV63Fo23KMRsNXyykazWcn8G5fMRtH52SUqdE8Su0KIRI+6YGJQ2bNnsizx/coW6sVTTqPonjlRtYOSSQSIUGBjOpUgfljO5G/QH5u3T7Ni+fXeO57hf2HtpEhQzr+mtqPQS2LYDQaTa63coNOJp2N06LnxM9O4N205BeWzRzMuj8mRFrHzYvH5ORiIRIRSWDikKoVi5MkiSMubimoULedTOIVFvfi6QN+HdaKn7pUwe+5DydP72XTurkkd3OOKJMvdxZ2bFnIg4fnCAr05+8Zpm/n7uGVno5DfsPWLslnN6nTaLS07DWZUlWbfvb+dFnyAvDPmnlcPXPwi+3cvHiMqQOb0qtBTpbNHGxyfCLqrp49xLJZQwgM9Ld2KCKRk5+QcUzQu7fkK1bZ2mGIRCDg9UuGty+H3zNvsmfPzPZtq8mcMfUXyzsksWfC5LEc27UqSrvr5ilSgWFzdpC3eJWIJMbO3pFytVsz6ve9lKr2+eQFoN/Pa/BMkxlUlV+HtaRv47wc37Puk3IZcxYmVfpsABzctixKvUTCdGcPbePXoS04uHUpl47vsnY4IpGTBCYOuXD5Fqqq4pbiyz9EhDCX43vWYmtnx5WLu9i6cQEFCmSL9J52rb7FMakLx3atNrkdo9HI7JFtOX90B2nSZyRdxiyEhgRRuFydSPd90el0DJvzT8QZOCFBgSz+uTen9m/8pNzgmdsi3utD5DBUS1j/5ySKlSoHKKQN7x0TwlokgYkjFv65gXKlawBg75DUytGIxODAliVky5ErSvf4PHlOaEgIr577mHzPnvULef7kAefO7ef8mW2cP7ONkmXLM2t4G5N6SnQ6HYN/3UL3nxbh6p4SgL0bF3+2HICLm6dsP2AB+pAQnj26y6ljh1E0Cp6pM1k7JJHIySqkOOLu3fskcUxK7ZZ9Ze6LsLida+bz/MkD/tn2l8n3nDt3g+o1GuGcLAVNOo8y+b69GxdRrmJl0qfziri2duUsPFPm5vr5I+QsWNqkevIUqcjYRRUJDPTH4QtJ/qh5e3B0SW5ybMJ0en0IKVJlwCt9Npp0HiXfp4TVSQITBxgMRubOmkPm3IWpWPd7a4cjEjC9Xs/GPyeza93vdOza5YOk4msMBiM1azcjVfoc/PjLWpN/eOn1el4+e8SQwXM/uG5jo8PBMSn3b14wOYH515eSFwDPtJmjVJcwnb2DEz8t2G/tMISIIAlMHGA0GnFwSsqNC8eY0KMmg2dutXZIIoF5eOcKO1b9xvmj/6AoCt179mTMyO6R3vf2bSATJ/7KsVPX0YeG0nfSyij95q3T6bBL4siy5Zv4pkCODz5L7u7BnWtnovwsQggBksDECTY2Ou7fO8Ge/adoWO87fH285VA7EWMhIUH8Ne1HLp/cR1CgPx4pU9OhS0fGjPgBrfbTJCQ0NJR79x6QNWsmZsyYz0u/AHyevWHTunWEhoTQd8pqdLaR7+nyseKVGrFy+Qp+mdT/g+uVq1RkxfKV0X4+IUTiJglMHFKxXGHsHZw4c3AL1Zp0s3Y4Ih67evYQ88Z0RGdjQ5vv29C/T7sP9nZ5n6qqhISEcPDwGbp06YeNbRKePn6IqhpxcUtB/hLVadJt9FeHbr6maIW67N/yF993GsqVy9fwefSQtwFvMBqNqKoRnwe38EqbJSaPK4RIhCSBiUPKV2pOSNA7suYrYe1QRDxlNBr5a2o/ju9dR4XK1VixdBo2Nl//Mt+2bQ/jxs/kypUruHmkIm3WgtTvMJI8RSqaZaJmppzfkD5LXg4cOIJHqoyUqFaGLLkL88+qudy8dJxlvw6m35RVMW5HCJG4SAITR8yev5IL504z/Led8tuoiJanD24zbXAzAgNeM3/BHBo3MG1DxBo1KtLnx7EUKl2TjoPnWCS2QTM2sWBCN84c2sabF0/5pkwtchQszc1Lx7l95RS/je5ASHAQr5/7EBT0lpDgIPShIXh4paNklaaUqdEiWsNXQoiESxKYOCAgIJCRQ0dRrlZrSV5EtGxd/iub/55Gtlx52LZ5O8lcTRvumTx5JhUrliFJkiSoFty9du+GRZw+tJWJUyawcMHfjO9RC1Bp2rIVJYoX4qeRE0ju4UGevDlwT+5GihTuJE3qyNatu1i3aAIr541Cq7MhiYMTaTLlot2AX3F2dbdYvEKIuE8SmDhg+OhZ2Nja07TrT9YORcQBZ49s5/q5I2TJXZh8Japia2v/xbIBb/yYPqgpPvdvMmDIQAb9GLVl+OXLlyZjxnSULFWCdWvWYjQazba/hz4khN0b/uDw9mU8f3Kf3v360rl9Qzq3b8iFy7dI5pKUtGk8AWjTovZn6+jXqzUQtoHeoSPnOH32MmtXr2NQyyKUqdGCpl1Hy34k8YjPg1voQ4JJmzm3tUMRCYAkMHHAsSPHSZ81n7XDEHHA1AFNuHX5JMmSe3B4+zL0+lCck7mTInUmdDZ2BL97S1CgP8Hv3hIc/I53AW9I7uHJsRM7yZo5rcntqKrK6tWbqFevBjY2NkydMpCVy5eza+18qjbqEu34Xz57xNnD2zixdx0Pbl/BxtaOYiVLMXrZnA+OKsiXO2o9jV4p3WncoDKNG1Rm4pheTJu1lIljJ3Jq/wa6jlxEltyFox2zsCyj0ci6P8ZzaPtyggID0Gp1zNp029phiQRAEpg4IG36dJw/f9naYQgr04eEcPPScfYd2Er+vFkBuHrtLtNn/cX1azcICfbHzcUB1wwpSZ7cDU9Pd7JmyUDzJjU+uyz6a96+DeTkyXPUr18TAHs7W+o3acLm5TOp3KBTlDaq2/TXFE7sXc8bv+cYDXrskziSNUdOfvpzHvXqlI9SXKbq80MLunZsTP1G3fhlQCOKV2xAqz4/J6reGL1eH3F8Qlw2uFVR3rzyDXujKFSq38G6AYkEI+7/608EqlUtz95/dpi1+17EPbcun8LGxpb02T7f2/bo3jUURRORvADkzJGRebNGmi2GwMB31KjRjB07VjJ58ogPPps5dQgb16xlxuDv6DVh+Vf/LQYFBrBq/miO71mLTqejZp06fFunCtWrlsTeLnYm29rb2bJt0wJWrNlJj2598HvxhF7jl8VK29Z2/fwRZg5vjVuK1IyO47vjvnnlSxLHpJSu3pzaLXrLOVXCbCSBsYDXr/3RaBScnBx59uw5np4eXy3/XZNqDPxxMDtXz5X9XxIoXx9vfhnQCFSwtbMnY45ClKvVivwlq0UkCvu3LMHJ2cUi7b948ZLt2/fQokUjFi/+FXt7u0/K2NvZsnb9EurXbcmI9mUZNGMzTs6uH5R54/ecZTMHc+H4Lhwdk9JvYD8G9GkX5R4gc2rasArJk/9B4/otE+QmkH9N68+5I9sJehdAx0Fz8EybmRlDmlOuUlX27drBo3vXSJ0hR+QVWclvW72tHYJIoCSBMaOgoGBUVWXcuGmULVucQoXy0bx5F/buXceRIyd59cqPqlXLY/vRclCHJPY0b9WK5X9Pp0ztVtHeMEzEPUajkZ/7NeBdoD+r1v5N8cJ5mDFnGWtWb2DBxO7hZQwR5UeNtcxE7rdvAwkIeAtAxoxf/gFfqnh+6tSvz9oVy5k/rjN9J61g89Jp3LhwDN/H93j98inJkqdg4pQJdPq+gUVijY7K5YuS1MWVwztWUK/tAGuH81nHdq3h/NEdlK3d2uTznzYvncbRnSspX7kar1+/Zv74LiiKBq/U6Vi3ahapUhfk1P5NcTqBEcJSFFVVrR1DguHo6KBevXqYpEmdUBQFCJssqSgKGzZsY+XKjXTt2pbSpYt9cq/BYCRr9jL4v/GjauOu1GnZN7bDF2amDwlh7A/V8Xv+mIwZ0nD06IdnXIWG6kmRImfEewfHpDx6aP6zgTZt2kHlyuVIkuTLq5ne17RlX3Zt38aUFefQ6WzoVS87ufIVJG++PDSoX5WqFYubPUZzqFS9Dbdv3Wb8n8fi3FDs/VuXmNCzVsT7um0GUL1p5GdRndq/kWWzhhL87m1EopunwDfUrlONbVt3cfHcGYbN2ZFgtl+Y0LM2g3/dbO0wRBzTtWb606qqfjJTP259lcdz2bJlxtk5aUTyAkS8rlu3Bn//PYdSpYpy8uTZT+7VajVcOLeTPHnzsHXZrwQG+sda3ML87t04z8CWhQl4/ZyTJ3d+dsjm4JFzAExZfhYHJxcaNGlk9jhUVeXYsdP4+weYfE/z7+qiqkY0KAT4vQBgxfLZzJ05Is4mLwDdurTm9Yun/00YjUPSZclDvbYD8UydESfnZHikzmDSfYXLfcvUVReZvfkOv231pknnUdy7c4dfJk/l7p27DPhlndWTF31ICL4+D3hw+zIXju1k/rgujO9Rkz4Nc/P65TOrxiYSNumBMaOCBfOqe/eu+2qZkJAQ6tdvy8aNS9ixYy+enh4UKpSPnTv3U7VqeXbs2Evrtr2o3aIvVRp2iqXIhTndvHiMaYOaUahYSTaunYtDEnsqVKjPx/82DAYjufNVwvfpExTg+o3jXzyvKDqMRiNPn/ri5eUZpfsMBiNZspXCxt6JF08fki5DZk4d32jVeS6mqFbre7zvP2LU/L3WDiVO+neRQEhQIJfPHODG+aMYjQZSpslMqow5SZspJw5OH87BCgkK5P7tKzy4c5kcBUpFJEuHd6zgzKGtPPe5h6+Pd3hPswaNRoNnqjR4eHhw/sxJGnUcHqVVR9IDIz7nSz0wMgcmltna2rJ581IURUGn06HT6VAUheXL11KiRGGqVatA+gyZOXtoqyQw8dDRXatZOmMgxcuUZ+uG+V8tq9VqOHdmB9NmLqFmtbJmTV4Abt68w8CBY1i//s8o3afVajh4cCP585bBaDSwaMHUOJ+8AJQsWZTzZ+daOwyLCwkJ4sn9Wzx5cJOgd29J6pycpMk8cHHzxCW5BwF+Lzi5fxPXzh3i8b1rBLx+GTH8pGi0qEYDWp0NLq5uaLVaTu5dR3DQu7AyioKNjV1YohMS9MHuzMUqNqDtj9PYt/kvVswZjkajoXzlanScMZrqlT88vy1X3sp4psksS6aFRUkCYwX/DitVrVo+4tqiRb9GvJ44cSgN6zXn5bNHuKVIHdvhiWiaN7YT54/+w3dt2jB72lCT7rG3s2Xwj+0tEk/27FlYu3ZRtO5Nk8oDrVaH0Whg47a9H2xCF1f17N6CGVOncXjHCkpVaxqtOm5ePMb+rX/j+/gehtBQ9PoQDHo9BkMoBr0eo0GPwaDHaDRgNBhxTOpK+W/bUal+B4vtyRLw+iWDWxdHVY0Y9KFA2PcQnY0tGq02PC7DB5PBkzg4kTZDRr6tV5saVcuSM2cmXF2ScvLMZQrmzYGHh+sn7YSG6jl64iLft+vJC98nEdd1Ohsy5ihEy56TAChdvTk+3tc5sWcdZ06fovqKXz+ox2Aw4vPQm1G/7zP/fwwh3iMJTBxUsVxhPFOlZumvg+gxdom1wxEmuHB8F+eP/sP6TSsoW6qgtcPhjz+Wodfr6dSpdbTu377rKHp9COmz5WfXzn2MGNzZzBGaXzLXpNSoU5f/zRmGZ5qMZMld9IPPjUYjj+5e5dLJPTy6d41Xz5/g7/ecwIDXBL97iz40FEUBz1RpyZgpE/b29tjZ2+GQxB57e3vsk9jj6JgEhyRJSOrkiINjErZt38umv6Zw7/pZOg+bZ5Hnckjqip19Et76+0VcU1UVg16PrZ09DRo1YsLYPrg4O2EwGAnV67+4F4+tjQ35C1TAxtaOd4EBGAwGtFotWp0NNjY2BAb445DUlXb9p5M2S16SJU+JvYPTB3XodDq+6z6Ohu2H0qtBTi5fvUPunJkiPtdqNWg0Wl4+e4Rn6owW+W8iBEgCE2eNGTOUzh268frlM1zcUlg7HBGJzX9PJW/BwnEieQFo2LA2b96YPnH3Y9OnL8QrbVYq1WvPoim9ef0mABdnp8hvtLK/Fk6kYdO3/NK/MRqtDhsbW2zt7DEY9AS+DZsY7+iYFDd3D9w9PMiZrRCZMqUjR7bMFMyfnWxZ00dpuKxdq2/5vpMDO3fstNhGlBqNhm6j/mDFbyNImswDGxs79PoQgt8F8tj7OsuX/EVwSCgL545Gq9Wg1X55I0E/P3/eBQYQGhpCy16TcU7mQcDrFwS8fkmA/ytcXD0oW7uVSXHZ2juAohAarP/g+is/f4xGA+mz54/RcwsRGUlg4qjGDSozcmQ6fh3aguG/7bR2OOIrjEYjj+5dp//Mn60dCgCPHz/Bx+cp33wTvR8gs+eu4MSRA7Tu8wtFytdl+eyhjB73G79M6m/mSM1Pq9WwfvVsvO/7cPnKbe7ee8SDh4+xt7enVs1yFMqfw+zzeYYO7sbWTZsZ1bE8w2ZvN/tOszvXzGfz31NBATsbeBsSSqg+bEjL0dGRRo0b8Msk0/a+qVenPH9Xr8mef7bj63OPYhXrRzsuvxdPQVXJm/fDVVDOSR1RFIUHty6TPV/cXbUm4j9JYOKwTRv/pEjhiuxYOUd26I3DDu/4H6gqzZvUsHYoAHh7P+TkybPRSmAW/rmB4UOGU7tlX4pXbghAgZLVWbtmXbxIYP6VPp0X6dN5xUpbmTOm5uzZ3RQvUYuh7Uox/LedOLu6x7je04e28L/ZwwgMeEOzFi2Y/vMgbGxi/i37rz8m0XdAclYu/RVF0VCrea9o1XP36hl0NrafJIRarYaceQvw1y99GPfn0RjHK8SXSAITh2XOmJoBgwcyefxEMucu/MmYvrC+mxePsWzmYNJnyhpnVuqUKFGYEiWifjpzQEAgg/oPoUzNltT8rmfE9Tqt+nF05yrmLVxD5/YNzRlqguGV0p3LF/dStMS3DGldHI+U6XBPlZ5CpWtRonLU9ve5c/U0i3/u8//27jqsyfUN4Pj3ZXQICqiIgF3Y3T+7u7u7u+vY3V3HOna3Hru7G1sRMQDp2Pb+/hhwDJBwY8TzuS4v2PbEDbLt3vsUXz6+pUKV6vy9eppWh+/MzUxZvmgchoYK9u5aS458JcjqWjzWw1/fvD6xdEJHPN+/JJV16qj7MLfAyCR2GycKQnwljldcIVojhnSifKWqLBzdBl+fL/oOR/iO/zcv5g7XrHZ589JNz9H8p1WrHvj6xn0jxHqNumNiakHznhN/uD+1nQM1W/Rl5NCRzFv8j7bCTHYsLc25f+c4Q0cOJV++XAT6eLBp/jD6N8zF6um9uXnuIKGhwdHW/+zxjukD6jFrcGPSp7fn9p2z7N6+SGdzj5o1qUWAnw9zhzdneKvCKJXKGOvcOLufST2r4f3ZnWatWnD8+LYoy3l4fMApa15thywIPxBXYLTI55tuds/dtW0R+QpWY1rf2kxZfznRbZOeUr18fBNJkpBlmfqNm+o7HECzOqVHj/ZYWcXtTa967c7cu32TQTO2Rfn3Va/dEAwUCiaNn0j3zo0xj+WxBCmNQmHA8EEdI28Hh4QyedoKdu3cy51Lx1Apw7CytiVb3uJkzlUYn6+evHpyk0D/b3xyf0VGlywcP7mXYoXz6DzWiZPmA5ol16EhQRzePJ967YZEWfbUvrXsWKE5p8vcwoqBwwaTwSEtp89eZ/+hM/j5+RMYEMinT184c+oM3l8/UblxzEclCMKfEDvxapEkSXLVWnXYsmGO1ocTvnr54upaDnMrGzoNWyCGkxKRAY1zM3rsSPr2bBFtmah24tUFX18/1Go1NjaxP9X64pW71KnZlOHz95Epx+/nzQxs7Erj5k1YHMt9boQfPX7yisXL/uH06bP4eH3F1NQMl8yZsU9rT6sW9WlQt0KCxKFSqbGzywnA7PmzuXb9Dgf27mfujvuRZQL9v2FqboWBgQEj25bA5+tHbNNlJCw0hKBAP2S1GgMDBQYKBQqFYfiqLxNyFixD7Vb9sE3nFOe4xE68QlTETrwJwDJVGs6ePEmWbKXYvWc9RQpq74RY2zSpuHr1KO07DmbusOaMXHgQp6yuWmtfiD9VWBiWltpdeRJf585d5vz5K8yYMS7Wdbp3H0rmXAVjTF4AarToy5b1MxnYrwNZM4tNFuMqd67MLFkwBhij1zgUCgO8vf8b9mzeuCo7tmzm+pl9FKtQnzfP7jF9QF0kSSJzrkKMX3Hyl/1gBEHfxFiEFvn7elG/wzDSOmajaqX63LzzRKvtuzg7cObkZvIXKsL8kS1RhoZqtX0h7l4/u4tSpaRlsxr6DgWAOnWqxSl52bX3JO7vXtN5+KJYla/etAfpnbJSu06b+IYoJEKWluaULleBHSsn4v3Fg9lDG2NsasbWnRv4+vENI9uW4Kvnu8jyK6f0YELXCni+e6HHqIWUTiQwWmRsYsrl49sZPGsHmXMWpHnzrjrp5/DBtSCrWTKhY8yFBZ36d9cK7NNliHbn04T2999beP/eI9blx0+YSZbcReJ0ub//tC18/ujB6nV74xGhkFhtXDebQD8fxnUujzIslNDgYKpVKonb0wukc3Bgev+6jOtcngGNcnP74hEkVEzuXV0kMYLeiARGi0JDgmnSTfPpt2TVpnzz9tJJP+Zmpmzf+TfP7l1mztDEMXk0pXpw7RStWsfv3B1dUCpVmJmZxLp87To1eP30tmZTslhKZWNHeuds7N17JD4hColUahsrJk2bSJbsubh24xSPHl8CwMjIkEsXdhPo78tnjzcUK1mKLTs28PjBSXLkycvUfrXx+uSu5+iFlEgkMFpk5+BMzgKlAXj3/D6WqWI/kTKuypQswLkLh3n+6DpT+tTg5J7VYkhJD1KltufEiTP6DgOAly/f0LVrG2xt08S6zozJA0mfwZkFo1rFqa/U9hnw9Ix90iMkDT27NuXqxV1kz+qEQ/r/NuMzNzOlRTvNEQN3b92MPH363KmtODo5M6lXNTzdX+klZiHlEgmMFplb/JewVGzQGV8fbypVa4vHR93s35InV2Zq1qxKamsL9vw9neFtivLZ413MFfXgwfVTjGhTjAGN8zCmYxlmDWnM7jVT+ezxBrVajVqt1neI8dKo0yiePLin7zDw9w+gR48hBAYGxbnu3j1r+Pju+W/3KPmZ9yd3nJzivspESLqWzBtNvUZNaN+pQ+R9CoUBVy/txck5ExO6VmRoi4LMHNSA7csn4O/ro7dYhZRBJDA64uCUjcEzt/Pc7Tl5cpcma/ayNGjSm41bDhEc8udXSjw9PxMcHEKL5nX598g6JkwYgrm5KX91r8iNs/u18BNoz8ObZ1k6oTN58+Vl2Mgh/O9/ZbAyM+DKie2M61ye3nUy07tOZsZ0LJPkXvSy5yuBSqXUWZIaGwEBgZibm3Hs2HbMzc3iXD97VifMzC1ZOSn2J077en8mR85sMRcUkpX1a6YxafyP+7sYGRly7fIeTp8+SKs2LbCxMuHa6d2MbFuMe1fEOW6C7ohl1DqUJXcRZm6+yZtn97j07zae3rvCwH5DGdzfgA2bV0Veho2PVas2ki1bZlq00BzG1rhRbTq0b87A4bNYM7Mf549sxv/bV3pNWBuv/Ri05dDmBRz6Zx51GzZm/ZppvzweGBSMWqXm6fO3NGvahXGdy5LazgGVMgyVSoWFlQ3pnbKRLW9xSldrrvdN/J7eu8K+v6djZGKKqbklLx5eJ5VNmh8utye02bOX4uzsSMeOLePdxvYdf1OvTnP+WTiCln2mxvh7DgsNwckpYc4aEpKGggVzULDgIECzz0y7ziNYNqkrzbqNp2J9seBA0D6RwCQAlxz5ccmRH9CcXLx2Zl9aNmtPgUJFWbJ4Mq65s8S5zTFjBv1w28EhHQCrlkzA2NCQbZs3o1KGsWnBCPpPTdjt35WhoaybO5Cndy4S4P+NMX+NY1DfqJfdRuzoWqRgLm7dPMrAIdP49s0PU1MTjIyN+PjBk7dut7h57gBbl4whT5H/0bjzaNI5ZU3IHwm1Ws284c14/vAGOV3zYWQQyrfPb6hVtzajh8f+yoUujBkz8I+H4MqWLsiCJXMZ1H8Yr5/dYfTio9GWVavVKJVh2NlGfQ6OICgUBvyzbiaTpmdn3sy/yFO4fII/Z4XkTyQwCczAwIAuI5ZQqmozdqz4i7Klq5M5ey727V6NU8Z0sWrD19ePjh37sWvX31E+rjBUYGZhRc78pahQr5M2w4+Rv68Pk3tVJSwkiMbNmzK4f4dYnwpsncqStSunRPmYSqVm6crtLFm8kgndK2GbLiOVG3Thf3Xb6/yqjFKpZFKPynzz/sSZc4cokC+7TvuLrbCwMFq37sny5bNIkyY1SqUSQ8P4P6XbtqyNY4Z0NG7QErVaHe3vdeGoVkiSRKXyxeLdl5AypEtriwyYiE3wBB0Qc2D0xLXI/5iw8hSjFh0mICCYwoUrceDw+VjVNTMzZdSoAdE+3rNrC/y/eREaEsz25eNidUjbn/L56snOVZMY06EUJsbGPHp0joVzRsY6eYmJQmFA354tePLwFJevnsDVNTe71kxhUBNX7l09oZU+orNnzRS8v3zk9q2TiSZ5ATAyMqJTp1aYmJhw584DmjbtDEBISEi82/zg8RkDRfRJ0IZ5Q3j+6Ab/Ht+Dvb1NvPsRkrejJy7jkKEgwwePwNDQiNlDGifZifpC4iUSGD1zyurKX6vPUqRcHdq36cyyVTtirKNQKLC3j37ORe5cmWnVrj0Prp/m3YuHKL9bXTJ7SBMOb1moldhfPrnN6um9GdqiICPbFufaqV1Url6dB/f+1dkJugC5criwb9dSPD7co1zFiiyb2IUl4zvoZBm5MjSUc4c20qNPD73Oc4nO7t2HuHfvEfnz52HdukUcOHCMWbOWIMsyly5dj3N7zRtXBVnm8r8//h1+ePOMlVN6cPnEThYtnU/Bgjm09SMIyUxgUDBtW3VBLcuAjDIsFEmS9B2WkAyJIaREosOQedimd2L08DFkzepEtUoloy0bGBhE8+ZduHw5+o3EliwYw+VLV0hl7/LDGSYvHl3nxaPrvHp6m64jlmBsGrczfJShoezbMJPzRzYTEhxIOoeMNGzSME5DRRFUKjUhoaHxPtnYyMiQHZvnc+JMK9q37cnQlgWZsOoM1mnSxqu9qOxY9ReGxsaMH9VTa21q08qVcyK/t7ZORbVqFShYMB/fvvmyYsV6ChfOj6lp7De2MzIypEnLlvyzaAS3zh8CSeLVk5sEBfhhny4DcxfMpmXTarr4UYRkYtGyLUiSAZJkgKGRCTVb9KFWy376DktIhsQVmESkbptB5MhfigH9fn/Qm6WlBZcvH+HVqzc0bdol2kuzTs7O3LvyL4vHaa5O+Hz1pFVfzUqgB9dOMbpDaUKDA2Mdn6f7K4a3Kcq5w5to2aYV7u73ePLwVJyGilas2YWjUxHSpMmBnV1OHDPkw9Y2F04uxRg8YjYqVdwvM1epUJzXL6+S2taOWYMbae1S9dvnD7hwdCv9BvbV+uniumJiYoKTUwZsbKxZv35xnJKXCCsWj2foyGGE+H8ixM+Tdh3a8vzFTZ49OUvHtvV0ELWQnOzdcwhlWCjKsBCUYSEYGcfvA4ogxCRpvCqnIGVrtODzp9idZePi4sTYsQOjnWy5b9dSVq1dxqvHN+jbIDsj2xZn61JNclSuYhUkCab2qxOrN/wbZ/czqUcVMjo58+b1DebNHBanKydhYUr6DZ7GiKEjKVKuDiMXHmLO9nss2PuUAdM2U6xCQzb+vR7HjIW4eOVurNuNYGRkyOmT2/nm5cmGuYPjXP9ne9fNZHr/OhQsUoyRQzr/cXv6cPnyDUaOnByvuiOHdObG1f3cuLqf6ZMHYpsmlZajE5IjlUrNkwd3MTW3ZPio4RgYKJBlMfdF0A0xhJTIGJuaI8tyrMr6+fnTpcsgzp7dh1k0yUTjBpWpV/saL165kz2r0w9XEt6996RIkcrMGFiPum0Hk6fw/yKToeBAf+5fO8nFo1t58fgmKmUY9Ro1Zt3qqXH+me7ed6NK5QZIkgHNevxFxbrtf3g8e76SZM9XkibdxrF0fEfq1m5GvYaNWTB3VJzm0qRLm4YVqxfRpUNPPr5/wYCpm38YPosN/29ezB3WFM8Pr/hrykT69mwRp/qJSe7c2bG3t9V3GEIKsu/QGQCCAnyZMXUGZWu2olqTHvoNSki2RAKTyHz9+A6FQhFjuXfvPpAxowPnzu2PcZjAyMiQXDlcfrnfKWM69h3YQqdOA1g2oTOyrEZhaIRarUKtUmFoaIRT5qyMHDuCvj1aYGQUvz+X9h0HkM4xC6MWH/ntkmcDAwP6TFrPv7tWcmTrQvL++y8LFs2gUb1Kse6rUb1KZDt/iHp12zC8dVG6jVmBa5H/xaru9TP7WD93MLb26bhx8xSZXTLEut/EyMbGGl9fPz59+kLatIlvArKQ/EydMp+MWfJQrUkPipSvq/eNJ4XkTSQwiUhoaDAH/5lLidJlefj4JRX/Vw+VSknZCpVYu2r6D5fxFy9eTfnypahdu+of9VmqeD4ePzgJwJnzN/H85IW1tSVFCuTWyjLZw0cv8ObFM8Yu+zfWL2ZVG3fjf3XbsWh0W7p06MHCwsX498j6WCdQ+V2z8cLtEi3aDmLxuPYUr9CA9oPnRtv/Z493bJg3iBcPr9O4ZStWLZkQ2x8v0du2bS+urrmpVauyvkMRkrnrtx7x4tkThs/fR6YcBfQdjpACiAQmEVk4shUGBgZs37Ig8r4MLjm4fes2OXOUYPCIIZHzMaZPH6v1pYkVyhXRansAvXoNwcY2HRlc4rbs1tjYlMGzdvD+5SPmDGtKkeJ1uHc7+t1hf6ZQGLBj83wWLinKhLGT+OT+iuHz9/1Q5vHtC/w9sx9+377ikNGFnXs2U+l/ReMUZ2I3dGgfZFkmJCQEE5O4T+gVhKiMm7QEjw+fMDIyRKVWo1apOXH8OJlyFPghefH1+cL9qydJk9aRrK5FMQ6f0Htq31pO7F6JMjQEE1ML7DNkommPCXr6aYSkSiQwiUjqtBl4/ewut+8+pVTxfMxZMIP+vQdRrEJ97NI7MXPKdKpUKkWxwnmQJIkpU+ZRq1YVChXKp+/Qo3Txyl1CQ0JQqgLivUtsxix5GLHgIBO6VsDfPxAzM9M4rQjq07MV2bJkpHXrbty5fJyCpf5bArx7zWQMDODshSPkd02+BxNu27aXhw+fMmnSCH2HIiQTSxcsRqXSbJBpnSYthkbGmFnY0G3MckBzVXPjvEG4PbyOkZEJKmUYarUKhcIQEzMLggJ8qVWvARmdHPn8+SvXrlxlYvfKKAyN+OzxDnsHcdK5EDMxQJmIdB6+mJwFylC3VjMGj5iNqYkJ6zet5tqZvWRzLU6atI4sWLQ+snyNGpVwckp88zRUKjWt2g2lTq2mOGfLx8x/bsYqeVGr1ez5ezob5w/7YWVUOsfMGBqZ4ORUEDu7nLRsN4RNW4+QPkMBOvcYF217siwzfvxMihR2pWKV6qyZ3psH109FPt6852R8v3kzd97aP/uBE7kmTeoybFgffH39CAwM0nc4QjLw5ctjho0egYWVNQF+PjTsPIpMuQoxrlM5etXJzLjOZQn49pltOzfwyfM+X78+4eWrW6xZv5z2ndpx4PAONq2byfRJ/VmzfCL37xzj+Il9qFVKpvSpnuROpRf0Q4rtihchZi7Z88sjFx7843Z2rPiLKyd3ERwUgKxWIcsybQfM4syBdbg4pWfj3zMYNGg8y5fPxNjYWAuRa8+JM9fo0K4XYaGhdBg8j0Jla8a67sVj2/hn4QhkWab9oDmUrNI48rH5I1vy9O4lACTJIHJppkJhyHv3u5iaRP172Lv3CDVqVMLIyIhW7YZw/MhBKtXrSNPu4wG4fGInmxYM55PnQ53u9VKxYkNOn96js/ZjY86cZVhZWdCtWzu9xiEkHyqVms7dx7Bv1w6MjEwYPX4UhQrmxiljunhNgq9QoQEfPvoQFBxEq95T8XR/SdmarbFMZaP94IUko2ctl5uyLP8yvi8SGC3SVgLzvZePb/LhzTNKVmrMiqndeX7/KgcPb+Gb1xfKly/NmAkLOX/+MkZGRlSpUoFqVUqTPZszHz9+YfGyf6hdswK1apTVakzfCw4JZdOWw1y7fofrV2/w+sUzXItWoNuY5ZHj3TFRq9U8vXORdy8fcnjLAiRJomrjHj/s3hkaHMjg5gXInrcE9doPZcbA+hD+t+taoDAnjm2MNom5ffs+Dg7pSJ8+LZu3HaVPz37Ubj2Q2q36o1ar6VMvGytWLaZpoyp//guJRmJIYFQqFZIkiZUhgta9eOWOna31Hx8hUrFiQ3r36Uz//mMJDPAHQDJQUL5WG5r1mCD+dlOo6BIYMQcmkcuSuwhZcmsm13YftYLZw5pQrXJDOnRsSeduwwnw8yVzrsIEBQSzZNFS5s6cHXl1wkBhyKWLV5AMRvH8xVuyZ3ehRpVSWovtxSt3yperS0hIMNap7bF3yMTIhQdxzpY3Tu1cOPwPW5aOoXGXMYQEBYIkUbB0jR/KGJuas2ifG0qlkiHN82Nrn5716xdRp2YTHt69haNjAbbtXE+VCsV/af/EibNUqFCG9OnT0qp5Db56TWTc6HGkc8xM0f/VI7Vdev49eUGnCUxioFAoOHjwOE+euDFkSG99hyMkI1kzO2qtrZw5svDc7TJPn77FyTk96//Zz4wpM7h6ciftBs+l0E+vDULKJRKYJMTQ2Jhhc/cytW9Ntm7dR2CAH7O23v3l8qparUatVPLg5hlWTelB6xYdMDY1IzQ4GGMTU8pXqkTNGhVp16rOHw2bdOoyFFMLa2ZsuROvCboRQkKCMDQypliF+nz5+I5CZWtFv2pJrSYkKIBjx3ZQIF92Hj2+TNMWvXl49xZNG7amz4ABTBr/45tzxEocLy9v0qRJTd+eLbh0+QabF48if6lqWFjZ4O7+Id7xJyXFihWiYMHEOelbEABWrdpE165tKVgwNwCD+rahV7dmdOgykpVTepAjXwl6jlsT500qheRHXI9LYgwMDBgx7wBh4Scv+3p/irKMobExBUtVY97OB8zd8YD5ux6zcM9T/lenHXfvPGDIgGHUa/RnO2T6fvPFOavrHyUvoNn3ZdE+N6zTpKVFr4nkzB/1QZafPd5w+eROJEniybPXADikt+PCmW0sWqY5YXvx/PlR1r106Tr9+4+OvL1mxWQMDQ0Z3CQvRsamfP70+Y9+hqQiTRobfH399B2GIPziw4ePBAUFsXDhVPLly/3DY6YmxmzdOIeDh3fg+c6NoS0LcfnETj1FKiQWIoFJggyNjWneayI2dulJ65jlt2WNTc0jP6kYGhvTsNNI/lp9lk4jFnH5wlmCQ0LjHUe58mW4d/UEN89pd95PdMZ3qcC2pWMpVLwUzRv/uIFfmxY18fZ2w9vbLcq6pUsXY/36xZG3zc1MqVC5MkplGFY2tvh4++gy9ETj6dMXLFy4St9hCEKkwMAgfH398PLywdv722/LlilZgBdul2jcvDkb5w1h69LoVyEKyZ9IYJKoMtVbMG3D1Xhf/ShStjYmphZ07Doq3jEsnDuSRi1asGZGH94+fxDvdmLLwsqaVu3bcfLo+pgL/0SSJE6dusCuXf8lW+fPniVzrsJ4vHXDwsJCm6EmWnnz5mL58ln6DkMQIk2ZMo9//z1L3ry5yJAhfYzlFQoDli8ax5IVizl/eBOLxrTT2gn0QtIiEpgUrFWfKRw7uB+3F+9+eWzy9FXYp83DomVbf9vGqiUTKFi0BAtGtUKpVOoqVACyuhbj6KHY78YbITQ0FJVKhbW1FXny5Iy8f8Jfo/jw+gnKkEA2bVyozVATpWPHTtOz5zB9hyEIAFy8eBV3dw8mTBhK48Z14ly/ZdNqHDyyA7cHV5jUsyqhocE6iFJIzEQCk4IVq1CfdBmz0rLVj5Nej5+6wpwZs1CGhXHkyIkY2zm4bxWSBJN6VtFpEtOi12S+fPrIslU74lRv3bqtzJ69lGLFCpE7d/bI+9u3rsNHj7u8cLuAa+7fD8UlB5UqlWX69DH6DkNIwby9fRg4cCwADx8+4927DxgZGcW7vVLF83H9+r8E+H5ldPtS+Hz11FaoQhIgEpgUrtuYFbxwe0K/wdP45qvZd+HgodNYp7GnWIX6vH3zNsY2zM1MuXLlCP4+X5jYozLK0PjPq/kdG9t0lKnenL/GTSIsLPpE6eckqkuXNvTp01knMSUlbm6v8A3/PxYEfbC2TkWFCqUB6NatLSVL/vn5ay7ODjx6cAZrGxvGdS7PV89frygLyZNIYFKo9y8foVarcXDKRp3WA9mxdQeZXApT5n/NuHL5GlY2dhQoXZ0P79/g7x8YY3sZM9hz48ZxAny9mDm4gc7ibt5rMiDRpcfYKB//8OEjtWq1ImKDxvv3HzF8+CQsLMx1FlNSceHCFR4+fKLvMIQU6s2bd1y6dJ369WO/O3dsWVqac/fmETI6uzC1b21Cg2N+zRKSPpHApEDju1ZgSp+aLBrTFoDarfozb+cDBs3Yire3H6+eu1G1cTeKlK2NqZkFw0bNiVW7DuntOHNmL+9ePuLl45s6id3Q0JDmvSZxYM9uXr35ce8WtVpNv36jWblyNr6+/ri7e5A9e1Zatmyok1iSmm7d2lGjRiV9hyGkUB4en3j+/JXO2lcoDLh0YTdGRoaM6/I/vnn9usWEkLyIBCaFOb3vb75+fMfEaZN5cufCD4emZc9XknErTrJo3zOKV9S86Zer1YbdO2K/30L2rE7Yp3Xg1P6/tR16pFJVmpDWMTM1arRGpfpv9YGBgQEDB3bD0dGBo0dPsWXLbkxNTShcOL/OYklKtm3bx6FD/+o7DCEFunjxKlmyuNChQwud9mNqYsztW/9iamrCpJ7VdDacLSQOIoFJYTzeuWFobMynzz4AGBgqflu+butBhIWFsmLNrmjLnLt4m8rV21GiTCPy5K3Cl08e5CpQRpth/2LIrJ34eH+lRh3N3Ba1Ws2AAWMoXrwwRkZGNG9eX2yX/xNX15xkz54FDw9P/P0D9B2OkILcuHGXt2/fJ0hfqW2suHXjMLKsYv6olgnSp6AfIoFJYZp0GYOZuRUrFi8CYGjzgr8tb2hsjF26jJy/cC3Kx588e0ODus3x/OyDkYUdjtkKMGzePsrW0O0Lh6V1GgbP2snNa5cYOGwmSqWS0qWLoVD8PiFLyfLmzUWOHFnZsGE7Bw+KKzFCwunfvxuFC+fHwyNhVgmZm5ly+PBWXj6+mWAbbQoJT5yFlMIYm5rz16ozbF02nruXj6JSqVCr1b895dXc0gaPDx4/3HfnzjO27DjIpvWbSO+UjTFL4r4/y59yzpaX9oPmsm7OQJydHBjQpw2SJCV4HEnN8OF9AZgxYxE5cmSlYcNaeo5ISAnOnbvM1q17E2wjxQL5spM7b0HOHFhPkfJx32dGSPxEApMCGZua027gLBgYuxeSMjVa8M+ikWR0LopKqSQ0JBi1WoVFqtTkKFCGzsMW6Tji6JWo1BD3V4+ZOG4iKpWSIQM66i2WpKZ58/rY2dnqOwwhhahQoQzly5dK0D5NzUwJ9g9L0D6FhCMSGCFGZWu0xMYuPe6vnmJmZoGtgzM5C5T540MctaVRZ81xCFMnTiN16jR0bl9fzxElDZkyOXP37kMkCfLnd9V3OEIyp1QqqVWrJf/8s5wrV25w5MhJli6dqdM+VSrVb68uC0lb4ngHEhK9vEUrkrdoRX2HEa1GnUehDAtl+OAR1KpeBof0dvoOKUl49uwFtrapkWX5l+G3wMAgvLx8yJjRIdr6siyjVqupWbMlO3as5vXrd1y9epNu3drpOnQhiTE0NGT16vnY2aWhVq0qCXI1RjM8Hv+dfoXETaSmQrLRrMcEbOwcqFmnvb5DSTKaNq1HpUrlWL36H+bNWwFAuXJ1efv2PU+fPmf8+BkAjBkzjT17DgMwdux01Go1Bw8eZ8SISSgUCpYtm4mFhTmpU1uTI0dWQDPH5suXr6hUKrHqSQDA2dkRSZJQKBT06DGU69dv67S/Vy+eY5vOSad9CPojEhghWRk4fQtvX7px4PB5fYeSpLRt25TWrRsDcODAJpycHClUKB9r1swHYOjQ3lSqVA6A9OnTAlCuXClGjRoAQNasmTA0NMTZOSMVKpRBlmXs7W2xtk7FsWOnGTRoHLIsc/Kk+H9J6Y4ePcW3b74sXjxNp3s0zZq3nsAAP5p1H49arRbnJCVDYghJSFZs0zmRKWdBenQfQOm7p7FNk0rfISUJpqYmmJqaAGBjY/3L49bW//0ee/fuFH6fVbTtSZJEp06tAKhVqwq1alUhMDCIrVv3UKJEYSwtLbQZvpAEvHv3ASenDDx48JhMmZzIlSt7zJX+wLw5CyhTvQWrpvXi8a3zyLIaCysbchYsQ/qMWalYvzOWqWx0GoOgW+IKjJDsDJi+FQOFIR06D9N3KMJ3zM3NWLVqLpIk8ejRM32HI+hQWFgYsiwzc+YiVq7ciKfnZzp16odKpWLIkN46T16+evkSFOCHiak5T25fYP2m1Tx/cZPa9erw6e1jzh5Yx9CWBTmwaa5O4xB0SyQwQrJjbGxKq77TuHD2FMVK1ufcRd2Oswtxc/PmXbZt26vvMAQdiDhEtXDhKnz+/JXevTvTsmVD0qWz59ix7Qm20eSR4xeRJImTe1YzYfIE6tYqh22aVKxYPJ77d47x/t1Nps6YwpEtC9m3PmH2pRG0TyQwQrJUqHQN6rQeiK9/EK1bdfvhzCRBv8qXL8Vffw3j7dv3hISE6DscQUu+ffOjVq1WqFQqbt8+Sdq0dlhYmGNlZQmQoMuZ37x1R5ZlsubITd+eUZ+/1LNrU2bOncmx7UvYvWZqgsUmaI9IYIRkq3ar/oxedJigAH+Wr9qh73CEn8ybt4KrV2/pOwxBS1KlsmTOnL9QKBR63yMqKDAIgH79u/22XJcODZizYDYndq9i4eg2qNXig05SIhIYIVkzNjXHysaWx0+f6zsU4Sdz506kfPlSvH/vEXNhIdGTJImgoCDc3fX///nw4VMAKpQrGmPZjm3rcejoTl4+vsmo9iXx9fmi6/AELREJjJDsBfj5UKhgXn2HIfxEkiT8/QNo06YnAQGB+g5H0IIbN+7w4sVrvcbg7x/ImRPHAAmnjOliVadU8Xw8fnwBCTXL/+qi2wAFrREJjJCsBQb6ERYaQp2a5fQdihAFS0sLTp3ajZmZKZ8/f9VpXz4+3wgLE+fi6FL37u0T/LyjqFStWRv3D/fiVCe1jRXbtq7i1dM7zB/ZipvnDoohpUROJDBCsvXy8U0GN8mLgYGCdGnT6DscIRoGBgacP3+FMWOmaa3NiCMO3r37wJIlawHo3380V6/ewtfXj507D0SumBG05/TpCyxd+rdeY7C0NGf75vmYm5nGuW7xoq7MmjcTZZAXa2f1p3+DHNy5fFwHUQraIBIYIdlSKTWfth89vqTnSISY/O9/pVmyZDq+vn4/XCVRKpV06zaYgIBALly4yqhRUwC4fv02Hz58JCwsjP37jwJw/vwVtm/fB0Ddum24d+8RpqYmkSdur1+/mLJlSxAQEIib28tfzn4S/ly2bFkoV66kvsP4I106NODG1f188nxI3UaNWDG5G2cObtB3WEIURAIjJFuZcxbG2NScPgMm6jsUIRYMDQ2ZNm0Be/cewc3tJXPmLMPQ0JBmzepjaKigQAFXOnduDcDZs5f49OkLSqWKI0dOAWBnZ4uTkyMAW7asoGDBvNjb29K8+Y+nkzs4pGPkyP4cO3ZaLOPWElmWad++D2q1inz5cus7HK1QKAxYu2IyTVq2Yv963Z6aLcSPOEpASLYMjY3pOmopS8Z35PDRJtSqUVbfIQkxmDp1NEqlEi8vn8g3wipVygNgYmISuafIkCG9I+ssW6Z5c8md+7/dXSPK/c7p0xfInTsHzs6OWos/pZIkiYEDe5AxYwZ9h6J1UycMYOfmf1AqlRgaGvLhzTPS2GfA1Dzmv7HoqNVq1EolhsbGvzzm9cmdzx/fYWRsgpGRMYbGJlilSoOltRgG/5lIYIRkLW/RiuQrVonevYfy6sVlfYcjxECSJIyMjEiXzp5q1SrorB9Zlpk2bYwYRtKC2bOXkjmzM40b19F3KDphb28DkoTbvctsnD8U7y+aZeKSZICRsQmm5pZYWqfBJk16HFyyU+x/9XHJ8eshlaHBgcwf2Yr3rx4TFhqsacPAABNTcyysbAgNDiLAzwe1WoWBgWbHYlmWkZFBljEwUGBuZY1t2oxkyJSLrHmKkqdIeVLbOSTY7yKxEQmMkOy1GzibYa0Kc/joBXEVRgBg166DXL58gzlz/tJ3KEle06Z1sbGx0XcYOmVkZMy6OQNRKCSePbuOVSpz7t134/bdJzx5+oLXr97i4eHBjTN7OLl3DQaSAantHchXvApVGnXBNp0TU/vVJsjfh8nT/qJ82SI4O6Xj2o2HXL/xgCdP3LBJbUPVKmWo/L9iGBn9+NYcHBLK6bM3OHP2CnfvPOTlw8vcPLef0JBgDI2MSeuYGdciFajTegDGpuZ6+i0lPEnMxNcel+z55ZELD+o7DCEKs4c0RhXix+0b+vn/qVixIadP79FL38KPZFlGpVIRGBhEqlTRn6gtxN6WLbsBaNmy0R+1k1ifJ7a2uVCrVaz+ezmNG1T+bVmVSs3hYxf5Z8teLl+4iK/PV8wtrQn0/0ardu1ZsmCM1uIKDApm87aj7NlzmNs3bxAaEkz/KZtIZWPP0/uXKVmlCcbGcV+Nldj0rOVyU5blX3YlFJN4hRTB1NwKr6+f9R2GoGcqlYqqVZvw7ZuvSF60qHjxwpQuXUzfYehEWJgStVqFoZFxjMkLaCb/1q1Vjq0b5/Dm1RUePb5Mi1bNAXj86IlWYzM3M6VLhwYc2reSD+9vkTZ9BrYtG8+EHpXZsXwCg5vk5cCmucl2PxuRwAjJmlqtZt3sgTy8eYZVaxboOxxBzxQKBatWzcXWVkyI1KasWTPh4uLEsGETuXv3ob7D0ap7DzXHkNinj98EZYf0dsyZMZS0Do4UKVpIm6H9wtbODvfXT6haszYfPz6ga68eHN++lKEtCnLj7H6d9q0PYg6MkGw9f3iD5RM7ExYawtIVi6lWKWnvTyH8uS9fvhIUJJZO60rLlg3JkSOrvsPQqmvX7wPg7OzyR+08fXRGC9H83rPHmuTxn3WzUCgMmPpXP8aM6EaHLiNZO7Mf+zfOoUz1ljhmyoFz9vyksrHTeUy6JBIYIdmaN6I5qW3tePb0fLx25RSSn6dPX3Du3GXy5Mmh71CSpUKF8hEcHELTpl1YtWoONjbW+g7pj3384A7AqJG9YyipX4FBwYSGBGOX1uGHScDmZqZs/2ceb94Oo23Hwfy7YwnBQYGoVEosrGzIVbgc1Zv0xCmrqx6jjx8xhCQkW026jcPrsyfDR8/VdyhCIvDmzTtKly7GyJH99R1KsmZqasLIkf2wtk6l71C0IpNzOo4d20n5Mrod/vlTnbqNBmDy1LFRPu7i7MC5k5t5/+4mX7485tHjyzRp1ph3z24ztW8tBjTOw+oZfZLUfBmRwAjJVsW67Wk/eB6b1q0jOCRU3+EIeiTLMoMHj+f581f6DiVFKFw4Py9evKZ9+z5J+syp9+896NixJcWLF9B3KL8VHBLKsYP7kSSJ5o2rxqqOQ3o75s8ewdNHp3n95jY9enXn3uXjLB7bTsfRao9IYIRkrUSlhhgaGrFtpziQLSWTJIkdO9aQPXsWfYeSYmTJ4sKwYX2RJCnJJjHjxk3n6tVb+g7jtz58+IhKqaRVu/Z88HgQrzasU1kyYUxPDh7axtO7l9gwb6iWo9QNkcAIyZ6FlQ03b93XdxiCHg0ZMoGLF6/pO4wUxcDAAFfXnOzZc5iGDTtw//4j/Pz8I/8fTp++wPPnr7h9+z516rROlEMXa9bMx9U1JxcvXtV3KNFauHAVZ89eZsmCMZia/Ho0QVwUL+rKqr+XcvXkLuYMaYJSqdRSlLohEhgh2TNQKFCGJe4noqBbfft2plChfPoOI0WqUqU8trapuXnzLt7ePuzapdlM8ssXLzw9P5M/fx527FiDn19AonvDlCSJixev8fDhU32H8gu1Wo23tw/Tpo2hVq2Y96eJrUb1KnHqzAHc3zxmVLsSkUcnJEYigRGSvbDQEFIlkwmFQvwoFIYEBQXpO4wUycrKkjVr5tOhQ0tsbdMwd67mdPimTetRpkxxFAoFZmamnDlzgU+fvug52h/dv/+Y/Pnz0K1b4psXcu3abfr2HaWT87wK5MvO40fnSZMmNeM6lePhzbNa70MbRAIjJHvGJmZ8/vxV32EIerRr1wHOnLmk7zBStP37jzJwYNQrZADq169JhgzpEzCi/yiVSgYNGsenT194+vQ5ffqMAGDbtr14e3/TS0wxKVmyCH//rbvNOa1TWXLn5mGq1KzF4rHtmTGgPu6vtbuT8J8SCYyQ7KWysefd23f6DkPQo/79u9GkSV19h5Gi1a1bnZUr50T7+LNnL3jzJmGfp0FBwSxfvg5DQ0MaNaqNiYkxjo4OdO/eHoBJk0Ykyj2D7t9/zKBB4zAyMtJ5X1s2zGbfwW2gCmJyr+p4uieelXwigRGSvTTpHPH48EHfYQh6tGDBSjw8PPUdRooVFBTMoEHjCAoKjraMo6MD6dLZJ2BU4Ovrh0qlmTxctmwJrK1TYWlpQb58uQF0MjyjDRkypKNHj/YJ1l/5MoW4dnkvAJN6VOH0vr8TrO/fEQmMkOyVrd6S929f4fZCXIVJqezs0mAmdmNOcLIs4+7ugampCeXKlcTU1CTaskFBQRgaJuzm8NbWqahbt1qC9qkNZmZmCX4Y6eIV2wDIntuV7Sv/YtfqyQnaf1REAiMke7kLl8PC0prVa3foOxRBD2RZpnXrJsliW/uk5sWL1/ToodlTpFGj2r+9orFnz5EEn29y4sRZ1q7dkqB9asPjx88YNWpKgvZZr3YFZs2bxeXzO5m7YDYn96zh4D/zEjSGn4kERkgRggL9KVokv77DEPTg/v1H1K3bRt9hpDgXLlwlUyYn9u/fGONQTFBQMF27tsHe3jaBotOoU6caEyYkjU3bvlekSAHWrJmfoH1mzexIlw4NAOjYth5DRw3jyJZFXD6xk4FNXDmwMfr5TboiEhgh2fvm9Qm1Sknd2uX1HYqgB3ny5GTz5uX6DiNZCwsLw8/PH1mWCQ4OQa1Ws3LlBgICgmJMXmRZply5uvj4JPxqn927D/H330nvCgzA3LnLefHitd76HzmkM4bGxmycNwRrGxuObF1MaHBggsYgEhgh2Xv55BYKQ6M/3qVSSJoMDQ05duy0WEqvQ6NHT+Pq1Vt8+eJF0aJVkSSJDRuWYG0d8zwNSZI4fXoPCoWCe/ceAZpdem/duqfrsClRojBlyhTXeT+6kDmzM+nTp9VrDDly5kaWZRYumoaRsQnnDv+ToP2LBEZI9k7vXUs6B0d9hyHokb9/gEhgtCw0NJRu3Qbj5eXNyJH9qFChNPb2tjx4cC7Oq3esrCyxsrKMXP1jZGSk8/kwvr5+BAUFkyNHVp32oyt161bD0FCh1xge3NWcE1WssCuu+Qtw7fSeBO1fJDBCsrZu9kBePL7BrJnj9R2KoEcdOrRIlPt5JGVGRkZ06tQKY2NjUqe20coKoojEp2zZEhQunI/Jk+fq7CDIV6/esmDBSp20nRB69RrOyZPn9R0GHbp2JbWNFZ06tcL99RPUajXHdixn1dSePL2r280jRQIjJFszBzbg6qndlChdllo1yuo7HEGPtm/fx6RJc/UdRrRUKhWNGnWInD+SWPn7BwAwYsQk9u07SsmSRbC0tNBJX7IskytXdp3sxaJWqylQwJVFi6Zpve2EsmLFbGrVqqLXGLy93Zg3cxgALZtWR0Li1N417Fs/g/fP7zJ/VCuWT+qqs79pkcAIydaXj28BuHVdnEKc0lWvXpE+fTrpO4xoKZVKRo8eiImJMW3a9OLWrXv4+wfg5+cPwJcvXwkLC9N5HO/fe/xyoOL167f5/Pkrr169oXbtVgAMGtSTOnWq6jSWNGlSkzNnNp0c8Dh58jxWr07Y+RraFhwcwqRJcwkJCdF3KAAoFAaUr1SFvX9PR0Li7p3j/LN5LY9vnWPh6NY66VMkMEKyNXPLLTK45KBgkaQ5SU/QHmvrVLx5857Hj930HUqUTExMKFKkACNHTqZfv64UKpSPzZt3sWLFegA6dRrAixevUSqVWh9S8fDwjFyJM2jQWJ49e8n79x6sXLkR0Eyoffv2PZkzu3DixE4A0qa1S5BN5xYsWMnz59rfun7IkF60a9dU6+0mJBMTYzJmdECh0O88mO/lyJEFlUpJoxYtMDUxplaNshw8vI1n96+wf8NsrfeXsNseCkICM7OwxvPjR7LlLI9KGcarF5f1HZKgJ25uL7G2TkXu3Nn1HUq06tatTq5c2ZAk6YcTkPfv1yQT48bNoGDBvDRqVPuP+zp9+gKpU9vg7OxIaGgoANu3rwbA3d0jcqfXYcP6RtZJiLN3vrd69TxkWUapVGo1YXr3zh2lUoWra06ttZnQFAoFbds25eXLN4liIrKn52ccww/jXDp/TOT9xQrnoVuvXqxbvYZ67YZotU9xBUZI1lr1ncrrF8/4+skDP1/NqoaIs0+ElKVp03pUq1ZB32H8Vpkyxfn61Zv9+49G+Xjv3p2oV686N2/ejRxiunpVsxIkYh+WoKBgjh49FWNfwcEhBAYGkSZN6sjDCyM4OjrQokWDP/55tGHlyg1Mm7ZQq20+fuzG06fPtdqmPty794h581boOwwA+vQZSYVyBfD2dsPI6Mdkc8zwroSEBOF2/4pW+xQJjJCsZXDJQYMOw8hfsirIMrlcK2Jnl5N7D5P+i5cQd927D+HSpev6DuO3wsLCCAiIekOwdOnsMTQ0ZO3azXz58hUvL2+2bNkNwJQp89i6dQ9KpTIyAdq79wjBwb/OkVCr1dSoUYnSpYvp7gfRkg4dWjByZD+tttmgQU0aNarNxYvXEmRuka4ULpyfZctm4uPzTWertWIjODiEbdtWki9fnigft7Q0x8klC0e3L9NqvyKBEZK96s160XHIfHIXKY/nh/eYmJqT3zWbvsMS9GDMmEEUL15I32H8Vq5c2WnZshEnTpxjzpyoX/CXLJlBpkzOuLg4MX++5lC9adPG0LRpPaysLFm6dCayLHPr1j28vX1+qX/v3iOqVUsac0DGj5+pk7lLsiyzY8d+3rx5r/W2E1r//qO5cuWmXvq+d+8hLVt2w8Dg9+lEq9bNcHsgrsAIQpyZmlvSedgiDAwUjB43Ut/hCHri5JSBBw+eMHToX/oOJUZFiuSnevWKqNVqvn3zi7G8JEk/zBORJImJE4eTNq0d06cvjFzRBFCwYF4OH04aW+g3aFCLHDmyaL1dSZKYP38y2bJl1nrbCW3FijmUKlUUT8/PCdqvt7cP+fO7sm7d4hjLDujbBmVoKI9vaW/vGpHACCnG5sWjsLBKRd+eLfQdiqBHOXJkpW3bJvoOI0apU9uQN28uTp++yNChE+Ldjlqtxs7OFjMz08j7Dhw4xtOnL7QQpe6cP3+FCRNmUbJkEUxMTHTWT5s2vbhz54HO2k8IpqYm+PsH0KhRRwIDgxKs3wYN2vPhw8dYHRlhamKMS5bsnNi9Smv9iwRGSBF8fb5w49xBRo5OeifPCtplbm5G/vyurFy5kU2bdug7nBhVrlyORYumxru+kZERXbq05ssXLzp21Mwl8fHxjVxllBj5+fmTP38eWrZsqPO+pk4dTYECrrx69SZRbyIYE0tLC86f34+xccKtFDtxYmeczmPKmj0rPl89tNa/SGCEFGHO0Cakz5CRnl2Txri/oHvVq1fQ+06mseXp+SVyE7n4sre3pWvXtgC0bdsUZ+fEeT6YUqmkUKFKmJqakDOn7ueqOTs7IkkS48bN4OHDpzrvT5dCQ8PImbO0zicmh4SE0K/fKMLClDHOffleahsbQrR4YrVIYIRk78bZ/XzxeMvxY0ljzF9IGC4uTigUCiZNmotKpdJ3OL/l4JCWFSvm/FEbCoUiSaw6MjQ0xM3tqk6HjaKyYcOSyMMkkypTUxMeP76g8/16DAwMqFatAubmZnGqZ2uXhlCRwAhC7Hh/8eDgpnk4Z85Gxgz2+g5HSGQsLS3IlStbtMuWE4vQ0DB8fHR7OnNisn//UTw8PBO0z48fP1GjRgtu3rzLjRt3AGjatAtv3rxL0Dj+xOrV/+j81PXPn79y48Zd6tSpFue6adPaEhYWqrVYRAIjJGvzhjfDz+czY8YM1HcoQiLj5+fP+vXbaNKkbqKeDwKaN9eFC7U3+TGxc3N7GaehCW1wcEjHypVz8PDwjFz1NXnyCFxcnBI0jvh68OAJp06dx8LCXKf9vH79Nt5Lth3Sp0WpxQRGHCUgJFu3Lxzh88d33Lp9hswuGfQdjpDIyLLM169eqNXqRHWeTFSyZs3EypV/NoSUVPj5+TNkSG+99O3s7PjD3CCVSs2OHftp2rSeXuKJi7x5c7FgwRRsbKx10n5ISAgHDhynSZO6FCsWv72UypUphDIslG9en7BOE/vJv9ERV2CEZEmtVrNh3mBq1qkvkhfhBx8+fKRDh75YWlowdGifRJ+8RJgxY5FODjZMbKpVa8qHDx/1HQYAhoaKBF3VE19Tp87nxo072Nvb6qwPT88vuLm9/KP5Yhkz2GNhZc2ZA+u1EpNIYIRk5/SB9cwYWI+w0BDWrpqi73CERCQ0NBQHh3T06tUpwYco/lSxYgUT/VCXNpw7t58M4YcC6luOHFkpX75UrDYS1Kdq1SqQNWsmnfbh5JSBkSP7/3HCX7BwEW5fPKKVmJLWM1gQYnD7whG2LxuHmbHEhk2rMDUx1ndIQiLx9asXlSs3RqlUJvrjBKJSqVI5AgMDI0+OTo68vX148eK1vsP4wZw5yzh79qK+w/itggXz6nQDu9DQUEqUqMHHj5/+uK0Rw3ri+f4l/r4+f9yWSGCEZCVLniIArFs7l1o1yuo5GiGxePv2Pba2adi3b4POl5jq0pQp85P8XiW/JyW6K2MTJw6nXr0a+g7jt/7996xOT6U2NjbmzJm9cdq0LjplSxcklU1q9q+f8cdtJa6/FEH4Q7cvaU7h/erlo99AhETDw8OTLl0Gsm7dVqysLPUdzh9ZtWouhQrl0+vJw7qUOrU1OXJk1XcYP/j61Zvhwycm6mGkmjUrM3v2BJ207e7uQf/+o+O858vvNGramBvnDvxxOyKBEZKN4zuXs33ZOAYMGUyZkgX0HY6QSDg4pOPw4S08evQMQ0ND9uw5nKT29vjZ4sVr2Lx5l77D0InHj90S3Z48adLYULVqBVKlSpzJr1KpZPToqfj7B+ikfWvrVDRrpt1VWBPG9CI40J+HN8/+UTtiGbWQ5KnVaka0KYafzxc6dO3K+NE99B2SkMgYGhoyc+Y4QLMc1N8/cb1JxkWDBrWwtNTtXh/6kjWri1Y/6WuDQqGgSpXyHD58EoXCgOrVK+o7pB+o1Wry5s2lk/1fvn3z4+XL15QpU0Kr7VqnsiSna34ObJyDa5H/xbsdcQVGSHKUSiWjO5RmZNviKJVK9v49naAAX479u5fZ04boOzwhkWvRoiE5cmShb9+RiXpYIDoKhQG+vv76DkMn1GqZd+/c9R1GlFKntiZjxsS1JYO3tw8PHjyhZctGSJKk9fYfPHjEsWOntd4uwNChvXj7/P4ftSESGCHJ+eblidcnd3y+erJ8Yhf+3b2ScX+NpXhRVxQK8SctxMzQ0JCaNSsn2mGB37l58y67dx/Udxg64efnn2gnKZcqVZQ0aWx48sQtznV9fL7h7e0TY7lXr94gyzJXr95i1apNfPr0BaVSGW15N7dXHDlyMs7xxFbp0sUZMaKfTtquW7M8slrNZ4/4D+eKV3shSdi/YTZjOpZhZLuSjOlQOvL+J7fPs3TFYvr2bKHH6ISkRpIkatWqwtevXjRp0gm1Wq3vkGKtTp1qlChRhEePngHg6fkZtVqNSqVKUj9HVOztbalZs7K+w4jWgwdP4nVFYtSoKTx69JTAwCA8PT//8JhKpeLbNz9kWaZ37xF8+PARO7s0FCzoyl9/zeLChau8ffue+/cf/1Dv48dPFCtWkNGjdXNMytu372nQoL3OJowbGRliZZ2a0/vWxLsNkcAIiZparWZKnxoc37mcYsUK4+TkyIVLxzhx+gALl87n7bvbtGwa90PFBAHAzs6WMWMGJbqluzH5+tUrcrfaevXa4Ofnz9mzl2jRohsAS5asjdUn/sSoX79RkclZYlO16v/o378bISEhsa4jyzJLl86kTJkS3Lhxh8mT5wLQrFkXHj58ysuXb2jVqjvBwSEcOrQZR0cHsmbNRLFihViwYAoVKpTh4cOn3Lp174d2Bw0ax82bd7X6830fs5OTIwsXTtHJ0FSEBo0acuHYlngn3lJyXY6nDy7Z88sjFybPS7v6snPVJM4eWM+1GyeS9JEAFSs25PTpPfoOQ4jG/v1HOXv2MnPm/KXvUP6IWq3GwMCAdeu2UrNmZdKlS1onsFes2JCFC6eSJYsLgM4PJoyPe/ceMnnyPLZvXx1j2aCgYGrWbMGGDUsiz1iSZRlJkvDw8MTWNjXGxrHbbFOWZWbNWsLBg8dZvnwWefLkjLHOxYtXCQoKoUqV8pH3nT9/BVvbNOTJkyPaflq37snIkf3Ily9PrGKLr7AwJRkcC9Cw00gq1e8UbbmetVxuyrJc9Of7k9bHDiHFuXPpGNVr10nSyYuQ+NWtW51hw/roO4w/FnElqX375kkueYmQL19uDA0VVK/enLdvE9+E3nz58rB0aew2YTMzM2XgwO44Of33+hVxRcPBIV2sk5cIuXJlI1eubBgZGf32TKJVqzaxevU/GBkZY2JiTFhYGK1b90SlUvHx4yf8/Py5f//RL23s2LEfgOnTx5A3b+44xRYfRkaGFC5WkguH/4lXfZHACImaMiwE+7R2+g5DSObCwsI4ffpCstgg7ts3P4oWrarTreV1zcTEhPPn9/9wMnRiIUkSdna2dO06iNev3/62rFqtZt++Y/j4fNNKv/Xq1WDlyrlkz56Fzp0HcO7cZfz9A7h16x6yLLN58y58ff2oVasyTZrUoXjxQpQrVxJZluncuRUKhYKmTetRokRhJk6ci7e3DydOnGP48InIssypUxdQKpU4O2fU6dDR99q0acRH95eRt6+c2MXhLQsJDY55qwORwAiJmjIsFBvrVPoOQ0hGZFmOPG9nxYr1kRvcXbt2m7CwMP0G9wcePHhCp04DsLa24tSpPYluP5W4OnHinM7meGhD796dYjx00sDAgLVr52NmZqb11VVLlsygRInCfP78hbVrNyNJEl5ePvj4fMPR0QEbG+vIssbGxlSqVO6H+tu3ryJNmtSUKVOc3r07IUkSy5bNTPCjNnbvPoKsVjN3eDM2LxrJ+rmDOLxlIUvGd4yxrkhghERNltV89fLWdxhCMvLu3QcGDx6PLMtkzuyClZUlBgYGTJkyCkPDpLe359mzlzh79hJ58uRg6NDeAFhbJ/1Tq8PCwhLsKkBsfX+FrmDBvDx8+JQVK9bHWO/evUesW7dVq7FYWJhjYmJC5swuLF48HYA+fTrj7JwxVvUlSXPulJmZaazr6MLOrQs5fGw3bvevcuPcAXr06cPo8aN59fR2jHVFAiMkauVqtWXLho1JeudUIeGoVCpkWebxY7dfhlDUajWHDv2Lk1MG9uxZhyRJVKtWAQsLM44ePcW5c5fp3j1pbIQYGBgUucTV0NAQQ0NDDAwMyJ07u75D05patapQuHB+vfUfMT9k1Kgp4XvvHGLq1Pk/lLGzsyVnzmwolUoaNerArVtRXzEqXrwQs2aN13XISZJCYUCp4vmwT5cBlVLF5UtXadO8NmGhIXi8e/7buiKBERIl7y8eANRrp3lD+Xvjfn2GIyQR+/cfY+DAsWzevOuX4Ydv33w5ceIcoaGhP3yy9/cP5Pr1O1SrVoHFi6cldMhx9unTF0xNTRg9egCyLFOmTHHKlCmu77C0rnfv4XpbTv3+vQc1a7ZAlmVatWpMtmxZqFy5PF26tMHLy5vGjTsiyzLbtu3h7t2HhIaG8eXLVz588ESlUlG+fD0CA4Nwd/eIPN+pbt02yWKOla4sWDiN0JBA7t66Ts6cJbCytsU23e+vDIll1FokllH/uXcvHrJqak8+e7zByNiE7HlL8ujWWc6cO0yBfEn306VYRh2zb998SZXK6o+GDWRZxs/PHysrSyRJIjAwCHNzMy5fvkG+fLmxtLSItq67uwehoaGsXbuFSZNGxDsGXWvTphf9+nWlePFC+g5F675/nty8eZfChfPrbRjpw4ePUc5xCQ0N5ckTN/Lnd8XfPwBzc7Mf9hGSZZmXL9+QNWsmTp48z8OHT+jXryvXrt1Olv9n2tS19wR2bt6MpXVqXHIUIK1DJgqUqsb8kS3FMmohcbt2eg9T+9XG1taGW3fOMnTEUPy83bGwsk7SyYsQvevXb7N06d8A9O07krNnL+Hl5c2uXQcjH7937yEAW7fuxc/Pn48fP3Hw4HEALl68FvkpfePGHYSEhLJkyVoeP3bj4cOntG/fF4B//z3Ls2cvoo1DlmW6dx9CcHBoor+asWnT0hTxRlikSAEWLFjJmjXxW2IbF6GhoZF/H3PnLufs2UvRTtA1NjYmf35XACwtLX7ZBFGSJLJmzQRA5crl6NevK0CK+D/7U6uWTGDdplVUrVaFEF9P7l4+woJRraItn/RmrAnJ1vblE6haszbb/5kHwNCB7Rk6sL2eoxJ04etXLzZs2EGnTi3x8fEFYP36xciyjIeHJ69eaZanenp+xtTUFIBnz15QvXoFAgODIh//+PFT5GX5p0+fo1arKVmyCCqVinz5crN8+UwAxo0b/Nt4JEli//6NGBgYkCFDejw9PyfKfVROnTqPUqmiWrUK+g4lQbRt2xQjIyMuXLjK/fuP6Nkz5pUpcbFmzT+ULKk542jEiEns3r2O8uVLkj17Vq32I8Re/dr/o37t/06o/urlS7asRaIsKxIYIVHw+uROgJ8PCoUClUotDmVM5hQKBalTW2NtnYqqVTUvVpIkIUkSjo4ODBnSC9Cc+xMhIglJndqGvn27ANC4cZ3IxydPHglAxYplI++ztU0T65gMDAwYMGAMLi4ZMTY2pnfv6HcG1ZdUqaxQqZL2eUdxEfH/lyWLCyYmcdv07XunTp2nUqVyeHl5R67e0axCc8bExBgHh3Ts3r0OgKJFC2ohckFbbNNEv42GSGCERCFNWke6jVnB2hl9KVX2Bdcui/kiyZmNjTUdOiS+AzgbN65DgQKupEqVuJYhv3/vwaZNOxg2rE+SO7dJGzJkSE+GDOlZuvRv0qWz/yFxjUloaCjr1m2ldOnirFu3DXNzUxo1qkPz5l05dWp3oluqLcReynsmCIlWodI1GLf8FG5PHrB+w059hyPo0KtXb6hVq6W+w/hFoUL5sLAwZ+XKDVy4cFVvcUQMi61fv41Dh/4lTRobsmRxSfFvtvXr16BEiSKxPvxv7NjpPHv2kg0blmBqasLAgd3p3r09trap2bRpaYr/fSZ1IoEREpUbZ/diaGTC4aNn9R2KoEMZM2Zg7doF+g7jF/Xrt+PFi9cULpwfFxcnvcQgyzLNmnXlzZt3FCtWCFfXnJibm9GsWf0U/4br6OhAxowOtGrVg+fPXxEcHILXbza6rF+/BhkzOkTejhimVCgUODo6RFtPSBpEAiMkGgc2zGb/htkAfPsWyP79Rzl16ryeoxJ0ITQ0DA8PT32H8YuTJ3eRI0dWcuXKjpFRwo+wP3/+CkmSmDJlJM7OGcmTJweZMjkneByJ3cyZ43ByysC9e48YMGDMD495en5GlmXevnXn06evP2ypLyQvIoEREo0vnu8BzQGObdo2wcEhHXZ2aQgMDOLEiXN6jk7Qpi9fvrJixQZ9h/GLLVt24+vrx6lTFxJs47GzZy+xefMuAPr3H42Hhyc5cmRN8VdbfsfZOSMmJiYUL16I9esX4+HhSZs2vVAqlfTrN4p79x4B8OLFq9+e2iwkbWISr6BXHu+ec2LXSh7eOM03r0+YWVjRpXtn2rSoGVnm5cs3nD17iSpVyusxUkGbXFycWL58lr7D+MWDB09o1Kg2zs6OzJ8/mR079lOwYF5y5ND+storV27i6poTR0cHzMw0By8eOrRZ6/0kd5IkkT59WgYN6oGhoSGbNy9HoVAARK5WE5IncQVGSFAe754zf0RLhrcuSu86WZjYvTJPbp2hctXKXLp8nA/vbzFxbO8f6mTJ4sKkSSP49OkLbdr0Ep+okgF3dw8GD9acDbNy5Qbevn3Pt2++rF27GbVazf37jwgODknwuKZMGYWJiQkFC+alTJnikfMltE2WZY4ePcXLl2/Ili2z2OTsD0mSFHluki7+v4TESVyBEXTuxO5VeH1yx+uzO/eu/EtGlyzUa1CHmtXKU7VyyVjPNbCzS0P//l1RKBScOXOREiWKYGZmquPoBV1IndqGYsU0b9q2tmkwMFCgVCrx9w/AwMCAbdv2UatWFUqXLqbXOJs2rQfA6NFTqVevBiVKFI5VPZVKhUKhiDzK4HsPHjzBwMCACROGaj1eQUhudu09Ge1jIoERdCY0OJAVU3ry+PY5UtumRZIkFi9bSKvmNeLVnoGBAcWKFUKWZbZv30fevLnw9w/A0FBB6tQ22g1e0ClzczNatGgA/LgZXcS265Mnj0SW5WjPo0loLVo0IEuWTAQHh2BqavLbsidPnueff3axZs08atVqyfr1i35Y0eTm9hJDQwV58uTQddiCkKQNHjGbtStXRvt4sktgJEnKCPQF6gLOgBJ4BewBFsmyHP2aO039GsA4oBDgDxwAxsiy/EGXcScne/6ezv2rJ/jk/gozC0s2b1tHjSqltNa+JEksXarZIn7Dhu14e/vQv383Dh8+Qc2alcXkx2TCze0lo0ZNZdOmpTEmDbqWL18eANq1603Pnh0pVeqXc+U4deo85ubmVKhQmuLFCyFJEocObY68AjN//gqyZHGhYcNaCRq7ICRFlWu05/b1q7QbOJsNc6M+CiRZzYEJTz7uA8OA3IAFYA0UBP4C7kuSFPWhCpr67YHDQCnAFLADOgJXJUnKoNPgk4kdKydxYvcqcubIwqRpE3n98qpWk5eftWvXjP79uxEaGsru3YcIDQ1l2LCJfP78VWd9CgkjR46s7NixWu/Jy/cWLZpOyZJFuHz5Bi9fvkGtVjNs2MQf5mUpFAqsrCwBMDY2onTp2nz75kfjxnUjh80EQYje3EWbuH39KqMXH6ZUlSbRlks2CYwkSfmBnYANEAiMB8oCFYB5gApwBA5GlYxIkmQHLAFkYE543XrAVSBjeBtCDPx8PuOQ0Zk9OxbTs2vTBDvTyNjYmNWr52FiYkKVKuUxNjbGy8s7QZbBCn9GrVbj5vYSgO7dh0TugKtSqejVazihoaH6DO8H1tZWSJLEu3fuvHr1FgMDA/Lly41SqaRSpXKULPnj5yMjIyN27VrLvHnLsbVNjYNDOj1FLghJw8Yth5g8fhLVm/bEMVOu35ZNTkNI89FccVEBNWVZ/n7jkLOSJN0CNgLpgcnAzye11Q6vP1eW5SERd0qSdBp4DNSXJMlEluWEXxqRhGTMkoeH10/pNYZq1SogyzLlytVj27aVYsfNRESWZYKCgjE3N+PmzbukTm2DsbExQ4ZMYO/e9YwdOxgHh7Rs3boXS0tzateuglqd+JLQZs3qR37ftm3T35bNkCE9Dg5pE9WVJEFIjI6euEz/3gMpXa059dsP5fWzu9y/Fv0k3mRxBSZ8WKhi+M11PyUvAMiyvAmIeGdtJ0lS2p+KOIZ/Pf1TPX/gGmAC2Got6GQqW94SBAX66/3EXEmSOH9+P2nT2hEWFqbXWIT/3Lhxh+bNNRN1Hz16xtu378mY0YF9+zYgSRIZMzqgUCgoWbIwTk6O1KlTLVm88Xfv3j5FHsIoCHHRp/cwLFKl5uKxrUwfUJ8ZA+pxeu+aaMsnl2dUo+++j/6nhbXhXxVohoe+9yn86/++v1OSJAugKBAKiIkVMciUowAycPP2Y32HgiRJtGnTi6tXb8Wrvq+vHz4+37QcVcpWqFA+DhzYBGiuXFSoUCbKcpkyOVOggGtChiYIgh4tW7UDry+fUBhoBobcXz2ifefO3L1zOto6ySWBKRv+NRC4/pty3/8myv702BE0ScogSZJmSJJUWpKk2sBxNKuZDojho5gZGBhgYWnN3gPRX/ZLSJs3L6dIkQK8evUmznUHDhzLs2cv+fbNT68nEycnLi6FCQoK1ncYgiAkIp8/+/DXuEmUqNgQtVqFJBkgyzLPX7yiWIma0dZLLglMnvCvbrIsK6MrFL4U2venOhGPuQOj0PxOhgEXgYNAaeADMEC7ISdfkoFBopm3oFAocHN7wdSpmpOPx46dzvbt+5Bl+bc7+gYGBrFixWyKFy/Eu3funD59MaFCTtbc3e8liyEhQRC0IyxMSakydbGwSkP9DiPw8/UiXYaMmJlbcfHMKaxto98HKsknMJIkmaBZ7gzwPhZVIso4/fyALMtzgObATSAEzZDRBqC4LMuxaVsAQoODcHFOPKvO8+d3ZdWquYBmo7SGDWtx794jGjRoD2gO0/vy5Sve3j4cPnwCWZapWrVp5JWCvHlzMXbsIN68eUfr1j3FyqZ4UiqV7NixX+zTIwhCpDLlmxIYGEDHYfOZ0rsaDo7OZHRywjyVDQ07jaRI+brR1k3yCQxg9d33/rEoH1HGMqoHZVneLstyUVmWTWVZtpNluX341RkhlpRhoWTN+kt+mCjY29tiZGREgQKubNq0DAAPD09u3LjLx4+fcXN7iSRJ7Nq1NnIvjwjOzhkZObI/kiSJ85jiISxMKYbiBEHgzVsPuvf5i9x5K/PqxTPaDZzDnKHNyOCYkdmzJnDj6iU+ub/i6LbFHN22ONp2ksMy6u8PGonNhhER81jMfltKiJcH10+hltUUKZgn5sJ6Zm2tyX1btGgYeV/u3NkBSJ/+50VqmknBefPm4sKFqyxd+jebNy/Hw8MTe3tbDA2Tw1NJt8zMTFmwYIq+wxAEQY+OHL9E6xYdsbJOQ9qMWeg3bTs3zx3E3MKSq5d2kz3n/zAztySNrR0P7h4HIHXq7FG2lRyuwAR9971xLMpHDMAH/baUEC+bFgynZJny2KZJpe9QdKZs2RIsWzYLgH79RvP4sRthYWFiaCkGnp6f6dVrmL7DEARBT168cqdt6y4UKV+HGZtvMnjmDlLbORDg50NQYAB1GnTH2+szVjb2eH35TLGS9SlYtHa07UlJ/UU3fA5MxLKGQ7Is14mh/EM0E3g/yrKs1R3ObNNllC1TpdFmk0nKV8/3BPh5kzdvbgwNU9aR9p8+fUGWZdKls0eWZYKDQzAzM0WWZSRJ4unT5+TMmU3fYeqVWq0mMDAIS0sLfYciJFLieZI8BQQE4fnpK36+3zA0MiG9czb8fL4S5P8NWZYxNjVHYWhEgK8XyrBQ0mXMgp/PV2RZjSRJBPr73pRl+ZcDyJL8dW9ZlkMkSfqCZiJvxlhUiSjzTtuxWKZKw8iFB7XdbKKnVCpZM7037148ZMM/a6lbq5y+Q0pw799/wNDQEFNTE4oXr06BAq5s3bqS+vXbsWTJdDp06Mfp03v0HaZeqVQqAgICSZXKKubCQopUsWLDFP88SW5WrNnFiCEjSJPWkfK165M2gws7V0/G0NCIXK75sDC34MrFs7QfNJeSVRrz2eMddy8f5dm9y/j7euGU1ZVzhzZF2XaST2DCPQLKA9klSTKMbil1+BlIqb6rI/whZWgoozuWJjQ4kPWbVqe45OXLl6+MHz8TU1NT8ufPQ/v2zalWrSKzZo1HoVCwdOlMnJ0d8fX14+7dhyl6czZ//wCqVGnCpUuHMDIy0nc4giAkgD17juCYKRdjlh4DYFjLQlSqVoOdWxbg+cmL6jXbIBkoyOCcg0k9qvLh7TNMzS1xyOCITerUPLx+Itq2k0sCcwFNAmMOFAMuR1Ouwk91hD80f1RLlKHBuD27hKWlub7DSXB2drZ069aO/PnzoFRq8ubFi6dFPu7srDmhQq1Wo1arOXXqPOnSpcXVNade4tUna+tUXLlyBAAvL2/SpEmt54gEQdClb77+XL98gZZ9/pu8H+jvS7q09mzaeoSBfQeTKk1aqjbsyvRB9cjonJlrN06R/adVrMl5Ei/A7u++7/ybchEHOKqA/boLJ2XYs3Yar57c5vCRbSkyeYlQoIArnz59oVy5utFO5LWxsaZQoXy4u39EkiT8/QMIDk55GzsrFAqOHTsdubGgIAjJV+/+kzCzsKJsjZaR99VpM4gtGzfSt1d/SlVtypDZu/l390oGDBnEvdtHf0lefidZXIGRZflm+KnRFYEOkiStl2X5/PdlJElqDVQOv7lBluVPP7cjxM25w5to27EDBfJFnR2nJOnS2XP8+I4Yy0WcXLxx4w7evHnHmDGDdB1aolOrVhUqVy6Hp+dnTp06T8uWjWKuJAhCkvLqzQeO7N9Hk65jf7i/RvPeFClfh9CQIBwz5WLLkjFYWdswbmT3OPeRLBKYcAOAS4AFcFSSpOnASTQ/Y32gf3g5T2CMPgJMbtJnzMqZM+eBEfoOJVFIlcqKESMmUbVqBSpX/v1coNatGxMWFoan52dMTU0j96RJKUxMTAgODiYgQLObgafnZ9Kls9dzVIIgaENwSCiVKjUmvXM2Ktbv+Mvj9g4ukd+/eXaXHLlyx6uf5DKEhCzL94AmgA+auTAT0ZxndBYYhOYEanegdviZSMIfatx1DG9ePOPvjWI0LkLPnh0oU6Z4jOUMDAwwMTFh48YdHD78bwJElvi4uDjRpUtrvL19aNiwg9jdWBCSga9evmTJWoKQkFCMjE0Z0aYYg5vl4/alo1GWNzI2JTAgMF59JZsEBkCW5aNAPmAW8BgIQHN4411gApBPluWbegswmVk3eyAAg/oNxj5t4t95NyG4uDhx6dI1xo6dHqvygwf3pGXLRil6E7zUqW24ePEgCkXK2jtIEJKjWnU6oFKpCQrwxchASZ16tciSNStrp/fB1+fLD2XfPLvHi0c3aNKsfrz6Sk5DSACEH7o4LPyfoCPPH17j6yd3jp/cx649/5I7V1Z9h5RoFCtWiMyZnWNVVpIkzpy5yK5dB1m0aFrMFZIhWZaZP38lnTq1SnFDaYKQnMyatx63Jw+QZZnZ82fTuf1/iUl6h/yc3LOahh3/m3JwZNsiMji5MLBP63j1l+wSGCFhnNyzhgwZXShWOA/FCourL99TqVRxuppQtGhB8uWL3xhwcqBWq5EkSJUqyvNVBUFIAlQqNTOmTEcyUFCtZq0fkhePj18ICQ76YTUSwLevn8iYMf4H/yarISQhYXz1fMejm2epVqOqvkNJlC5cuMrmzbtjLhjO0tKCe/ce8e5dypyapVAoGDCge4r9+QUhObhy/T4qlRJjE1M2rp3xw2PTZq3Cwsrmh8m7AEGBvqS2jf9+UOIKjBArSqWSc4c2cOHwP3i8f4FLluxMGtdH32ElSuXKlaJ27bgldx8/fsLIyAgnpww6iipx8/T8TLdugzl6dKu+QxEEIR5evdZ8AKlQqRJGRj+mFkcOHsW1aMXI2x/ePOPE7lWEBAVibR3/g39FAiPESK1WM6J1UUKDAylcvCRLl0ymQrki+g4r0Vm7djP29rasXbuZUaMGUKxYoVjXjdgLZdasxVSp8j8KFcqnqzATpXTp7Nm3bz2+vn4oFAosLFLuxoiCkBQZSBLAL8Pnu/ef4sunD/T8q5fm9pqp/LtrJQqFAoWhEW9ev413nyKBEWJ0YOMcQkMCef3mBuZmpvoOJ9EqX74UCoUBe/asj3cb//tfGTJkSM+VKzd59OgpnTq10mKEiZuJiQl9+46iRYsGVKqUss7UEoSk7PNnH4YPG4uBwhADg/9mppw5f5MuHXqSPW9xjIzNmNSrGh5vnjFr3kzmzlmM7zdfrl48R568VTA2MebIoQ04pLeLdb9iDowQI7VKiaGRsUhefiMkJARTU1MyZ3aJufBvFC9eiHTp7MmUyYnMmZ2RZZmQkJRz5MDKlXNE8iIISciKNbtwzVuWsNBQ1ColLZrVAeD9h880a9KefCUqU6hMLcZ3KY+hpOLSlX9RqVR4uL9l1KJDGCgM8XB/w5uXbmzZEfVeMdERCYwQo9qt+hMcGMDu/af0HUqi9ezZS4YPn6i19tKnT0vFimU5dOhfhgyZAMC//54lKChYa30kRh8+fIz1HjqCIOjfyGGjSO+Ug5DgIFb/vZxaNcri9uIdpUrVwsY2PSZmluxY+RcDhw3h7q0j5MrhQuvmNTE2NuGfhSNRKcNYvnopPfv1pW+PFnHqWyQwQoyMTc3JnLMgM2cu0XcoiVa+fLn5559lWm+3du2qTJs2BlmWOXXqPJ8/f9V6H4mJgYEBVaqU13cYgiDEQnBIKLJazYc3T+jSozuNG1RmxZpdlCxeFYWhMd5fPHhw9V8WLl3A2BFdI+tZWpozZvxont2/DEjUr/M/pv7V75fJvzERCYwQK4XK1uLNq5f6DiPRmjx5Ll+/emm9XUmSsLS0QJIkpk0bg51dGjw9P2u9n8TC1jY15cuX0ncYgiD8JDAomF79JpElWxmKlqhHmw7DKF6qPgqFEcbGJpQqVYhcrpUYMWQEkoEB/t+8aNOhPe/e3qRNi5q/tNescTWUYaEoDA35e8O+eMUkEhghVixSpUatUuo7jERJlmWcnByxstL9Rmx79hxi/frku9R4+vRFLF68Rt9hCIIQ7vNnH5q3GYSTUyH27NxNnqKVMLNx4Nq1mwQHhaJSKwkJDqJz++54erzHwsqa9p078eLldebNHIZCEXWakS5tGhSGRqRJ68i6dfF7TROrkIRYeet2H8tUNvoOI1Hy8/OnXbtmSOHLCHWpdesmyfrcpDFjBqJUikRZEPRtwZLNLJi3BO+vnzAyNqFivQ7UaNYbS+s0kWWUoaGsmtaLl49vEuDnQ/sunZk3M/an+GTNkZvPnz7j9uQBgUHBcV4oIq7ACLHy8d1z0qVLr+8wEqVevYZz/vyVBOtv8uR5rF+/LcH6SyhhYWH8/fcWDA3F5ypB0Le/xv6F99dPAKiUSk7tXcPQloXZMG8IbvevsG3ZeGYObsD96ydJbZuG6zdPxSl5Adi0YT7fvD5hoFAwdNScOMcoXimEWAkK9MPa0ljfYSQqXl7eGBkZsWHD4h/2PtC1oUN7J8ul1f7+AXz48DFBrmQJgvB7Xl5Pf7lv265/6dtrEFdO7MImjR3Zc+ZiYP9ZdGxbL159ZM/qRL9BA1gwZx57duxiybzRcaovEhghVspUb8G2pWNRqdTRjmmmNFu37sXAQKJHjw4J2q+pqQnjxs2gbdsmZMrkjJ+fPxkyJP2rY6lT2zBmzCB9hyEIQjSaN65K88b3tfo+8L/yxVgwRyY4KICW7Yaw6e+ZzF24kfPnrxAcHExQUFC0dcU7kRArZaq3AEli6crt+g5F72RZxt3dg549O9C9e3u9xNCyZUMyZ3bh6dPn/PXXbL3EoG2zZy9l166D+g5DEIQYaPNDrIWFGQCuRSty7NAB7O1zMXPqDF6+duezVwDByuivs4gERogVAwMDbNM6cvXqLX2Honf37z9iyJAJSJKkt+GOQoXyYWlpQdGiBVmxYjbfvvnqJQ5tatOmiVhCLQgpTLHCeZizYDZPbp3DwTk7fSZtYsHeZwyYtpXseYvz1u1etHVFAiPEmoFCgUql0ncYeuXh4Un+/K462bQuvsLCwihbti4BAYH6DiXeZFnGw8MTO7s0MRcWBCFZ6di2HtdunMDn8wc2LRjK8R3LGN66CJeOb6V2/ejn14gERoi1kOBAUqe2iXV5lUrNk2dvdBdQAgsJCaFFi274+HxL0Em7MTEyMuLu3dNJ+gRnf/8Axo2boe8wBEHQk8wuGbh37wySrGL/xtl07dmD929vsHbF5GjriEm8QozUajU7V07E+8tHihTJH+t6tep14dql83h7u+kwuoTh6fkZe3tbTp3a/ctx8YnBrl0HyZUrG/ny5dF3KPFiZWXJgQOb9B2GIAh6ZJsmFc+enMM/IBDrVDFvDJp4PkYKidLLxzcZ1MSVC0c2M3XGFDq3rx/rutcunddhZAlrzJhpXLx4LVEmLwBmZqaYmv7ZaeEqlYrg4BDu3HlA584DYiz/9q07b9+6/1GfEQ4cOMbx42e00pYgCEmXQmEQq+QFRAIjxMDrkzuhIUFcvX6cnl2bxqmulIiGWeJDlmUmTZqLt7cPK1fOoVy5kvoOKVo1alTC0tLij9pYs2YzCxasJG/eXIwZMxBZlunUaQBv377/odybN+8AWL58HV++fMXLy5u9e4/8Ud+Ojg6kT2//R20IgpCyJO13GEHniv6vHhlcclKieDXmLf6H4JDQGOvcve/GhUt3MDHRLI/76pX0Vsj4+fkjSRI5c2ZFoVAk+s3VVq7cyM6dBwDw8fn2w2MqlYpHj55FW3fy5LmcPXuJjh1bMGBANwwNDcmc2QVJkujVqwMZM2bgzJmLnDlzEZVKRevWvQgODmHq1NEULpyfL1+8cHf3ADTDjfGRL19u8ud3jVddQRBSJpHACDEatfgIBUpVZ+rEaWRwyEurdkOjLfv4ySsqlK9Fh459MTQyAmDE2LkJFapWBAYGUbVqE/z9A2jWrD6pUlnpO6QY9erVkb59u/D27Xvatu0NwMKFqzh79hLv339g4kTNXjGXL9/g/XsPgoNDaNq0C7Is07ZtU3LkyIqRkREmJiY/tFu0aEEMDAwIDg7B3t4OhULBqVO7MDX9r1yOHFnp3bsTb9++p3XrnnGOPSwsjJw5SxMaGnNyLAiCEEFKzgfDJTRJkm7oOwZBEARBSGa+yLJc4+c7RQIjCIIgCEKSI4aQBEEQBEFIckQCIwiCIAhCkiMSGEEQBEEQkhyRwAiCIAiCkOSIBEYQBEEQhCRHJDBCsiNJ0hlJkuQ4/uvwUxuZ4lD3TCxiaiNJ0h1JkoIlSXKXJGm+JEnWUZRr+F27w2Jos8hPcWSJofy078pWiSlmIWWSJCmtJEkjJUm6LEmSpyRJIZIkfZAk6aokSbMkSSoVQ/1ckiQtkSTJTZKkQEmSvkqSdEWSpIGSJMXqvAvxfBFiQyQwgqDxRFcNS5I0DtgIFABMgAxAf+CcJEk/H/pxHojY26B8DE3//HhsyyuByzGUFVIgSZLaoHkuTAVKAmkBY8ABKA4MAYb/pn4H4DbQC8gGmAFpgBLAXOCWJEmZY4hBPF+EWBGnUQvJUUcgpoOB0gEnwr9/Jsvyld+UHQPs+83jAdE9IEmSKzAeCAamhPfpDEwE8gNj+e4NQZblL5IkPQbyAGUlSTKQZTm6/fkjXmBVgCL89rpo4jADiobfvCHLcrQxCymTJEk9gKWABHwElgEXAR8gPZAFqAuERVO/GrAazd/iFzRJ0GXAEmgDtAdyA4ckSSouy7J/FG2I54sQe7Isi3/iX4r7BwxC88lNBkZF8Xim7x7v8Af9jA9vo+9P9zuiSXxeRVFn6Xd9F/xN25/Dy2wO//r8N2UrfNfmDH3//sW/xPUPKIwmMZGBk4DVb8oaR3GfIfAsvL4fkDOKMmO++xscF03b4vki/sX6nxhCElKq9uFf1WguV+uKY/jX09/fKcuyO5pL9Y6/1IBz330f5WVuSZLyAHZoXmCnh9+dVZKkDNHE8X07Z2OIWUh5lqNJQjyAxrIs+0VXUJblqA6tqg9kD/9+hizLT6MoMxVwC/9+gCRJUY0AiOeLEGsigRFSHEmSCqC5HA1wSpbldzrs7lP41//9FEN6ICeaN4yfff+CGd04fcT9j2RZvge8jmV5NZphAUEAQJKk4kCx8JvzZFn2iUczjb77fm1UBWTN0M768Jup0Vzl+Jl4vgixJhIYISVq/93366MtpR0Rc2dmha/sKClJUhM0l+ktgB0/V5Bl2QN4EX6zXDTtRrzAnv/p6y8vyOGfdEuG37wjy/K3uP0IQjLX/Lvvt0V8I0lSakmSskuSlCYWbZQN/+omy/KH35T7/spK2SgeF88XIdZEAiOkKOEvTq3Cb/oDu2NRrW/4ktBgSZJ8JUl6IknSGkmSonoB/oEsy9eBxWhWY0RMatyBZtLhAzSTE6MS8akyrSRJuaJ4POKFOuKF+EL416g+URbhv0nN56J4XEjZIt6sP8iy/FaSpA6SJD0AvNDMa/kqSdILSZLGSpL0y+T48JVBTuE3H8XQ1/er/fL8/KB4vghxIRIYIaWpgWYFEsAOWZYDY1GnMJoloSaAFZpL2Z2A85IkbZMkySqG+v2A3mhe3MPQrPBYBJSTZdk3mjrRjuuHL0PNGH4z4oU44oU5jyRJtj+1Jcbzhd+JSCReS5K0FvgbcP2pTBY0ycPlKOaNOKJZuQTw/ncdybLsBUQ855yiKSaeL0KsiARGSGnafff9uhjK+oSX6QCUAQqhSYCmo/l0CtAM2B3NhEQAZI2lsiy7yrJsLMuygyzL/WKYa/C7iYkRt9/Isvw2vI/HaJauSvx6GT2ivMx/L9yCgCRJBkDEBnFF0GxB8AXoAtijuRJSAjgWXiYfsCO8XoTvE/hflkZHIaLMz3u6AOL5IsSeSGCEFEOSJBugXvjNV/z+xekD4CjLckdZltfLsnxJluU7siwfk2V5JJAXuBdetgrQXZuxyrL8CoiYXBzdC/LP8V/86XEkSZLQJF8AD2VZ/qrNOIUkz5z/rp6YAKFAFVmW18iy/EWW5WBZlq8BtYHj4eVK8+OkXbPvvo9qhdLPQqKo90fE8yVlEgmMkJK0QPMiDbBBlmU5uoKyLIf+bngpfOJgY/7b1Kuf1qL8T8SnSidJkjJ9d//P4/n8dPv7F/B8aFZ8fN+eIEQI/un2BlmW7/5cSJZlFZpdeCO0/O77oO++N45FnxHPwaDfloo78XxJYUQCI6QkEauPZGDDnzYmy/Jz/tvNN4ckSQ5/2uZPfrksHr6cNGK/jZ9fkCPG9wt+Ny9HjOcL0ZJlWcmPSczR35S9j+bKJPy37Bo0G9dFiHJY6CcRZWIz3BQX4vmSwogERkgRJEnKzn+rLc7LsvxSS00//O77jNGWip+oxvUjvn7h1/ObbqGZIKngv8vg378gi0+UQlTeRfN9VN6Gf7X/7j53/juP6LfPgfAl2eax7CuuxPMlhREJjJBS6Grvl2iHof64YVl+AniG3/z5BfnCz0NgsiyHAVd/Khdx+fyZLMsfdRWrkKR9n4QrYigb8bgq4g5Zc6ZRRDLyy9Lon3y/xDmmJddxIp4vKY9IYIRkL3xiXtvwm4FEsRnWH/h+uenvNvCKr4jL3tnDL4dHN57/c/ny4Ved0offFp8mheh8/7eRNYayEY+7/3R/xHBM9t9szw8/7r57IbpCf0A8X1IQkcAIKUFFNCfaAuz53TkvcSFJUlagavjNF+HntWjb9y+k9dCsfoLoX5Aj3hSKAdW+u1+M5wvR2c1/VxIbRVdIkqQKQMSuvD+/wX+/IWSnaOob8N+VUG908zcpni8piEhghJQgLnu/ACBJUsPwKzfRPe4A7AKMwu9aEu/ofu/7F9LhaJ6zAcDtaMpfBpRoVoMM+u5+8YlSiJIsy2+AreE3G0iSVPfnMpIkpQIWfHfXip+K7OO/gxqHS5KUM4quRgI5wr+fHz6Eo23i+ZKCSL9ZSSoISV741ucf0ax8eA+4hB8qF1M9GXiJ5pPlNTRj/MFAWjRXdLrx46fRqtGc0vun8UvAV/5b2glwQpblqtFUQZKkG2g2JYvwWpblzNqOTUg+JElyAq6j2aU6DM12/vvRrDDKD4zgv+RjsSzLfaNooxpwGM08mS/AFDQJgiXQBs2GkACPgeLhc2e0/XOI50sKEu3uoYKQTDTmv2WbG2OTvHwnCz/ufRGVbUA3XSQvoNmVVJKkC8D3n4pj2h30PD++IItPk8JvybL8TpKkmsBeNMOtA8P//WxVNPcjy/JxSZK6AMsAO2BeFMUeA7V1kbyExyCeLymIGEISkrv4rj6qi+YwuZPAczTHCijRjN3fAZai+RTZ4jfns2jLz+PxMU1+/PkFW7wgCzGSZfk2mo3cRgI30Pyth6K5+rgF+J8sy93C946Jro11aI7cWIbmhOjg8HauAoOBIuG75uqSeL6kEGIISRAEQRCEJEdcgREEQRAEIckRCYwgCIIgCEmOSGAEQRAEQUhyRAIjCIIgCEKSIxIYQRAEQRCSHJHACIIgCIKQ5IgERhAEQRCEJEckMIIgCIIgJDkigREEQRAEIckRCYwgCIIgCEmOSGAEQRAEQUhy/g9YchA1rh7eLQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if 'df_d1' in locals():\n", " del df_d1\n", "\n", "df = get_data_for_timeRange(startDate=startDate,endDate=endDate, \\\n", " url_prefix=URL_PREFIX+'/profiles?', \\\n", " myAPIkey=API_KEY, \\\n", " data='pres,doxy_ctd,metadata-only', \\\n", " woceline='A22', \\\n", " dt_tag='365d',writeFlag=True)\n", "if not df.empty:\n", " if 'df_d1' in locals():\n", " df_d1 = pd.concat([df_d1,df],ignore_index=True)\n", " else:\n", " df_d1 = df\n", "# store some info\n", "info_d1 = get_info_from_df(df=df_d1,info_to_store=info_to_store)\n", "\n", "font = {'weight' : 'normal',\n", " 'size' : 24}\n", "\n", "plt.rc('font', **font)\n", "set_map_and_plot_locations_withColor(lon=info_d1['lon'],lat=info_d1['lat'], \\\n", " cols=info_d1['cols_bySource'], \\\n", " polygon_lon_lat_dict=[])\n", "plt.title('A22',fontsize=28)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proximity search\n", "\n", "Now that we've identified some information from this WOCE line of interest, we can use Argovis' proximity search to find nearby Argo profiles, via the `radius` and `center` pair of query parameters, which together search for profiles within a given distance of a centerpoint. Here we also use the `metadata-only` flag to `data`, so we get profiles that contain `pres` and `doxy`, but for now only actually download their metadata:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "delta_days = 3.5\n", "\n", "if 'df_d2' in locals():\n", " del df_d2\n", "\n", "lst_id_pairs_d1 = []\n", "lst_id_pairs_d2 = []\n", "\n", "for i in np.arange(0,len(info_d1['lon'])):\n", " time.sleep(.2)\n", " d = get_data_for_timeRange(startDate=(datetime.strptime(info_d1['date'][i],'%Y-%m-%dT%H:%M:%SZ')- \\\n", " timedelta(days=delta_days)).strftime('%Y-%m-%dT%H:%M:%SZ'),\n", " endDate=(datetime.strptime(info_d1['date'][i],'%Y-%m-%dT%H:%M:%SZ')+ \\\n", " timedelta(days=delta_days)).strftime('%Y-%m-%dT%H:%M:%SZ'), \\\n", " myAPIkey=API_KEY, \\\n", " center=str(info_d1['lon'][i])+','+str(info_d1['lat'][i]), \\\n", " radius_km='50', \\\n", " url_prefix=URL_PREFIX+'/profiles?', \\\n", " data='pres,doxy,metadata-only', \\\n", " source='argo_core', \\\n", " dt_tag='365d',writeFlag=False)\n", " if not d.empty:\n", " #info_d2 = {**info_d2, **get_info_from_df(df=d,info_to_store=info_to_store)}\n", " #list_d2 = list_d2 + [d]\n", " if 'df_d2' in locals():\n", " df_d2 = pd.concat([df_d2,d],ignore_index=True)\n", " else:\n", " df_d2 = d\n", " lst_id_pairs_d2.append(d['_id'].tolist())\n", " lst_id_pairs_d1.append(info_d1['ids'][i])\n", "\n", "info_d2=get_info_from_df(df=df_d2,info_to_store=info_to_store)\n", "\n", "###### let's plot the profile locations color coded by source\n", "set_map_and_plot_locations_withColor(lon=info_d1['lon']+info_d2['lon'],lat=info_d1['lat']+info_d2['lat'], \\\n", " cols=info_d1['cols_bySource']+info_d2['cols_bySource'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, now that we've found Argo and GO-SHIP profiles that both measure dissolved oxygen, we can download the measurements of interest, plot the two and compare:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "font = {'weight' : 'normal',\n", " 'size' : 24}\n", "\n", "plt.rc('font', **font)\n", "\n", "col_d1 = 'k'\n", "col_d2 = 'r'\n", "\n", "var_d = ['doxy_ctd', 'doxy']\n", "\n", "mrk_sz1 = 7\n", "mrk_sz2 = 5\n", "\n", "mrk_type1 = '*'\n", "mrk_type2 = 's'\n", "\n", "presRange ='0,100'\n", "\n", "for i in np.arange(0,len(lst_id_pairs_d1),1):\n", " ids_bfr1 = lst_id_pairs_d1[i]\n", " ids_bfr2 = lst_id_pairs_d2[i]\n", " if isinstance(ids_bfr1,str):\n", " ids_bfr1 = [ids_bfr1]\n", " if isinstance(ids_bfr2,str):\n", " ids_bfr2 = [ids_bfr2]\n", " \n", " fig = plt.figure(figsize=(20,10))\n", " fig_close = True\n", " \n", " if 'bfr_title' in locals():\n", " del bfr_title\n", " \n", " # plot \n", " for isource in [1,2]:\n", " if 'ids_bfr' in locals():\n", " del ids_bfr\n", " ids_bfr = eval('ids_bfr'+str(isource))\n", " for j in ids_bfr:\n", " bfr = pd.DataFrame(get_data_from_url(url=URL_PREFIX+'/profiles?&data='+var_d[isource-1]+',pres&id='+j+'&presRange='+presRange,\\\n", " myAPIkey=API_KEY,writeFlag=False))\n", " if 'bfr_df' in locals():\n", " del bfr_df\n", "\n", " for j_df in bfr['data']:\n", " if not 'bfr_df' in locals():\n", " bfr_df = pd.DataFrame(j_df)\n", " else:\n", " bfr_df = pd.concat([bfr_df,j_df],ignore_index=True)\n", " if var_d[isource-1] in bfr_df.keys():\n", " bfr_df2plt = bfr_df[bfr_df.eval(var_d[isource-1]).notnull()]\n", " plt.plot(bfr_df2plt[var_d[isource-1]],bfr_df2plt['pres'], \\\n", " marker=eval('mrk_type'+str(isource)),markersize=eval('mrk_sz'+str(isource)),color=eval('col_d'+str(isource)),linewidth=2)\n", " if isource ==2:\n", " fig_close = False\n", " if not 'bfr_title' in locals():\n", " bfr_title = j \n", " else:\n", " bfr_title = bfr_title + ', ' + j \n", " plt.gca().invert_yaxis()\n", " plt.title(bfr_title)\n", " plt.xlabel(set_ax_label(var_d[0]))\n", " plt.ylabel(set_ax_label('pres'))\n", " if fig_close:\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## QC filtering\n", "\n", "Argovis offers QC flags for data whenever available as elements in a profile's `data` array, but by default does not make any filtering decisions based on those flags. This example will show you how to filter your data by corresponding QC.\n", "\n", "See ref. table 2 in section 4.1 of http://www.argodatamgt.org/content/download/15699/102401/file/argo-quality-control-manual-version2.8.pdf for a description of Argo QC flag interpretations.\n", "\n", "First, let's get some data that has a couple of bad temperature measurements. Be sure to also ask for the QC variable `temp_argoqc` in your `data` query:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "url = create_url(URL_PREFIX+'/profiles?', profile_id='3900321_108', data='pres,temp,temp_argoqc')\n", "profile = get_data_from_url(url,API_KEY)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets's see what this temperature profile looks like in a simple plot that colors points by QC level:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(profile, 'temp', 'temp_argoqc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As noted, there are a couple of levels with QC > 1, which we might not want. Let's filter those off so we can be completely confident in the data we're using with another simple masking function, and then plot the result:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mp = mask_QC(profile, 'temp', [1])\n", "simple_plot(mp, 'temp', 'temp_argoqc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Levels with QC > 1 have been suppressed, leaving us with only top-quality data. For the curious, have a look at the definition of `mask_QC`; an important design pattern illustrated there is that the function both takes and returns a dictionary that matches the JSON schema specification of an Argovis profile object; therefore, this function can be safely combined with other functions with a similar signature in a profile processing pipeline." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`mask_QC` provides fine-grained control of QC filtering one variable at a time, but we can also use the convenience function `qc` to quickly scrub all the data in a profile. As a prerequisite, we must request QC data to go with every data variable; Argo QC data [5] for variable `x` is always found in `x_argoqc`, while CCHDO QC [6] is marked `x_woceqc`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "url = create_url(URL_PREFIX+'/profiles?', profile_id='2902115_144', data='pres,pres_argoqc,chla,chla_argoqc,temp_sfile,temp_sfile_argoqc')\n", "profile = get_data_from_url(url,API_KEY)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the BGC temperature and chlorophyll as they appear without QC filtering:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(profile, 'temp_sfile', 'temp_sfile_argoqc')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(profile, 'chla', 'chla_argoqc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply the default cleaning (i.e. for argo profiles, we exclude measurements with QC > 1) to quickly tidy up, and replot:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAawAAAEtCAYAAABUJFTRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABCyUlEQVR4nO3dd5gUxdbA4d+Z2UzOOZiQoKCAYMYAJkQFrzlfFeOnYsIc79WLWTGCAeM1XUwoiIJZAUFAAVGQjOS8Ocz5/ugeGJaZ2dndibvn9elnZrqqumsW5Gx3V50SVcUYY4xJdp5Ed8AYY4yJhAUsY4wxKcECljHGmJRgAcsYY0xKsIBljDEmJVjAMsYYkxIsYBljjEkJFrCMMcbEjIh4ROQiEflSRNaJSImIbBaRqSJyu4jUi/hYNnHYGGNMLIhIDvAJcFTA7q1APUDcz0uBo1R1UUXHsyssY4wxsXInTrBS4Dagoao2ALKAs4DNQAfgxUgOZldYxhhjYkJElgLtgZdV9eIg5RcCr7gfG6vqpnDHsyssY4wxsdLCfZ0ZonxGwPucig5mAcsYY0ysLHFf9w9R3st9XQP8XdHBLGAZY4yJldHu60UicouINAAQkQwROQN4HOf51o0awfMpe4ZljDEmJkTECzwJXBWwewvOKEEPMAX4t6qOi+R4aVHvoYmapk2baseOHRPdDWNMCpgxY8Z6VW1WnWMce2Qd3bCxLLLz/Vo0FygM2DVKVUcF1lHVMhG5DlgEjMCJOQ0CqtQDIu6zBawk1rFjR6ZPn57obhhjUoA7Iq9a1m8sY+rnbSOqm97qr0JV7V1Bn1oCHwF9gFeBx4C/gFbAP4C7gJdFpJOq3lrROe0ZVoyISEsReVJE/hKRQhFZIyKfiMjRie6bMcYEp5SpL6ItQq/hBKuXVPVCVf1VVfNUdaGq/ge4zK13s4jsU9HBLGDFgIh0B+YA1wC7A0VAU+BE4AsRuSWB3TPGmKAU8KERbRURka7AAPfj40HPp/o6sAEnFp1Y0TEtYEWZiGQDHwNNcOYe7OPO7G4EPIqTjuRBETkmcb00xpjgfBH+F4EuAe8Xh6nnT8nUsaIDWsCKvstwUo3kAoNUdS6Aqm5V1RuBD916Dyame8YYE5yilKgvoi0CgZXah6nXwX3dVtEBLWBF3znu61uqujJI+cPua08R6RynPhljEmDOD78z4ZXJbNuUm+iuRESBMjSiLQKzAt5fGqyCiAwCmrsfp1Z0QBslGEVumnz/zO3PQ1SbgjMPoQFOUsj5ceiaMSaOFs5exBX7D9/++dGLn6Pl7s15feEzCexVZCJ5PhUJVV0sIhOBY4DrRKQYeFxV14pIXZxRgo+61ZfgPEoJy66woqsLO1Lmzw1WQVV9wB/ux67x6JQxJr4Cg5Xf6kVrueHouxPQm8gpUKYa0RahC4HfcWLNLcAaEdmKc/vvFaAxTlqmIapaXNHB7AoruloFvA+XF8tf1ipMHWNMCnp2WOiVMn79al4ce1I1EQ9Yj4CqrhKRXsBQYAiwD87dpa3AQuBTYKSqrovkeBawoqtOwPuCMPXy3de65QtEZCjOHy7t24d7TmmMSRaqyqQ3v+WVO95m7bL1ie5OlWnkz6ciP6ZqAU56piereywLWNElFVcJz01tMgqgd+/elujRmCS3ef1WLtr7GnI35SW6K9WmCiVJ/K+OBazoChwKlE3oYZr+dV9SY+iQMSYon8/H2e0uo6SoNKL63jRvjHtUXUJZ9X/vjhkbdBFdgc+tWoep5y9bFcO+GGNi7OlrX444WAE8NeXfMexN9Sng08i2RLCAFV3zYfsN4G7BKoiIB9jb/Zj8T2CNMSF98lyo2Su76t6vK5167hHD3kRHmXuVVdGWCBawokhVtwH+9OoDQlTry470+pNi3iljTOxEOKTuyLMO4dGv7o1tX6LAmTicvAHLnmFF31vAAcA5InKfqpa/7Xej+zpDVf/AGFMjNW7TkLOGD+Hocw6jXqNdBgQnJQVKNHmvY5K3Z6nrBWApzsJk49yMxYhIPRF5CGcuAsBtCeqfMSYObnv9Gk65+viUCVYAilCGJ6ItEewKK8pUtUBETsa53dcTmOvO7K6L8wuCArep6sQEdtMYE2M3Hn0frXZvwcBLB3Dy1ceSlZOV6C5FxKc2SrBWUdXZODO6n8JJnZ+Js+bLp8AAd+EyY0xNprDqrzW8eMsbDKp7Hq/f/16ie1ShZH+GZQErRlR1tapeq6p7qGqWqjZX1RNV1QZaGFND1G1Up+JKrtfufpfhx96PzxfN5EfRJpSpJ6ItESxgGWNMFV3+6AWVqv/LF7/y3sMVJiVPGGfFYU9EWyJYwDLGmCo69sIjadSyYaXavPGv92PTmShQFYrVG9GWCBawjDGmGu7/eNelRMIpzCuKUU+iw4dEtCWCjRI0xphqGNbvrkrV96Yl73WCM+gieftnAcsYY6ror1lLKCkoqVSbPif0jFFvokESNqAiEhawjDGmit5/clyl6mfXzeL60ZfHqDfV5x90kaySt2fGGJPkFv+6JGx5RnYGIkJmTganXHM8r/31NA2bNQjbJtHKVCLaEsGusIwxpoo2r90atvy+D2+mbafWtOjQLE49qh5FKNHkDQvJ2zNjjElyvrLQk4AzstPpNaBHHHtTfck+6CJ5e2aMMUmufuN6Icty6uWELEtWSmS3AxN1S9ACljHGVFHjMJOGVRO0LG81JXOmC7slaIwxVTD5v98zc/KcRHcjqlSxYe3GGFNTqCrPXPsyHz09IWy9dnu3jlOPoscZdJGYtEuRsIBljDGV8Pp97/HxM+GDFcAZw0+JfWdiIJkHXVjAMsaYCBUXlfDOiI+o6PHU7j06cODAXvHpVBQpktQLOFrAMsaYCC36dSnFhcVh6zTv0JSnfvx3nHoUfXaFZYwxKU5Vuf2EB8LWabVHc0bNfpTM7Mw49Sq6FPAl8aCL5O2ZMcYkkRdueo2tG7aFrbNq0VrOaD2UV+9+h7KyskodPzlWIhbKItwSwQKWMcZUoKysjHHPf1FxRYX8rQW89+gnvHDDaxVW9/l8vPXA/xjc5EKOTTuDizpfw88TZkahx1WjQIl6I9oSwQKWMcZUIG9LPmUlpRHXL8ov4tNRX5C/rSBsvZdv/y9vPfABuZvyAFjx5ypuG/gAx6afwaB65/LUlaMpyCusVt8rQ1XwqSeiLREsYBljTAXqNMghM6dyz6W86V7Wr9wYsryooIgPn/qMovxyKxCrk6OwMK+I8S9P5vaB4Z+bRVuZeiLaEsECljHGVMDr9XL27aeSmZOx036PR9hjv45IkEc6vlIfzdo1CXnMjas3I57wz4JKi0tZMGMRC2curlK/K8tZD0si2hLBApYxxkTgtBsGMfSh82jUoiEiQpu9WnHPBzdz40tXklFuVGBmTiZDrhtIdp2skMer16hOhUPkARBY9vuK6nY/QpLUV1g2rN0YYyIgIpx05XGcdOVxqCoScFk1YuKdPHf9GP6auYQGzepx+k0nM/iaE4IeZ/O6LTx15Yt8/8FU1FdxglxfmdK+S9uofY9wnGHtNnHYGGNqDCl3D7DbwXvz9JQHw7YpyC3gqStf5Ms3vq3UufbqtRt77r9bpftYFZZL0Bhjarl1KzYwtMcN20cDRqrzgXvx4Ge3x6hXwSVq6ZBIWMAyxpgYys/N56Iu11KUV1RxZZeIcPGDZ3P6TSfvcjUXS87yInZL0BhjapXS0lJeuOl1Pho5PqJnVX6d++7JTa9cTfvObWLYu9DsGZYxxtQiP38+i/tPf5SCbRFO+hXodtDeXP7YBXTus1dsOxeGk63dbgkaY0ytMH3iLG4f+EDEV1V9T+zJNc9cSvN2TWPcs4o5qZksYBljTI3n8/m499RHIgpWIsLoOY/RIU5D1iNjV1jGGFMrjH9pEoURDK7weD3c8fawJAtWjkRlsYiEBSxjjImCjWs28dSVL1ZYr+3erfm/kRfTs3/3OPSqcmyUoDHG1AL3n/4YvrLwa1qNnPJAQgdVRCJWtwRFZHfg/4DjgHZAGfA38BPwqqp+U9ExLGAZY0w1FReVMOe7+WHrdDmwU9IHK2eUYPSvsETkn8DTQLa7Kw9IBzq7mw+wgGWMMbH2/mOfhC1Py0xj6MPnxak3VadAaZSvsETkTOBFQHCC1uOqusgtawEMADJCH2EHC1jGGFNJWzdsY+JrX7Ps95Vk5mQy7vmJYes/Ovkeuh60d5x6Vz3RvCUoIs2BZ3GC1W2qulPCRVVdA7wR6fEsYBljTCUsmbucYYfdSXFRCcUFxYhHwg5j96Z5UyZYoVG/JXgF0Aj4AxhR3YNZwDLGmBBUlV+/mcc37/9EekYa/c89nCevGE3eljzUjVEVzbnaq2d8Mq1Hg38Bxyg6x319TVXDj0iJgAUsY4wJQlV57NLn+fqdHyjKL0JEGPfCF5QUFm8PVhVJz0zjiicuim1HoyxaV1gi0gTwjzL5XkSOAoYDfYBMYAnwMfCIqq6P5JgWsIwxBti4ehOfjvqSpXOX07nvXnTo0oav3/lh+0RgVaW4IIIVgl2t92zJLa9fQ5e+yT0yMFCUF3AM/OLHALfhPMva5u7r4m7nisgAVf29ogNawDLG1Hp/zV7C9f3uorS4lOLCEqaMmwECRfm7BiiPR1B2vhWYlpFGw2b1yduST5PWjTn3zn9w9DmHxfEbRIcilPoiHnTRVESmB3wepaqjAj43DHh/GzAXuFhVp4mIBzgWGAO0Af4nIt1VtTTcCS1gGWNqlYK8Qr58/VtmTf6NFh2bM+jyY3js0ufJ31qwvU5RQbFzLSA4lx0BMrIzyK6XTWFeIb4yHyLCXr1258Hxt5OZnRnX7xILlXiGtV5Ve4cpD4x8ZcBgVV0I4D7PGu/OzxqHc6U1GHgv3AktYBljao1tm3K5us8tbFi1maL8ItLSvXz87ASKC0t2rRziOZWq8uKcx1g4cwmrF61ht+4d6Nxnz7gutBgzGtVbgrkB7z/1B6udTqf6qYj8CXQC+mMByxhT26xdto7PXpzE6sVr2e/IfTjyrEPIzM7knYc+ZN2KDZQUOXeeSkvKKC0pC3mc7LpZlJWW4UnzIjjZ2O94+3rqN65Hz6P3haP3jdM3io8oP8P6O+D9H2Hq/YETsNpVdEALWMaYGmX2N3O548QHnWBUXMoPH07jnYc+ZOSUB/nuf1O3B6tAHq8H8QhlAcErIyudU/7veAZfO5DpE2bhTffSd2BP6tTPiefXibsoBqxFQAFOOqZIxlVWWMcCljEm5S3+bSmfjZ7E5nVbmPHFrzst8VGYV8Sapet49+GPyK6bFbS9N81L206tWLVoDeIRfGU+9j2sK+fedRoZmekMOL9fvL5KQilCWeSDLsIfS9UnIl8Dx+PkCwzFP6t6aUXHtIBljElpn4/5ipFXvUhJcWnIbOklRaV8/e6PnDl8MM8Ne2WngObxethjv4489eO/+ePnhaxcsJrdu7dnt307xOsrJJUoTxx+HSdgDRSRPcs/xxKRgTi3AwE+q+hgFrCMMSlj6bzljHv+C9at3ECf43ty8Mm9GXn1i86ovgpk5WRy3D+P5PcpfzL5re/wpntBoVGLBtz57vWICJ377JX0GdVjSaM76ALgHeAGoBfwgYj8U1V/doe1HwO85NabBnxa0cEsYBljUsJ3Y6cy4ryntl9JzZg4mzf/9T4eb8W3sDJzMhl0xbF4PB5uePEKzr5tCPOnLaRJ60bsc2hnPJ7kXRY+3jSKAcu9LXgKztIh+wDTRGQb4AX8DwP/AP6hWnH+EAtYxpiktHndFia8NJnFc5axV8/deP3+93e6kirMK6KstIxQ/8550jxkZmVQVlrGIaccwAmXHr29rNXuLWi1e4uYf4fUE/31sFR1hYj0AG4ETgV2xxlgMRN4H3hKVXPDHGI7C1jGmKSzZO5yrjv0DkqKSiguLOH7sVMpLtp1rlRJUSneNO8u+7NyMjnvntNp1LwBnfvuSbu928Sj2zVCNK+wdhxTc4F73K3KLGAZYxJm8W9L+fzVr8nfks8hg/tywHH74fF4eHzo8+Rvzd+eZDboxF7XHvt1YM3S9ZQUlaCqlBaXcdpNJ3H6jSfF6VvUHKpQ5kveCdAWsIwxCTHuhYk8f/2r259JffXOj+x35D7c8c51zJ+6IKKM6Fl1MjnzliEcNKgXMyfPIXdTHj2O6Erjlo1i/wVqqCiPEowqC1jGmJjasGoTE16exMqFq+l+WFeOPOsQigqKeW7YmJ2unApzC5k1+Td+Hj8Lj9eDz7drBgrxCFl1MgGhtLiUEy8/hkMH90FEOODY/eL3pWooJTa3BKPFApYxJmZ+n7qA4QPuo6y0jOLCEr57fwpvPTCWc+4YQlp62i63+grzivjuf1M4dEhfvv9gGqXFO7JSpGelc9KVx3LQoN5sXruVbgd3ommbJvH+SjVc9AddRJMFLGNMtW3dsI1PR33BvCl/0rFbOwZdcSzN2jZhxPkjKcgt3F6vMK+I9Ss28MMHPxPszpOIkFUni0v+cw4r/lzFij9XgThLeXTuuycX3X9mjciInswiXZwyESxgGWOqZc3SdVx1wHAKcgspLixh+uez+ejpCdz+zjDWLt91IdmS4lL+/GVR0OzmGdnpHHvRkdRrVJdnp4/g9yl/snLBanbbtz177p86S82nMrslaIxJeWuXr+fjZybw1+wl7N1nL0664hgat2zEqJtfZ9vGXHzugoalxaWUFpfy4vA3dlrkMFBmdga3v3Uddwx60F3SQikrKeOcO/5B1wOdTD0iQteD9qbrQXsHPYaJPmeUYPJOoraAZYyp0MJZi7m+392UFJVQWlzK7K/n8dHI8Yyc8gDTP5+1PVgFWj5/JXv32ZP5UxfulOMvMyeDgUMHsO9hXXh31WimjZ9FYW4hPQd0p0krG92XaHZL0BiT9GZ/M5fPRk+iILeAI04/mH6nH7x9Uu6TV4ymYNuOFXn9gevZ68aQmZO502q9fuLxcMtr1zD8mPvZvG4L6lPUp/Ts350h154AQGZ2JocN6RufL2giYrcEjTFJ7Y373+PtER9RXFCEKsyc9BsTXp7Mg5/fAcAf03ZZLBZVZdZXczjzllN496GPdkqblJ6RxiGD+9Bq9xaM+fMpZk2ew9pl69n7gD1qbRb0VKCIBSxjTHLYtimXT56fyKzJc2i9Z0sGX3MCdRrk8NYDH1ASkPqoMK+I36ct5KePp3PIKX1Iy0jbqdwvMyeDs24dzKJfl/Lz+JmkZaRRVupj9+7tufa5oQB4PB569u8et+9oqieJ7whawDKmtti4ehNX9BpO7uY8iguKmf31XL58/VtOvuo40tK9uwSkwtxCfvhwGocO7kv/cw/nyze/pSRg3lRGVjonXNqf9Ix07vnfTaz4828W/7aMVnu0YM/9bERfSlJQS81kjImVkuISJr35PV+/8wM59bIZOLQ/vQb02KXeG/e/z5b1W7cvA+8r81GUX8T4lyYFnRPl8Xqo17guAFc8cSGrl6xh3k9/4k1Lo7S4hF7H9OCCe8/YXr9tp9a07dQ6Nl/SxI3dEjTGxERZaRk397+PhTMXb19F9+cJMxky7EQuuu/MnepOGTdje7AKVFxQTFr6rhnP0zPSOP5iZ0mO7DpZPPTF3Sz9fQUr/vibDt3a0XavVjH4RibRbJSgMSYqVJVp42fy2egvKSoopvWeLVkwczFFAUu+F+YV8f4jHzPo8mNo2rrx9v11GuSwbvmGXY7p8/m48/3hPHj2E5QUlYJAaUkZV438J7vt036nuh26tKVDl7ax+4ImoWpsLkERyQB8qlpabr8AlwP9gExgAjBaVX27HsUYUxkv3PQan77wxfarqZmTf8NXuuv/Wt40L7O/msvR5xy2fd/gawby3HWvUJi/I7h50710P7wrvfp3552/R/Prt/Moyi9m38O7UKd+zi7HNTWcAjUtYInIUOA54L/AueWKPwGO91cFTgIGuq/GmEpYNn8lY58Yx9LfV9KxW1s+f+Ur5yrIFSxYgZPVvG6jOjvtO/7io1g4azETXppMRpYzmq9d5zbc+ua1gBPk9j9q39h9GZMSauItQX9Aei1wp4gMAk7AidPvAAXAOcBAETlHVd+sakeNqW1mfzOX2wc+SElRCb4yH/N++iNkgCovLSONXgN2HkouIlzz9CWcfdsQ/pq5mKZtm7BHj44x6LlJXVIjRwl2c1+nldt/Hk6welBV7wAQkSnAC8D5gAUsYwJMnzibj5+dQP7WAvqddhDHXnQkGVkZqCqPX/o8RQG370IFK4/XAwLZOVn41EdWnSwe+Ow20tKD/+/dtHXjnZ5tGbOTGniF1RzIU9XN5fYf5b6ODtj3BvA8sF8Vz2VMjfTqPe/w/qOfbH8eNX/aQia88hVPfH8/hXlFrFm6LqLjpGWk8dRPD7Bp9WaycjLoclAnvN5dR/0ZUyGtmYMusoHiwB0isjfQGPhLVZf696tqgYhsBhpW8VzGpBxV5fuxU/nsxUmUFJXQ/7x+9D/3sO1XPRtWbeKdER/tNFm3KL+IZb+v4Ou3f6Tf6QchnuD/cDir7mYh7jpRN7x0JXt07wDdLeWRiYIaeIW1FmgtIm1UdaW7z/9c6/sg9bOALVU8lzEp54nLXmDyf7/ffvX0x88Lmfzf7/jPhDvweDzM+X5+0HRHhXlF/DRuOgPO78ehQw7k+7FTdhpkkZmTwQX3nkGXAztRXFhCt4M72YKGJspq3hXWVGAwcLeIXAY0Aa7Gic0TAyuKSHucK7IF1einMUmnpLiEL177lslvfUdmtrNkxkEn9WbZ/JVMevO7nZLBFuYV8fuUBcyYOJsDjtt/ewaJ8jxeD42aNwDguueHsnntZub++CfpGWkUF5Vw1FmHcuqwE/F4knfNIpPikngCUlUD1khgCHAxcCaQjjPnagUwtlzdY9zXX6p4LmOSTllZGcOP+RcLpv+1fV7Tr9/O47h/HkXbTq3RIGODC3MLmf75LA44bn96HNGV7LpZFOYW7DSMOD0jjYFDBwCQUy+bh764mxULVrF68Vo67tPOBkuY2EryeVhV+jVNVb/BmRycB9TFCVYLgMGqWlSu+j/d1y+r2kljEmXL+q2Mufsdrjn4dv599hP8Mf0vAKZ8MoMFvyzaaRJuYV4Rn43+ktKSUrzBUh1lptHAvXryer089OVdNGvfjOy6WdSpn01WnUyue2Eou5d7FtV2r1b0PqaHBSsTF6qRbYlQ5UwXqjpKRF4H9gG2AgvKZ7MQkXRghPtxUpV7aUwCbFy9icv3v4nczfmUFJUwf+oCfvroZ24aczUzJ/1KYW7hLm08Hg9pGWlBb9l5vB4GnNdv++cOXdryxqJn+HP6XxTkFtK5715k5djzKJNgNXDQBeCMAAR+DlNeAnxUnXMYE0ub1m5h7BPj+OXL32jRoRn/uGEQXQ/sBMCb/x7Lto25lLoJY1WVooJinrpyFCcM7U9aund7mZ94PTRp1YgRE+/kzpNHUJhXiIggItz65rU0a9tk5/oi7H3AnvH5ssZEIolvCUYl+a2bP7AJkKOqy6JxTGNibcOqTVy+343kbcmnpLiUBTP+Ytr4X7h+9OUcddZh/Dx+5i4BCaC4qJT9jtiHD574bJfytHQvfU7oSUZmOm+veIE/fv6L0uJSOvfdk/SM9Hh9NWOqTJL4CqtaQ41E5CAR+RjnluAaYFG58oYi8pKIvCgidq/DJERBXiHvPPQhVx4wnBuPuofvxk5FVXnrgbFs25xHSbEzbFwVivKLGXn1S5SWlFK/ab2gxysrKWP37h249c1ryamXTU79bLLrZdGkdSMe+uIuMjKdwOTxeOjSdy/2PayLBSuTGlTAF+GWANXJ1n4V8AQQckq9qm4WkSbAIGAc8GEljl8POBI4AOjtvvrvp3RR1fkVtM8ArgPOBvYESoHfgVdwsseH/T1CRE4DrgB64AzLXwr8DxihqtsqaNsbuBE4HGcy9Vqc4f7/UdWF4dqa6CouLOb/DryNVYvWUOwOM//j54XM++kYpk+YGXR9qLKSMlYuXM0/hp3Io5c8t30uFThXUPsc2plGLRpyyCl9eG/tS8yfuoCMrHQ69d7Dhpub1JfEV1hVzdbeB3gSJwjcipO1fTpOyqbyXsHJ1H4qlQhYwNHAB1XsX31gMtDL3ZWPE3QOdLdBIjK4/NIoAe1HAZe6H0uBQqAzcDtwlogcpqp/h2h7AfAizs9Wca4+2+FOARCRk1R1clW+l4nM3B//4L1HP2bdsvU0bN6A1Yt3BCtwRvN99MwEOnQNvq5TaUkZ9RvXpd/pB7Nk3nLee/hj0jPTKS0pZY8eHbnj7WHb62ZkptP98K4x/07GxE1NC1jA9TjToe9W1UfAeXgcwjfua58qnGctTiD8GVgJjIqw3WicYLURuAD4FOf257k4eQ1PBO7FCUA7EZErcIKVDxgOjFTVIhE5GHgL2B14Fzg0SNvu7rnTcBL9DlPVdSLSwd0/APifiHRS1cgSxZlK+fKNb3ji8lEUFxSj6qQxUt+u/wemp6fRo183Vvzx985XUBleuh/ehUYtGgJw4b1nMuTagSyavZQmrRvRbu828foqxiRGEgesqt6/8K8K91xFFd0EuVuByi5T+omqtlDVgap6D/BFJI1EZH/gdPfjRao6Th1lqvoqcItbNkxEmpdrmwnc4358UlUf8c8rU9UfcbJ7KHCIu5RKeffhTKKeDlzgD0pubsUhwHKcnIq3BGlrqunHj3/m4YuepSi/ePs8kWDBCkBRDhrUmzOGn0JGVjp1GmSTkZ1Bl76duO2/1+1Ut37jeux35D4WrEzN5584HMmWAFW9wmoKbFXVrRHWVyoZHFV114cLkTnbff1DVT8OUj4K5+qqAU4QeT6grD/ObU0FHg3Sp5ki8iXOldI5OItVAs4AE5y1wAAeK99/Vc0VkeeBf+PcVryxoudoJnLvPz6OV25/C19ZxXllxCPUbViXfQ/vQo8jujH4/45n8W/LaNyqEa33aBmH3hqTvGriKMEtQL1IRv6JSEuc4BCvW2BHuq8TgxW6c8e+cz8eVa7Y33ZOQFLf8j4P0fZQnKurkOcOaNsK6BKijqmE0pJSvnr7e1685Q2KC0tC1vN4PeTUzyYzJ5O2nVrzyOS7tw+QqNOgDvsc2sWClTHgXmVFsCVAVa+wZuP8g30EO/4RDuVy93VqFc8VMXc+WGf349wwVefhPMcq/7Tc/7mitgDNRKSpqq4v13a1qm6ooK2//rwQ9UwENq7exLUH38GmtZuDjvbzy6qTyc1jrqZ5+6Zk1c2ifec24Z65GlOrJfMVVlUD1ms4o/geFJEpqhp06RARORdnYIMCL1fxXJVRH6jjvg86iq9cWaty+1uVKw/X1l9/fcD7sG3LrQ1W/tymEsrKynjyitGsW7GesjDLxns8wtm3n8phpx4Yx94Zk8JqYKaLN3CWvD8amCEir+KseYWI+K9cTsWZPyXAB6o6vvrdrVCdgPcFYerlu6/l13jwt4+kbfn2kbT1t28Y5NwAiMhQYChA+/btKzhU7TP57e95cfgbrFse6iJ2h/SsdO567wYOHNirwrrGGBJ6uy8SVQpYqqoiMhh4HTiZHSPrYEfuQH+YHosT3OIh8FeDqvzY/e3j3XY7VR2FO3y/d+/eSfxXJ/6+/2Aqj13yHEX5xRXWzamXzeWPXWDBypjKSuJ/daqTrT0XGCwiRwMXAgfh3Oby4KRp+gkYo6oVPeOKptyA9zlh6vnLcsvtzy1XHq5t+faRtA13bhPCwlmL+eGDaXzy3OcVBitvmpdex3Tn7v/dtD1FkjEmclLTFnB0M0kA5KnqJJJn6ZCtOGt01QFah6nnL1tVbv/fwH4Rti3f/u8g5TsRkWyc24HBzm2CGHXz63z87ARKCkvwhZhT5ZddN4sGTetz48tXWbAypqpq4BXWZpxMELvhTIZNCu6tyt9xnp11C1PVP6Kv/Ci9eThzqSJpuy5ghGDgsVqKSJMQIwW7BqlvyikuLMab7mXhL4v5+NmKr6py6mdz8lXHsUePjhx8ygGWaNaYKhKtmaMEc4FSVU2aYBXgK5yANSBYoYhksSNTR/krw69wktZ2E5HWIfIFHhOi7fdACc5crP7AO2HarsJJxGsCzPn+d564YhTL5/9NWrqXtp1aU1RQfgHrnWXmZHDZI+dzwiX949RLY2q4JB4lWNWJw4uBHBGJynpaUfZf97WzO2KxvEtxJjIXsGty3Uk4+Qs9OPkSdyIiPXCCETi5Ardzh/Z/5n68XkQ85drWYcectLcsy8XOlv+xkluO+zdL567AV+ajuLCEJXOXB709ISKIV2jZsRnXPjfUgpUx0RTjicMiUldElouIutuFkbatasB6F+dK4pQqto+IiDT1b0CjgKKGgWWBwUFVZ7r9AxgjIie4x/KKyPnACLfscVVdG3g+N2/gPe7HYSJygz+bh4gchBPgPMAPqjouSJfvxrnK6uOeu6nbtj3OaMn2OLdTRwRpWyutXbaON+5/n3tOfYTiwp1v/YVKs5SemcZ7q17k9UXP7rTkvDGm+vy3BSvaquFfVD63LFD1W4IP4ywZ8oKIbHIHXsRCqHROP5X7vBuwJODzpcAeOBnbPxWRfJx1u/yppMbhBJddqOpzbgLdS4FHcCZHF7Fj3tQidiTXLd92tohcirO8yHnAuSKyFeeKDpwBIadapnbH1M9+4f7TH8VX6tu+iGJ56VnpaJkPj9ezPfP6DS9fSYOm9YPWN8ZUg8Z2lKCI9ASuxsl81Ley7asasG7BWW+qCzBRRH7FCSLrgJA5clT1viqer1JUdau7HMgw4CycBRyLgJlEsICjqg51k9xejjNqMBuYTwQLOKrqqyIyF7iJHQs4LsfJNv+gLeDo2LJ+Cw+c80TFc6oUHvv2PuZPXUhaRhqHDu6zfekPY0wMxOhhhXsn7AX34xXAL5U9RlUD1j04X8v/dK4H0D1MfXHrVypgqVb96Z+qFuPceqvS7TdVfZcdtxYr23Y6cEZV2tZ0f81ewsMXPcPi35ZVmFk9MyeDI844hC59O9Glb6c49dCYWi52T9f/D2dA3NPuyheVPkB1cgnaoAFTKZvWbOb6fneRvzV89irxCI1aNOTkq4/jjJtPjlPvjDEQm2HtItIGuB8nqcQdVT1OVVMzXVjVE5raZcnc5Xz5xrcU5RdRlF9ESVHoJUBgR2Z1S1ZrTI0yEqgHXBkqWXokknFYuqkhPnpmPKNufoPS4lLU50M8npC3Ab3pXrxpXo46+1AOHVLpZ7HGmGiJ8hWWuzr7YOBrVX2jOseqdsByBzf8A+gJNHN3r8N5oPaeqpYf0WdqsLwteQAUF5Uy6qbXd1pUUUMEq7SMNE674ST6n3c47TvbMvTGJEyURwm680+fxpnuc1V1j1flgCUiLYBX2ZFRIvAJWhecbBLXishE4EJVXVPlXpqkt2LBKh46fyQLflkEQPMOzcAT4qGqfwgOkJGdwb6HdeGf/z4rPh01xoQX+RVWUxGZHvB5lLvaRKD7cOafPqSq1U5HV53kt9/hzHUS4EfgG2Cl+7kV0A84BCcd0TcickC44eAmdRXmF3HdIXewdcM2/LMFVv21Bg3yN188Qru927Bp9SbSs9I5/uKjOfv2U+PdZWNMEEKlBl2sV9XeIY8lsh9wLc60nqhMaarqFdadOHOb1gFnqOrXwSqJyOHAe8BeOCNDhlfxfCZJFRcW8+y1r5C7OY/AqW2hprllZKZzy+v/x149d49XF40xlRG9Z1hP4iRsuB0QEQm6aC2Q6Zb5VDU/RB2g6qmZTsX5WpeEClYAqvotcAlO4P5HFc9lktSW9Vu5uNswvnjta8pKd50vLh7Bm+4lu24WWXUyychK57y7T7NgZUyyijAtU4RXYR3c19eAbUE2v+fdzxXeMqzqFVYroFBVP4mg7jicRLPh1pgyKeiVO95m3fL1lJUGf0qblZPJza9eTXFBMUUFxRxw3H40bdMkzr00xlRKTVvAEedWYIMKa7F9jaoyINj6UCZF/TnjL8a/NCnkMPW0jDTa7NWKg08+AI+nqhfyxph4i9bEYVXtGPY8sv1MF6nqmEiOWdV/SSYCdd0M5mG5deoCn1fxXCbJbFy9iRuPvCdsaqVBlx/DY9/ca8HKmFQT4+VFqqOq/5rci3PFNEZEdgtVSUQ64iSbXeu2MTXAp6O+CJmxQjxCz/7dufKJi8iumx3nnhljqiXSYJWggFXVW4K7AbfiLL8xR0TeBb7GGdYOzvOqfjgJYItxVvHdXUR2edruDswwKUJVmfjqN5SWBE/KX79JPW4aU+35gcaYBIlFLsFoqWrA+podMVaA892tPMFZmmN0iONoNfpgEmDWV3NYtyL448i0dC//+fwOmrZuHOdeGWOiJk4BqyqrcVQ1WCzDsrXXKsWFxYy8+iUmvvp1yGdXbfZqxZ77hbxDbIxJAbFcwLG6qpqtvWOU+2GS3GOXPs93Y6eEHRU4+JoT4twrY0xUJfD5VCTsdpyp0NaN2/jm3Z8oLQm+jD2AN83L4adVOGjUGJPEhJ2TwiYbC1imQh+OHB8yWIkImTmZ3PXe9dRrFCrzijEmZdgVlklVeVvyePs/HwQvFNj38C78+9PbyMrJjG/HjDExkcyjBG1Wpwlp5cJVXNl7OCVFwa+uPB4Pw164zIKVMTVJDZyHZWq4kuIShh1+F5vXhF7N+oDj9qdtJ0sRaUyNEeUFHKPNApYJ6qu3f2TbxtyQy4Rk5mRy+k0nxblXxpiYS+JbghawzC42rt7EM9e8RGlxiIEWXuGc24fQ/fCuce6ZMSbWkvkZlgUss4vX73uPwrzCoGVpmWlc8/QlHH/x0XHulTEmLixgmVSRv62AiWO+xlcW/G9t691aMOD8fnHulTEmXuwKy6SMf535OMUhMrF7vB4enHA7aen218aYGkmpkQs4mhpoxZ8rmfHF7KC3BERg/6P2oXn7ZvHvmDEmLgS7wjIpIHdzHjcdfR++EMvdp2emc8sb18S5V8aYuLOAZZKZqvLyHW+xeV3wOVcer3DCJf1p2KxBnHtmjIk3CTGVJRlYwKrl/pzxF/ef/hhrlqwLM+cqi9NvPjnOPTPGxJ1lazfJKm9LHjcdfS/5WwtC1vF4PTz42W00a9skjj0zxiSKPcMySWfL+q088s9nKcgNPt8KnGC1x34d6XZI5zj2zBiTSJaaySSVdSs2cEXPm8ndlIv6gv86lZaRRsuOzbhn7E1x7p0xJqHsCsskkzF3vs3WjdtCBqv0rHSueOxCTrxsACLJvJybMSaq1G4JmiSiqnzz/k8hg1VGdjrdDulswcqY2soClkkWnzw/keL8ouCFAufddRqnDjvRgpUxtZBNHDZJ5b8PjCXUNIsDT+zFmcMHx7dDxpikIiHuviQDC1i1yIoFq1i/cmPI8mueuTSOvTHGJB2bh2WSxYvD3whZ1qJDM5q2aRzH3hhjkpENazdJ4ecJM0OWXTriHHtuZYyxKyyTeLO/mRty2ZC0dC8Hndwnzj0yxiQjG3RhEu69Rz4O+ZtT3xN7kZGZHt8OGWOSj0LIUVlJwAJWLaCqzPlhftAy8QonX318nHtkjElW9gzLJNT8aQtD5gxMS0uj8wF7xLlHxphkZPOwTMK9cd97IRdm3O/IbmTXzY5zj4wxSUnVbgmaxJk+cTa/TPotaFl6ZhoHDeod5x4ZY5KZXWGZhHnv4Y8oLS4NWiYeD/1OPzjOPTLGJDULWCYRVJXfpy4IWX7ZI+dTv0m9OPbIGJPs7ArLJMSv384LOfcqIyudYy88Ir4dMsYkNwXKkjdiWcCqwaZ++gtlJWVBy3oftz+Z2Zlx7pExJtnZFZZJiO/HTgm6Py3dy4EDe8a5N8aYlGCjBE28rV6ylrXLNwQt8/l8HH7aQXHukTEmFdgVlom7T0d9GfJ2YIsOzalTPyfOPTLGJD1bXsTEW1FBER+O/CxomXiEfqfb1ZUxZlcCiA26MPG0+LdllJYEn3vl8Xj4x/WD4twjY0yqEHuGZeJpxpe/Uloc/HbgPod2pkHT+nHukTEmJdgtQRNvn7/yVciyU+3qyhgTkuUSNHHk8/lYu3Rd0DKP10PXA/eKc4+MManERgmauJk56beQvyA1aFbPUjEZY8KL4hWWiLQHhgBHAz2AFkAxsAgYDzypqqsiPZ4FrBpm9tdz8ZUFX0qk7wm9EJE498gYkzI0eqMERaQdsARn8KHfVqAO0N3dhorIqaoa+jlGAE9UemaSxso/g/+y4vEI3Q/vGufeGGNSjka4Vczrvn4KnAY0VtUGQA5wArAYaAR8KCItIzmgBawa5s9f/gq63+dTeg7YN869McakGlGNaIvAJmB/VT1RVd9X1U0AqlqsquNxglYhUB+4LJIDWsCqYTau3hx0vzfda7cDjTEV8686XNFW4WF0i6rODlM+H/AnPO0VSdfsGVYNsm7FBkqLgk8YzqmXTaMWDePbIWNMalEg+CPwWPEnPPWGreWygFWDzPvpD8TrAd+uk4bbd25jV1jGmLCEiG/3Vf9cImnAIe7HOZG0sYBVgyydtyJkwtu9eu0e594YY1KSL26XWFcBLXGu6V6LpIEFrBpk2viZIcsOOaVPHHtijElJlbsl2FREpgd8HqWqoyJpKCLdgQfcj0+r6txI2lnAqkFWLgg+pD09M42GzRvEuTfGmFRUiVuC61W1d6WPL9IK+BBnePsMYHikbS1g1RAbVm0if2tB0DKP10O7vVvHuUfGmJQUw2dYItIYmAjsBiwABqpqYaTtLWDVEPOnLsDjkWDjLWi3dxu8aRENwjHG1GqxS34rIg2Az4F9gGVAf1VdU5ljWMCqIeZPW0BpiAEXnfvsGefeGGNSkgIxWMBRROoAnwG9gdU4wWpZZY9jAauG+OGDaSHLBlxwRPw6YoxJadEe1i4i2cAnwME48676q+qCqhzLAlYNsW7FxqD7velemrVtEufeGGNSVnSztWcAY4Ejgc3AMZGOCAzGAlYNsHXDNooLi4OWZWRl0LRN4zj3yBiTkhTwRS1buxd4CzgO2AYcr6q/VOeYFrBqgL9mL8GT5gm6rEjzdk0sw4UxJkJRHXRxCHCq+z4dJyt7qLrLVfWAig5oAasG2LJ+W8gcgrv36BjfzhhjUlv0AlZgcvUsdwsloqHtFrBqgBlfhEyIzL6HdYljT4wxKU2BEAvAVvpQql+z8+KN1WYBqwZYMX9l0P3pGWk0amEZLowxkVLQ+KZrrwwLWDXAqiXrgu4vKSmlez9bZdgYUwlxytZeFRawUpyqsmFl8CHtIkL9xvXi3CNjTMqK4ijBWEjaFYdFpL2IXCcin4jIMhEpEpFtIjJbRP7jJlAM1z5DRG4WkVkikisim0XkJxEZKhEMmxOR00RksohsEJF8EfldRP4lIhVGABHpLSJvi8jfIlLo9v9FEYl6yonCvNDPKus2qhPt0xljaroorTgcC0l5hSUi7YAl7PzAbitQB+jubkNF5FRV/SpI+/rAZHYsu5wPZAMHutsgERmsqkGH1onIKOBS92MpzgiWzsDtwFkicpiq/h2i7QXAizg/W3X73Q64GDhTRE5S1cmR/Bwi8dMnM0hL9wZNy7SnjRA0xlRWEt8STNYrLH+m1k+B04DGqtoAJx39CcBioBHOuP6WQdqPxglWG4FBQF237YU4wedE4N5gJxaRK3CClQ+4CairqvVw5hQsBXYH3g3Rtrt77jTgTaCFqjYEOgJf4ATc/4lIs4h+ChFYt2JDyByC7bq0idZpjDG1gSqUlUW2JUCyBqxNwP6qeqKqvq+qmwBUtVhVx+MErUKgPnBZYEMR2R843f14kaqOU0eZqr4K3OKWDROR5uXaZgL3uB+fVNVHVLXIPfePwGCcq6ZDRGRQkH7fhzNBbjpwgaquc9suBYYAy4GGAX2otmXzVoQs69W/R7ROY4ypLZL4lmBSBixV3aKqIScXqep8YIr7sVe54rPd1z9U9eMgzUcBW3BuEQ4pV9YfaI4TlB4Nct6ZwJfux3MCy0SkIU4gBXhMVXf6FURVc4Hn3Y9nRfIcLRJzfpgfdL/H66FRy4bROIUxpjaxgBUTG9zX8gs9Hem+TgzWSFULgO/cj0eFaDtHVYNPbnLWcwnW9lCcq6uQ5w5o2wqIyozeTas3hyhRyyFojKkkdUYJRrIlQEoGLBFJw3mmBDAnYL/gDI4ACJcReJ77Wn6Skv9zJG2biUjTIG1Xq+oGgpsX8L7aE6Q2rt5ESVFJ0DJvWpplaTfGVI6Cqi+iLRGScpRgBK4CWuIMjHgtYH99nIENAEFH8ZUrKz80vlW58nBt/fXXR9pWVQtEZDPOc6yww/IjkZaRBiHuLDa224HGmKqIUmqmWEi5Kyx3JN4D7seny62tEjjxqCDMYfLd17rl9vvbR9K2fPtI2oY7NwDuPLHpIjJ93brgGSz86jeuR+c+e+Lx7vzHmJmdwcCh/SvohjHGlKMKPl9kWwKkVMByJwt/iDNEfQYwvHyVgPdVucnqbx/vttup6ihV7a2qvZs1q3j0+61vXkuztk3IrpdFZnYGmTmZdO/XlX/cEGwQozHGVCCJB12kzC1BEWmMM5hhN2ABMFBVy6d5yA14nxPmcP6y3HL7c8uVh2tbvn0kbcOdu0qat2vKqwtH8ssXv7Jm6Xr2PmAP9uq5ezQObYyphTRBV0+RSImAJSINcEbY7QMsA/qr6pogVbcCeTi351qHOaS/bFW5/X8D+0XYtnz7v4OU70REsnGeXwU7d5V5vV4OOG7/aB3OGFNrJe7qKRJJf0tQROoAnwG9gdU4wWpZsLqqqsDv7sduYQ7rH6E3r9x+/+dI2q5T1fUB+/1tW4pIqOF5gSMDy5/bGGMSy5/81oa1V557RfIJcDDOvKv+qrqggmb+3IIDQhwzCzjM/TgpRNtuIhLqSumYEG2/B/xjzEONePC3XcWOwGqMMUlBAS0ri2hLhKQNWCKSAYzFmcy7GTim3IjAUP7rvnYWkRODlF8KNMAZzfdBubJJwFqcn8v1QfrUgx3B6M3AMlXdgnMlCHC9iHjKta0DXO5+fMu9GjTGmOSh7gKOkWwJkJQBS0S8wFvAccA24HhV/SWStm76JH9y2jEicoL/mCJyPjDCLXtcVdeWa1vEjlyCw0TkBje/ICJyEE6A8wA/qOq4IKe/G+cqq4977qZu2/Y4wbc9TvAdEaStMcYknPo0oi0RknXQxSHAqe77dJys7KHqLlfVA8rtuxTYAyfP4Kciko+TwinTLR+HE1x2oarPuQl0LwUeAR4UkSJ2zJtaxI7kuuXbzhaRS3GWFzkPOFdEtuJc0YEzIORUf1JcY4xJOgm6eoqEJOOdKRE5gh3PkyqyVFU7BjlGBjAMOAvYEyjDGejwCjC6oltyInI6zi28/XAS5S4B/geMUNVtFbTtjbM0yeFAY2ANzvIiD6rqwgi/FyKyDmdJE1N5TdmRhcSY8mri348OqlqtpYtEZALOzyYS61X1uOqcr7KSMmAZU10iMl1Veye6HyY52d+P1JSUz7CMMcaY8ixgGWOMSQkWsExNNSrRHTBJzf5+pCB7hmWMMSYl2BWWMcaYlGAByxhjTEqwgGVSnohcKCJawRaV5VxM8hGReiJykojcLyLjRWR9wJ975wjaZ4jIzSIyS0RyRWSziPzkLqYaMmOBib9kzXRhTFWUABtDlOXFsyMmro5m17ygERGR+sBknKw44KwIng0c6G6DRGSwqpZGo6OmeuwKy9QkP6pqyxDbHonunImptTjJp+8Fhlai3WicYLURGISTgi0HuBAoBE50j2mSgF1hGWNS3Seq+qH/g4h0jKSRmzPUnxf0ooCE1mXAqyLSEHgCJxH2k+WTZZv4syssY0xKU9WqLs50tvv6h6p+HKR8FLAF5xbhkCqew0SRBSxjTG11pPs6MVihqhYA37kfj4pLj0xYFrBMTdJNROaKSIGIbBOROSLyuIjsluiOmeTijv7zjyAMtzDsPPe1a2x7ZCJhAcvUJE2BLjgjvbKAbsB1wFwROTtMO1P71AfquO//DlPPX9Yqtt0xkbCAZWqCv3EW5NwHyFLVJjijvQbi/IacDbwmIocnrosmydQJeF8Qpl6++1o3TB0TJzZK0KQ8VZ1IuecQqloEfCYiPwDTcRbx/A9wcPx7aJJQ4IRgS6iaIuwKy9RoqroFeMD9eKCIVGtFVlNjBGY+yQlTz19mmVKSgAUsUxtMdV8F6JjAfpjksZUd2U9ah6nnL1sV2+6YSFjAMrWB3f4xO1FnXaXf3Y/dwlT1jw6cF6aOiRMLWKY26BPwfmnCemGSzVfu64BghSKSBRzmfpwUlx6ZsCxgmZRWUTZtN7npLe7Haaq6Lva9Miniv+5rZxE5MUj5pUADnFGEVUqua6LLApZJdR1EZIqIXCwi7f073SUjjgN+ADoBPuDWRHXSxJaINPVvQKOAooaBZSKy/d88VZ0JvOt+HCMiJ7jH8orI+cAIt+xxyyOYHMS5lWtManITnS4O2FWI8zC9PpDu7ssHLlfV1+PbOxMvIhLpP2S7qeqSgHbBlhfxApnu53GALS+SJCxgmZQmItnAJcChQA+gGU6wygMW4Dx7eE5V7dlVDVbVgOW2zQCGAWfhzNcrwxlk8QowWu0fyaRhAcsYY0xKsGdYxhhjUoIFLGOMMSnBApYxxpiUYAHLGGNMSrCAZYwxJiVYwDLGGJMSLGAZY4xJCRawjDHGpAQLWMaYsMRxtYjMEpF8EVF36+huGizThIjc45aNSUC3TQ2UlugOGBMNInIhzuKMH6rqrIR2pua5DfiX+74QWOO+L8PJu2dMXFjAMjXFhUA/YAkwK5EdqYGudV+vB54IzK0nIm2APxLSK1PrWMAyxoQkIs1xEgpDkESwqroS6Bz3jplayZ5hGWPCyfa/UdXcRHbEGAtYJqWJyIXuA/9+7q5XAgYFqIgsKVc/wx1A8J2IbBSRIhFZKiIvi0iXEOcY4x7rHrf9HSLyuzsAYZmIPCUijQLq9xKRsSKyWkQKRORnETklXP9F5Gv38wXugpRbRWSLiExyF6KMChFpLiIPi8gcEckTkUIRWS4iP4rIfSLSwa13hPtzXRLQNvDneo+7L+Sgiwj7c6iIvC0iK9w/iw0i8qWInFXRatKm9rFbgibVFeAMAmiMs2DjVnef3zr/GxFpBYzHWTcLnFWI84D2wEXAWSJyjqqODXGuDOBL4DCcwQcA7YD/Aw4SkcOAY4F33LpbgSygNzBWRM5U1Xd3OeqO/j0OXOf2ayvO8uxHAUeJyE2q+khFP4xw3GD0E9DK3VXmnqcN0BY4CPgbeB4oxvm5eoGmbv01AYer9tWWiIwAbg7YtQ1oCBztbie5fx6+6p7L1BCqapttKb8BXwMKXBiiPB2Y5tb5BifoZLhlLYBH3LI8YI9ybce4ZZuBVcBAnLsTXuBknH/0FXjQrfMS0NJt2wz40C3/G0grd+wLA46twH+ABm5ZK+ANd78POLSaP6OX3WMtcL+/x92fCewD3A+cUq5NR7eNhjhmyHLgHrdsTJCya92ytcAVQEN3fxZwmvuzUuDWRP/dsi15toR3wDbborFFELAuccunAZkh6jzr1nm63H5/wFKgX5B2dwaUTw5SXicgqB1eruzCgLajg7QVnCXcFfiymj+jee5xzqhEm6gHLJyrqG1ACdAnxHEPdIP0RtxfLGyzzZ5hmdriAvf1GVUtClHnLfd1QIjyn1T1myD7vwx4/2D5QlXNA6a4H/cJ08cHgrT1X7mBc2uwcZj2FdnqvrYKWyv2TgXqAt+r6rRgFVR1CrAIaAT0imPfTBKzZ1imxhORNKCP+/Ex99lJMP5JsO1ClP8WYv/agPdzQtTxP/9pFKJ8maouDlH2PTsm6e6Hc8VVFZ8BfYERIrIX8D4wRVULwjeLuoPd174isjpMPX9wbofz7M3UchawTG3QGGcQhP99RbJD7F8VYn+Z/42qVlQnPUT5ylCdUdUCEdmEM/ihWah6ERiBc7VyEnClu5WKyM/ABzi3JDdX4/iR8l/hZRP6Zx0oJ4Z9MSnEbgma2iDw73kPVZWKtoT1NLRq90lVi1T1ZJzRgA/h3KbUgM9/ikiPMIeIFv+fx+OR/Fmo6pg49MmkAAtYpjbYwI4rnK6J7EgYrUMViEgWzkAFCBimX1WqOkVVh6vqQTi3KM8CluFcvb1Y3eNHwH97NFn/LEySsoBlagr/XJ1drkRUtQSY7n4cErceVU4HEekYouxQnOdXSpTzJKpqnqq+DQx1d/USkTrRPEcQ/udR/USkSYzPZWoQC1impvCPgGsYonyM+3qqiBwZ7kCBWSvi7NbyO9xsD7e4Hyep6saqHlxEMsIU+wdeCDue98XKezjz3bKAh8NVTOCfhUlCFrBMTTHXfR0iIg2ClL+E88zGA4wTkWsDh4i7KYvOclMkXRukfaxtBYaKyAP+/otIS+BVnKwPCtxbzXPMcY9/gD94uWtd9QFGunV+VtVN1TxPWKq6gR3B+SIReVdEtg/3F5EsN2XTM8APseyLSS02StDUFK8DN+LcPlsvImtxJqauUNVDVbVERE4GxgKHAE8Aj4vIZpyRe3UDjvVVPDvumulutwI3i8hWnKtF/y3Om1X1+2qeo7l7/FuBMhHZAtRjx8jF9TgTrGNOVUe6gfk+nMwWp4lIPlCEk5LK/8v0knj0x6QGu8IyNYKqzseZ8DsB2AK0BDrg5Mjz11mLkyT3HJw5SWtxApUA83Guwk4gyATeeFDVYTiZL2bg/DKZixM8j9dq5hF0nYwzCfkHnNRHdXFyBv6KkxKqm6r+GoXzRERV/4WT13EUTroowckKsgon5+MVOPPGjAFAnIn0xphEcFdKfgX4RlWPSGxvjEludoVljDEmJVjAMsYYkxIsYBljjEkJNkrQmBQjIjfijIiMmKq2jFF3jIkbC1jGJJCbJ29MJZvVxVl00phaxUYJGmOMSQn2DMsYY0xKsIBljDEmJVjAMsYYkxIsYBljjEkJFrCMMcakBAtYxhhjUsL/A+UPnSz/PdneAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cleaned = qc(profile)\n", "simple_plot(cleaned, 'temp_sfile', 'temp_sfile_argoqc')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(cleaned, 'chla', 'chla_argoqc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This worked quickly and easily, but if we look again at the original plots of this profile, most of the flagged levels for BGC temperature are QC=8, which indicates estimated, and not necessarily bad, data (for more information on Argo QC flags, see [5]). We can provide our cleaning function with custom levels to keep more points if desired:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "partially_cleaned = qc(profile,[('temp_sfile',[1,8])])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(partially_cleaned, 'temp_sfile', 'temp_sfile_argoqc')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple_plot(partially_cleaned, 'chla', 'chla_argoqc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get the estimated temperature measurements, but none of the high-flag chlorophyll." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolation of profiles measurements to pressure levels of interest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At times we may wish to interpolate data to a set of standard pressure levels, rather than keep whatever pressure levels a profile presents. The convenience function `interpolate` performs this for us. Let's begin by fetching a profile as usual, and remember what its temperature plot looks like:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb0AAAEiCAYAAABtHgzSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAeNUlEQVR4nO3de7RcVZ3g8e+PGOGG10UIQqIQX4OCCkh8YvtsoVXACHbTNj5QFHRam5YBG6aZBT5a1Kjg2N0qavtCHHWJUfEBCkgLghoMjoIwjg9gLojhESAQMIbf/HFOJcWlqm5Vpe6tqnO+n7Vq1a3zqLNzF+SXvfdv/3ZkJpIk1cEWw26AJElzxaAnSaoNg54kqTYMepKk2jDoSZJq4yHDboDa22mnnXLJkiXDboYkjZUrrrjilsxc2OqcQW+ELVmyhJUrVw67GZI0ViLiunbnHN6cJRGxS0R8OCJ+ExH3RsTNEfHNiHjhsNsmSXVl0JsFEfFk4JfAPwCPBu4DdgIOAr4XEScOsXmSVFsGvQGLiAngG8COwCrgiZm5PbAD8EEggNMi4oDhtVKS6smgN3jHALsDa4GDM/MqgMy8MzOPB1aU1502nOZJUn0Z9AbviPL97MycanF+efn+lIh4/By1SZKE2ZsDFRHbAvuVH89rc9nlwB3A9sALgGvmoGmSNPJOXvELvvjjG9iQybwIXvn0R/LuZU8a6DPs6Q3WEyjm7ACuanVBZt4PXFt+3HMuGiVJo+7kFb/grMuvZ0O588+GTM66/HpOXvGLgT7HoDdYuzb9fGOH6xrndu1wjSTVxlmXX9/T8X4Z9AZr66af13W47p7yfZvpJyLi6IhYGRErV69ePdDGSdIoWrGqVfrD7DDoDVbMfElnmXlmZi7NzKULF7asoiNJlbFi1RQnnTPYIcxODHqDtbbp54kO1y1ocb0k1c7y865l3foNHa8ZZE/QoDdYzfN4izpc1zh30yy2RZL6smLVFPu/90IedeK32P+9F87q8OONazrNBBVO/UbLvMC+uGRhsK4BkmKYcy82ZWluFBFbAHuUH6+eu6ZJqoMVq6ZYft613LhmHYsmJzjhwD1Ytu/inu4/6ZxfbOx9Ta1Zt3H4sZfv6daiyQmmZgh8a9atH9jz7OkNUGbeBTS2RXhRm8ueTrFGD+CCWW+UpMpr9MyWnPgt3valK5las45kU8DqpafWarhx3foNLD/vQf+GH4gTDtyDifnzZuW7WzHoDd7Z5fsREdFqScLx5fsVmTk7/xVJqo1Gz6zRW8pp53sNWO2GG7sZhuzHsn0Xc9qhT2JyYn7ba3ZY0P5crwx6g/dx4DpgW+DciNgTimotEfF+4NDyuv8+pPZJqpBuEkF6CViLJlvn4LU7PgjL9l3MlaccwKuesduDzs2fF5xy8F4De5ZBb8Aycx3wMuBW4CnAVRFxB7AGOIHiH2InZeb5Q2ukpMqYaT4MegtYrYYbJ+bP44QD92hzx+C8e9mTOOPwfVg8OUEAiycnWP6KvQc6l2giyyzIzJ9HxBOBkyj20FtMEQR/Apyemc7lSZpRN0kp8yI2lu5qp5eA1fj+zUmG2RzL9l08q88y6M2SzPwDcGz5kqSedJtFOVPA22HB/J6DyGwHnmFyeFOSZlG/a966zaJc3GHocmL+vIHOh1WBQU+SZklzZmWvSwi6zaJsl/I/OTGf0w59UmV7bP1yeFPSWNvcxdizqVNvbaY2tlu0PT0pZdhzcOPGoCdpbM119ZBebc6atxMO3OMBfzZon0VZ5Tm4QTPoSRpbM817Dbv3021vrRV7cLPDoCdpbLXrMTV6fMPuAfbSW2vFHtzgmcgiaWy16zHNi5jT+pHtNEpsNS+2NrlkuOzpSRpb7XpS7cpy9VKOa1AJMvbWRos9PUljq11Pqt3atW7LcW3OUgONNnt6ksZau57U9B5gAM9//MKuvnNzlhpotNnTk1Q5y/ZdzGH7LSaajiXw1SumBrowXOPHoCepki66ZnXfe8vN9fY6/ZYqU+8MepIqaXMXhs/V9jrOH84tg56kStqc3tqglhp004PrtrC0BsNEFkmVNOyF4d2WSHP+cG7Z05NUSd301mZzLq3bHtxczx/WnT09SZXVqbc228Wqe9kaaHN6pOqNPT1JY6+fHttsz6V124OzVNncsqcnaaz122Ob7bk0twYaTfb0JI2s2cx+nO25NHtwo8menqSRNNvZj3Mxl2YPbvTY05M0p7qdf5vt7Ed7YvVkT0/SnOll/m0ush/tidWPPT1Jfes1a7KX+TezHzUb7OlJ6ks/WZO9zL+Z/ajZYE9PUkftenP9ZE32Mv9mD06zwZ6epLY69eb6yZrsdf7NHpwGzaAnaaMVq6ZYft613LhmHYsmJ7j7vj+37c0tmpxgqkWA65Q12Qhgzc844cA9DGyaMwY9SUDrXl07N65Zx+mH79NX1qS9Nw2TQU8S0HqOrp1FkxP22jSWDHrSmJs+JNlv4Om25mRzb85em8aN2ZvSGGsMSU6tWUeyKdGkn33h2s3F7bBgvhmUqgx7etKI6qYH12nZQK+BqV1m5SkH72WQU2UY9KQRNNvFlltxjk51YNCT5kgvc2/d9uD6WTbQiXN0qjrn9KQ50OvcWy/Flifmz3vAsUFvjyNViT09acBa9eh6nXvrtgfnkKTUG4OeNEDt5uLarX9r16Oz2LI0Owx6Uhe6nY9r16ObF8GGzAdd327uzR6cNDsMetIMBrHx6YZMJubP66lklz04afBMZJFmMIiNTxuLul3kLQ2XPT1pBoPa+NSemzR89vSkGbjxqVQd9vSkGbjxqVQdBj1VyqB2HGhmJqVUHQY9VUYvWZa9svcmVYNzeqqMXrIsJdWTQU+VMcgdByRVk0FPldFLlqWkejLoqTLccUDSTExk0Vibnq152H6Lueia1WZZSmrJoKex1Spb86tXTLkYXFJbDm9qbJmtKalXBj2NLbM1JfXKoKexZbampF4Z9DS2zNaU1CsTWTS2rIkpqVcGPY2VVgWlLz3xBcNulqQxYdDT2JjNgtKS6sE5PY0NlyhI2lwGPY0NlyhI2lwGPY0NlyhI2lwGPY0NlyhI2lwmsmikWVBa0iAZ9DSyLCgtadAc3tTIMltT0qAZ9DSyzNaUNGgGPY0sszUlDVrfQS8iHhoRD5oTjMKbI+J/RcTXIuKYiDC4qmdma0oatL4SWSLiaOCjwBeBV007/U3gxY1LgUOAl5bv0oO0qqe5bN/FFpSWNHD9Zm82gtrnmg9GxMHAS4AEvgSsA44AXhoRR2TmF/ptqKpppnqazcFPkjZXv8OOe5XvP5l2/NUUAe+0zPy7zDwKeCtFj+81fT5LFWaGpqS51G/Q2xm4OzPXTDve2OPlE03HzqIIhPv0+SxVmBmakuZSv0FvgqL3tlFE7AE8DPhtZl7XOJ6Z64A1wGSfz1KFmaEpaS71G/T+CCyIiObJlsY83yUtrt8KuKPPZ6nCzNCUNJf6TWT5MfBy4JSIOAbYEXgLxTDm+c0XRsRuFD3DX29GO1UxzRmbkwvms+VDtuCOdevN0JQ0q/oNeh8BDgWOAv4WmA9sCfw/4Jxp1x5Qvv+sz2epYqZnbN5+z3om5s/j9MP3MdhJmlV9DW9m5sXAm4C7gW0oAt6vgZdn5n3TLn99+f79fhupajFjU9Kw9L3LQmaeGRGfB54I3An8OjPvb74mIuYD7ys/XtB3K1UpZmxKGpbN2lqozMz8aYfz64Gvb84zVD2LJieYahHgzNiUNNsGUhOzrLe5U5m0InVkxqakYdmsoBcRz4yIb1AMb94M/Hba+cmI+FREfDIittycZ6k6lu27mNMOfRKLJycIYPHkhBvDSpoTfQ9vRsTfA2cA89pdk5lrImJH4GDgXGBFv89TtUyvqbli1RT7v/dCC0tLmlV99fQi4mnAh4ENwNuBR1L09Fr5NEX1lsP6eZaqr7GEYWrNOpJNRadXrJoadtMkVUy/w5vHUQSyUzLzA5nZ6W+ni8v3p/X5LFWcSxgkzZV+g95flO8fnenCsij1ncAj+nyWKs4lDJLmSr9Bbyfgzsy8s8vrs9dnRcS2EXFIRLwrIr4TEbdERJavx3dx/0Mj4u0RcWVErI2INRFxWUQcHRHRxf1/HREXRsStEXFPRPwqIt4dEdt2ce/Scuf4GyPi3oi4vkzmeWy3f/46sei0pLnSb9C7A9i2m4zMiNgF2B5Y3eMzXkixxu9k4K8o6nt2JSK2A35EsTB+b4qh2AngGcDHgW9ERNsknog4E/gy8HxgO4q5y8cD/wxcGRGLOtz7WuAy4HBgF+BeijnPo8p7X9Du3rpyCYOkudJv0Ps5RSB5XhfXvql8/3Efz/kj8G3gHcDRPdz3CWA/4DaKzNFtgAXAkRRB6KDyOx8kIt4MvBG4HzgB2CYztwX2B64DHk0REFvd++Ty2Q8BvgA8PDMngSXA94Ctga9GxMIe/iyV5xIGSXMlMrP3myJeDXwWuBJ4fmbeERE3ATtn5rym615Fkb25BXBQZn6nh2fMy8wNTZ+XAL8rPz4hM69pc9++bCpu/bLM/Ma088dSLLVYByzJzD82ndsSuJ5ik9zTM/O4Ft99BUXAPyQzvznt/ArgZcBK4BnT2r8NcDVFr+9DmfnfZvodLF26NFeuXDnTZZKkJhFxRWYubXWu33V6ZwGvoRiCvCIiPkuxZx4RcRCwJ8UShaUUAeJrvQQ8gOaA0aO/K9+vnR7wSmdS9PK2p9gp4mNN5/6SIuAl8MEWbVoVEd8HXgQcAWwMehExCbyk/Pih6e3PzLUR8THgX4BXRsTx2c+/OEbQEZ+4jEt/c9vGz/O3gOV/7Y4JkkZPv7ssJMV+el+nGO47lWLui/LYacBTKQLeOcCrN7ehPXh++X5+q5NlvdAflh+nz6817v1lh2UY57W599kUWyy1fXbTvbsCT2hzzViZHvAA1t8P//ilK9n3nee71k7SSOm7DFlmrs3Ml1P0es6mGHq8F/gTcAPwJeDFmfmKzLxnEI2dSZmV2cjsvKrDpVeX73tOO9743M29CyNipxb3/iEzb53h3lbPHkvTA16z2+9Z7yJzSSOlr+HNMjsS4O7MvIDR2TZoO4pkEYAbO1zXOLfrtOO7Tjvf6d7G9bd0e29mrouINcBki2cDEBFHUybt7Lbb+Nfvbiwyd6hT0ijot6e3hiIzsm3q/pBs3fRzp5XNjZ7nNm3u7+be6fd3c2+nZwPFPoWZuTQzly5cWI0kTxeZSxoV/Qa9tRSL028YZGMGoHnReT9JIo375/resbX/Yx424zUuMpc0KvoNer8DFnRa4D0ka5t+XtDhusa5tdOOr512vtO90+/v5t5Ozx5LX3jjM3nczlu3Pe8ic0mjpN+g92WKTMVlg2vKQNwJ3F3+3GnotXHupmnHb5x2vtO90++f8d6ImKCYz2v17LH1veOexxmH78Piskc3r6zy5iJzSaOm357acuAQ4OMRcXuZzDJ0mZkR8SuK9YF7dbi0kTl59bTjV1Ostevm3tWZeUvT8cZ37RIRO7bJ4NyzxfWVMH1/PEkaRf0GvROBCynWmp0fEf+bot7kaoo6lS1l5jv7fF4vLqIIei9qdTIitmLTLhHTg/VFwPHAXhGxKDNbZWIe0ObeS4D1FD3gv6RYstHu3puAX3X4M0iSZkG/Qe9UioSNRvLG3sCTO1wf5fVzEfS+SFEz8/ERcVBmnjvt/BspqrGsA7427dwFFPU+d6bYM/D45pMRsTdFQIOituZGZSm2b1OUITsuIr6Smfc33bs1m+qQnl2VaiytrFg1xfLzrnUXdEkjp9+g9znmIEtx2uLvHZp+npx27rZGgClLhX0Z+BvgMxHxmsz8dkTMoygd9r7yntOb626W994XEacC/w68rawn+q/l8WdSBLotgEtbBFOAUyiGR59WPvu4zLwlInajKES9G8Vyj/e1uLcSGrugNzaFbeyCDhj4JA1dXwWn50pEdNu4R2Xm75vu245i+HW/8tA9wDygsRXSucDLM/PPbZ57JkWPEIohy/vYtK7ut8BftBn6bGwt9EmKf1AkRXLN9uXpuykKVV/YzR9qHAtO7//eC5lqsS5v8eQEl57orkqSZl+ngtN9lyEbZeXmts+imHv8OUXwuQ+4HDiGIvC0DHjl/UdT7Id3EcXSgocA11AUi96nXcAr7/0s8EyKDNebKfbxuwH4j/LergLeuHIXdEmjbLPX2UXEs4BXAE8BGiVEVlNs7/OVzLys3+/OzBl3OO9w758ohhH7GkrMzC/TZt+8Lu5dSRE0a2fR5ETLnp4L1CWNgr57ehHx8Ij4LsWOBccCz6HI5nxC+fOxwCUR8Z2IePggGqvR5y7okkbZ5hSc/iHwGIrMzB8BFwNT5eddgedS7DZ+AHBxRDw1M+8aRKM1uhrJKmZvShpF/Q5v/g/gsRTDmIdn5g9aXRQRzwG+AjwOOBn4pz6fpzHiQnVJo6rf4c3DKJJD3tAu4AFk5n8Cb6Do/b2iz2dJkjQQ/Qa9XYF7M/ObXVx7LsVC8FHbhkiSVDP9Br3VQNuU/2Zl5ZEN5T2SJA1Nv3N65wOvi4hnzrQkoaxksg2ta1FqTFlqTNI46ren9w7gVopSW49qd1FELAE+TVHP8h19PksjplFqbGrNOpJNpcZWrJoadtMkqaN+e3qPAk4CPgD8sqx1+QOKJQtQzN89l2KB9p8oCjc/OiIePf2LymQXjZHl5127sbZmw7r1G1h+3rX29iSNtH6D3g/YVHA6gNeUr+mCogzXJ9p8T25GGzQklhqTNK76DTjXMwe7LGg0WWpM0rjqK+hl5pIBt0Nj5IQD93jA9kFgqTFJ48GhRfXMUmOSxpVBT32x1JikcVTJ/fQkSWrFoCdJqg2HN9UXK7JIGkcGPfWsUZGlkb3ZqMgCGPgkjTSHN9WzThVZJGmUGfTUMyuySBpXBj31rF3lFSuySBp1Bj317IQD92Bi/rwHHLMii6RxYCKLemZFFknjyqCnvliRRdI4cnhTklQbBj1JUm0Y9CRJteGcntqy1JikqjHoqSVLjUmqIoc31ZKlxiRVkUFPLVlqTFIVGfTUkqXGJFWRQU8tWWpMUhWZyKKWLDUmqYoMemrLUmOSqsbhTUlSbRj0JEm14fCm2rIii6SqMeipJSuySKoihzfVkhVZJFWRQU8tWZFFUhUZ9NSSFVkkVZFBTy1ZkUVSFZnIopasyCKpigx6asuKLJKqxuFNSVJtGPQkSbVh0JMk1YZzenoAS49JqjKDnjay9JikqnN4UxtZekxS1Rn0tJGlxyRVnUFPG1l6TFLVGfS0kaXHJFWdiSzayNJjkqrOoKcHsPSYpCpzeFOSVBsGPUlSbTi8WXNWYJFUJwa9GrMCi6S6cXizxqzAIqluDHo1ZgUWSXVj0KsxK7BIqhuDXo1ZgUVS3ZjIUmNWYJFUNwa9mrMCi6Q6cXhTklQbBj1JUm04vFkTVl6RJINeLVh5RZIKDm/WgJVXJKlg0KsBK69IUsGgVwNWXpGkgkGvBqy8IkkFE1lqwMorklQw6NWElVckyeFNSVKNGPQkSbVh0JMk1YZzehVjuTFJas+gVyGWG5OkzhzerBDLjUlSZwa9CrHcmCR1ZtCrEMuNSVJnBr0KsdyYJHVmIkuFWG5Mkjoz6FWM5cYkqT2HNyVJtWHQkyTVhkFPklQbBj1JUm0Y9CRJtRGZOew2qI2IWA1cN+x2jJGdgFuG3Yga8/c/PP7uH2j3zFzY6oRBT5URESszc+mw21FX/v6Hx9999xzelCTVhkFPklQbBj1VyZnDbkDN+fsfHn/3XXJOT5JUG/b0JEm1YdCTJNWGQU+SVBsGPY2liFgaEe+KiO9GxP+NiDsi4r6ImIqIr0fEsmG3sU4iYpuIuCEisnwdOew2VVVEHNn0e273Wjvsdo4q99PTuHoDcEzT57XA/cAi4BDgkIj4KvDKzFw/hPbVzbuBRwy7ETWzHritzbm757Ih48SensbVZcDbgP2AbTNz28ycAHYDlpfXHAacOKT21UZEPAV4C/DjYbelZn6Umbu0eT1m2I0bVQY9jaXM/GxmnpGZP8vMtU3Hb8jMtwNnlYeOHEoDayIitgA+Xn588zDbInXDoKeq+mn5vmiorai+twJLgY9m5qphN0aaiUFPVfWs8v13Q21FhUXEYuBdwM3AyUNujtQVg54qo8wgfHJE/BtweHn4X4fZpor7CLAtcHxm3jHsxtTQXhFxVUSsi4i7IuKXEXF6RDxq2A0bZWZvaqxFxCOAG1qcuhd4T2b++xw3qRYi4mDg5cAPMvOsma7XrNgJ2BG4HdgO2Kt8HRMRb8jMs4fZuFFlT0/jbgPF8NrNwJ/KY38GTsNe3qyIiK0pfrfrgb8fcnPq6EbgFOCJwFaZuSOwDfBS4GpgAvhcRDxneE0cXRacVmWUmYSPBf4JeD1wPfCSzLxqqA2rmIj4IHAc8P7M/Kdp5xp/obwuMz8z122ru4jYHlhJ8f/BZZn5rBluqR17eqqMzLw/M/9PZh4FfIhizd5ZZTDUAETEPsCxFEPK7xxuazRdObf6nvLjMyJi4TDbM4r8y0BV9ZHyfR9g3yG2o2o+DMwD/hmIMnlo46vpui3LYwuG08xaaxQJCGDJENsxkgx6qqqppp+tTjE4u5fvnwPuavFq+Fj5+eo5bZ2gCHYNzl9NY9BTVTWnbVt8V3XytKafrxtaK0aUQU9jJyLmRUTMcNkJ5fufKep0agAyc0lmRrtX06WvK48tGVZbq2im/+4jYjs21Zv9SWaunv1WjReDnsbRI4GVEfH6cp0eUGRvRsQ+EfEFil0YAD6SmbcPpZXS4O0eEZdHxFERsVvjYEQ8NCL+CrgU+C8UO46cNKxGjjIXp2tcPQX4FEBE3EsxhLktsGXTNZ8B3j7nLZNm19PLV+O//bspFqfPL8/fA7wpMy8cTvNGm0FP4+hGijJjL6SYv9iVojLFvcBvKIYzP52Zlw6thdLsuBn4B+DZwN7AQmB7isD3a+ACiuLfzuW14eJ0SVJtOKcnSaoNg54kqTYMepKk2jDoSZJqw6AnSaoNg54kqTYMepKk2jDoSZJqw6AnSaoNy5BJFRARR1JsGLoiM68camOkEWbQk6rhSOC5wO+BK4fZEGmUObwpSaoNg54kqTYMetIYi4gjIyIphjYBPh0R2fT6/bTrHxoRb4mIH0bEbRFxX0RcFxH/ERFPaPOMz5TfdWp5/8kR8auIuCciro+I/xkROzRdv19EnBMRf4iIdRHx04hY1qn9EfGD8vNry01S74yIOyLignJzVGkgDHrSeFtHscfa+vLzneXnxmt148KI2BX4CfARiv3YtgfuA3YDXgf8LCIO7fCshwLfB95FkTQTFLvYvxU4PyK2ioiXUezevQzYqnwtBc6JiL/p9AeJiNMpNv59KrCBYlPgFwDfiYjjZ/pFSN0w6EljLDO/lJm7AD8qDx2bmbs0vZ4KEBHzga9TbDz6n8BzgInM3A7YBfggRYD6fEQ8ps3j/ivwOOAgYGtgG4rgdhdFYDsF+CzwBWBRZk4CO5fPDeCMiGiXPLcP8I/A+4CHZeYOwOLyuwDeHxHP7v43I7Vm0JPq4bUUPaifAgdk5g8z808AmXlzZh4PfBRYALytzXdsD/xtZn4rM+/PzA2Z+XVgeXn+ROBnmXlUZv6h/O7VwBEUgXFX4FkdvvuTmXliZt5R3nsT8GrgIoqgeWr/f3ypYNCT6uG15fu/ZeZ9ba45u3x/UZvzl2XmxS2Of7/p59Omn8zMu4HLy49P7NDG97S4N5u+8wUR8bAO90szcp2eVHHlkOLTyo8fioj3tbl0Xvn+yDbnf9Hm+B+bfv5lm2tuLt93aHP++sz8XZtzl1DM8c2jGAa9sM110owMelL1PYwiCaXx80wm2hy/qc3xDY0fyiHJTtfMb3N+ql1jMnNdRNwO7AQsbHed1A2HN6Xqa/7/fO/MjJleQ2tpe6PYJo0hg55Ufbeyqae15zAb0sGidiciYitgsvy4ut11UjcMelI13F++P6hHlJnrgZXlx07r8IZp94hY0ubcsynm8xLrimozGfSkarizfJ9sc/4z5fthEfH8Tl/UXF1ljp00/UBEBMVSCIALMvO2uW2SqsagJ1XDVeX7oRGxfYvzn6JYNrAFcG5EHNuc/h8RO0fEK8tyYMfOemsf7E7g6Ih4T6P9EbELxWL3F1L08t4xhHapYgx6UjV8HvgTxVDgLRExFRG/j4hLYOMQZ6NE2ALgjPK62yLiLoolBWdT1PDMIbR/Vdmmk4BbI+I24EaKxekAb8/MS4bQLlWMQU+qgMy8hmJR+XeBOyhKi+0OPKLpmj9SBLUjgG9TrK/bhmIe8BqK3uBLaLFIfC5k5tso9gW8gmI51VqKaiwvzswPDKNNqp4oCh5I0twrd3z/NHBxZj5vuK1RHdjTkyTVhkFPklQbBj1JUm0Y9CRJtWEiiySpNuzpSZJqw6AnSaoNg54kqTYMepKk2jDoSZJq4/8D3aBy1vyiRMsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "url = create_url(URL_PREFIX+'/profiles?', profile_id='3900321_108', data='pres,temp,temp_argoqc')\n", "profile = get_data_from_url(url,API_KEY)[0]\n", "simple_plot(profile, 'temp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `interpolate` function to interpolate every data variable in the profile to a set number of levels, every 100 dbar from 0 to 2000 dbar (e.g. approximately in the top 2000m):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "interpolated_profile = interpolate(profile, list(range(0,2001))[0::100])\n", "simple_plot(interpolated_profile, 'temp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note a few facts about interpolated profiles:\n", " - All QC information is dropped, as there is no meaningful way to interpolate QC flags. Therefore, it's best to do any QC cleaning you desire *before* interpolation.\n", " - profile.data_warnings will include the flag `data_interpolated` to indicate a profile's data has been interpolated in this fashion.\n", " - By default, pchip intepolation is performed.\n", " \n", "In addition to pchip, linear interpolation and nearest-neighbor are also available:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "linear_interpolated_profile = interpolate(profile, list(range(0,2001))[0::10], method='linear')\n", "simple_plot(linear_interpolated_profile, 'temp')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nn_interpolated_profile = interpolate(profile, list(range(0,2001))[0::10], method='nearest')\n", "simple_plot(nn_interpolated_profile, 'temp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "1. Tucker, T., Giglio, D., Scanderbeg, M., & Shen, S. S. P. (2020). Argovis: A Web Application for Fast Delivery, Visualization, and Analysis of Argo Data, Journal of Atmospheric and Oceanic Technology, 37(3), 401-416. [doi:10.1175/JTECH-D-19-0041.1](https://journals.ametsoc.org/view/journals/atot/37/3/JTECH-D-19-0041.1.xml).\n", "2. Argo (2000). Argo float data and metadata from Global Data Assembly Centre (Argo GDAC). SEANOE. [doi:10.17882/42182](http://sose.ucsd.edu/PAPERS/Verdy_et_al-2017-JGR.pdf).\n", "3. https://argo.ucsd.edu/organization/\n", "4. http://cchdo.ucsd.edu\n", "5. https://argo.ucsd.edu/data/how-to-use-argo-files/\n", "6. https://cchdo.github.io/hdo-assets/documentation/manuals/pdf/90_1/chap4.pdf" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py_NSF_EC2022", "language": "python", "name": "py_nsf_ec2022" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }