diff --git a/notebooks/Siphon Radar Server.ipynb b/notebooks/Siphon Radar Server.ipynb new file mode 100644 index 0000000..0dbe277 --- /dev/null +++ b/notebooks/Siphon Radar Server.ipynb @@ -0,0 +1,450 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using Siphon to get NEXRAD Level 2 data from a TDS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Objectives:\n", + "1. Learn more about Siphon\n", + "2. Use the RadarServer class to retrieve radar data from a TDS\n", + "3. Plot this data using numpy arrays and matplotlib\n", + "\n", + "In this example, we'll focus on interacting with the Radar Query Service to retrieve radar data.\n", + "\n", + "**But first!**\n", + "Bookmark these resources for when you want to use Siphon later!\n", + "+ [latest Siphon documentation](http://siphon.readthedocs.org/en/latest/)\n", + "+ [Siphon github repo](https://github.com/Unidata/siphon)\n", + "+ [TDS documentation](http://www.unidata.ucar.edu/software/thredds/v4.6/tds/TDS.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Querying the server" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we point at the top level of the Radar Query Service (the \"Radar Server\") to see what radar collections are available:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['S3 NEXRAD Level II']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from siphon.catalog import TDSCatalog\n", + "cat = TDSCatalog('http://thredds-aws.unidata.ucar.edu/thredds/radarServer/catalog.xml')\n", + "list(cat.catalog_refs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we create an instance of the `RadarServer` object to point at one of these collections. This downloads some top level metadata and sets things up so we can easily query the server." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from siphon.radarserver import RadarServer\n", + "rs = RadarServer(cat.catalog_refs['S3 NEXRAD Level II'].href)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use rs.variables to see a list of radar products available to view from this access URL." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['CorrelationCoefficient', 'DifferentialPhase', 'DifferentialReflectivity', 'Reflectivity', 'SpectrumWidth', 'Velocity']\n" + ] + } + ], + "source": [ + "print(sorted(rs.variables))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also see a list of the stations. Each station has associated location information." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['KABC', 'KABR', 'KABX', 'KACG', 'KAEC', 'KAHG', 'KAIH', 'KAKC', 'KAKQ', 'KAMA', 'KAMX', 'KAPD', 'KAPX', 'KARX', 'KATX', 'KBBX', 'KBGM', 'KBHX', 'KBIS', 'KBLX', 'KBMX', 'KBOX', 'KBRO', 'KBUF', 'KBYX', 'KCAE', 'KCBW', 'KCBX', 'KCCX', 'KCLE', 'KCLX', 'KCRI', 'KCRP', 'KCXX', 'KCYS', 'KDAX', 'KDDC', 'KDFX', 'KDGX', 'KDIX', 'KDLH', 'KDMX', 'KDOX', 'KDTX', 'KDVN', 'KDYX', 'KEAX', 'KEMX', 'KENX', 'KEOX', 'KEPZ', 'KESX', 'KEVX', 'KEWX', 'KEYX', 'KFCX', 'KFDR', 'KFDX', 'KFFC', 'KFSD', 'KFSX', 'KFTG', 'KFWS', 'KGGW', 'KGJX', 'KGLD', 'KGRB', 'KGRK', 'KGRR', 'KGSP', 'KGUA', 'KGWX', 'KGYX', 'KHDX', 'KHGX', 'KHKI', 'KHKM', 'KHMO', 'KHNX', 'KHPX', 'KHTX', 'KHWA', 'KICT', 'KICX', 'KILN', 'KILX', 'KIND', 'KINX', 'KIWA', 'KIWX', 'KJAN', 'KJAX', 'KJGX', 'KJKL', 'KJUA', 'KLBB', 'KLCH', 'KLIX', 'KLNX', 'KLOT', 'KLRX', 'KLSX', 'KLTX', 'KLVX', 'KLWX', 'KLZK', 'KMAF', 'KMAX', 'KMBX', 'KMHX', 'KMKX', 'KMLB', 'KMOB', 'KMPX', 'KMQT', 'KMRX', 'KMSX', 'KMTX', 'KMUX', 'KMVX', 'KMXX', 'KNKX', 'KNQA', 'KOAX', 'KOHX', 'KOKX', 'KOTX', 'KPAH', 'KPBZ', 'KPDT', 'KPOE', 'KPUX', 'KRAX', 'KRGX', 'KRIW', 'KRLX', 'KRTX', 'KSFX', 'KSGF', 'KSHV', 'KSJT', 'KSOX', 'KSRX', 'KTBW', 'KTFX', 'KTLH', 'KTLX', 'KTWX', 'KTYX', 'KUDX', 'KUEX', 'KVAX', 'KVBX', 'KVNX', 'KVTX', 'KVWX', 'KYUX', 'NOP3', 'TJUA']\n" + ] + } + ], + "source": [ + "print(sorted(rs.stations))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Station(id='KTLX', elevation=370.0, latitude=35.32, longitude=-97.27, name='OKLAHOMA_CITY/Norman')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rs.stations['KTLX']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we'll create a new query object to help request the data. Using the chaining methods, let's ask for the volume from radar TLX (Oklahoma City) for the current time. We see that when the query is represented as a string, it shows the encoded URL." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "time=2017-01-20T00%3A36%3A17.673135&stn=KTLX" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from datetime import datetime\n", + "query = rs.query()\n", + "query.stations('KTLX').time(datetime.utcnow())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The query also supports time range queries, queries for closest to a lon/lat point, or getting all radars within a lon/lat box.\n", + "\n", + "We can use the RadarServer instance to check our query, to make sure we have required parameters and that we have chosen valid station(s) and variable(s)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rs.validate_query(query)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make the request, which returns an instance of TDSCatalog. This handles parsing the catalog" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "catalog = rs.get_catalog(query)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can look at the datasets on the catalog to see what data we found by the query. We find one volume file in the return" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "OrderedDict([('KTLX20170120_002451_V06',\n", + " )])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "catalog.datasets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Querying the radar server\n", + "\n", + "We'll work through doing some more queries on the radar server. Some useful links:\n", + "- RadarQuery [documentation](https://siphon.readthedocs.org/en/latest/api/radarserver.html#siphon.radarserver.RadarQuery)\n", + "- Documentation on Python's [datetime.timedelta](https://docs.python.org/3.5/library/datetime.html#timedelta-objects)\n", + "\n", + "See if you can write Python code for the following queries:\n", + "\n", + "Get the volume for 3 days ago from the radar nearest to Hays, KS (lon -99.324403, lat 38.874929). **No map necessary!**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get the volumes the last two hours from all of the radars in Wyoming (call it the bounding box with lower left corner 41.008717, -111.056360 and upper right corner 44.981008, -104.042719)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pulling out the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can pull that dataset out of the dictionary and look at the available access URLs. We see URLs for OPeNDAP, CDMRemote, and HTTPServer (direct download)." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'CdmRemote': 'http://thredds-aws.unidata.ucar.edu/thredds/cdmremote/nexrad/level2/S3/2017/01/20/KTLX/KTLX20170120_002451_V06',\n", + " 'HTTPServer': 'http://thredds-aws.unidata.ucar.edu/thredds/fileServer/nexrad/level2/S3/2017/01/20/KTLX/KTLX20170120_002451_V06',\n", + " 'OPENDAP': 'http://thredds-aws.unidata.ucar.edu/thredds/dodsC/nexrad/level2/S3/2017/01/20/KTLX/KTLX20170120_002451_V06'}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = list(catalog.datasets.values())[0]\n", + "ds.access_urls" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the OPENDAP link to feed to pyart:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We pull out the variables we need for azimuth and range, as well as the data itself." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pyart\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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eey9NmjRhxowZl9WJMvgGUTEho3wwBngKcE1nLQMcV1XXY00iUMV+XQXYC2AfP2G/35BH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\nLBaLxQJYg2CxWCwWw/8HZFcgBcjWEEgAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "radar = pyart.io.read_nexrad_cdm(ds.access_urls['OPENDAP'])\n", + "display = pyart.graph.RadarDisplay(radar)\n", + "fig = plt.figure(figsize=(6, 5))\n", + "\n", + "# plot super resolution reflectivity\n", + "ax = fig.add_subplot(111)\n", + "display.plot('reflectivity', 0, title='NEXRAD Reflectivity',\n", + " vmin=-32, vmax=64, colorbar_label='', ax=ax)\n", + "display.plot_range_ring(radar.range['data'][-1]/1000., ax=ax)\n", + "display.set_limits(xlim=(-500, 500), ylim=(-500, 500), ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Your turn to plot!\n", + "\n", + "Try making your own plot of radar data. Various options here, but this is pretty open-ended. Some options to inspire you:\n", + "- Try plotting velocity instead of reflectivity\n", + "- Grab another radar\n", + "- Multiple radars?\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:py35]", + "language": "python", + "name": "conda-env-py35-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/Surface Data with Siphon and MetPy.ipynb b/notebooks/Surface Data with Siphon and MetPy.ipynb new file mode 100644 index 0000000..2d57288 --- /dev/null +++ b/notebooks/Surface Data with Siphon and MetPy.ipynb @@ -0,0 +1,1226 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with Surface Observations in Siphon and MetPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What is METAR?\n", + " * Surface observational data\n", + " * Access via a URL constructed from a web form\n", + " * Returns csv, xml, or NetCDF formatted data\n", + " * [http://thredds.ucar.edu/thredds/catalog/nws/metar/ncdecoded/catalog.html?dataset=nws/metar/ncdecoded/Metar_Station_Data_fc.cdmr](http://thredds.ucar.edu/thredds/catalog/nws/metar/ncdecoded/catalog.html?dataset=nws/metar/ncdecoded/Metar_Station_Data_fc.cdmr)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "from datetime import datetime, timedelta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Construct our request to the TDS using the expected base URL and our query string\n", + " * Open your browser and go to http://thredds.ucar.edu/thredds/catalog.html\n", + " * Find METR data under \"Observation Data/\"\n", + " * Go to the METR dataset called \"Feature Collection\" - this is the THREDDS catalog in html form\n", + " * In the url, change \".html\" to \".xml\" - this is actual THREDDS Catalog. The THREDDS catalog tells you what data is available and how it can be accessed.\n", + " * We will use the Unidata python library \"siphon\" to read the catalog and access the actual METAR data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature Collection\n" + ] + } + ], + "source": [ + "from siphon.catalog import TDSCatalog\n", + "# copied from the browser url box\n", + "metar_cat_url = 'http://thredds.ucar.edu/thredds/catalog/nws/metar/ncdecoded/catalog.xml?dataset=nws/metar/ncdecoded/Metar_Station_Data_fc.cdmr'\n", + "# parse the xml\n", + "metar_cat = TDSCatalog(metar_cat_url)\n", + "# what datasets are here? only one \"dataset\" in this catalog\n", + "dataset = list(metar_cat.datasets.values())[0]\n", + "print(dataset.name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What kind of access methods are available?" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['NetcdfSubset']\n" + ] + } + ], + "source": [ + "print(list(dataset.access_urls))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NetcdfSubset it is!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "ncss_url = dataset.access_urls[\"NetcdfSubset\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ok...but what is NetcdfSubset\n", + " * A web service for subsetting CDM scientific datasets\n", + " * The subsetting is specified using earth coordinates\n", + " * lat/lon or projection coordinates, bounding boxes, date ranges\n", + " * Not index based!\n", + " * Check out the details in your browser: http://www.unidata.ucar.edu/software/thredds/v4.6/tds/reference/NetcdfSubsetServiceReference.html\n", + " * Rather than construct the request \"by hand\", let's use siphon!" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from siphon.ncss import NCSS\n", + "ncss = NCSS(ncss_url)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Whaddya want?\n", + "\n", + "What variables do we have available?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'air_pressure_at_sea_level',\n", + " 'air_temperature',\n", + " 'cloud_area_fraction',\n", + " 'dew_point_temperature',\n", + " 'hectoPascal_ALTIM',\n", + " 'high_cloud_area_fraction',\n", + " 'high_cloud_base_altitude',\n", + " 'inches_ALTIM',\n", + " 'low_cloud_area_fraction',\n", + " 'low_cloud_base_altitude',\n", + " 'middle_cloud_area_fraction',\n", + " 'middle_cloud_base_altitude',\n", + " 'numChildren',\n", + " 'precipitation_amount_24',\n", + " 'precipitation_amount_hourly',\n", + " 'report',\n", + " 'report_id',\n", + " 'report_length',\n", + " 'snowfall_amount',\n", + " 'snowfall_amount_last_hour',\n", + " 'visibility_in_air',\n", + " 'visibility_in_air_direction',\n", + " 'visibility_in_air_surface',\n", + " 'visibility_in_air_vertical',\n", + " 'weather',\n", + " 'wind_from_direction',\n", + " 'wind_from_direction_max',\n", + " 'wind_from_direction_min',\n", + " 'wind_gust',\n", + " 'wind_peak_from_direction',\n", + " 'wind_peak_speed',\n", + " 'wind_peak_time',\n", + " 'wind_speed',\n", + " 'xfields'}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ncss.variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Let's say we want the past days worth of data...\n", + "* ...for \"here\" (i.e. the lat/lon)\n", + "* ...for the variables mean sea level pressure, air temperature, wind direction, and wind_speed\n", + "* ...and for fun, let's get the data back as a netCDF file" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "var=air_temperature&var=dew_point_temperature&var=wind_speed&var=inches_ALTIM&var=wind_from_direction&time_end=2016-04-03T03%3A00%3A00&time_start=2016-04-02T03%3A00%3A00&latitude=39.85&longitude=-104.66&accept=netcdf\n" + ] + } + ], + "source": [ + "# get current date and time\n", + "now = datetime.utcnow() - timedelta(days=5)\n", + "now = datetime(now.year, now.month, now.day, now.hour)\n", + "\n", + "# define the time range we are interested in\n", + "start_time = now - timedelta(days=1)\n", + "end_time = now\n", + "\n", + "# build the query\n", + "query = ncss.query()\n", + "query.lonlat_point(-104.66, 39.85)\n", + "query.time_range(start_time, end_time)\n", + "query.variables('inches_ALTIM', 'air_temperature', 'dew_point_temperature',\n", + " 'wind_from_direction', 'wind_speed')\n", + "query.accept('netcdf')\n", + "\n", + "# what does the request url look like?\n", + "print(query)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's get the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data = ncss.get_data(query)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What did we get back?\n", + " * That's right, a netcdf4-python dataset!\n", + " * Is that what you expected?" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['latitude', 'longitude', 'stationAltitude', 'station_id', 'station_description', 'wmo_id', 'time', 'stationIndex', 'wind_from_direction', 'wind_speed', 'air_temperature', 'dew_point_temperature', 'inches_ALTIM']\n" + ] + } + ], + "source": [ + "print(list(data.variables))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What station did we get?" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'DEN'\n" + ] + } + ], + "source": [ + "station_id = data['station_id'][:].tostring()\n", + "print(station_id)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Notice anything funny?\n", + " * the \"b\" means it's a byte encoded string\n", + " * let's use something sane like, uhh, utf-8" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DEN\n" + ] + } + ], + "source": [ + "station_id = station_id.decode(\"utf-8\")\n", + "print(station_id)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's get the time (in seconds since 1970-01-01) into a datetime object" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "time = [datetime.fromtimestamp(t) for t in data['time']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Now for the obligatory time series plot..." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import pyplot as plt\n", + "from matplotlib.dates import HourLocator,DateFormatter, AutoDateLocator\n", + "\n", + "fig, ax1 = plt.subplots(1, 1)\n", + "ax1.plot(time, data['air_temperature'], '*')\n", + "\n", + "locator = AutoDateLocator()\n", + "hoursFmt = DateFormatter('%H')\n", + "\n", + "ax1.xaxis.set_major_locator(locator)\n", + "ax1.xaxis.set_major_formatter(hoursFmt)\n", + "ax1.autoscale_view()\n", + "ax1.set_title('Site: {} Date: {}'.format(station_id, time[0].strftime('%Y/%m/%d')))\n", + "ax1.set_xlabel('Hour of day')\n", + "#ax1.set_ylabel(t_air_label)\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we have dewpoint, can we do a time series of mixing ratio?\n", + "\n", + "We can use MetPy's unit support and calculations for this." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import metpy.calc\n", + "from metpy.units import units" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "run_control": { + "marked": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Celsius\n", + "inches\n" + ] + } + ], + "source": [ + "print(data.variables['dew_point_temperature'].units)\n", + "print(data.variables['inches_ALTIM'].units)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dewp = data.variables['dew_point_temperature'][:] * units('degC')\n", + "slp = data.variables['inches_ALTIM'][:] * units('inHg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look at the docs for `metpy.calc.mixing_ratio` and `metpy.calc.saturation_vapor_pressure`.\n", + "\n", + "So to get mixing ratio, we need the ambient partial pressure--we can get that by passing dewpoint temperature to `metpy.calc.saturation_vapor_pressure()`." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "[ 3.62281704 3.91123843 3.62281704 3.91123843 3.91123843 3.91123843 4.21990967 3.62281704 3.91123843 3.91123843 3.62281704 3.62281704 3.91123843 3.91123843 3.91123843 3.91123843 3.62281704 3.62281704 3.62281704 3.62281704 4.55005455 3.91123843 3.91123843 3.62281704] millibar" + ], + "text/latex": [ + "$[ 3.62281704 3.91123843 3.62281704 3.91123843 3.91123843 3.91123843 4.21990967 3.62281704 3.91123843 3.91123843 3.62281704 3.62281704 3.91123843 3.91123843 3.91123843 3.91123843 3.62281704 3.62281704 3.62281704 3.62281704 4.55005455 3.91123843 3.91123843 3.62281704] millibar$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "e = metpy.calc.saturation_vapor_pressure(dewp)\n", + "e" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "[ 30.09000015 30.11000061 30.14999962 30.18000031 30.20999908 30.22999954 30.25 30.26000023 30.25 30.23999977 30.22999954 30.21999931 30.20999908 30.20999908 30.20999908 30.20999908 30.20999908 30.21999931 30.20999908 30.19000053 30.07999992 30.06999969 30.06999969 30.06999969] in_Hg" + ], + "text/latex": [ + "$[ 30.09000015 30.11000061 30.14999962 30.18000031 30.20999908 30.22999954 30.25 30.26000023 30.25 30.23999977 30.22999954 30.21999931 30.20999908 30.20999908 30.20999908 30.20999908 30.20999908 30.21999931 30.20999908 30.19000053 30.07999992 30.06999969 30.06999969 30.06999969] in_Hg$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "slp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we can pass these to mixing ratio and get..." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "[ 0.0751532 0.08110528 0.07500312 0.08091643 0.08083578 0.08078209 0.08712585 0.07472949 0.08072848 0.08075528 0.07480393 0.07482877 0.08083578 0.08083578 0.08083578 0.08083578 0.07485362 0.07482877 0.07485362 0.07490338 0.09450603 0.08121359 0.08121359 0.07520337] millibar/in_Hg" + ], + "text/latex": [ + "$[ 0.0751532 0.08110528 0.07500312 0.08091643 0.08083578 0.08078209 0.08712585 0.07472949 0.08072848 0.08075528 0.07480393 0.07482877 0.08083578 0.08083578 0.08083578 0.08083578 0.07485362 0.07482877 0.07485362 0.07490338 0.09450603 0.08121359 0.08121359 0.07520337] \\frac{millibar}{in_Hg}$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = metpy.calc.mixing_ratio(e, slp)\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hmmm....need to get this to reduce" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "[ 0.00221927 0.00239504 0.00221484 0.00238946 0.00238708 0.00238549 0.00257282 0.00220676 0.00238391 0.0023847 0.00220896 0.00220969 0.00238708 0.00238708 0.00238708 0.00238708 0.00221043 0.00220969 0.00221043 0.0022119 0.00279076 0.00239824 0.00239824 0.00222075] dimensionless" + ], + "text/latex": [ + "$[ 0.00221927 0.00239504 0.00221484 0.00238946 0.00238708 0.00238549 0.00257282 0.00220676 0.00238391 0.0023847 0.00220896 0.00220969 0.00238708 0.00238708 0.00238708 0.00238708 0.00221043 0.00220969 0.00221043 0.0022119 0.00279076 0.00239824 0.00239824 0.00222075] dimensionless$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Could also to m.ito('dimensionless')\n", + "m.ito_base_units()\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import pyplot as plt\n", + "from matplotlib.dates import HourLocator,DateFormatter, AutoDateLocator\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", + "ax1.plot(time, data['air_temperature'], 'r*')\n", + "ax1.plot(time, data['dew_point_temperature'], 'go')\n", + "ax1.grid(True)\n", + "\n", + "ax2.plot(time, m, 'x')\n", + "ax2.grid(True)\n", + "\n", + "locator = AutoDateLocator()\n", + "hoursFmt = DateFormatter('%H')\n", + "\n", + "ax1.xaxis.set_major_locator(locator)\n", + "ax1.xaxis.set_major_formatter(hoursFmt)\n", + "ax1.autoscale_view()\n", + "ax1.set_title('Site: {} Date: {}'.format(station_id, time[0].strftime('%Y/%m/%d')))\n", + "ax1.set_xlabel('Hour of day')\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise\n", + "\n", + "Time to make your own meteogram:\n", + "1. Calculate your own quantity/quantities of interest. (e.g. relative humidity, wind chill, heat index)\n", + "2. Plot the values as a function of time.\n", + "3. Bonus points: Use more than one subplot\n", + "4. More bonus points: Explore time formatting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Now, let's request all stations within a bounding box for a given time and create a surface \"station plot\"\n", + " * Make new NCSS query\n", + " * Request data closest to \"now\"\n", + " * This time, let's ask for the data in csv format" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "var=wind_speed&var=inches_ALTIM&var=air_temperature&var=cloud_area_fraction&var=dew_point_temperature&var=wind_from_direction&time=2016-04-02T03%3A00%3A00&north=45&south=35&west=-110&east=-100&accept=csv" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bb = {'north' : 45,\n", + " 'south' : 35,\n", + " 'east' : -100,\n", + " 'west' : -110}\n", + "\n", + "query = ncss.query()\n", + "query.lonlat_box(north=bb['north'], south=bb['south'], east=bb['east'], west=bb['west'])\n", + "query.time(start_time)\n", + "query.variables('air_temperature', 'dew_point_temperature', 'inches_ALTIM',\n", + " 'wind_speed', 'wind_from_direction', 'cloud_area_fraction')\n", + "query.accept('csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's get the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from metpy.calc import get_wind_components\n", + "\n", + "data = ncss.get_data(query)\n", + "\n", + "# Access is just like netcdf4-python\n", + "lats = data['latitude'][:]\n", + "lons = data['longitude'][:]\n", + "tair = data['air_temperature'][:]\n", + "dewp = data['dew_point_temperature'][:]\n", + "slp = (data['inches_ALTIM'][:] * units('inHg')).to('mbar')\n", + "\n", + "# Convert wind to components\n", + "u, v = get_wind_components(data['wind_speed'], np.deg2rad(data['wind_from_direction']))\n", + "\n", + "# Need to handle missing (NaN) and convert to proper code\n", + "cloud_cover = 8 * data['cloud_area_fraction']\n", + "cloud_cover[np.isnan(cloud_cover)] = 9\n", + "cloud_cover = cloud_cover.astype(np.int)\n", + "\n", + "# For some reason these come back as bytes instead of strings\n", + "stid = [s.decode() for s in data['station']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create the map using cartopy and MetPy!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pull out the code to create the basic plot and add mapping features so we aren't repeating this everywhere." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import cartopy\n", + "\n", + "def default_map(bb):\n", + " fig = plt.figure(figsize=(24, 12))\n", + " proj = cartopy.crs.Stereographic(central_longitude=-95, central_latitude=35)\n", + " ax = fig.add_subplot(1, 1, 1, projection=proj)\n", + "\n", + " # Add map features\n", + " ax.add_feature(cartopy.feature.NaturalEarthFeature(category='cultural', \n", + " name='admin_1_states_provinces_lakes',\n", + " scale='50m',\n", + " facecolor='none'))\n", + " ax.add_feature(cartopy.feature.BORDERS)\n", + " ax.coastlines()\n", + " ax.gridlines()\n", + "\n", + " # Set extent to match requested bounding box\n", + " ax.set_extent([bb['west'], bb['east'], bb['south'], bb['north']])\n", + " \n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple station plotting using plot methods\n", + "\n", + "One way to create station plots with MetPy is to create an instance of `StationPlot` and call various plot methods, like `plot_parameter`, to plot arrays of data at locations relative to the center point." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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6detW+Y1XaSorC3BxAdLSADVZBPDo0aOYP3++VPc5d+5c/Pbbb81nDIhEgEAA/PADkJMD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\nhy98iIOFB+3+I/RUW1sbL5exuc42N3EcR3i3+ambjEYjJBIJ5HI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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from metpy.plots import StationPlot\n", + "from metpy.plots.wx_symbols import sky_cover\n", + "\n", + "ax = default_map(bb)\n", + "\n", + "# Start the station plot by specifying the axes to draw on, as well as the\n", + "# lon/lat of the stations (with transform). We also set the fontsize.\n", + "stationplot = StationPlot(ax, lons, lats, transform=cartopy.crs.PlateCarree(),\n", + " fontsize=12)\n", + "\n", + "# Plot the temperature and dew point to the upper and lower left, respectively, of\n", + "# the center point. Each one uses a different color.\n", + "stationplot.plot_parameter('NW', tair, color='red')\n", + "stationplot.plot_parameter('SW', dewp, color='darkgreen')\n", + "\n", + "# Add wind barbs\n", + "stationplot.plot_barb(u, v)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to plotting values, `StationPlot` has support for plotting text strings, symbols, and plotting values using custom formatting.\n", + "\n", + "Plotting symbols involves mapping integer values to various custom font glyphs in our custom weather symbols font. MetPy provides mappings for converting WMO codes to their appropriate symbol. The `sky_cover` function below is one such mapping.\n", + "\n", + "Below we also use a custom formatter to take the sea level pressure values and plot them in the prototypical 3 digit form." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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e3kr1Y5MPP/xQIRy6Mn777TcmW2xlCIVCBAUFoWfPnhAKhejTpw86deqEn3/+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ZvDycmp0vEdOnTA4MGDcePGDQiFwgrd06NGjUJqaiqioqKYbRkZGTh06BAmTpxY6dwVMXLk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\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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from metpy.plots.wx_symbols import sky_cover\n", + "\n", + "ax = default_map(bb)\n", + "\n", + "# Same as before\n", + "stationplot = StationPlot(ax, lons, lats, transform=cartopy.crs.PlateCarree(),\n", + " fontsize=12)\n", + "stationplot.plot_parameter('NW', tair, color='red')\n", + "stationplot.plot_parameter('SW', dewp, color='darkgreen')\n", + "stationplot.plot_barb(u, v)\n", + "\n", + "# Plot the sky cover symbols in the center. We give it the integer code values that\n", + "# should be plotted, as well as a mapping class that can convert the integer values\n", + "# to the appropriate font glyph.\n", + "stationplot.plot_symbol('C', cloud_cover, sky_cover)\n", + "\n", + "# Plot station id -- using an offset pair instead of a string location\n", + "stationplot.plot_text((2, 0), stid)\n", + "\n", + "# A more complex example uses a custom formatter to control how the sea-level pressure\n", + "# values are plotted. This uses the standard trailing 3-digits of the pressure value\n", + "# in tenths of millibars.\n", + "stationplot.plot_parameter('NE', slp,\n", + " formatter=lambda v: format(10 * v.magnitude, '.0f')[-3:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Station plots using layouts\n", + "\n", + "Station plots can also be created using layouts, which encapsulate the formatting elements for various data types (based on string name). Formatting elements include:\n", + "- Text format (e.g. color)\n", + "- Location (N, S, etc.)\n", + "- Custom string formatting\n", + "- Barbs\n", + "- units\n", + "- Symbol mapping (such as sky cover)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['eastward_wind',\n", + " 'northward_wind',\n", + " 'air_pressure_at_sea_level',\n", + " 'cloud_coverage',\n", + " 'air_temperature',\n", + " 'present_weather',\n", + " 'dew_point_temperature']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from metpy.plots import simple_layout\n", + "simple_layout.names()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the layout takes data arrays stored in a dictionary like object, where the keys represent data fields. (In an ideal world, you could just pass a netCDF4 `Dataset` instance with CF-compliant names...)\n", + "\n", + "The layout will ignore any fields that aren't present. When given data, it will ignore any names (keys) that are not specified in the layout. It is designed to be as forgiving as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sfc_data = {'air_temperature': tair, 'dew_point_temperature': dewp, 'eastward_wind': u,\n", + " 'northward_wind': v, 'cloud_coverage': cloud_cover,\n", + " 'air_pressure_at_sea_level': slp}" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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kJSXBysoKJ0+exKhRo9iWo9PY2Ng0q5eclobO+Kw8efIE3t7ebMtoMKWlpawX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YVYsWIFjhw5gqlTp6Jnz564ffs2UlJSKMNGoVDA2NgYDAYDEokElZWVDYxQJpMJFosFQ0ND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\nD4LP54PH42Hr1q2NjOY09W2Og6MhEuMyVQ3T9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = default_map(bb)\n", + "stationplot = StationPlot(ax, lons, lats, fontsize=12,\n", + " transform=cartopy.crs.PlateCarree())\n", + "simple_layout.plot(stationplot, sfc_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "You can also create your own layout:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from metpy.plots import StationPlotLayout\n", + "layout = StationPlotLayout()\n", + "\n", + "layout.add_barb('u', 'v', 'knots')\n", + "layout.add_symbol('C', 'sky', sky_cover)\n", + "\n", + "# These are wider fields, so we'll put them out wider\n", + "layout.add_text((2, 0), 'station', color='blue')\n", + "layout.add_value((-2, 0), 'temp', fmt='0.1f', units='degF', color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we'll put data into a dictionary to display..." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sfc_data = {'temp': tair * units('degC'), 'sky':cloud_cover, 'u': u, 'v': v,\n", + " 'station': stid}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and create the plot." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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xcbe0tMTu3buxa9cuTJkyBVKpFEQEU1NTTJ48GTt27OBbokom1ZJKQODFiY6O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zNR+/ZEv/1GREQ5OTn0HkDRAOUB9Je1NXVt1IgAkEqlIiKib7/9ltzc3OjimTNE771H5OtL5ORE\n9MILRMHB1Zq+qKiIVq9eTQMHDqQ333yTRCIRiUQiekEioVwXF05X165EW7c+u+jsWaIOHYjs7Yle\nf50oMZF8fYnEYqIlNsspxNqfhg8nSrueSCQSUZGlmKSQkBQSyoMjvWu3lw4cUJFKpeKvE4tLSCJR\nkaMj0VtvTaYFCxaQVCrlp1y1ahUfthoWFkYjR44khUJR5f35+RF9+mnF4wcPEnl5EU2ZwoUuFxUR\nubkRnTxZse/cuUTvvFOtLyfDgPz27+9GVaCS0GW9GCvvv/8+NWvWrGbqGQwGoz5TNp/Jw4fP8pn8\n/TcpPTxo71dfUb/XXqMNAP0NEMp9bGxsaO3y5ZT3n//UOJ9JRkYGjR49mk6cOMEfc3FxIQsLC95o\nqSzfSVlatCA6d477f3Ex0fTpRKNHc21tuUy0XadGKpXS2LFjaf369VRQUEBEREqlkqRSKf388880\nYcIE2r9/PxUXF/PXfPfdd1RUVKTRLikp4dvh4eGkVCqrdS8M0ySxip9nNQY3Vnr27EkDBgyomXoT\n5fvvvxdaAoNhdHbt2iW0hPrNw4dE3t5EQUFE//0v90qvJjWVSCQiiouje/fu0cKFC8nW1raC8aL+\nxDk50eX//pfkcrnO6aZNm0ZpaWkax9TGitpgsbCw0DACdNGiBbfgoubUKW6hiKhqY6XsdWXZt28f\njRo1ioYOHUp+fn40evRoCgoKqlILEWfcqFegiIgOHTrEGysqlYqWLl2q0f7666/5/iqVii5cuKBx\nfXmS1IahGbJnzx5ydXXV+HlzdnY2md9/gxsrnp6etHDhQr0LFwL12wDD+Pz8889CSzBLVCoVxcTE\nCC2jfvLBB9yWikhE9NJLXObX8sZKcjJ3/vhx/lC3bt1oyJAhdO/ePSopKaFTp07RpEmTyBMgGUBt\nyxkwHh4e9PHHH9ONGzfo2LFjdObMmQpStBkrM2bMqPIWyhodMhnRtGmckUJUe2NFKJRKJZ0tI0qh\nUNDSpUv5dmlpKY0aNUqjfbzM90WlUlFpaalxxBqREydOaPw89ezZkwYNGkSvvvqqxvHDhw8LqtPg\nxoqlpaXWXx4GoyYwfxVGvUSlIrpyhei774gUCqIzZ4g8PYnu3yeSy4lmzeLyxe/fz1/i4+NDAQEB\nFBsb+2yc0lKiQYOI3n+fiLjfh02bNlHfvn01Hijz5s3TKqOssVLWYKmKFi24nSdXVy5NfdOmROod\npIAAIjs77pyLC1GjRtqvc3V9tnVUn1AoFHT37l2+XVRUpLG6LpfLacWKFXxbJpPRxo0b+XZpaanJ\nG/rr168nAOTm5kbpOmoQZGZmUuPGjQkArVmzRu8aTMJn5fHjxwSgQVqjDAaDUW3mzCFat477/y+/\nELVty/mxrFzJPekvX+a7Ojk50Y8//vjsWpWKaNw4omHDOIOnEpYuXUq5ubkan5ycHHJ2dq61saL2\nPVGpiA4f5hxW09Nr7rPS0FGpVBp1owoLCzVWI6RSKa1evZpv5+Xl0Q8//MC3S8ePpyI3N94pW/nr\nr1So9ntSs3QptxJX2bJVZCTRgAHcOG3bEh05orXb9u3bCQDNnj2b1x8YGEgjRozgt+hGjhxJe/fu\npf9n77zDori+Pv6dpfeOICJgAQtiwa5oDLFEjdhirxESNRqNv5hETd6oiWlqNBqNsZfYjb1BLBjF\nXkBAAaUJghQBlw67e94/LruwwAIqMCzM53n2YWfmzp0zw+7Md8899xyZTEZz584lAPTXX39Vei0M\nDZlYNTIiEolYsLV83b59REuXshh0Ijb0xnHF2w0NmcAtTY2KlU2bNpGBgUGl7dSBX375pUpjvAIC\n9YmjR49SWloa32aoP97eRPPnl10fEcHuziUeclpaWnSm5PSV6dOJPD1ZhGslyANoK3q9rlgp/Vy0\nsmL1DtVtGKgyCgoK6Pnz57wdPz8wkB7evs0WwsNJ2qgRHVq0SLE94/59SrG1Ze6tixcpNTVVaXg8\nKyuLbl2/TuTsTLR2LcmkUpJdvEhkYEBUysMjk8kUQz5ERBkZGTRy5EjatGmTkkDKycmhDRs20Jgx\nY0gsFlO/fv2UZq5VBSenssJ16VI2Y0uOSERUWZ3jisTKW2fF+e+//9C4ceO37aZOsGDBAujo6PBt\nRoMkJCQEvr6+fJvRIHF3d1cq3CdQBVJSgIMHgexslrXM1xc4cAB47z2WuSw0lLV79gz4+GNg/nyl\nVPeFhYVITU1lCzNnAmFhwMmTLC1+JTg4OKjMIlsdnDgBZGSwskL1jYyMDKXkfLWNdvv2aNelC1sg\ngkgkwoclMr+bLF4My+3bFYllLCwsMGfOHMV2juOgGxMDJCYC8+Yh9eVLbHj0COjVC9izB8nJydiw\nYQMA4KuvvgIATJkyBQAwc+ZMfPXVV+jcubMip5JMJoOOjg5mz56Nb7/9FjNnzlTch+fNm1fl82KO\nj7dvUxFvLVaCg4PRpk2bt+2mTiDUpOGPli1bok+fPnyb0SBp2rSpkM3zdeE44M8/WVVic3Pgyy+B\n339n2cfy8lglPSMjoHt39iBZvlyxa9aSJTgNloASz54BmzcDgYFAo0ZsH2NjYP9+lYdeuXKlonIz\ngNLecHAcByICx3H4+uuvq3Q6H3zADmtiwnLF7d5duVhRx1qvVlZW+OCDD/g1orwikwBw+DCrlj1o\nkFLzkiJUX19fqeColZUVEzNEQEgIrK2t8emnnwJgn5N27drB29tbURG7TZs2kEqliv2Tk5OxZcsW\nAKzgpru7O+bNm4euXbti/fr1eP78Of766y9F+/T0dEWNK4CJ7qysrApPNyIiAleuXHnNi1QOqlwu\nVMVhIBMTE6UAJHVFJpMJc/kFBARqnIsXL5KmpuZb9VF6yKd0rArHcaShoSHc0+oqpYOyMzNZ7Il8\nWnVFY2yFhUTNmxOtXMne+/oSaWuzLHolQIlgWW9v7yol4svPzycfHx/auHEjlff8z8rKUsrfk5iY\nSHv37lWY++zZM9qyZQsRsWGgkSOz6I8//qC0tDTiOCJjYykZGOSTmRnRvHkspicsLEzJZqqJYSCZ\nTAaxWIzBcmWoxsTExGDv3r18myEgUOts3bqVbxMaFGFhYW9d2kAsFiuGfkrf1AFAJBIhPj5e8JiV\nIjExEXl5eXyboSgyibg4YONGYOlSYMoU5qmrDE1N4Phx4PRpVjRpzRpg7FigSZMyTd9///2iXV6v\nIraqZ7qBgQHatm2rWLaxscGECRMUy/b29kq1qQwMDPDpp5/CrKgS5d27MsTFZSMtDVi7FpBIJMXD\noZXwVp/kh0XVpFxdXd+mmzqBk5MTJk2axLcZDZZffvmFbxMaLINKuZ0FapbIyEgYGRnh7Nmzb9yH\noaEhpFIpli5dWiZuxcfHB3l5ebCxsalGq+sHt27dQm5uLt9mFCORAFFRrJ7TunVMfNjaMhEzZgyw\ncmX5+7m6Av7+LHbq3DkgMhLo2rVMs/Dw8DcyKyws7I32qwwNDU2FcAEAc3Nz9OrVq0r7vpVY8ff3\nBwB07doVPj4++Pvvv6uskuoi1RWgJvD6zJ07l28TGixNyvlFJlBzPHv2DObm5rC0tHzrvr799ltI\npVKl119//SXE36lg+PDhSg/LWqWioOyLF4GQEFa1MSiIxbJs3sziW8ojOJgFcufksLLSL14A06aV\naXb06FEALNyjZKyKKuQVseX7VQdHjx7Fy5cv37qftxIr3t7eWLJkCSwsLPDvv//Cx8cHVlZW0NbW\nRuPGjdGnTx8sWLAAp0+frhuutwqoU2q7AVK67L2AQH0lISEBjRo1QtdyfgkL1GMqCso2MwOsrYtf\nmpqAqSkgvy/+9JNy6eg9e5gHxsYGuHwZ+Pdf5dLUYF6L3UXlqeUVsStDXhF78+bN0NPTe61TU0XP\nnj1hYmLy1gHZHFUwl4jjOKpoe3nk5OTgwoULuHjxIu7fv4/IyEikpKRAIpFAV1cXjRo1gouLC7p2\n7QpPT0/07t27TvwK+Pnnn6scOS8gUF84deoUOnXqBDs7O75NAcC8Dk2bNuXbjBrF2dkZ3bt3r9LD\nQ6B6iYqKQrNmzfg2o1ZISEiAnZ0djhw5glGjRmHy5Mn46quvVIZtPHz4EL/99htGjRqFYcOGITY2\ntta/i0UxWOXKmmoXK6pITk7GuXPncPXqVQQGBiI2Nhbp6emQSqUwMDCAra0tWrVqhe7du2PAgAFw\nd3cXgsMaCCdPnoSDgwPat2/PtykNjpSUFJiamkKr1K8yPti3bx8mTpyI6rrn1FWsra3xwQcfYMWK\nFUJcSS2za9cuTJ06lW8zao2mTZsiLi4OUVFRsLS0hLe3N/r06YNp06bBwMAAAJCVlYUdO3bgxo0b\n+O6779CqVStYWloiJSWl1u2tE2JFFbGxsTh//jwCAgLw8OFDPHv2DK9evYJMJoORkRHs7OzQunVr\nhYhxc3MTREw9QyqVguM44f/awOE4DtbW1khKSuLblBpFX18f//d//4c5c+bA0NCQb3ME6jFUlHgO\nAAIDA9G+fXscOHAABw8eRH5+PogIenp6mDBhAlq1aoV27doBYPfk6rofb968GR9//HGV2tZpsaKK\n8PBwnD9/Hjdu3EBoaCji4uIgFosBoIyIGThwIFxdXd/44mZlZUFXV7dODEcJCDREjh8/jhEjRiAx\nMbHeexs0NDRw8+ZNdJFnMhUQqEFKChYAOHfuHDw9PaGlpYXCwkJcvnwZAwcOVGyvTqECAM+fP6/y\nMLNaihVVhIaGwtfXFzdv3sSjR48QHx9frojp1q1blT0xO3bswIgRI2BqalobpyBQCirKtilQ+/zx\nxx9K6bz5guM46OnpIScnh29TapSCggLo6OggOztbCCrngcjISJY5uAFy8+ZN9OjRQ+X2a9euVXka\ncU1Rr8RKechkMjx69Ai+vr64detWGRFjaGiIxo0bo1WrVujSpQvee+89dOnSRRh2qCMsXboUS5cu\n5duMBklKSgqsrKx4tcHPzw8DBw7kJaCvtgkJCYGbmxuOHTsGLy8vvs1pUEgkEhw6dEgpiVlDJSkp\nCQEBAejZs2ed8mTWe7FSEY8fP8aFCxdw48YNhISEID4+XhETY2BgABsbGzg7O8Pd3R39+vVD7969\noV2FYmIC1YfgWWnYyP/36n6vqQqHDh3ClClTcP36dXQqUcBOQKC+Uu9jVmqayMhI+Pn54caNGwgM\nDERiYqJidpKuri6sra3RokULdOjQAX379sW7774rBMMJCFQz165dg4eHByIiItCyZUu+zalxVqxY\ngd9++61akmQJCKgDCQkJaNy4cZXaCmKlAjIyMnDmzBlMnDgRAPDixQv4+fnh+vXrePjwIaKjo/Hy\n5UsUFhZCW1sbFhYWcHR0hKurK3r16oX+/ftX+R8hUJbCwkJoamoKnhUeOH/+PBwcHNC6svK6NUhD\n8qoAgI+PDy5duoTIyEi+TWlwJCcnQ1tbW4hNrMMIYqUaEIvFuHjxIq5du4bAwEBERkYiOTkZubm5\n0NDQgImJCZo0aYI2bdqgW7duePfdd99qhlJDYePGjRg3bhzMzc35NqXBkZmZCV1dXd5yrNy/fx/u\n7u4IDg6uF/XFqsKgQYOQlJSEdevWwcPDg29zGhQBAQGwtbVtMEnh1BFBrNQgEokEN2/exKVLl3Dv\n3j2Eh4cjISEBWVlZAKCIi5EPKXl4eOCdd94RZgIINHgamlcFADp27AhbW1ts3LgRjo6OfJsjIFCj\nZGVl4fjx41UuEiyIlQqIi4uDfVXKcr8B4eHhuHjxIm7duqXIFZOWlgaJRAJtbW2Ym5vDwcEBrq6u\n6N69Ozw9PeHk5FQjtggI1CViYmLg5OSES5cuoV+/fnybU2s0bdoUXl5eWL9+Pd+mCAjUOBKJBGlp\nabC2tq5Se0GsVMDWrVvh7e1dq8fMyMjA5cuXcf36dcWQUlJSEnJycsBxHIyMjGBra4uWLVuiY8eO\n8PDwgIeHB3R1dWvVztogJydH8DLxxOrVq/G///2Pl2NnZ2crAtYfP36MVq1a8aRsLmEAACAASURB\nVGJHbWNqaopvv/2Wt+vekImIiICzszPfZghUgCBW1ASZTIbAwEBcvnwZd+/eRVhYGOLj45GRkaHw\nxlhYWMDW1hZNmzbFoEGD8O6776rtLAqpVIo1a9bgiy++4NuUBolYLIaxsTFvx5dIJIp4mcOHD2P0\n6NG82VJbaGtr43//+x9+/PFHIai8ltm7d69iIoVA3UQQK/WAtLQ0XL58GQEBAdi1axeysrKgpaWF\n7OxscByniI1p1qwZ2rdvjx49eqBfv35C5LtAncfT0xOXLl3C/PnzsWbNGr7NqVE4jsP58+eV0psL\nCNRXbty4AT09PXTo0KFK7QWxooLk5GTo6ury+uvyTWjevDn69OmDHTt2KLL3+vv7486dO3j8+LEi\nNqagoACampowMTGBnZ0dXFxc0KlTJ3h4eKBbt25CLSSBOsPPP/+MRYsWwdnZGWFhYfXS65Camgor\nK6tqr70iIFBXEYvF0NDQUFR4rgxBrKjgwoULaNOmjdrlSTE0NMSvv/6K2bNnV9guLy8PAQEBuHr1\nKgIDAxEREYHExESIxWLIZDLo6OjA3Nwc9vb2aN26Ndzd3dG3b99am3L96tUrGBsb18sHU13H398f\nenp66NatG9+mKLh06RI8PT0BsFgmPT09ni2qXvz9/fHee+9BIpHwbUqDJCwsrMHERqkrglipR8hk\nMmhqaiI0NPStknklJyfD398fN2/eRHBwMKKjo5GUlITs7GxF2XArKys4ODigbdu26Ny5M959991q\nna3022+/4fPPPxfECg8UFBSA4zjecqyoIj4+XjE7Lyoqql7Njvvrr7/wxRdfYNu2bRgzZgzf5jQ4\n9u3bJ9QFquMIYqUeERoainbt2kEikdSY9yMyMhL+/v64e/cuQkNDERsbi5SUFOTm5oLjOOjr68Pa\n2hqOjo4KIfPOO+/AwcGhRuwRaFjk5+crZr6dPXsW77//Ps8WvR6qikMuXLgQe/fuxb///ou2bdvy\nYJmAQO2yefNmzJgxAxoaGlVqL4gVFYSGhqrdTeOPP/7AokWLkJmZWevHlslkCAkJwbVr1xSzlZ49\ne4a0tDSFkDEwMFASMl27dkWfPn3qfTVdgerH3d0d9+/fx3fffac2VblPnjwJLy+vchPdjRkzBqGh\noQgNDeXBMgGB2ufFixevVdW5IrHSYCMsJRIJHj9+rHZi5c6dO2jUqBEvxxaJRHBzc4Obm1uZbTKZ\nDA8fPsS1a9dw7949hIWF4ejRo9iyZQvy8vKUhIyDgwNatWoFFxcXDB48GM2bNxcCDmuZFStWYMmS\nJXybUSH37t3DN998g2XLlsHX1xc3btzg26RKuXjxosptiYmJvH13Gzrp6enIy8uDra0t36Y0KF5H\nqFRGg/asqCNdunSBubk5fH19+Talysjzx1y/fh33799HeHg4YmJikJqaqoid0NPTg6WlJZo2bYpW\nrVqhY8eO6N27t1BfqYbIz8+Hjo4O32ZUidOnT+ODDz4AwOzW1tbm2SLV9OjRAzdv3izXs+Li4oJm\nzZph3bp1apsbSV0JCwtDXl5elafQCvCDMAxUj7CxscHkyZOxcuVKvk2pFmQyGZ48eYKrV6/i3r17\nePz4sSJGJicnB0QEXV1dmJmZwc7ODi1btoSbmxu6d++O7t2718usvgJliYyMRIsWLQCwIFw7Ozue\nLSquaVQyQFxDQwMymaxcsdKoUSOMHTsWP/zwg9qlSxAQeBP+/PNPzJo1q8rtBbFSDg8ePEDHjh35\nNuO10dbWxsGDBzFixAi+TakVYmNjFULm0aNHiImJQXJyMjIzMyGVShV5ZGxsbODk5ARXV1d07twZ\nHh4eVa5HIaAe5OTkKPI1+Pv7o2/fvrza8+WXXyp+NJw7dw6DBg0Cx3Fwc3NDUFBQmfYGBgbYuHEj\npk6dWtumCgjwQlJS0msNfQpipRyOHz+O4cOH823GayG/Waenp6t9ZtrExMS3Hj/OyMjA9evXcfv2\nbQQHByMyMhKJiYnIyMhAQUEBRCIRDAwMYGVlBXt7ezg7O6NDhw7o3r073NzcGmxSvFu3biE9PR2D\nBg3i25TXhojQrFkzxMTEYNWqVYoaO0SEvXv34vDhwygsLAQRQUdHB2PHjsW4ceNqZHo8EWHLli34\n5JNPlNYPGTIEp0+fLtNeQ0MD169fr1O5bRoKjx49QuvWrYU0CXWcisQKiEjli20WqCucPXuWNDU1\n+TajWvjzzz9rtP/CwkK6ffs2rVu3jmbMmEEeHh7k6OhIhoaGxHEcASBtbW2ytrYmNzc3Gj58OC1e\nvJiOHz9OKSkpNWob38hkMpJIJNXb6aRJRDY2RCYmRC4uRFu3svUxMUQcR2RkRGRoyP7+8EPFfe3f\nT9S6NZGBAVGLFkTXrpVpMmfOHAJAAwcOpIyMDBo5ciRt2rSJcnNzFW1ycnJow4YNNGbMGBKLxVU6\njb17iTp3ZqY2bkw0eDDR998TWVsTvXxZ3C4/n5n4119seePGfDI1TSQgg4AEAk7RuHEzFMctLCwk\nALRVfl0EapWDBw/ybYJAFSjSHOXrEVUbSBArdY7FixeTpaUl32bUCxITE+nIkSO0aNEi8vLyonbt\n2pGVlRVpa2sTABKJRGRoaEgODg7Uq1cvmjp1Kq1atYquXr2q9EAUKCI0lEh+XcLDmXC5f5+JFZGI\nSCarWj9+fkSOjkS3b7PlhAT2KocDBw4QAOrVqxeFhISo7DI4OJgmTJhQ6aFXryZq1Ijo+HGinBwi\niYTozBmir74i8vYmmjixuO033xB5erL3/v5sv6Ag+fHiyNn5ewL0CQABoC+++II4jqPw8PAqXQYB\ngfrAhg0bXqt9RWKlQQ4DJSQkQCKRqF3uj6FDh+L58+d48OAB36bUayQSCR48eIBbt27h4cOHePLk\nCeLi4pCamoqsrCxFrIyRkZEiy6+Liwvat2+P7t27o02bNnV6BhMR1aw7PDwc6NcPWLcO6NIFcHIC\nCguBqiSG6tUL8PYGpk+v0qGOHTsGsVhcaRzI9u3bYWVlpZhVVBqxGLCzA3btAkaOLH9727bA5s2A\nvT3Qty9w/z7g4ACsXg0EBABHj5bd7+rVqxg8eDCysrIU63x9fTFgwIBKz414GNoSEKhOqjNmpUF6\nVkJCQig2NpZvM14bFxcXGjduHN9mvDVZWVlqPdTy6tUr8vPzox9//JEmTJhAXbt2pSZNmpC+vr5i\niElHR4esrKzI1dWVhgwZQgsWLKBdu3ZRREQESaVSXu1funRpzXQ8ezaRvj4b9nF3J8rOLvasNGlC\nZG9PNH06UWpq+ftLpUTa2kQ//8yGf+ztiebMIcrLU3lIb2/vKg1p5efnk4+Pj8rt588TaWkxExSU\nGtoK+mwr2dsTde1KtG5dUZtly0jGcfS+zkX67juigAA2RKTE48cU3awZpQMUDpBXkbelffv29PTp\n03Ltqc6hLUdHoosXiXbuJNLQYCNxRkZEzZsTlRyNlY/YdeqkvH9qKrs2Tk5VOlydJDg4mG8TBKoA\nhGGg+oGxsTH9+uuvfJvx1gQHB9PNmzf5NqPGiIuLoyNHjtA333xDI0eOpE6dOpGtrS3p6ekpiRl5\nvMywYcNo4cKFtG/fPoqKiqpxMSOr6pDMm3XOntgrVrBxlKwsonv3mApITiYaPZpo4MDy901IYE/L\nLl2IkpJYkEivXmzMRQUzZ86ssmkVtd27l8jWttTKcoa2Fr53n7p0KdoeGUnUrh2RnR3d/vkiDRtG\nZGbGhMCCBUUjXxIJkbMz7e/Rg5ra29OVpUtJZmBA/zdhgmKICABNmTJFSXyMGzeuWoa2iJTFiodH\n8foHD5itgYFsWS5WWrVipy5n3Tq2Tp3FyuHDh/k2QaAKVCRW6q6vWqAMmZmZeOedd/g2461xdXWt\n1zMimjRpglGjRuH777/HP//8g3v37iEhIQE5OTmQyWSIiYnB7t278dFHH6FZs2Z49uwZ9uzZo1jW\n0NCArq4uGjVqBDc3NwwdOhQLFizArl27EBoaCplM9lb21ejwAccBPXsCcXHAn38CBgZAp06ASARY\nWQF//AH4+QHZ2WX3lVdZ/uwzwNoaMDcHFiwAzp6tOXuLsLAAUlMBpUvbpg0gz+NDBHAcOptFQlG4\n99NPgV9/BbS00KULcOIEkJbG/u7cCWzdCiAsDEhMxG5TU1haWaHZjBngevXCshYtQESIjY1Fz549\nsXv3bkUF8oULF2LQoEEVZtd2dXWFp6cnTp069cbn3KED0Lo18Pix8vrJk5n9cnbvBqZMeePD1AlG\njx7NtwkNjri4OJw8ebLa+muQczf/++8/9OnTh28zXovY2FgQEdzd3fk2ReAtcXBwgIODg8rKu7Gx\nsbh58yaCgoIQFhaG2NhYPHjwAJs2bUJeXh6ICNra2jAyMoK1tTXs7e3RokULRY6Z9u3bq8zyKk9Y\nVtXCYm+MRAJERpa/jeNKqYIiTE2BJk3Ktq0AIoJUKq30fOSZklXRowegowMcP14qZuXTT9mTOzcX\n6NQJT1oOBuIAHD7MhEw507/79QPefRcICQHQk61LSkpC48aN0aRJEyZ8QkIAAE2bNkVAQAAAdl8a\nPHgw9u/fj9jY2ArPBwAmTZqEOXPmqIzDqYw7d4AnT4DOnYvXcRwwaRLQuzfwyy9MyGRnA127Alu2\nvNFhBBoo1tbW1ZoLqUGKlcLCQr5NeG0uXLgAPT29Oh24WVWePn2qyEYqUBa5mBk7dmy521+8eIFb\nt27hwYMHCAsLQ3R0NE6dOoXdu3crvDeampowMDCAhYUFbG1t0axZM7Ru3Rrm5ubQ0NCAt7d39Rmc\nkgJcugQMHcq8I//+Cxw4AOzfD9y+zURIy5bM7TBvHnuaGxmV39f06cD69cDAgYCmJrBmDVDBw3jo\n0KHYvXs3plcSkLtnzx4MGzZM5XZjY2DZMqZNNDSAAQMALS3gwgcb4G/4B372ugH4+0OarwOdwixg\nyRKgqA5Qdg5w+zLQsRM71du3gStXWHwxXFwAa2uMjIpCYpcuzKt05QpTM6Xo06cPsrKyMGvWrCqJ\nSW1t7dcWnTduMIeVRMJEyJw5QOmvYpMmQKtW7N94+TLztKgzOTk5SEhIEO45tYyOjk61lvRokGLF\n09OTbxNemzt37pRbdl4duX79unDjeAtsbGzg5eUFLy+vcreLxWLcvXsXgYGBePToESIjI3Hz5k2c\nPn0aWVlZKCwsxMcffww9PT1F9t+S3pmOHTvC1dW16knzOI4N+cyaxTwmDg7A778z8XLgALB4MRM0\nxsZA//7Avn3F+/70E3DtGnDmDFv+9ls2HuPszITP2LFsfxUMHToUkydPRpcuXeDq6lpum4cPH+Lq\n1avYWXJsoxwWLABsbYEffmDeBSMjwN0dWLKEA7r3BPbsQZfYjegcG8vGReztAQAaImb+2L+A/HzW\nx1dfAePGAYAmcPw4+nboALedOyGNioLG2LHMjcMDPXoA//3H3qekMBuXLAFWrFBuJx8KunEDuHqV\nTfBSVzIzM5GYmCjcc9ScBjl1WR3p3bs3NDU14e/vz7cpAmqORCJBWFgY7ty5g5CQEERERCA+Ph5J\nSUl49eoVcnNzQURlvDMlp2i7u7uzIY06QGZmJry9vdGnTx9MmzZNkZI/KysLO3bswI0bN7BlyxbF\n+jfGxwcwNGSekfj44qnYKSnMpfLVV8DCheXuqqOjg/Xr18PHxwdc797AtGmsv3KYOXMmNmzYUKWh\nrfnz52Pjxo0VtnNyArZtY2FE27YVixUA2LgR2LQJePgQiI0FmjVjs8zz8pjo6tIFuHCBOZF8fICo\nqAoPVeO8evVKEdsjULc5ffo02rZtCycnpyrvU9HU5QbnWblw4QI8PT3V7sMeExOj8pe0gEBVycvL\ng66uLlxdXVV6IgAgLS0N9+7dw8OHD/H48WNER0fj3r178PX1RWZmJgoKCgCwh7CxsTEsLCzQuHFj\nODk5wcXFBW5ubnB3d4elpWWNn5ORkREOHjyIAwcOYNKkScjPzwcRQU9PDxMmTMC+kp6cqqJqaOvA\nAeD//o890eV07gysXVtu/AoAIDgYXEEB3uvZE9zq1cCLF0ysqKC6hrbKo+Rvz5cvgWPHgJIfA/l2\nfX02BGRm9lrd1zimpqbYv38/xjG3lUAdpnfv3tDX16+2/hqcWNHV1VU7oQIAL1++RI8ePfg24615\n8eIFdHR0YFbX7oINhDVr1mDRokWVtjM3N0f//v3Rv3//crfLZDKFgAkJCcGTJ08QGxuLS5cu4Z9/\n/kFWVhYkEgk4jlMIGisrKzRu3BjNmjVDq1at4Obmhk6dOlVbnatx48ZV30NM1dDWkCFl22pqMs+K\n/MZcamgrb8sWJAAw69kT8PBgwkdLS+Whq3NoS34qcm7eZKNxADP3vfeYziqvbadOlXbNC6/r0YuI\niIC9vT305LPNBGqF6q5fJwwDqQESiQRaWlp4/vw5GjduzLc5b8XVq1fh6OgI+6LxfoH6i0wmw+PH\nj/HgwQOEhobi6dOnePbsGZKSkpCeno6cnByFoNHV1YWRkREsLS3RuHFjODg4wNnZGa6urujUqRNs\nbGz4Pp03JiAgAH379sXmzZvx0UcfVWmfWhvaUiMKCwuhra2NrKys1zrv8+fPw8PDo0FdK3VFqLqs\n5gQEBKBPnz6QSqV8myIgUK3I42eCgoIUwcByQZOWlobs7GzF7D0dHR0YGhrCwsJCKSi4devWcHNz\ng4uLS52cLbdt2zbMmzcPoaGhcHBweK19Dxw4gIMHD5YZ2mqIeUMePHiATp06QXgmqQfr16/H3Llz\nX2sfIWaliMTERDx//hydSyYWUAP+++8/GMt9twICb4hMJkNeXl61jiO/LZqampXGz8iHnAIDAxEa\nGoqIiAjExcXhzp078PX1RVZWluJhrqmpCT09PZiamiqGnZycnBRemg4dOlS7e7oynj59CkNDw9cW\nKkA1D22pES9fvlTEO3399ddYvnw57ty5w7NVdZ+dO3di7dq1CAoKAgAYGhriww8/xG+//Vbrn/vx\n48dXa38NyrOSlJSE/Px8tStgOHr0aDx69AiPHj3i25S3Jjg4GO3atePbjAZJYmIiLly4gMnqnjhD\nBWlpaUqCJjo6GgkJCUhJSUFGRgZyc3MhlUoVcTQGBgYwNzeHtbU1mjRpgmbNmsHFxQVt27aFq6sr\ndOXZa9+SiRMn4v79+3hcOlWsQIUEBQVh2LBhePbsmdL6130mBQYGokOHDtVpWp1j8+bN+OSTTxTL\nBgYGyC6VJbpt27a4efMmDA0Na9u8KiMMA6k5bm5uaNasGY4fP863KW/NP//8g1GjRvFthkADRSKR\n4MmTJ3j48CHCwsIQFRWFuLg4vHjxAmlpaRCLxcjPz4dMJoNIJFIEB5ubm6NRo0awt7eHo6OjwlPT\npk0bldmC5bzzzjvIzMzExo0b63WZiZrk0KFDSkkS7e3tcfLkySqJkGPHjmHEiBE1aR6vDBs2DKdO\nnUKbNm1w8+ZNGJWTcHHTpk2YNWsWAOa1Mjc3r20zq4QgVtQcCwsLfPbZZ/juu+/4NkVAoEGQl5eH\nkJAQhIaGKrIEx8fHIzk5GRkZGcjMzFQMPclFjZGREczMzGBtbQ07Ozs4OTmhZcuWWL58OTp06IBd\nu3YJw7lvSWFhIZYtW4YVJbLYDR06FDt27KiVafKVMnkyS0yTmwvY2LC8OzNmsG0XL7KUwXFxQLdu\nwI4dQHle/oICYPZs1k96OtC8OfDjj+VOjR81ahSOHj2KAwcOYMyYMdi7dy8OHz6MwsJCEBF0dHQw\nduxYjBs3DgUFBQpvoVgsLlfUyJHn5imZaFmeeFkep2xiwk5t6dLiNiIR285xLA+Qvr420tKqfvkE\nsVLE0aNHMVKp8Id6oKmpCT8/P7xbTopuAYGq8urVK5iYmPBtRr0iJycHoaGhePToESIiIhATE6MQ\nNWlpacjKylIk2ZMPP+nr68PU1FQx88ne3h7NmzeHs7Mz2rVrh8aNG9fJQOG6RmpqKqZPn47Tp08r\n1i1ZsgRLly6tNPsyEVX4YH/j9BaPHrHMerq6QEQE0LcvK8TZtCkTHdu3s9w933zDUgPfuFG2j5wc\nYNUqVnrC3p5NgR8/ntWTKiFuoqKi0Lx5c+zatQteXl746KOPMGDAAEydOlUhSnJzc7Fjxw5cuXIF\nW7duhba2NnR1deHs7IzwCtISqxIrkycD8lG52FhWQ2rDBkCe7kdDA3j6lO2fmpr62gKyIrFSbilm\n+Yttrj8EymuhqxEpKSkEgPLz8/k25a15/PgxZWVl8W1Gg2X16tV8m9Bgyc/Pp+DgYDpw4AB9//33\nNH36dBowYAC5ublRkyZNyNjYmLS0tAgAASBNTU0yNDQkW1tbatu2LfXr148mTpxIixcvpu3bt9P1\n69fp1atXfJ/W2zFpEpGNDZGJCZGLC9HWrWXbLFtGxHFEFy+q7qdvX5Lq6JCY40gM0KOia3jo0CGS\nyWR0//59peYZGRk0cuRI2rRpE+Xm5irW5+Tk0IYNG2jMmDEkFourdAo7dhC1a0ekr09ka0s0axZR\nRkbRxrAwKrS2pd96HabPDTfTdY1e5OxM9NlnRAlPs4n09IjCw4mIKDqaSCQimj1bxYHc3IiOHlVa\nJf+sEBGNGzeOQkJCVNoZHBxMEyZMICKibdu2EQBKTU1V2d7Rsewl9/cnsrdXXjdmDNFPPxUvcxxR\nZKTKbiul6HzK1yOqNlA9FCvqyMGDB0lbW5tvM6qFc+fOUV5eHt9mCPCMhYUFZSju6A2DTZs2Vbnt\n8+fP6cKFC7Rhwwb64osv6MMPP6TevXuTi4sLWVtbk76+PmloaBAA4jiOtLW1ycTEhOzt7cnNzY3e\ne+89mjJlCn377be0c+fOuitsQkOJ5GIhPJwJl5LCIjKSKQE7u4rFyjvvEG3frljcv3+/4kEOgKys\nrCgoKEix/XUe7BWxahUz2c+PSCIhio0lGjyY6JD1bJLp65OM4+iBhjstmpdNmTPmEc2eTSkpRL//\nTnTwILFzKxIgy5YRWVoSWVgQFRSUOtCLF0rCRg4AOn36NB07dox27txZqb3btm2jkydPKvYdM2aM\nyrZVESsREexf4+9fvE4QKw2Yzz//nGxtbfk2o04ik8noypUrdPz4cZJIJHybI1BFAJT7MIiLi6OH\nDx/yYFHN8/z582rvs7CwkCIiIuj48eO0atUqmjNnDg0fPpy6d+9OLVu2JCsrK9LT0yORSKR4cGtp\naZGxsTHZ2dmRq6sr9evXj8aPH08LFy6kjRs3kp+fH8XFxZFUKq12eyskLIy5Jg4fLl43aBDRuXPl\nPzlL8s47RNu2lVldUFBAixcvVhIuPXv2pB07dlRqTskHe3mIxUSGhkRHjiivz8oisrYm2r5NRssG\nBtDuViuICguJZswgWrRIuXGvXkS7dhERUfPmRJs2MfHzzz8l2hQWEr33HnPZlCA8PJwAkEwmI29v\n7yrd//Lz88nHx4eI2HdQJBKpbKtKrIhERGZmRMbG7P2oUcxEORzHHGWmpjLS18+lefMqNUsJQawQ\n0YkTJ9RyCMLT05O6devGtxl1BplMRp988onSDajka8CAAfViyKy6kclk9PLlS77NICKi3r17U+l7\ny/z58wkAde7cmSer6jdSqZSePn1Kp06dojVr1tD8+fNp1KhR1Lt3b2rVqhXZ2NiQoaEhaWpqKr5L\nGhoapK+vT1ZWVtSiRQvq2rUrDRkyhHx8fOj777+nv//+m27evEnp6elvbtjs2WwMheOI3N2JsrPZ\n+kOHiIYPZ++rIlasrYmsrIh691b+qV9EcnIyDR06lABQXFxcpWaVfLCXx/nzRFpaROVpuqlTicaP\nZ8IjrN9MonXriObNI/r0U+WGrq5ER4/Sf/8R6eqy4aO5c4mGDSvaLpMRjR1LNGQIc92UYNWqVYrv\n0MyZMys9Hznytp6enmW+gyWpimdFLCaaOJGdqxyOI4qKevP7TUVipcEkhXN2dq5TybCqSlRUFPr2\n7cu3GdXCrVu33mrqpr+/P/r16wcAGDNmDL7//nvY29tDKpUiIyMDq1evxtq1a6Gjo4MtW7bA29u7\nukxXe3JycnDs2DHMkM9M4JH9+/fD3t4eERERMDAwUNR6Wbx4sdIsD4HqQyQSoXnz5mjevHmV2qem\npiIsLAzh4eGIjY1FXFwcEhMTkZiYiNDQUIjFYuTm5iqmeQOAlpaWIsuwfLq3tbU1GjdujCZNmsDR\n0REtWrSAi4tLcYKyDRuAP/5ggab+/oCODpCVBSxZwmbPVIVffwXatAG0tYH9+4EPPgCCggAnJ8TE\nxMDQ0BBWVlY4deoUZs2aVaXaQtra2hVWvU5NBSwt2eyX0tjaAvfusUKRBjoSVqra1RUJP+1EWzNA\nIgGmfZiN9ZGRQNu22L0SGDyYza6ZMIHF5KamApZfzmBvzp4trvBdhJ2dXdWujQqeP3/+VvsDgJER\ns7d0zkIiFihb3dOjG4xYadWqFd8mvBHJycno2rUr32a8NXJB8abIhYqdnR3Cw8Px559/Yvbs2dDX\n11fMBujQoQPS09Mxffp0+Pj4AECNCZZnz57hyJEjWLJkCXbu3InBgwdXOBWQbwwMDOqEUAGKC9G5\nuLgo1sXHx7/1DbiuIpPJsHnzZsycOZNvU6qMpaUlevfujd69e1faViaTITY2FmFhYYpyCc+fP0dS\nUhJiY2MRFBSEzMxM5OTkoKCgQCFuNDU1Fcn5jIyM8LNYjJS//4aTSAQNW1tEnzsHJycnvCORQEMm\ng8r5UV26FL+fMoUJlrNngU8/RUpKSqV5cN4ES0umI2SyEoKlqFL3y2dDYWWhh1GG/6KR/wFgzgGg\nWzc0XrgQ6duPYentweh2ehnQoQPymjrj8GE28wYAundnE4ASvWbCksLY9OVy7B88eDAA9iOEiCCV\nSisUVwCbSiyf5RQWFgZHR8dK2gP5+cXLhYXKVbuzstilbtu2wm6qD1UudmjGVgAAIABJREFUF6pn\nw0DqiFQqJQAUFhbGtyllURXJHxPDfIFGRmxQ18iI6IcfKu5r/36i1q2JDAyIWrQgunZNabNYLCYA\n5OzsTMnJyTRixAg6deqUYrupqSmJRCLiOI44jqOQkBCaOnUqAaDQ0FBFu4KCAvLy8ioxbDSegNsE\niElX9yW9/75U6dA7drBTOXSILUulUpoxY0bRvgYErCYgigAxAdEEHKQVK/59m6vaYJC75D/77DO+\nTalxpFIpJSUl8W1GnUEqlVJMTAz5+fnRpk2baPHixTRt2jQ616QJ7bW2phAdHUrhOErkOEoAqBCg\nFIAWchzp6OiQiYkJ2dnZUevWralnz57k5eVFn3zyCS1btoy2b99Oqd26Udr335cbd/PJJ59UOb5j\nVqk4kZK8esVubyVDbCglhSS9+1IaZ0Z5eiYUY+pGv7cvEUtz8SJRq1aUr6VPj2z6EcXG0t697B7z\ng8GP9K/OYLKxIWqpE0tScCyo1tCw+D66b5+SDQBo1qxZdOrUKdpeIsBYFVu3bqVz585Rbm4uAaBV\nq1apbOvoyGJSSr48PIg0NJgpRkYsIHjoUOWAWpGILQcGBtKlS5cqtak0aOgxK+np6XS01LQvdSAk\nJIQ4jqv9YLeqoCqSPyaGfWJlsqr14+fHvhm3b7PlhAT2KkG7du0U46tTp06lxMREpe1ysSIXLCKR\niPLy8pSm9sljIlAUZOfl5U/m5vn00UfHqWvXvgSICHifunYtHqjt16/kFzJSsf+UKd7UubOMBgwg\nevSInWpMTBIZG08j4FsCUOf+Z8nJyXXKJvkN88yZM3ybIsAHyclEBw6wiFSplAWBGBoSnT5NlJZG\nlJRU/LK3p5y//6b7167RkSNHaPXq1fT555/T+PHjaVjfvjSzWTNydnAgawsLmq6tTWKAmhd9V0vP\ngnrdB3tF/Poru+2dP8+CTKOj2Wygzp3ZjJ6ICBaM+r//Ecnjq1NSWFDq9OlsecAAIm9v5dO9d4+J\nggomLBERm9Ukv9dMmjSJgoODVbYNCgqiqVOnEhFR3759FcG5NUVubi5ly+OPXoMGL1ays7PLPODU\ngfXr15OhoSHfZlROyUh+uWel1K+Xq1evlv/l6NlTadphafLz8wkAbdiwgU6cOEEXLlwo06Y8seLt\n7U23bt0iANS/f38CQJ9++ilJpVLavHkPaWgMo44d36dBgwaRl5cX7d27lz7++GMCQGPHjqWYGHbD\nOHqUSFNTRoAVASCJREKzZx8jXV0vsrGxUXhzVq5cSTKZjKKjoxWipi6Jgw0bNtTozelNKCkmBRoY\nKSlEffuyp7mJCcsjUs6MHiIicnJSjvb88UemCuT9dOnCpqeYmRH16EF08SJlZ2cTALp+/XqZ7l7n\nwV4Z27ezOFl9fSZclPKsEBMsY8awHz3GxkStWrE8K/HxTMBoabHffaUZMoRo4cKKjy2RSAgAmZub\nk1gspjFjxtAff/yhNJEkMzOT1q1bR+PHj6esrCw6f/48AaCfSiZHqUM0eLGirkyZMoWaN2/Otxmq\nKS+SX+5ZadKEhY5Pn06Umkp+fn5sn9LDRxoaRD//TOTgwD6OWlpKw0dnz55VPNCWL19OlJ/PpgE6\nODA3qY4OmQIkKpqKJ+I44oqW6f33yabogbh3715FMqi5czeRpmYuSaNiiAYPphxTU9pgbExjWrSg\nTRs3EgDq0eMMySdhAUEEzKemTbNowICp1LHjWpo4MYPu3r1LHMcRICr6y5GubiYZGUkJeEmGhg9o\n0yZlJ9PUqexybdnCdJqJCbvHAkR37xLt3Knsam3enOjPP5Uv+9at7KZnbMwu5ZAh7AequrFly5Y6\nJ+pqgiNHjlBCKW+hQM0SHBxMHMcpDRfLqeqDXR24ceMGASBLS0uSyWS0f/9+Gj58OL3/PvshNmLE\nCDpcNFZ1+vRpAkDu7u48W60aQayoKV26dKH+/fvzbUbFyGREAQFEK1Ywb0pWFvNjSqXM1Tt6NNHA\ngcXtSw4fXb3KPoJt2rAntUjEnuDffKNo7uPjoxAry5Yto4yEBMpYtIgyNm+mjKZNKX3FCjKRCxWR\niERFibJEIhEVfvwxXQbIzMyMiIqTQe3dyxxBNHgw0bRpzGeblETBLVvShM6dae7cuQSE05o1Etq4\ncSMBX1G7doVkZDSXtm9/RO+9x1ImlBQr7MURoENERL/++icBQ8jBQapw+RKxw5mbE2lqssRQMhm7\nJBxHFBzMxIqHR3H7Bw+YaJEnX/b3J2rUiEie4yo9nWj3bvUUKzKZjADQzz//XGm7wpLJHNSMly9f\nqrX96siJEycqTaZZ0YNdnZALFgA0f/78MqkbSm7v0aNHrdi0c+fOap+63CDEyl9//cW3CW+EjY0N\nffHFF3ybUTVmziRav77s+hcv2JO4vKfp7dvsIzh3bvHw0aFDRJ06KZqUzMkhH3LhirwnZd4DzLNS\nJFZG9+pFUoAcAaUsj/IcCbI2bVjSKTkLF9K2d96hn38+QUABvffeBAJAzZu/Sxx3g8zM9tPFiyz1\nwbRpymKFJd5i748fP05E7Ivn5jaDRKJiV++0acy5xHFE//3H1j19ynQaUVmxQkTUtSuLQSZiWTNH\njHi9fw0R1dlf9qamppUOBdnZ2QnDRQKvxbp168jIyIhvM2qNwsJCGjVqlMr8UwBqNeFienr6G3lM\nKxIrDaJa1pAhQ/g24Y1IS0tDz549+TajakgkQGRkuZuI43CrZMGuTz9lpTm7dQO0tID27dl6jgNm\nzQKCg4GPPgJevsT777+v2M3BwQEcx7EXwF5E4ADlOXVFXA8IAABM7tABZ86cwaRJkwAAPXqwdA4P\n+swHDhxgFVKfPwfOncOkOXOwc+dpcByHCxdWAkhAWtpZAJchlbKEAp6egJ8fkJenOEO5uAdAWLBg\nAQCgRYsWePhwG5o0YTXL5DRuzE5/9Gjg/HlALFZ9We/cAZ48KZ6d2a0b4OvLKp1ev86mF1aGTCbD\nqVOnKm/IA2fOnAHAiixKpdIy21NSUvD8+XMcPny4tk0TUGPi4+NhYGCA27dv821KraCpqYkjR46A\niPDixQts2bIF33zzDW7fvg2ZTAYiQrt27WrNHlNT0+ovxqlKxVA98qyoI/LZEnUl66gSqiL5T50i\nunWLzQ6SyYhSU4nGjqWCvn3pwYMHyn3Ih4/69WMBctHRRJcvswyUX3yhGD569OgRAaDMzEw6fPiw\nwmsiAphHpcRLEa8iEtHihQtpU9G0R9+PPiqT5XH1aqLelo8pvbk7yTQ1SSYSUVz/6fTll0Ta2jNp\n2jT/oqBaK4qLy6fRo9eSSMSGZMzMWFyJhsZdxRAQ86wUvyci+vLLLwkAde/OYgKJmGfl22+JHj5k\nM7WtrNiQEMBmAuzcyZbNzNixRCIWkFeS8+dZlkt5mwULqj75qi4CgMaPH08o+t+V/EXWpEkTtfeq\nrF27lm8TGhxTpkyhli1b0unTp/k2ReA1QEP3rKgjV69ehaamZrVnAawWOA7480+WvcjcHPjyS+D3\n31np86goYNAgwNgYcHMDdHWhdegQOnTowPb96SdgyBDWR8+eQMuWrJx6x44sHWLnzsCKFSyrpZ8f\nWheVRO/Tpw9Gjx4NoEhgA8XeFZEInEjEBDbHgZPJ8P3u3YgCkAmg3+TJZU5hweeEcxiEv/NGw1wn\nB22sUhH/MA0jbn4FTU3g66/tAKQASIGdnRa6dmWek0WLgLQ0ID0dGDsWMDa+CpFIiqZNpdDXl2Lj\nRil+/fVXAIC1tTUA5rQp/W9s1w5YuxZwdATOnWPr5s9nf3v0YMcQi4EXL1hl+CVLivcdOBA4cYK1\nOXEC2LkT2Lr1Lf6fPNO3b1/s378f9+/fh0wmg4aGBtLT05GRkYH4+Hjs3LmTbxPfCrlHT6D2SEpK\ngqmpqdp61dWdtWvXVnuf9V6snDhxAs+ePePbjNcmICAAJiYmfJtRPpaWLDV2WhqQkcFSW3/0Eds2\nbhwTLJmZ7Cm9cydQ9NAGwJ72Ra5/ACwFpLs7e/onJABr1hRnbOQ4QCbD+vXr8eDBAyQkJEAsFiuG\ngQhsiImKPYEQiUSIT0xEfnQ0jgLQFomg1bEjqCjLo4K0NBimxWHO40+RnqWFxy/M0P2v6ej08gym\nTuVw+3bxsNXDhw8hleahaVM2DAOwVNMLFgBz5wK9egHR0ew0XVyAvKLxoePHjwPojIQEwMOj7GWc\nPp1dvgcP2KmGhpZtY2UFjBoFqBrF6dcPePddJmhU8eLFCxQWFqpuwDN79+4FAOjr6+Ply5cAAHNz\nc5iZmQEApk6dyptt1YGFhQXfJjQ4Xr58KVx3HqmJ72y9Fyt9+vRRyzTeDx48UEu7y8PPz4+9SUkB\nDh4EsrOZSPH1ZTEjnp7A7dtARASLPXn5Epg3jz2JjYwwZ84cAKwehlgshtTHB0uNjZlXRR7DQgSf\njh2Rd+8eTExM4KKvj80AfFu1AkxMMHToUOzevbvYKAsLwMkJ2LQJkEqZati1C3uMjDBs2DD8888/\niqbr1q1Dv379kJV1oNJzvXbtGDw8PJCZCVy7ZgKR6CAmT2alS+SkpgK//ca8JkuXAj/+yE67e3e2\nvWT4zcuXwLFjgKsrWz55kl1CeeWC27eBK1eYN0YV//77b7nxIHUF+ed85MiRMDc3h1QqVaQFf+ed\nd3i0TEBdefXqFYyMjBAdHc23KQ0S+Q+NakXV+BCVilmJjo6mbSWS9hQWFta5JFP1idatW9OHH37I\ntxnVwjV5DvuKEkHt38+SPxkaEjVuzBKSlEhRLv3hBzoNkD1AMq4oFbWWFgv24DhWTj45mdKbNiUx\nQM8B+svKSineYVKHDhRccqpNUBCr2GpmRmRlRUEDB9LUsWOJiI2ddu3aVZEWXiaTkbHxfNqx47Fi\n97t379KSJQGK2Tt2duGkqfkpGRsTGRkVEnCNFi2KVYonmT6daP58lijKzo6drqYmO4XMzOKYFXme\nlUaNWGXTlBS2/3//EXl6slgXY2OWqqaCrNlqw2effVYmNqVHjx4EgGbMmMGTVW/PkydP6OTJk3yb\n0eCwsbEhHx+fulmqREAlqImpy0+ePKG9e/cqlqOiosoGUQq8MaampvTLL7/wbUadQiKRKB5gAMjE\nxISmTZtGs2fPJltbW8X6Ro0akVgsVtQU+u2334io6smgVqxYQQAoOzubCgoKCACNGDGCsrOzaerU\nqbR+/Xp69eoV3b17l65du0ZisZg2bNhAEydOpKysLEX+kIq+PwLKyAPKSwdErl+/XinplbqRn5+v\nNgnG6hNGRka0vrxUCgK1gvye+7rUiFgpzatXr+jp06eK5Vu3binV/eAjKVJBQYHaRuKLRKJyU0UL\nMHExePDgMnkEunXrViafyLBhwwgAXSyRrruiZFC+vr4EQMmrtbEoq618RtHRo0dp+PDhZG9vT40a\nNSIvLy86VFTtsKRQiYmJqelLUSWio6P5NqFKqBJ4169fV2zLzMzkwTIBdUNbW5tOnDjBtxkNlvT0\n9Dfar1bESmUEBATQv/8WV6S9d+8eRUREVFv/5SGVStXy5vb8+XMCUC+yXsbHx9P9+/d5taFNmzYE\nsPpCFfH7778TAOpUIimdHPkvfEB1Fey9e/cq2kSWLEXKMzt27ODbhCqxbds2len3X7x4obi2jx8/\nLmdvAYFiOI6jPXv2qKU3riFTJ8RKaVJTU5V+BZ8+fZpu3bqlWM7JyWmwH7Q9e/aQrq4u32ZUCwkJ\nCfTs2TO+zVDyxPj4+JCvr6+isNeMGTMU27y8vFT2UfIXvvzl7OystGxnZ0epqam1eGb1B7lXSlWR\ntcLCQsV1PnLkSC1b92bIC1wK1B7yz8mxY8f4NkXgNamTYqUyzp49S4HygihEdP78eYqPj+fNntpk\n9uzZ1KRJE77NqHekp6dTixYtyk1F3bp16zLl5FVx/fp1GjlyZFGqfZCNjQ3NmjWLkkoEBAu8Gebm\n5pXG+vTr148A0IIFC2rJqjenqp8pgeojKipKiBfjkfT0dNq6desb7auWYqU0qampSl/8HTt2UFRU\nlNL20r9gVqxYUWv2VSd9+/al3r17821Gvac+DLNVxvPnz98swDMigkhXl2jyZLZ88yZR//6sCqO1\nNZvOlJioev+YGFYo0syMVY2cM4dlO64AmUxGK1eupNatWyviiby8vGjfvn1lvts//vgjAaBWrVqV\n6UdekNvIqLiA9/XrbMbVkCHKbSdNIlq2jL3392fFwgXUmwsXLpCmpibfZjRYJBIJicXiN9q3IrGi\nNnlWLCwsYGxsrFieNm0anJycFMuXL19GYmKiYnnr1q34SJ6oTM2Ijo5G27Zt+TajWmCJ0eommpqa\nfJtQ4wQGBiqS1L0Wc+YAXbsWL6enA598AsTGspehIctqp4rZs1mWvKQkIDCQJYPZuFFl81evXmH0\n6NEwMjLC/fv3cfbsWZw7dw779+9Heno6xo0bh8zMTEX7RYsW4cKFCwgLCwPHccjNzVVs4ziWd1As\nZrkJxWJWjwkAbt0Cbt5UbXZRehcBNcPDwwN///03ACAmJgY6Ojq4fv06z1Y1TDQ0NGBkZFTt/aqN\nWKmM0aNHo7H8jgRgwoQJsLS0VCyvXr0a4hIV44KCgupsoqyUlBR0k6dKVXMcHBz4NqFBM3jw4NfP\n5HngAGBmxpL1yRk0iKXSNTRk5RHmzGGVFFURE8PqEWhpMdEyaFD5KXqLmDlzJpYvX45PPvkEurq6\nivV6enqYPXs2vv32W8ycOVNpH09PT0V2an19fcTExCi2lUysV5IvvwQWL1ZtdnUjL70gULNcu3YN\nd+7cAcCKGOrp6SErK4tnqwSqk3ojVkqjp6en9Mv5f//7n5JnJj4+HjKZDAAbClu+fLliWb6OD2Qy\nGXJzc/Huu+/ycvzqpmPHjnybIPA6iMXAd9+xFLsVfQeuXAEq8v7NL6poHRzMxM2WLUCJCtoAgOXL\nAZEIx5cvx6BBg1R7Ew8cgOuYMfA8cgSnGjcGiqppA4C9vb3Cc+Tk5ITz588rtvn5+WHMmDFo27Yt\nnJ11QPQBzM3/Rni4DJcuVXol5IdG9+5Mo9nYsEzBmzaxbaNHAx9/rNx+xAjgs8+AR48AU1Ng0KA5\nSts9PWtXLDUkuhZ5AhMTE2FoaIgBAwbwbFHD5PLly7h//371d6xqfIjqWMzK63L+/PnXylNScky8\noKCAfvjhB8Vybm4unT9/vlrtU8WdO3eI47haOZZA/ee1p/nOm0e0ciV7v3RpccxKSYKCWOxKQEBF\nByZyd2eBIgBR8+bK2yMjidq1I7KzI+/Bg0kikZTfj58fkaMj0e3blJ+fTz4TJxKVyqUjp0OHDgSA\nLCxSSUvrY9LVXUEmJik0cGAsbdlygjgui/76awt17DiaOndmKYFLx6zY2xf3t2oVkY0N0dGjrMA4\nEVFgINunoIDoxQsiS0u2HxErRO7oSJSTw5Z/+IGoZMLkrVuJWrcmys9XfdkE3gwAilQYw4cPp/bt\n2/NsUcMlJyeH8t/wQ476EGD7ushksnLzNbwJhYWFFBQUpFh++fIlrVmzRrGcn59PaWlp1XKs1atX\nk7GxcbX0xTf379+nJ0+e8G1Gg2bfvn1Vb/zgAVHbtkTywOPyxMqTJ6xOQIns1WWQyViU67hxRB9+\nSPT11yxy9csvi9sMGkR07hyRoyPN/OAD1X317Em0fbtiUZ6YTxUrV64kff35tGnTXcW6mJgY2rLl\nBIlELMY3OjqeDA2n0MmTMpVi5dUrIgMDospmv+7cSdSyJdGzZ6w0gp9f8bbCQqKOHYk2bmSVIywt\nWZyywJsjkUjI1dWV5s2bR3l5eURElJKSoiiJQUTUq1cv8vDwUJpNKqAeVCRW6u0wEMdxEImq5/Q0\nNTXh5uamWDY3N8f8+fMVy1lZWUru57i4OOzZs+eNjnX37l3Y2tq+ubF1CAsLC1iXrLgsUOuMHz++\n6o2vXGHBs02bAra2wKpVwJEjQOfObHtsLNC/PxsmmjBBdT9pacCzZ8Ddu8DatWwYqEUL4Nw5tv3w\nYbZu0KCK7ZHJWB/JyUDLlsyua9eA/HyVu3h6ekJPzw0tW7qrbOPoaIcFCz7FnDn7VLa5cQMoKACG\nDavYxKlTgWbNgE6dgMGD2eWR4+t7Bl9/HYFvvgEmTQKmTCmu2i3wZohEItja2uL333+Hrq4uOI7D\n3LlzAUBR/DI9PR1mZmZ1NiZR4M2ot2KloKCg1o5lbm6u9FCwt7fHmDFjFMtPnz5VEi8JCQkIDg4u\nt6/w8HA0b9685oytRZo2baoUJyRQx/nkEyAyks3eCQoCZs4Ehg4F/PyA589ZwMXcuYCPT8X9WFgA\nxsaAiwvQqBGQl8f6bd+eTc9ZsgRYt07RnIjKf7AkJQGFhcA//wABASi4fRtcairwww8qD+3r6wtD\nw/LL05cMwfnuu67IyYlR6KeSbfLzgcREwNKSHV5Or14s7lhfn2kmOR4eTJ9NnKjcV//+/TFyZDPM\nmAGEhQErVqg0W6CKcBwHPz8/EBFOnDgBADhwgFVDt7Kywu3btyEWi+Hg4IBOnTrxaWqDZc2aNTUi\nFOutWOE7Cl9HR0fxvkWLFpg8ebJiWV9fX8nrExgYiGPHjgFgXpk2bdrUqtgSqJ8kJCQgLS2t6jvo\n6rKZO/KXfOaPuTmwbRsQHQ0sXcqEiJER+yvnp5+AIUPY+8BA9qTPzASsrJgwEYlY0O7SpczFYG+v\n2HVo9+7YvXt3WXv09Njfzz4DrK2x58wZDPP2Bs6ereAUdFV6VEtOSxaJgKFDDZGerrw+IYGJkY8+\nYoJFTw+IimLbAgLYDG5LS+b0AYAnT5gDavZsYMECoOQ9WltbG5qammjbFnB0ZJdSoPoYNmwYiAgS\niQRLlixBamoqunXrhvj4eJw9exYvXrzg28QGyYwZM6ChoVH9HasaHyI1j1lRV7S0tGjjxo3k6+ur\nWHft2jXyl0fxqRF7K4prEKhxAgICKC4urvYPvHYty8Zma8siVA0NifT1WcBtx45EVlZsvY0NkYYG\nkYUFTerUiYKDg8v2ZW9PtGcPBQUF0dSpU1m0azm1m+SUjCWTExMTU25Ru/LaysnIYGYfPVp2W5Mm\nRFeusPd9+xItX87e9+zJgmpLs3OncqCtQM2Rnp5OIpFIKTv1ggULFPEtAnUbNMQAW3UkMzOz3Mqy\nMplM6ct2+fJlunz5smL5wYMHdapwnhxVBf8E6jm5uSyiVP764gsWaJuaSv/P3pmHx3h2f/w7kz2S\nSERCxJLYtxa1Ly2lFFVrRBBEaSn1llbRltqKWtpSDYr2RUio2koSe6vkZ3mpRu0ksgmRSCL7Mpnz\n++NknswksyWZJRPzua65eLb7Pk9mO3Puc76HUlMVjzVoQHTgAGU8fUq+vr70448/KijuZi5YQD80\nbEhjR46krPh4/tZfvFjl1Mr6CqlyVlauXKn2NtasYX/qt9+IMjM5b/j6dS6EOneOKDCQqG3bknzk\n27eJatYkunePt2UK2mZnpZz4+/MfvmZNohYtuIyKiJO6ZZLEjo7sAItERKUapVpYWNCWLVvo2rVr\n1Lx5c2oKUA5AOwHauXOnxumlUikFBQXR0KFDNSopq8PLi+jMGX7+RSKi0t0hDh/m/ZMn83ZMDG/r\nqC7EJHnpnJXMzEyTbB4WGhpKVlZW5b4uKSlJoSnk0aNHFZpCxsfHV0xy3YwZXaCqBJqIyNubP9GL\nCRkzhobXqSN8SYwYPpz2v/02kbMzR2pmz1Zb+xseHq7Q3Z1IubMSGxtLGzdu1Gh6cDBRly5cGeTu\nTtStG393xsVxJ4ErVxTPX7aM6I03+P+yHxhmZ6Wc3LrFDi8Re35165ZxSIiI/7BNm5bZDUCxT9eA\nAZTcpg3tlIu2uLu705XSTx4Rpaen08iRI2nLli2UK7OBuBw3MDCQfH19tZaSl3dWmjbliJy8IzJy\nJFHLlorOiqxizZRZK5M+qAAvnbOyZs0ak3RWPv/8c3J3d9f5uFeuXBE0CIiI9u7dS7du3RK2CwoK\ndD6nGePzspZuTp06lZ49eyZsl3ZW8vLyKCAggLKzs41hnpnycPcuO6n795c99uabJWtwxcjKmAXZ\nipAQojFjuD59wgSSSCS0bNkyhWWi/v3709OnT4mIyM/Pj27evKnSnH///ZfGjRunlenyzkqvXkSD\nBhGFhfGx1FT2webNq37OSkX7AhG9hKXLn332mVDGZkpERkaifv36Oh+3c+fOaNasmbA9ZswYtG7d\nWtg+cOAAHjx4IGyHhIQgMTGxUnOGhoYiOTm5UmOYqRxRUVHGNsEorFixAtOmTcO5c+eEfVRcCnTz\n5k2MHz8ec+bMgb29vbFMNKOJmTOBGjWAVq24sdPgwYrHY2OB8+c5WVuOqKgoiMVinD9/Xqkas4WF\nBRYtWgQiQmpqKnx8fHDq1CnUrVsX3333nXolZQBt27ZFv379cPTo0XLdjkjEpu7cydt79wLDhwPW\n1uUaxiTQR18goBpXA5kiDx8+RIsWLQw+r5+fn4IzM3z4cIV+Mlu3bsXjx4+F7RMnTig0lVNG27Zt\n4eLiontjqylSqRRXrlxBQEAAbt26pZN2DyNHjtSBZaaHu7s7du/ejTNnzqBfv37w9/fH1KlT0b9/\nfwQGBiIwMFBBN0kfpKSkYPPmzXqdo1oTGAhkZXGN+MiRgFx1JQBg1y6uGS/VeywmJgbW1tZcOvvV\nV1xmL9czTh4XFxfs378fRISkpCTcunUL/v7+Gk3z9/cvt7MCsHNy7hz7ULt2lfGzzGig2jkrBQUF\nCg0LTYmnT5+ik0yAy4jY2dkplF5/8MEH8PT0FLYbN26sUJq2fv16pKWlCdvXr19HvXr1XoquxpVl\n9+7dEIlEsLCwQNeuXbFz5060bdsWYrEYIpFIITpgRnvs7e2xbNkynDlzBr/99huuX7+O48ePY/Pm\nzahTp47e53d1dcX7mvRozKhHJAJ69ADi44HSjl9QEBAQUOaSuLii7T7qAAAgAElEQVQ42Nraom+t\nWsDp09yjSgvc3d1hbW2tVcmttueVxtaWq/u//pp1ebp3L/cQJsG6dev0Mm61c1aioqJw+fJlY5tR\nIbKysvDGG28Y2wyNNGvWTCGEPnv2bIUoSkpKioIo0MqVK5Evpzr6+PFjozWKrCrk5ORAJBJhwoQJ\naNCgAe7fvy+szcqiLADQp08fiESicv+9kpKSkJCQoA/TTY46deqgfv36+tF+UIFIJDI767pCImFR\nQRkRESyCM2pUmVMTExNRo0YNzWrMRmLCBF6VkpPdqnaU7o6uK6qds9KqVSv0l9e8NhHi4uIglUqr\nhepi//79sXv3bmH7iy++ECI1RITw8HDhy7eoqAjLli0TtokIOTk5hjfagOTk5PAHKtipiI2NxeXL\nlzFs2DAMHjwYgwcPxooVKxAcHCwoHYvF4nI5LCkpKUI3YjOG52V3xitMcjKwbx+Qnc3KeydOcILH\nW2+VnLNzJzsqxe8heZ4+fQpHR0f81aqVajVmFZAqJeVSFBQUVDgnsndv4NQp4KOPlB8nYsHn/PyS\nh6m9lBwcHPQybrVzVkyVP/74A3Z2djrrZ2RMiAhvv/220mMikQhTp04V7tPCwgJfffWV8OYvLCzE\n1q1bhfOzsrLw3XffKYyt8y+CCRP415ezM9CyJau1AsDly8CAASwfX6cOMGYMoE4VMy0NGDGClV+9\nvYGQEKWnyRyVjIwM2NjYwMfHB9nZ2di3bx/CwsIQHh6OkJAQpKWlYfny5YiMjAQAtXkWBQXA1Kms\nlFqzJjBhQhs8fNhUOH7mDOcqOjiwan58PO9fvZo/QEvz/DmnCdy+rfp2zahm3bp11d7p1gsiES/5\nNGjAysnz5gEbNpSoI+fnc4REyRIQVq3C7FOn4OzsDLG9vWo1ZhUMGTJEuZJyKYKCgjBUU9MoKCoj\ny/Pmm/xRo+oaR0dWUbaz43//+EPjVC8HqsqEyERLlxNVtI+v6kyfPp0aNmxobDOqJPKl1WlpaQrK\no8nJybR79+7KTSCv63D3bomuQ3h4iSJYbi7Re+9xt2BV+PnxIyeH6MIFFrW6fVvhlIsXLxIAunHj\nRvEl2pVK/vzzzwSAnj9/rvS87GyuzoyL4+1jx1g3KzaWtdhq1iQ6cIAlSj77jPVCiIgSEoisrLhs\nUp6NG4k6dVJ9q2bUo6uO72bKR4cOHWjo0KEVvt7f31+5knIxgpKyGaU8evSI9u3bV+Hr8TLprGze\nvNnYJlSI119/nd6QqUmZ0RqpVKrwBZ6YmEhbtmwRth8/fkzHjh3TfkB1ug5//03k5KT8uuxsImtr\noocPS/ZNnEj0+ecKp6FY24GI6NChQ7Rjxw6NJv3888/0+++/EwBq2bKlVrdx+fJlevVVlovfupWo\nZ09FU+3sSpRWBwwgWr5c8fouXdhhMWPGlGjcuDFNnTq1wtdnZGQoV1LOzKQffviBxo4daxbYVENh\nYaGCmF55UeesmP6aQyn0ldyjb2JiYtTW95sSW7duhUQiMchcIpEIteRCux4eHpg2bZqw7ebmppAH\nFB0djZ0ysQMAsbGx+PPPPzXrOgCctKfqObp/H7CyAuQ7ZrdrB9y6VeZUWbZ8aGhouUol+/bti7t3\n72o8HwDu3UvHgwds7q1bbIoMe3ugadMS0yZN4uKKkmt5mV+ukbiZckKmlmhQTcjMzISVlVWFdaIc\nHR2xb98+uLq6wt/fH4MHD8agQYMwceJEeHh4IDg4WFjGNVMWS0tL2OqpY6c5Xb2KkJKSgm7duhnb\nDJ0wdOjQKlMJYWVlBQ8PD2G7cePGaNy4sbBdp04dtjUwEPjxR0Tv2YPs0FC8UpwQHBUVhdTUVHS2\nsQGWLwdU6StkZSl2IQZ4W06PRlrcqnfEiBEA+I1dnlLJkSNH4uzZsxrPl0iAXbsGICAAaN6cTXN3\nV23aiBHcNfjSJaBbN3ZcBg3iVB0zFWPZsmVYvHixsc146cjJyYG7u3ulP3/8/Pzg5+enI6vM6IJq\nFVlJTExUKJE1FaRSKXJzc9G3b19jm6IT6tata2wTtMbW1rZEQ0YkQmN/f7zi7CzoOtSpUweeubkc\nadm4EddsbPD7778L19+7dw83btzgBL7S+j4vXnC2XDGyhMt6KkSqNNFEPmqjAiLA35+TYzdu5H2a\nTLOzA3x8WKgKAPbs4WiLmYrz1VdfGduEl5L8/Hx0794d7qW9czMG4cCBA3j48KFexq5Wzsqff/5p\nkuHXa9euQSwW60Vq30wFkNN1cHj+HPUmTWLZ7nHj0LFjR4VKgDp16rDGTPPmgESCa7/+ipOy8sjI\nSCTVro2bN2/yWMUlfWfOnAFQ/lJJbVQzp0wBnjwpwKpV9yAL2rRpwxWcMrKz+fbkV7QmTQJ+/ZXL\nKrOyuMrTTMUxxXYf1YGioiKFyKkZw/LOO+/A29tbL2NXK2dl3Lhxelsv0yd//fWX3vopGJrs7Gz8\n8ssvxjZDe9TpOiQmcp3vrFks260EZ2dnNGjQgBNBRo5ExyNHMKBXL5YJP3oUdh98ADc3N4VrVq1a\nBYBLJRcvXow7d+6oNVFWKrl9+3a1502fDty9C2zdmgQLixInaMQIzk85dIgrP5cuBdq3Z/9Kxuuv\nc8nzBx8Afn5AFVnFM0mkUqlJ/mgydfLy8kBEL21PrKqAra2t3sQXq5WzYqpcu3bNpJZO1GFjY2Na\nPWnU6Tps3w48egQsWcJJHo6Oinkpq1aV6D8AnPeSk8MJIv7+wJYtcOraVUHefezYsYiIiIBUKsWQ\nIUPw4MEDpKamCsdDQ0MVFJi3b9+O0NBQdOrUCQUFBdixY4fS24iLA7Zu5QhKp04N0LVrazg5sdRL\n7drAgQPAF1/wLV69yv5YaSZO5HHMPUsqx+XLl3Hq1Cljm/HS8ejRI4hEInODymqKSN0vAJFIRKby\nC0EqlSI6OhpNmzbVfHIV47XXXkO9evVw7NgxY5tiRs8UFRXB0tISw4cPx6FDh5CZmYmpU6fijTfe\nQEBAgFBpkJWVhf/+97/466+/8MMPP8Db2xv5+fk4cOAAmjRpgnbF5T0HDx7EK6+8IjSilEgkVSa5\n2YwZQxIWFobhw4ejoKDA2Ka8tKxevRrz58+v8PXFrUWUrqFWm8hKeno6Hjx4YGwzKkRCQoLw5WOm\nemNhYYEffvgBhw8fxieffKKxVHL//v0YNmwY8vPzcfbsWYwcOVLhtTJ06FA0kus8e+jQIezZs0fY\n3r17t0LCW3p6ulCVZMZMdSI2NlahAasZwzNr1iz9Da5KgIVMVBTOFLGysqLQ0FBjm6ETvv32W2Ob\nYBKsXbuWAJCDgwM9efJE6Tk3b94UROTCwsK0HvvUqVMK21KpVPj/wYMHKUZOrnb79u0UGxsrbD96\n9Ijy8/O1nstMWcx/P+PwxRdfkLu7e5nXvxnTAS+TKJypkZWVhcLCQpPotqwNU6ZMMbYJJsHcuXNx\n9OhRZGVlwcPDAyKRCE2aNMG4ceNQt25diEQitG3bFgDw999/Y9CgQVqP/ZZ80zcoVqaMGDFCIRIz\nZcoUNGzYUNi+d+8eMuTqnDdt2oSkpCRhOyIiwtzzRgNr1qwxtgkvJYmJiXBwcDDJIgszmqk2zoqs\nPNTU+Ouvv2BlZaW3TpWGpmbNmsY2wWQYMmQIiAj79+9H8+bNER0djZCQECQlJaF9+/a4cOECiAgd\nOnQwmE1vv/02ateuLWzPmDFDIUHY1tZWodJl/fr1SEtLE7b37t370jszCxcuNLYJLyXPnj2Ds7Mz\nevXqZWxTXlpWr16tt7GrjbOirQx5VSMiIgLOqlpwmnkp8PHxwb179xRCntevX0fPnj3LPVZmZiau\nXr2qByuZjh07KsiNz549m3VmiunVqxesra2F7TVr1iA7O1thW164MTU11Vzma0YnPH/+XKH1hhnD\no8+clWrjrPj4+BjbhAoRGRlZbcTg7t+/j4MHDxrbjJeagoICBWfB0NSvX1+hGmnevHkKzs2cOXMU\n7AsJCRGE8YgIS5cuFRKAiQgREREm58zk5eUZ24SXkvT0dNSoUQO3lPTjMigTJgAeHoCzM9CyJfDz\nz7w/OLhE/sDJiXuRicXA9evqx3vwgGWmtdQUICLs3r0bw4YNExL2hw8fjpCQEI3vJS8vwNYWkFNT\nAAB06MCmxsXx9pUrrNrg4sLSCN26ATt2APb29jh3jpUgZBQWAiNHspZTVpZWt6CUauOsmCoPHz5E\ny5YtjW2GTmjSpAnekdcdMWNwXF1d8eqrrxrbDJVYWVkp5NDMnDlTcG5EIhEWL14MsZg/logIubm5\nwvkSiQRff/21cG1p3RkqKQwwGlKpFOvXrzeqDS8rGRkZcHd3N77Oyuefsz5Tejrw++/AwoXskIwb\nxw25MjL4sWkTNz7VtMz70UdAly5aTf3ixQv4+PggOzsb+/btQ1hYGMLDwxESEoK0tDT4+fkhU65f\nWWlEIsDbm/WZZNy8CeTm8jEAuHiRtTLffJOVsFNSWKrqxAnFcQCgoIBFKTMyWB27MtkO1cJZiY2N\nRUpKirHNqBBPnz5Fx44djW2GTrCwsDCXDprRGWKxWCFZ2NLSUiEfxNLSEv379xe2c3NzFZJbMzMz\nsXbtWmG7oKBA7/IGYrEYCxYs0OscZpSTk5ODFi1a6E3uXWtat+bwBMDNukQioX2HAjt3ao6W7N3L\n4Yt+/bSaevr06Vi2bBmmTZumkGhsZ2eHGTNmYNGiRZg+fbraMSZMYNPkzZTvFTZvHjB5MjB3LotM\nAuxvBQcTvvnmG+G83Fxu20EEhIaW/EkqSrVwVhITE43+i6qiZGZmVptKIDPG5/Tp08Y2wWCIxeKS\nJpTgELS8IJWjoyM+++wzYVsikSjktqWmpmLDhg3CdlpaGg4dOiRsV4VIjRntycvL49YXVYGZM3mZ\np1UroF49boQqT2wscP68emclI4N7kn33HX/ja+Dw4cMYOHAg2sg3/SpF27Zt0a9fP7V9xrp14wDQ\nvXvcgWTfPhbkBrgrycWLwKhRyq/9+OOPAQB5edy53d4eOHyYG6tWlmrhrHTv3r1M/xVTICEhAVKp\ntNpEVuRD9GaMw8sY2Tp58iR8fX3Rpk0b2NjY4N1338Xu3bvLiN/Z29vj3XffFbZr1aolfLgC7Nx0\n6tRJ2E5OTsbm4u7bAPDkyRP89NNPwnZWVlaZSE1eXp5WzSnN6J7CwkI8e/asaogeBgZygsaFC5yw\nUfp9uWsXJ3HIyQiU4auvuCeZll3aQ0ND4S/zKtTg7++vsSmqLLpy6lSJv0UEpKWxA+PhUfYakUgE\nOzs7AOzsXLrEERkrK63M10i1cFZMlbNnz8LOzk5Yozd1KiOzbEY3vP7664afVFVC4Z07QOfOHCt2\ndQUGDOB9qoiN5ay9WrX403HWLP5kVEFBQQGmTZuGq1evYtOmTQgPD8f+/fuxd+9e5OXlYcyYMVot\nD3t58S9AV1dLtGvXAL16AT/9BLi5uWPGjBmYPJm/a1q08MBnn02DoyOHvSUSCa5eTYZYzOHuuLg4\nfPzxx0hISMCECcCnn6YrJJzn5+e/9GXd+kIqlUIqlaJZs2ZV5/NUJAJ69ADi4zmpQ56gICAgQPW1\n//wDnD4NzJ6t9XSWlpZaNRG0trbWeJ6/P+cD79hREvwRifitKRYDT56on8PNjVewJk4EZE3oK0sV\neVYrx//93/8Z24QKcfnyZbi6uhpl7uzsbJyQz4jSAVa6cqHNmBaqEgo9PYFff+XSgpQU4N13uaWz\nKmbM4CaQSUn8YX3uHCchquDLL7/EBx98gC+++AK1a9cWlmxq1KiBqVOnYv369fj00081LuWIRLym\n/uIF+0sLFgCrVwNTp5acM39+SV5kZibfnrOzM3r06AEAuHwZSExsiJ9++kkQ3XN0dEI/uVyDZ8+e\nISwsTNh+8OABdu/eLWw/fvwYly5dUmurGeU8ffoUAOsEVTkkEsWclYgI/rZXtZYC8Gs/NhZo2JB/\nCKxbB/z2GyAX+dMnDRtyom14OAeGZNjbA927c2PU0ly/fh3h4eHC9vDhwLZtwOjRwJ9/Vt4mk3dW\npFKpgo6DKXHr1i14eXkZZW4fHx8MHDhQZ+OZ1/eNT2FhIc6cOWP4iVUlFDo58SceABQV8U8yZYmG\nMmJigDFjOG7s7g4MHAioKEO9fv06WrdurXYJ1dPTEzNnzkRwcLDGW5C9dB0dOUqybx+HwW/f1ngp\nAE46/OILxX1isVhBJLFBgwYKEgvNmjVTCNs7OTkpLGffuXMHe+XaY9+8eRO//vqrsP3s2TOFvk8v\nM9HR0VpFFfROcjK/eLKzOSp44gSHGORVpXfuZEdFrqS/DNOm8Xvln3+AyEhg+nR+YaoJUxCRVkuQ\nBQUFChV5qvjlF+DsWa6a5vH53zVrOOLy7bclJc6RkcDq1e3KqGf7+QEbN7LjUtmYgsk7K2KxWKEi\nwJR49OiRIKluaI4fP46hQ4fqbLxz587h3LlzOhvPTPkpLCw0WqRObUKhiwv/JPv4Y+DLL1WPMXs2\nf7Dn5gKPH/PPOhVtBk6cOIFJ8iUKKujSpQtiYmLKeTO8euXpyTmQmhCJOCh0/z5w7FjFl3kcHR3R\npEkTYbtVq1bwk4tEtW3bFr6+vsI2ESFLTrgiMjJSYdnp+vXrOHLkiLCdnJyMxMTECttXlYmJiYG1\ntTWOHz9uXENEIl7yadCA10zmzQM2bODlTQDIz+cIibIloFWrSs6ztWWHXfZwcOB9SkTvCgoK0L59\ne0RGRmLXrl0aTQwKClL52S/vw3h7A6+9VvZY9+7sxJw5w5XXtWvLfCmx0uj6xIkcGBoyBKiUXqWq\npkFkbmSod+zs7OiXX34x+LzXrl0jAJSSkqKzMaVSqULDPDNEPXv2pEuXLhnbDMMhlRJFRBCtWEEk\nkSgey8kh2ryZSF3Dzjt3iDp2JLK0JBKLiSZPVnnq999/X2ZfTEwMHTlypMz+9evXqzXby4vozJmy\n+7t1I1q5kigggMjWlsjFhcjZmf8NCJDNyaYWFRFt2kTUqFECERH5+xMtXap2WoMg/56MiYmh//3v\nf8L2lStX6OjRo8L2pUuXFJoApqSk6PQzQp+sXLmSXFxc6OLFi8Y2xaB89dVXQrPTffv2kb+/P/37\n778qz4+MjKRJkyYZzsBygurcyPCPP/4wtgkVQiqVIjc3F3369DH43LKKCF3+CheJRFqFFl8WCgsL\nERERgcLCQmObYjjUJRTa2XFoe+JEzl8pDREv+/j4ADk5fE5qKieLVBKq4PLk48clP2Q/+4zNSUvj\nf//737LnT50KWFh44tixShirY+Tfk40aNVKodurcuTOGDBkibHfp0kVBRiElJQXR0dHCdkREBE7K\nLUOcP39e4fM3KSnJaHpXsiaG3bp1M8r8hubs2bMQiURYtmwZ/Pz8IJVK4evri02bNmH58uUIDAxU\nSI/IysrCxo0b8c033yAwMFAvNm3btg3Pnj3Ty9gAYKn5FDP64MaNGxCJREYRMJKFgr28vNC5c2d0\n6dIFnTt3RqdOnSrcULGwsNCcYCvHli1bAMCgTdXCw8Px9ttvG78aonRCoYyiInZEHj/m2LE8qans\n5MycyTkrLi6sPLVoEWe7lqI8kva5ubnlvQP8739AYiLQqxeXYGqDlRXLYixaBBhpdbdSiEQihVYI\nLVq0UDheuldVr169FHIk0tLSkJ+fLzTC/PPPP0FEePPNNwHwF6ylpaXgECUkJMDGxkYnshNPnz6F\nk5NTpcep6jx9+hQexXXDdnZ2ePz4sUJvLkdHR+zbtw979+6Fv78/8vPzQUSws7PDuHHjtMrfqiiT\nJk1SaLWhc1SFXMi8DKRXvv/+e3JycjL4vHv27CEA5OzsLIQP5R8VZdmyZTq00rTYsGEDbdq0SWFf\nZf+eFeHy5csGnY+IiJ49I9q7lygri9dCjh8ncnAgOnqU6NQpouvXef+LF0SzZhF5ehLl5ysfq0kT\nojVreAkpLY1oxAheT1FCeHi4wpIFkfJloNjYWNq4caPaW5BfBsrIYNObNClZ6gkIIFq0SPm1MTFE\nIhHfYmFhIb14kUktWxK5ulaNZaCqRlFRkfD/O3fu0O3bt4XtkydP0vnz54XtEydO0IULF4TtW7du\nUWxsrLAtv8TVu3dv6tq1K507d05fpuucpKQkys3N1epciURCb731lvC5YpT3ugGAmmUgs7NiJMaP\nH0/NmjUz+LzG+BLVF/mqvvQMzCeffCL8Xf/++28i4r/zwoULjWyZAUhOJurdmxM5atYkevVVop9/\n5mP79xO1bEnk6Ejk7k40ZAiR/Hr6ypVEgweXbEdGEvXpw2O5uRGNGcPOkBxSqZSCgoJo6NChVL9+\nferbty8NGzaMgoOD6dGjRwrOSl5eHgUEBFB2drbaW/DyIrK3J3Jy4pyUHj04vUb2XRgQQGRjw7fh\n6Mi+mJsbH5PPWYmJiaHffvuNfv2V973E/rteiI2NpYSEBGE7LCxMyFGpX7++8B60tLQke3t7cnJy\nonr16tErr7xCvXv3pqFDh9K0adNo+fLltGPHDjpz5gxFR0dTYWGhUe7Hw8ODAFBaWpra8zZs2CDc\nm7JcreqEOmdFRGrWc0UiEak7bmzi4+ORmZmJ1q1bG9uUctOpUye4ubkp1KXrm8LCQlhbW2P//v0m\n2aU6ISEBzZs3VxrW79q1K86ePWu0JmYJCQllpL4zMzMrvKxWZZkwgcWqcnOBunU5mWPKFMVzli0D\nlizh8/r2VT5Onz4sTmJlxfkq9eurF4wDN2l77733MGDAAEyaNAkZGRmYPn06pk+fjocPHyIsLAz+\n/v7w8/PDzZs3sWTJEnz11VdlGjt6eQHPngGWljx9jx7Ali1c/TN5MhdyLFvG5966BfTvz31QPvlE\n8VpZlfb9+/ynMGM8vL298dZbb+HLL79EdHQ0YmNjcf/+fSQlJeHFixdISUlBfHw8cnNzUVhYiNzc\nXOTl5QlqtyKRCGIxV7M4OjqiRo0asLa2hqurKzw8PODm5oa6devCw8MDDRo0QKNGjeDt7V2pz5v8\n/Hyhf09WVpZCd3IAuHr1Kjp37gwA6NevH06cOFE1yrNVsHLlSnxRun6/nIhEIhCR0uRHk85ZkUql\nJrtOmZCQoCAYZQhkTeB07ajk5+drrZ5YEYgILVq0EKTNP/vsM4waNQrt27fHuXPnEBISgh07dqBG\njRr44IMPFCTRDUX9+vVBRAgPD8fg4rLdjz76CP/9738Nlnj8+++/67QcXSmff85KT7a2/C3duzfX\nN8o6x0ZHc2mmJolwkYgF3yZP1npqWZM2We8TW1tb7N69G9988w0iIiKQnp6OgIAAbN26FY6Ojti6\ndSvq1KmjdOrQUO4aW1AAfPghi+XKVf0CYOG3gQOBpUu5NLP0tWaqDtnZ2fD09ISXl1e5tavy8vIQ\nGxuLmJgYxMXF4fHjx0hMTER0dDSysrLw8OFD/P3330hNTUVhYSEkEgkkEomQuG1hYQErKyuIxWLU\nqFEDzs7OcHJygr29Pdzd3eHh4YE6derAw8MD9evXR/369dGoUSM4ODggOzsbNWrUgIODA3Jzc2Fr\na4v09HTUr19fSJBNTEwU8lSqMp9++qlexzdpZ6WRur4KVZzU1NQyCWv6Zs2aNXoRoTt27BjatWuH\npk2b6nxsIhISRg8dOoRhw4Zhz549WLlyJQoLC0FEsLGxQXBwMO7cuYPly5cjJSUFB5RJLBqAQYMG\ngYgwb948rF27Fjt37kRISIiCXoYu2L9/PxwdHQVhP6lUapgmbvJRTHkBOJmzMnMmq0Z9+KHmscoR\ntVXVpM3e3h7LisMgSUlJCAoKQlFRERYsWIB9+/ZpnNramguQ5sxRPP6//7FUzJo1Zf0pVWanp6ej\nZs2a5qo4I5CTk4Pc3Fw8f/683FWOtra2aNGiRZmEYk1IpVIkJCQgLi4O8fHxiIqKQnJyMtLT05GS\nkoLY2Fg8efIEV65cQU5ODrKyslBUVISioiLB0RGJRLCxsUF+fj7s7OxgZ2cnRI47duyIVq1a4fvv\nv0edOnVQt25deHp6okGDBvD09FToqlwV0HtfMlXrQ2TOWdEb2dnZBIBevHhhsDmTkpIIAN24caPi\ng+TnE02ZQtSoES/wd+hAFB7Ox27fJurUifMNatUi6t+f96kiNZVo+HCiGjU4aSA4WOlpjRo1IgB0\n69YtSk9Pp5EjR9KWLVsUEtNycnIoMDCQfH19adu2bQSA5s+fr3Lq3r1ZN0OWf9CyZcmxFSuIvL35\nWIMGRH5+iteJRESl/4TDh/P+0rl9ubm51KJFC2G9+d69e6r/HuUgJyeHANCHH36ok/HKzYwZnOQh\nErEuiiwn5Ndf+Y9BpFq8REafPpzH4uZG1KsX0Z9/qp1y6tSpJCmt3aKE/Px8ev/99wkA/ec//1F6\njrxp2dlEkyYpJtMOGMAv4T171F9bmvXr15u1hoyElZUVbdmyRWN+UlWhqKiInjx5QleuXKHffvuN\nfHx8hM+JFi1a0JtvvklNmzYlLy8v8vDwIGdnZ7KysiILCwsSiUTCuSKRiGxsbMjR0ZFq1qxJnp6e\n1Lp1a+ratSu98cYb5OPjQzNmzKDFixfTxo0baf/+/XThwgWKiYmpMjl/8qC6Jtj+/vvvxjahQpw8\neZIsLS0NOufAgQMrn1ibnc0lDnFxvH3sGH+rx8YSpacTRUfzfqmU6IcfONlSFX5+/MjJIbpwgZMz\nSzk30dHRBIDCwsKKL/Gjmzdvqhzy33//pXHjxtHEiRMJgELlgTx9+hAp0+LbsYOodWuiR494OymJ\naNs2xetatiSaO7dk3/PnRHXrEtWpU9ZZkXH//n3hw6VZs2aUk5Oj8h60oVmzZgTAuF+MpQXgMjOJ\nmjUreW1oclauXOEKooICop07+XUke/0oYfr06VqbNn36dGrdurXK17uXF0/n4kJkZcUFSrKXVUAA\n++GNG/Nzq+5aFxcuWDJjfEQiEd29e9fYZpSb27dvC58NbXZKSc0AACAASURBVNu21bo6qLCwkOLj\n4+nSpUt08OBBCgwMpLlz59LUqVNpzJgx1L9/f2rZsiU1adKEGjRoQG5ubmRra0vW1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gqA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y8iMzOT/T+tDgcHB3h6ekIsFuPhw4dV9k07dIgxWiIimJWnHj2A/v2Z7tkJCUB5e6i4mGl/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\nZ2Hdvq0+WWncuJLeZNURpPv3WchLl7Ll+fOZ1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ODi4oImTZqAiJCWloYPP/wQOTk58PX1\n5etZVq5cKXCkIuaIVCp9IX2BRISBiMRkparJysqyyJlAgGmPIb7oODk5qSmk1qtXDz/99BOIiPf9\n2bNnj1DhvdDExMTg6dOnQodhELm5uWjdurXQYRidmzdvCh2CSCmUSiUAoHHjxgJHoh2zT1Zyc3NR\nWFgINzc3oUMREeHp2bMnAHGqslDk5uYKHYLBKBQKtGnTRugwjE5iYqLQIYiUgtMkMmW5fQkRad8o\nkcQCsDzLTxERERERERFTI46IXDVt0JmsiIiIiIiIiIgIjdkPA4mIiIiIiIhYNmKyIiIiIiIiImLS\niMmKiIiIiIiIiEkjJisiIiIiIiIiJo2YrIiIiIiIiIiYNP8PJ6RSknhFRuwAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = default_map(bb)\n", + "stationplot = StationPlot(ax, lons, lats, fontsize=12,\n", + " transform=cartopy.crs.PlateCarree())\n", + "layout.plot(stationplot, sfc_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "MetPy has many more symbols for current weather and cloud types; we just lack the data to readily show them off at present. Exhaustive list:\n", + "- current_weather\n", + "- current_weather_auto (automated station)\n", + "- low_clouds\n", + "- mid_clouds\n", + "- high_clouds\n", + "- sky_cover\n", + "- pressure_tendency\n", + "\n", + "These all assume WMO code values for these items, and they all can be passed as a mapper for a symbol field in the station plot code (either `plot_symbol` for `StationPlot` or `add_symbol` for `StationPlotLayout`)\n", + "\n", + "Below we show code to display all of the weather symbols:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Jk3jH05CUlISOHTuCMYamTZvi0KFDFtUiflndunVx5MgRtG7dGps3b4aNjY18\nIxZL1q5dO4wePRoDBw5EZmYmxo4di0WLFvGOBQDWUYx79OiB8ePH47XXXjPpebilJTw8HCEhIfJ5\nqMbe8o+HsLAw+apiAJ/MZODpO0Qk3/oMKPwiCTVq1DDZ3ZkMzVumTBkcPnxYPhczLi7O4PcYP348\nsrOzsWXLlmJlLE3u7u5yQb548SK8vb2hUqksthgDQMOGDXH48GG0bdsWq1evxurVq9G/f3/esQo1\ne/ZsODo68o5RpJcPdmxtbTXOfLFEV69eRa9evcAYs6hCDFhJMbaxscGwYcO43rKtcuXKBl8zukqV\nKnj48KGJExXNmMxVq1YtlatoFZeHhwcCAwMNaqUyxrB582Zs3rzZDMkKz2EIIsLEiRMNOngo6NSp\nU/j+++8BAAMHDuR6q1A1T09PHDlyRL5c4/PnzzknKlqTJk2wceNGdO/eHYwxi/jdfFmLFi3kz/7u\n3bvRsGFDbhd7MYb6YOf999/HqlWrYGNjg4kTJ+L777+32Ls3qX8PLe3e1lZRjAFg5MiRZr8mb0Gl\nMXHG0JZUabGmzJ9++qnFnDtuiKCgIHTq1MmgC+MzxrBjxw7s2LHD4O3n5uZi+PDhcHR0hEKhwMiR\nI3H16lXuN0AHoNErUZLrhptLUlISvvzySzkz7/swN2jQACkpKRpXgJo4cSLHRCXTpEkTHDx4EO3b\nt8eyZcuwbNkyi+196N27t3wAuXHjRova71ZTjI29766lqFevnnxSeWGnC1kSa8r83XffYfTo0fIf\n2uzsbLO8b8+ePYt104SoqChcunRJ/l49i/ZlCxYswO3bt7Fr1y4oFAp8+OGH+OqrrzBt2rRiZzaE\nnZ0d7O3tC735ydq1ay1mfLDgtev1cXd3x/nz582YqnAff/yxVZ5yVZhmzZphw4YN6Nmzp8X0PnTv\n3h0JCQkaPQyW8rnVxWqKsbXKycnRKBDqm1xYMmvKnJubq9UVb6lZAeDw4cNaPQAv542KisK8efNg\nY2Mjn1tsY2ODL7/8Eh999JFJr6kbGhpqsm2bgo+Pj0VPNvy3SElJwYIFCyym9wF4cUBrTZipuyEZ\nY2Tu7llBsFQnT57E9u3btR7/+uuv5THDtm3b4tdff9X5+nfffRdHjhwxaUZBKCguLg4VKlRAhQoV\nLOfSkRaOMQYiMqpVIIqxIAiCIJSi4hRji78ClyAIgiC86kQxFgRBEATORDEWBEEQBM5EMRYEQRAE\nzkQxFgTfUT4MAAAgAElEQVRBEATORDEWBEEQBM5EMRYEQRAEzkQxFgRBEATORDEWBEEQBM5EMRYE\nQRAEzkQxFgRBEATORDEWZGFhYYiMjOQdwyhhYWGIioriHcNg1pZXEATzEMVYwJkzZxAYGIigoCBU\nqVIFtWrVwo0bN3jHKtSpU6dQqVIlBAUFITAwELVr18atW7d4x9LL2vIK5nXlyhVcuXKFdwyj/Pnn\nn1Z38H7r1i2L/b0Td236l3v06BFq1qyJtLQ0+TEigq+vL27dugUXFxeO6XS7f/8+atWqhWfPnsmP\nERH8/f1x69YtODk5cUynzdryCub3zjvvQKFQ4MSJE7yjGISIUK9ePVSoUAE//fQT7zgGa9OmDRQK\nBQ4dOmTS9xF3bRKMtnHjRqSmpgJ48Qum9vjxY5333bUEGzZskA8eCmaOiYnBzp07ecXSy9ryqhGR\nxgHEs2fPYOkH1taYeffu3Th16hR+//13qyls69evx+XLl7Fv3z789ttvvOMY5MCBAzh69CiOHDmC\nw4cP846jxeKLcUxMDHr06AEXFxe4u7tjwIABSEpK4h1Lr+joaHTr1g3Ozs7w8PDAoEGDkJKSwjuW\nXtHR0fLXjDG9z1kSa8tsbXnV+vXrh4CAAERERCAsLAwBAQEYOHAg71iFsrbMWVlZmDRpkvy5mDBh\nArKzszmnKlxaWhqmTZsmZx4zZozFH/Dk5ORg3Lhxcubg4GDk5uZyTqVJyTtAYdLS0tCsWTPcvXtX\n3ombN2/GtWvXEBoaCqXSsuKnpKTgrbfewv379+W8mzZtwvXr13H27FlIkuUd+1SrVq1Yz/FkbZmt\nLa+ar68vkpOTERwcDCJCcnIyfH19eccqlLVlXrRoEe7du4fGjRuDiHDu3DksWbIEn3/+Oe9oes2e\nPRtxcXFo3bo1oqOjcf36dXz33XcYPnw472h6ffvttwgPD1d3HyMsLAwrVqzAmDFjeEf7HyIy6fLi\nLYpn6dKlxBgjSZLkRf399u3bi71dU1m4cKHevLt27eIdT6fU1FSqWLGinFWdt27dupSTk8M7nk7J\nyckUEBCglbl+/fqUm5vLO54Wa8urlpKSQj4+PnLmMmXKUGpqKu9YhbKmzDExMeTk5EQKhYL+/vtv\nCg0NJUmSyMXFhR4/fsw7nk4RERFkZ2dHtra2dOvWLTpy5Agxxsjb25uSk5N5x9MpLi6OXF1dtf4u\nu7u7U3x8vEne85+6Z1SttLymWgEFZ73RS90gN2/eNHecIllbXgBwdnbGqVOn0LVrVzg7O8PV1RWf\nfPIJjh07ZnE9D2qurq44ffo0PvzwQzg5OcHNzQ39+/fHr7/+CoVCwTueFmvLu2bNGiiVSri5ueHp\n06dgjIExhri4OLi6usLOzg4///wz75garDHz559/joyMDPTt2xf/+c9/0LBhQ/Tp0wfPnj3D5MmT\necfTKTg4GDk5ORgxYgSCgoLQunVrdOjQAQkJCZg1axbveDpNnTpV57yYlJQUTJs2jVcsbcZWb2MX\nlKBlPHv2bL0tzTVr1hR7u6Yyffp0vXnXr1/PO94r5/nz5zq/tlTWknft2rXk5OREKpVKqzWvUqnI\nzc2NDhw4wDumBmvLfO7cOZIkiZycnCgmJkZ+/NGjR+To6EgKhYLOnz/PMaG2o0ePEmOMPD09KSkp\nSX78zp07ZGtrS7a2tnTnzh2OCbVdvnyZFAqFxt/kgn+blUolXbt2rdTfF8VoGVt0MX706BG5ublp\n/HIxxqhcuXIW2fX04MEDcnFx0cobEBBAz5494x1Pr7t371KHDh3Izs6OVCoV9ezZk+Li4njHKtQn\nn3xCbm5udO/ePYqKiiJXV1caOHAg71h6WVteIqLExETy9PSU/3hZclekmrVkbtSokcbfCF1L06ZN\neceU5eXlUY0aNYrM3LZtW95RNTRv3rzIzC1btiz19y1OMbbobmp/f3/8+uuvCAoKkrud6tWrh6NH\nj8LZ2Zl3PC3lypXDkSNHULVqVTlv/fr18euvv8LR0ZF3PJ2Sk5Px9ttv4+DBg8jJyUFWVhZ27dqF\nli1bWvSsTk9PT6SmpmLcuHEYP3480tLS4OHhwTuWXtaWFwDmzJmDxMREdOnSBZ07d0Z8fDzmzp3L\nO1ahrCHz7t27ceXKFdjb2xe6XLx4EXv27OEdF8CLUyCjoqKKzHzy5EkcO3aMd1wAwE8//YQ//vhD\n/lusbzl58iT27t3LO65lt4wLevDgAT169KhUtmUO9+/fp+joaN4xilTYpLPNmzfzjqeXugWkPrr1\n8vLS6DqzNNaWl4ho4MCB5OXlRffu3aPIyEjy8PCgoUOH8o5VKGvMLJhGbm4uZWVlGbSU9kRKFKNl\nbJkzdHQoV64c7whGKV++PO8IBgkPD5e/JiKN82ALPmcp1q5di5EjRyI/Px/A/87bTUhIgIeHB2xt\nbfHjjz+iQ4cOPGPKrC1vQevXr0d2djbs7OwAvDjn39bWlnOqwlljZsE0FAqFRU6Q1Meiu6kF06tY\nsaL89csXpCj4nKVgjEGlUsHe3l4+Z1B9EGFvbw+VSqX1c/BkTXlr1KgBlUolLw4ODnBzc5O/d3Nz\ng4ODg8Y6LVu2FJmN8Oabb0KSJKOWOnXqcMtLRKhUqZLRmVu0aMEtM2B9+xmA5XVTBwUFFTng/vLS\nqFEjo96jtOTn51PFihWNztu8eXMueXWJi4sjHx8frUlnVapUoYyMDN7x9EpKSiIvLy85t4+PD6Wk\npPCOpZc15NU1ZFHUwvt8f2vLvG7dOmKMkUKhIG9v70IXdd6NGzdyy0v0v32sVCqLzKz+v/jpp5+4\nZua9n/EqzKb+9ttvNU5JKGxR78Rt27YZv7dKyYIFC+T/dEPz7tmzh1teXW7dukXNmjUjSZJIoVDQ\n+++/Tw8fPuQdq1DBwcHEGKMuXbpQ586diTFG48eP5x1LL2vIm5iYSA4ODmRra0uxsbF617t69Sox\nxsjX15f7hWGsLXNGRgZ5eHiQJEl08+ZNvetdv35dnlvA+zQ49T62sbEpdN7OmTNniDFG5cuXp7y8\nPDMm1MZ7P78SxTg1NZWcnZ1JqVTS/fv39a6n/uUqW7YsZWdnG/UepangH4MHDx7oXe/06dPyaVm8\nP6j6pKenW3RruKD+/fuTu7s7RUVFUWRkJLm6utKgQYN4x9LLWvIOHjyYJEmiGTNmlGgdc1LnmT59\nepHrWELmCRMmEGOMRo4cqXedYcOGEWOMPv/8czMm02/IkCEkSRJNnTpV7zq9e/cmSZLoq6++MmMy\n/Xju51eiGBMR/d///R8xxmjSpEl61zHkF9BcBg0aJHfv2tvb61zUrf358+fzjkt169YlNzc3o5YW\nLVpwzVy7dm2NPC4uLmRrayt/b2NjQy4uLhrrvPfeeyKvkS5fvlxoC7LgwWfBi1XwpM6s7qHS9bvH\nGLOYzHfv3iWFQkHOzs46r5eQkpJCTk5ORTZIzOnKlSsGDcGpVCqTXWLSWDz38ytTjG/dulVo10FS\nUhI5OjqSra2tRZw+pP5jUNg4lbpQP336lHdcWrRokcHjbOr1Nm3axDXzV199ZXTmLVu2iLzFoB6y\n0DX8ox6W6dWrF4dk+qkzF7ZYUuaOHTuSJEm0bNkyreeWLFkiD2lYkrffflvvEKJ6Hw8YMIB3TA28\n9vMrU4yJiN599129g+rqCQU9e/Ys1rZN4a233tLbUu/bty8xxqhfv37mD6aD+mCmqDGgGzduWMy4\nVXx8PKlUKoPHBsuUKcN1+MLa8hYUEhKic2Jkfn4+VahQgSRJotOnT3NKp5s688tXrcrPz6fAwECL\ny6y+tGTVqlW1nqtcuTJJkkQnTpzgkEy/3bt3E2OMmjRpovF4bm4uvfbaayRJEl24cIFTOt147edX\nqhjv27ePGGNUt25djcfVM5gt7ZdL/cfA09OT0tPT5cfv3r1LNjY2JEkS/f333xwTalKPAU2ZMkXv\nOsOHD7eocasBAwYYPJ5Z2NiWuajzGjKWaQl51XJycsjf31/rM7t3715ijFGdOnU4ptOtYObLly/L\njx84cMBiM1erVo0kSaJffvlFfuzgwYPEGKOaNWtyTKZbwaJ76dIl+fEff/zR4i7fWRCP/fxKFeOC\nR+F//vmn/PjPP/9skb9cOTk55OfnR5Ik0ZIlS+TH1ePfvE6/0kfdIvPx8aGsrCyt5y1x3OrixYsG\njWcW1eI3F3XeosYyLSVvQeqbtBTszVH3Vm3YsIFfsEKoMxecGPf+++9bbOaVK1cSY4zat28vP6bO\na4k3wiEimjdvntY+bt68OUmSRDt37uSYTD8e+/mVKsZEusen3nvvPYv95VL/MShXrhzl5OTQ06dP\nycHBgfvpV/q88847ei97qR5P+fDDDzkk069p06ZFjmf26NGDQzLd1HkLWywpr9qTJ0/kG4c8ffpU\nnsfh6elJmZmZvOPppM7s6OhISUlJFBERQZIkWWzmtLQ0cnFxIYVCQZGRkRQeHk6SJJGbm5tG75ol\niYuLI3t7e3kf37x50yJOGSsMj/38yhXjhIQEUqlUZGdnR7GxsXTnzh2L/uV6/Pgx2draygcLU6dO\ntbjxwILUY0D/+c9/NB7Pz8+32HGrHTt2FDme+ccff3BKp02dt7CxTEvKW1CfPn1IkiSaO3eu3MMz\nceJE3rEKpc68YMECGjt2rMVn/uyzz0iSJBo7diyNGTOGGGM0duxY3rEK9cknn5AkSbRw4UIaOXIk\nMcZo1qxZvGMVytz7+ZUrxkQvThtSj7t9+umnFv/L1adPH/kKVuqTzi3h9CtdCo4BnT17Vn5cPc5m\nieNWBYcDdI1n1q5dm2M6bQXz6hrLtLS8BYWGhhJjjPz8/ORz/+/du8c7VqHUmQMCAsjNzc3iM4eF\nhcmtNDc3N1IoFBQeHs47VqH+/vtvYoxRhQoVyNnZmezs7Ojx48e8YxXK3Pv5lSzGly5dkluXLi4u\npFQq6e7duyXapimdPXtWnv6vPrfREk6/0kc9BtSnTx/5MUsft5o1a5be8cz169fzC6aHOq+usUxL\nzFvQf/7zH/nz3KlTJ95xDGJtmd9//305b8FxTUumvh+zJEkafzssmTn38ytZjIlenDZkTb9cBf8Y\nWNLpV7o8ffqU7O3t5aNbaxi3Ug8HvDye6eHhYdHDFy+PZVpq3oI2b94sf5aPHTvGO45BrC2zupdE\nkiQ6fPgw7zgG2bp1q5z5zJkzvOMYxJz7+ZUtxjt37pR34tGjR0u8PVP7/vvv5byWOh5YkHoMaObM\nmTR69GirGLf66KOPtMYzJ0yYwDuWXuq8BccyLTmvWlZWFnl7e1O1atV4RzGYtWVWz9GoUqUK7ygG\ny87OprJly2rNN7Fk5tzPxSnG7MXriocxNhbAIAD5AK4BGEBE2S+tQyV5DwDIzc1FQEAAXFxccOvW\nrRJtyxyysrJQrlw5+Pv749KlS7zjFOn8+fNo0KABypQpg8zMTDx79gy3b99GYGAg72h6hYaGokmT\nJvD19UVaWhoyMzMRHh6OChUq8I6mkzpv+fLlkZKSgmfPnll03oKmTp0KX19f/N///R/vKAaztszf\nfPMNGGMYPXo07ygGmzlzJipWrIh+/frxjmIwc+1n9uJ2qUbdG7XYxZgx5gfgNIAgIspmjIUAOEhE\nP7y0XomLMQDMmTMH7u7uGDVqVIm3ZQ5TpkxBxYoVMXjwYN5RDNK4cWOcO3cOjDG0bdsWBw4c4B2p\nSPXr18eFCxfAGMMHH3yAvXv38o5UKGvLqxYTEwMXFxc4OTnxjmIwa8ucmpoKAHBxceGcxHBxcXFw\nc3ODra0t7ygGM9d+Lk4xlkr4ngoAjowxJQAHADEl3J5ew4cPR//+/U21+VI3atQo9O3bl3cMgxU8\nyLGWAx5ry2xtedX8/PyspqipWVtmFxcXqyrEAODj42NVhRiw7P1c0m7qzwDMA5AB4Fci+ljHOqXS\nMhZMKycnB+XLl4ezszPCwsJ4xzGIejjA09PTqoYvrCWvIAjFU5yWsbIEb+YGoBOAAAApAH5kjH1E\nRNuLu02BHxsbGwwbNgzu7u68oxjMzs4OQ4cOha+vL+8oBrG2vIIgmE9Jxoy7AWhDREP++f5jAA2J\naNRL69GMGTPk75s3b47mzZsXO7BgOk+ePIFKpbLYbhxdrG1s0NryCoJQtJMnT+LkyZPy97NmzTLr\nBK4GADYAqA8gC8AmAH8T0cqX1hPd1IIgCMK/hlkncBHRXwB+BHAJwBUADMDa4m5PEARBEP6tSjSB\ny6A3EC1jQRAE4V+Ex6lNgiAIgiCUkCjGgiAIgsCZKMaCIAiCwJkoxoIgCILAmSjGgiAIgsCZKMaC\nIAiCwJkoxoIgCILAmSjGgiAIgsCZKMaCYCbPnz/X+bUgCIIoxoJgBgMHDkRAQADu3buHqKgoBAQE\nYOjQobxjCYJgIYp9C0VBEAzn4eGB+Ph4BAcHg4gQHx8PNzc33rGK9Pz5c9jb22t9LQhC6RLXphYE\nM0hOTkaVKlWQkJAAAPDy8kJ4eDhcXV05J9Ovf//+OHz4MM6dO4f8/Hw0btwYHTt2xLp163hHEwSL\nJq5NLRQLESE9PV3+PjU1Ffn5+RwTvTrWrVsHJycn+Pr6IiEhAYwxMMYQHx+PsmXLwtXVFQcPHuQd\nUycvLy+5NT9u3DjEx8fD3d2ddyxBKJbo6GjExMTwjqGXKMYCPvnkE/j6+uLu3bsICwuDn58fBg0a\nxDtWoXJzc3V+bWny8vKQnZ2N7Oxs9dEyiAiMMfnxvLw83jF1mjp1Kjw8PLB3717s27cPnp6emDJl\nCu9YglAskydPxhdffME7hl6iGAvw8/NDenq63ALKzMyEr68v71h6DR06FAEBAXj48CHu37+P8uXL\nY+TIkbxj6TR8+HBkZ2cjISEBHh4ecsvY09MTiYmJyMzMRMeOHXnH1LBnzx44Ozvrbc07Oztj/fr1\nvGMKgsEuXLiAbdu2YevWrbh8+TLvODqJYixgypQp8PLywr59+3Dw4EF4e3tj8uTJvGPp5eDggMeP\nH2P8+PGYMGECnjx5YvETi+bMmYOEhAR07twZnTp1Qnx8PObOncs7lk7W3JoXBF3UEyeJCMHBwbzj\n6KYOaKrlxVsIlmj16tWkUCiIMUaMMZIkiSRJkr+3tbWlffv28Y6pJT4+ntzd3eWcnp6elJiYyDtW\noT755BPy8PCge/fuUWRkJLm7u9PAgQN5xypUUlISeXl5yZ8Lb29vSk5O5h3rlbRt2zbavn077xiv\npD179hBjjCpXrkyVK1cmSZJM/nftn7pnXK009gVGv4EoxhZr7dq15OTkRCqVSqMIS5JEKpWK3Nzc\n6MCBA7xjykJCQsjT05Pc3Ny0Dh7c3NzI29vbIg8eiIjy8/MpKytL/j4rK4vy8/M5JipacHAwMcbo\nww8/pC5duhBjjMaPH8871isnMzOTypcvTwEBAfT8+XPecV4p2dnZFBgYSJIk0e7duykkJIQYY/T6\n669Tbm6uyd63OMXYarqpGzVqhJYtW/KOoeHp06fw9/c3qkt30qRJ8Pf3R3x8vAmTGWbIkCFIS0vD\no0eP4ObmpjGeGRsbi6SkJLRv3553TFlmZiZSU1ORmpqq1X2qfjwzM5N3TJ0YYxoz1PPz88GYUWc+\nmETB/ZWTk6PR/ZyYmAh3d3csWbIEixYtgpubG5KTk+Xn8/LykJOTo3NbguEWLlyIhw8f4uHDh1i8\neDHvOHpFRkZqnHWhlp2djdu3b3NIVLTly5cjMjISjRs3Rrdu3dCjRw80bNgQ4eHhWLlyJe94moyt\n3sYuKEHLODY2llJTU4mIiDFGKpWKiIhSU1MpNja22NstqcjISMrNzaXQ0FBijFGLFi3kvCkpKVrr\np6SkyHmbN29OkiTRuXPnKCcnhyIjI82aXZcxY8YQY4y6d+9O3bp1I8YYjRs3jncsvVJSUsjHx0du\nGZctW1b+nFiqAQMGkI+PD929e5ciIyPJx8eHhgwZwjXTrFmzyMHBgU6ePElpaWlUtWpV+bOs9nJr\nvqDGjRvT66+/Tunp6fT777+Tg4MDzZs3zyzZXxWxsbHk5OREdnZ2ZGdnRy4uLvT48WPesbQ8evSI\nFAoFBQUFUUxMjPx4WloaNW7cmBhjFBoayjGhtsTERPLw8CBJkjSy/fnnn8QYIy8vL5MNu+BVahmn\np6cjMDAQlSpVwqpVqwC8OIVl5cqVqFChAqpWrYqMjAyz5woNDUVgYCBq1Kghnx+akpKCCRMmICAg\nAO+//77Wa9q0aYOAgACMHz8eKSkpAIADBw6gRo0aCAwMxNmzZ836M7wsNTUVHh4eWLRoERYuXAg3\nNzekpaVxzVSYuXPn4unTp2jfvj3atWuHJ0+eYP78+bxjFcrd3R3x8fEYN24cxo8fbxFX4PLw8EBm\nZiZGjRqFmTNnIjw8HI6Ojhrr2Nra6vwaePEzhYeHY+bMmRg1ahSeP39u1p/pyZMn6N27N+rXr4+s\nrCyDXtO6dWu0bdsWkZGRJk5nmMmTJyMjIwMjRozAsGHDkJaWZpGnj/n4+OA///kPwsLC0LJlSzx+\n/BhpaWlo3bq1/DexatWqvGNqmDFjBpKSktCtWzc0bNhQfrxJkyb48MMPkZiYiNmzZ3NM+BJjq7ex\nC0rQMu7fv7/WWKb63wEDBhR7uyWRnJxMDRs21MiizmdnZ0fLly/Xes2iRYvIzs5O58/RsGFDevr0\nKYefRFNhLSBL07dvX3J1daWIiAgKCwsjFxcX6t+/P+9YhUpMTCRPT0/5M2AJk6FycnIoKChI/jza\n2NjQzZs3DX79jRs3SKlUyj9T9erVTToOV9D69evJ3d2dJEkif39/yszMNOh1b7zxBkmSRA4ODrRg\nwQKz5dXlwoULpFAoyM3NjeLj4+np06fk4uJCSqWSLl26xC2XPsnJyVS/fn2SJIl8fX2pQoUKxBij\nwMBAevjwIe94GsLCwsjW1pbs7Ox09j5GREQU+nxJ4VWcwLVmzRqtArZ27doSbbOk8vPz6eOPP9bK\nVVg3zblz57TW//jjj82Y2ro9evRI/jo/P5+ePXsmf//s2TONyVDR0dFmzVaYtWvXkqOjI9nb22tN\nOrO3tycXFxezT5I7e/YseXh4aGWSJIns7e3JwcGBpk+frvf1S5cuJQcHB70/k6urKx05csQk2cPD\nw6lFixby+3bt2tWoIavk5GQaPHiwnLdu3bomK3xvv/022dvb613UBzHq/abvMV1L8+bNTZKZiOi9\n994rNHPBz0vB/3ddy+uvv26ynIX54IMPSJIkCg4O1rvO6NGj5QmKpe2VK8YzZswgW1tbrf98W1tb\nmjlzZrG3WxJZWVnyuOrLuTw9PWn37t1ar9m2bZs8dvHyh7hr164ahUXQdvz4cWKM0ddff13kujNm\nzCBJkujMmTNmSFa0lStXklKp1DptrGDx27t3r1kznT59mhwdHfVmUigUNHnyZL2vX7BgQaE/k0ql\nooMHD5Zq5tzcXPr666/JwcFBa/8VZyl4YGxjY0OTJ08u9R6hRo0aaf3Ol9bSpEmTUs1akHpeS2FL\nwYOGwtarVKmSyXLqo/574eHhQUlJSURENGfOHPL19SVfX1+aP38+ERElJCTIvSunTp0q1QyvVDFO\nS0sjGxsbUqlUNGHCBPk/ffz48WRnZ0e2trZcithvv/0mdzOqW8cVKlSgbt26kSRJVKdOHa3XvPnm\nm/JRfPny5eVWsfoczhMnTpj953hZwW4+Q7v8TCknJ4e2b99O8fHx9P333xNjjEaMGEE5OTkUEhJC\nT548kdd98uQJ7dy5k3JycuShjZCQEIqPj6ft27dTdnY2x5/khZcnnZUpU4b7pLPc3FyqWbOmnMnO\nzo7CwsIMfv2dO3fkg2XGGNWqVctkp2tlZ2fTzJkzyd7eXqN3qSSLupgolUoaM2YMZWRkmCS7rp9F\nfbrNxo0btZ5ft24dMcaoSpUqlJOTY5ZMhkhLS6MmTZrI5/aXLVuWGGMUFBTEdUJtQfn5+fLf26VL\nlxLR//Znwc/NDz/8QEQvhhAZY1S/fv1SzfFKFWMioosXL1JUVBQRac6mjoqK4jqmcvz4cUpOTtaa\nTX3+/Hm6f/++1vr379+nv//+m4g0Z1MnJyfT8ePHzZpdF0uc6bty5Ur56LZevXrEGKPy5ctTUFAQ\nMcY0uvg/+ugjYoxR1apVydvbmyRJoqZNm5KHhwcxxmjFihUcf5IX1AeUHTt2pA8++IAYY/T5559z\nzbRq1SpijFG1atXkLrtOnToZ/Hp1V+DYsWOpevXqxBijNWvWmDAx0a1bt+itt96SC2rfvn0pPj7e\n4Nc/e/aMPv30U1IoFCRJEtWqVYv++usvEybWtmDBAmKM0RtvvKHz4CUvL4+qV69OkiTRokWLzJpN\nn5ycHLkQV6lShR49ekQpKSlUv359+bxd3nMgiIg2bNggj2OrD2Q6deqkVYy7d+9ORC96OitWrEiS\nJNGWLVtKLccrV4wLqlChAlWvXr1UtlVaHjx4QCqVyqgrKfXv359UKpVFTXgIDg4mSZLkiztIkkQT\nJkzgmikpKYk6dOig8Quk/rdu3bp05coVed3Lly9TnTp1tMYvJUmiDz74gOLi4jj+JC98/PHH5Obm\nJk86c3V15TYJUW369OlkY2NDR48epZSUFAoICKBmzZpprFNYj0mDBg2oYsWKlJaWRseOHSMbGxua\nNWuWWbKvXLmSXF1diTFG5cqVM/hiGerPib29Pc2ZM8fsLc+nT5+Sm5sbSZJU6FyBn3/+mRhj5O7u\nTgkJCWZMqNvDhw9JoVDIhVhNXZAtYWgoPT2dfH19SZIkjeHCESNGaHWrjx49Wn5+586d8sF+afUK\nvtLFOCMjwyK6T1+WlJREeXl5Bq+fl5cnj2NYCkuc6Uv04he9Ro0aWsVY3VtSUEREhNbs9po1a3Lv\nClbLz8+n9PR0+fv09HSLuAJXwf2TlZWl0aXfr18/ucckIiKCfHx8aPDgwfLz2dnZGuOs5t7Xjx49\novJmrdkAACAASURBVC5dulDdunUN/tvQqlUratGiBd2+fdvE6XQbPny4RmEoapEkiUaOHMkl68tu\n3ryp8zoKmZmZdPnyZQ6JNE2fPp0YY1rj6Q8fPiR/f3/5QL18+fIa50oTkXyGzNy5c0slyytdjIXS\nZ4kzfdWuX79O3t7eOscGVSoV7dixQ153y5Yt8ljiy2OCPj4+dOHCBS4/Q0H5+fkaY5IZGRkWUYwL\nM27cOJIkiTp37kydOnWyiB4Ta3b79m358rPGLM7OzkaN5f8bRUdHy5MSz549q/V8UlISbdy4kTZu\n3KizoXH69GlijJXaRVdEMRaMsnr1arKxsSl0pi+vaz3v3LmTJEmijh070pQpU4gxRr169aIxY8aQ\nnZ0dffbZZ/K6o0aNIltbWxo9ejR17NiRJEmiOXPmyGOaBQs3L3379tVoZXp7e1v8udHqG0WoPxc+\nPj4W0WMiCC/75JNPiDEmjwUXR9euXUmSJI3en+ISxVgoFkuc6UtE8sScgrOpiUhnN7/6sYKzqQtu\ngzdramXu2rVL42IeumYfm3qiliAY6sKFC/LZACW5gEd4eDjZ2tqSUqmkq1evlihTcYqxxV4OUzAf\n9eUlO3TogPbt2yMuLs4iLi/p6ekJAKhZsybc3NzkS9rpuuSi+rGGDRvCzc0NNWrU0NgGb1OnToWH\nhwf27duHn3/+GV5eXhZ52UMAkCQJDg4OsLe317ohh729PVQqFRQKBe+YggDgf/cqzs7ORmBgICRJ\nKtZStWpV+WYp48aNM/vPwV4UcRO+AWNk6vcQSqZfv37Yv38//v77b+Tn56NBgwbo0qULNm7cyDua\n1VuzZg1GjRol37GJ/XOnJvXvhI2NDXbv3o2OHTtyy6hPUlISqlSpgqSkJAAvDmzCw8Ph6urKOZkg\nvHDw4EF0797dJNvet28f3nvvvWK99p+DWKNuy6Ys1jsJr5Tvv/8eOTk58o0Anjx5AhsbG86pXg0K\nhQIqlQp5eXnIysqSizBjDHZ2drCzs7PYVubs2bORmJiIrl27gojw008/Yc6cOVi0aBHvaIIAAGjf\nvj2XGwaZgijGAhhjhd6dRyi+IUOGYMiQIVbZykxOToa7uzsWL16M/Px8nDhxQr7rmCAIpUt0UwuC\nGYwdOxbLli3TaGUGBwdbfCszOztbPjgr+LUgCPqJbmpBsFCpqalarUxLvme0mugxEQTzEC1jQTAT\n0coUhH+H4rSMRTEWBEEQhFJUnGIszjMWBEEQBM5EMRYEQRAEzkQxFgRBEATORDEWBEEQBM5EMRYE\nQRAEzkQxFgRBEATORDEWBEEQBM5EMRYEQRAEzkQxFgRBEATORDEWBEEQBM5EMRYEQRAEzkQxFgRB\nEATORDEWBEEQBM5EMRYEQRAEzkQxFgRBEP4V0tLSkJ6ezjuGTuJ+xoIgCMK/gr+/P9zd3XH9+nWT\nvo+4n7EgWKiYmBj06NEDLi4ucHd3x4ABA5CUlMQ7liC88i5duoSIiAjk5eUhNjYWDx48AABERETg\n0qVLnNP9j2gZC4KJpaWl4c0338Tdu3fB2IuDZSJC3bp1ERoaCqVSyTmhILya0tLS4OHhAcYYhg4d\nilWrVoExhk8//RQrV64EYwyJiYlwcnIq1fcVLWNBsEAbNmzQKMRqly5dwu7duzmlEoRXn7OzM2bM\nmAGFQiEXYgD49ttvoVQqMWPGjFIvxMUlirEgulBN7NatW/LXL/cS3bx509xxDBIbGyt/Jjw8PDBo\n0CCkpKTwjiUIRps6dSoWLlwof09EYIxh8eLFmDJlCsdkmkT/2L9cWloamjVrptFy27x5M65duya6\nUEuJv7+//PXLreOCz1mK9PR0vP3224iMjJTzbtq0CdevX8fZs2chSeIYXgCioqKgUCgQEBDAO0qh\nevXqhV27dsmfZfW/o0aNwunTp7F9+3ae8WTit+pfzhq7UJ8+fYrevXvD2dkZjo6O6N69O2JiYnjH\n0mvAgAFwdnYG8OKoXN06Llu2LHr37s0zmk6bNm3SKMRq58+fx549ezil+p9Dhw6hZ8+eqFy5Mtzd\n3fH6669j0KBBOHPmDO9oOllb3qKEhobi9ddfR2BgICpWrIg6depo9P5YkvT0dBw8eBCenp5YtGgR\niAh2dnZYunQp3N3dcfjwYWRmZvKO+YL6j4OplhdvIViqoUOHEmOMJEnS+nfq1Km842nJzMykatWq\nyRnVeQMDAyktLY13PL1Onz5NlStXljO/8cYbdO3aNd6xdBo5cqTez8TMmTO55YqNjaUWLVpo/N8X\nXBhj1Lt3b0pPT+eWsSBry2uIR48ekZubm9bP8dprr1FqairveDrFxcVRamoq5ebmEmOMnJ2diYgo\nNTWVnj59apL3/KfuGVUrRcv4X87aulC3bt2K27dva2WNiorChg0bOKUqWtOmTREREYHbt28jLCwM\nV69eRc2aNXnH0skSPxMxMTFo0KABfv/9dwQGBmLTpk2Ijo5GVlYWoqKisHjxYnh5eWHnzp1o1aoV\nsrKyuOS01ryG2rhxozx3gArMf4iJibGY7t6XeXt7w9nZGQqFAvXq1UOjRo0AvJjc5eXlxTldAcZW\nb2MXiJaxRXvw4AG5uLjIR7jqxc/Pj5KTk3nH0xIcHKy31TZ8+HDe8V4J0dHR5OrqqvWZ4Nn6adKk\nCUmSRO+//z5lZGToXCc6OpqqV69OkiTRiBEjzJxQk7XlNVTBnrSCLWNL7UnjBa9ay9iSZ/leuHAB\nzZs3h0qlgp+fH7744gvk5ubqXT8jIwOjRo2Cj48PHB0d0a5dO4SFhZkxsW7lypXDoUOHULFiRTDG\nwBhDzZo1ceTIEbi6uvKOp6VcuXLy1y+32go+Z2ks9bOckpKCKVOmoGXLlujWrRsOHz4MPz8/HD58\nWOMzUatWLRw5cgTOzs4ICQlB586d0apVK8ybN8/kY24//fQTzp49i8qVK+PHH3+ESqXSuZ6fnx/2\n798PR0dHrF+/ntvvl7XlNUZQUFCxnuPNUn//NBhbvY1dUMyWcWpqKlWqVElrbLBevXqUk5NTrG2W\nlhs3bpCTk5PO8R99Xh47YoyRj48PPXr0yIzJCxcWFkYRERG8YxQqPj6evL29tVptHh4eFBMTwzue\nTpb6WU5JSZHH3wsuy5cvl9e5c+cORUZGyt9/8cUXWus3bdqUsrOzTZazQ4cOJEkSbd26VX7s2rVr\n1L59e6pSpQr16tWLHj58qJFRkiSaNGmSUe8TFxdHsbGxFpP33r171L17d6pSpQp98MEHdOPGDZPk\nNUZycjIFBARo/P5JkkRvvvmmST8DJcHj9w/FaBlbbDFeunSp3u6Q7du3F2ubpaVPnz7/z959h0Vx\ntW0Av8/QLSgoKCpBsETUKCpWrMReorFg/ayJvSWaaOzGnsRobJj42hITS4xGRRPFAlhiQUFEVOyo\nICodFFjg+f7w3XlZtrDg7s4sOb/r2st19+zOvcPsPlPOnNGaLSIiQq19YGCg1vaff/65BJ/AvIWH\nh9MHH3wgzktPT0+6cuWK1LG0kuuyPHfuXI257OzsNHZsiY6O1tgJSRAElQJuaGXLliVLS0uxg97z\n58/J0dFR5TBFnTp1KDMzk4iIwsLCxB/bonB3dycXFxdZ5M3IyCB3d3eV1zg7O6v8XQyVt6hiYmLo\n448/plKlSlHZsmVp2LBh9OrVK5Pn0JcU37/iFGPZ7qaW80AJt27dUhnWMD9N2eT8WcxRw4YNERER\ngfv37+PevXuIioqCt7e31LG0kuvf//Tp0+L9/LmysrJw9uxZtfZnzpwR2xX8HIGBgUbJmJaWhvT0\ndDg5OYkjJR04cABJSUkqhymio6MRHBwMAKhduzYAFHnc4bi4OMTHx8si76lTp/Do0SOV17x69QqH\nDh0yaN7icHV1xYEDB5CRkYHU1FT88ssvqFChgslz6Euu37+CZFuMq1WrJt4veGww/3NSqFatmvhH\n1SebnD+Lubh37x6ePHmi8lj16tXh7u6u8tizZ89w9+5dtS+dlMzh718wV8H/v2v74nr9+jUAwNbW\nVnxMW98MhUIBAChVqlSRp0NEUCgUWo/v6stQeQt7jaHyvgtvb2906tRJsunryxy+fwDku5s6//ls\n+Y9Pubq6Sn4+2+nTp9VyCYJAPj4+GttnZWXR+++/r/YaW1tbun79uonTm5fAwEByc3MT51mzZs00\nHtd+9OgRtWrVSmU5+euvvyRIrE6uy/L8+fPVjv8yxqhUqVIad1PfvXuXLCws1NoLgkAbN240Ssa0\ntDSytrYmb29v8bFHjx6JfTaUGdzc3FTOM69ZsyYJgkAPHjzQazoPHz4Uz1eXQ96kpCSqXLmyymvK\nlSsn9jExVN6ievHiBaWnp6uds5uWlkYvXrwwaRZ9SfH9Q0k6ZkxEdPnyZbHrvyAI5O3tTbdv3y72\n+xnSnj17xC+LIAjUs2dPnSeQP378mNq1aye2d3Nzo+PHj5swsW55eXl08+ZN2cxfIqJbt26RnZ2d\n2rEeDw8PevPmjdguKyuLateurdZBQ04rO3JcllNTU1WOvStv/v7+RPS/ZeLOnTviaxYsWKDWvl27\ndkbtiBYeHq7S4YmI6OzZs+Tt7U329vbk6+tLUVFRKs+PHTuWBEGg7777Tq9pfP/998QYo08++UQ2\neSMiIqht27ZUtmxZatasGV24cMEoefWVnp5O5cqVIycnJ1q/fr244ubv708VK1YkBwcH2Q5gYurv\nX4krxkoxMTGy6nWslJubS/fu3StS54X4+Hi919ZNJSQkhKpXry6uMXp6esqiiE2dOlXrOcX5e6oe\nOHBAaztT/ljpQ27LcmpqKi1cuJA6depEAwcOpMDAQCJ6O2JY/mWiXr164ohhf/zxB/Xr1486d+5M\nq1atEjsiyck///xDjDGqVKkSxcfH62z78uVLcnFxIUEQKCQkxEQJVZlL3qFDh6ptYSq/a//3f/9n\n0izFYarvX4ktxpzx5B/0I/9WZeXKlSUf9KNv375ae0GuXLlSbLdu3Tqt7bp27SrhJzBPT58+FQf9\nyD8/q1SpIvkhoqIYMGAAMcaoefPmlJCQoLFNUlKSeHijd+/eJk6oylzybtiwQW2ld9OmTZJkKarE\nxERKSUkx+nR4MeaKbPHixVq3KpW7K6WiPKdVU5H9888/xXYnTpzQ2m769OkSfgJVcjwUoMmyZcu0\nLhNbtmyROp7eUlJSqF69eiQIAlWtWpX8/f3p6dOnlJ2dTU+fPqXNmzeTq6ureKpRUlISz1uIhQsX\nkrW1tdqhCmtra0nHLddXlSpVqF69ekafDi/GXJHJeXi72NhYtQE+BEGgFi1aUF5enkrbNm3aqO0+\nq1ixIsXExEiUXpVcDwVokv9CEQWXCXP4wc0vOTlZHIRDU2c1QRCoW7duWrdETU3OedPS0sjKyoqs\nra1pwoQJYp4pU6aIj6enp5s8V2HOnj1LUVFRap3OoqKi6OzZs0aZJi/GXJHpOiH+119/lToe3blz\nh7p37062trZkb29Po0eP1rj7PC0tjcaOHUvly5cnGxsb6ty5s9qIRVKR86EATZSdczQtE3v37pU6\nXrGcOHGChg4dSjVq1KDy5ctTjRo1aOjQobLqRJmfXPNeu3aNoqOj1QrbnTt36Nq1a5Jm0yQ1NZUs\nLCzI0tJSZcNjwoQJ4uPGuNobL8ZckaWmppK7u7va1mfjxo0lH3a0pJDzoQBN0tLSxMs95l8mmjZt\nSjk5OVLH42SiatWqVL9+faljFGrp0qVka2ur8WyLZcuWGWWaxSnGsh30gzONsmXL4uzZs+jXrx/K\nli2LcuXKYfjw4Th58iQsLS2ljlciPHv2TLxfcNCB/M/JRZkyZcRlokyZMihfvjxGjhyJEydOwMLC\nQup4nExERUXh4sWLUsco1Ny5c7F69Wrx/0QExhjWrFmDOXPmSJhMFf+15VC1alXs27dP6hgllqen\nZ7Gek5KLiwtfJjid7O3tpY6glyFDhmDPnj3iirDy34kTJ+LcuXPYtWuXlPFEfMuY44xszJgxqF69\nOoD/HRZijMHLywt+fn7ShuO4Euz169c4evQonJ2dsX79ehARbG1tsWnTJjg5OeHo0aNGvwSovtjb\n3dtGnABjZOxpcJzcPXv2DJ999hmOHz8OQRDQp08ffP/993BwcJA6GseVaC9evEDp0qVha2sLKysr\nlClTBqmpqcjIyMDr16/h5ORk8GkyxkBERRqw/Z2KMWOsHID/AKgPIA/AaCK6VKANL8Ycx3Gc5Jo1\nawYHBwccP37cqNORohjvABBMRNsZY5YAShFRaoE2vBhzHMdx/xomLcaMMXsAYURUo5B2vBhzHMdx\n/xrFKcbv0oHLHcArxth2xtg1xthPjDHpLq7JcRzHcWbqXU5tsgTQGMAkIgpljK0FMBvAwoINFy1a\nJN5v37492rdv/w6T5TiO4zj5CAoKQlBQ0Du9x7vspq4E4B8i8vjv/1sDmEVEvQq047upOY7juH8N\nk+6mJqJ4AE8YY7X/+9CHAKKK+34cx3Ec92/1rr2pG+LtqU1WAB4AGEVEKQXa8C1jjuM47l/D5Kc2\n6TUBXow5juO4fxFT96bmOI7jOM4AeDHmOI7jOInxYsxxHMdxEuPFmOM4juMkxosxx3Ecx0mMF2OO\n4ziOkxgvxhzHcRwnMV6MOc4Enj9/jkGDBqFcuXJwcHDAiBEjkJiYKHUsjivxYmNj4efnB3t7ezg4\nOGDUqFFISkqSOpYaPugHxxlZRkYGvLy8cP/+fTD2dhwAIkLDhg1x+fJlWFlZSZyQ40qmtLQ0eHl5\n4eHDhyrfvcaNG+PixYuwtHyXayVpxwf94DgZ2r59u0ohVoqIiMCmTZskSsVxJd/WrVtVCrFSWFgY\ntm7dKlEqzXgx5jgju3XrlnifiEBEyjVnfP755xIm47iSTdd3b+LEiRImU8eLMSfKy8sDP6RgeK6u\nruJ9xpjKWrqHh4cUkQoVExODjz76CLa2tihVqhQGDx6MV69eSR2L44qkWrVq4n3ld0/5G+fp6SlV\nLI14MeYQExODnj17wtbWFnZ2dujXrx/i4+OljlWo2NhYxMTESB2jUCNHjkT58uUBQPwhUK6hL1my\nRMpoGqWkpKBNmzYICAiAQqFAVlYW9u7di44dOyInJ0fqeBynt5EjR6Js2bIAoLKhwRjDokWLJEql\nGS/G/3Kpqalo27Ytjh07htzcXCgUChw8eBC+vr7IysqSOp5GUVFRaNKkCapVq4bq1aujfv36uHbt\nmtSxtKpcuTICAwPh6empduzKz89PolTabdu2DU+ePFHLeuPGDWzZskWiVJycREdH4/79+1LHKJSr\nqyuOHTsGd3d3teW5X79+EqXSjBfjf7kdO3YgJiZGbUG9ffu2LDsXpaSkoGPHjggPDxd3O0VFRaFL\nly6y3ppv0qQJIiMjER4eDmtrazDGsGrVKgiC/L6Ct2/fFu8XPM42efJkCZO9FRgYiMGDB6NmzZpw\ncHBAnTp1MH78eFmukAUGBuL//u//ULt2bZQvXx7Vq1dHnz59sGfPHrM8JHThwgXUrFkTderUQa1a\ntdCgQQPcvHlT6lg6+fj44N69e7h06ZK4LH/77bdqv3mSU37ZjHV7OwlOriZOnEiMMRIEgRhjKvcF\nQZA6nhp/f3+1jMp/Bw8eLHU8nZ4/f05eXl7EGKPWrVtTXl6e1JE0+vrrr8V5qrwpl4169epJlisp\nKYl69uypli3/beLEiaRQKCTLqJSQkEBdu3bVmpUxRg0bNqQ7d+5IHVVvMTExZG9vr/Y5qlSpQsnJ\nyVLH0yk+Pp4aNWpEjDFq06aN0b97/617RauVRX1BkSfAi7GsrVixQuMPBmOMatasKXU8NXPmzFHJ\nK/eVh/zGjRtHgiCQt7c3vXz5Uuo4Wj158oTKlSuncf7+8ccfkmRKSkqiunXrEmOM3NzcaOvWrfTs\n2TPKzs6mBw8e0MqVK6lcuXLEGKNevXpJklEpISGBatWqRYwxqlatGm3cuJEePXpECoWCXrx4QXv2\n7KGGDRsSY4wcHR0pKipK0rz6Wrx4sdYVYX9/f6nj6TR58mRijJG3tze9ePHC6NPjxZgrsri4OHJw\ncND4Bdu7d6/U8dT88ssvWlcenJ2dpY6nU0REBC1YsIDS0tKkjlKof/75h2rXrq220iPV1nzv3r2J\nMUY+Pj6UkpKisc29e/fI1dWVBEGgpUuXmjjh//To0UPcAktMTNTYRqFQ0PDhw4kxRrVq1aLs7GwT\npyy6sWPHatxjIggCzZs3T+p4OoWGhtKcOXMoPT3dJNMrccU4Li6OBg4cSPb29lS+fHkaPnw4JSQk\nFPv9DCk0NJTatWtHtra25OLiQl999ZXO3WMZGRk0adIkcnJyolKlSlG3bt1ks4sqNDSU6tWrp/YF\ny83NlTqamqysLPrggw9Udp3KeeVBSY7LckJCAs2YMYPatWtH/fr1o/3796u1CQ0NFZeLNWvWiI9v\n376devfuTR06dKB58+YZdQXj7NmzxBgjFxeXQvcoXLlyhaytralMmTL06tUro2XSJiQkhBhjVLVq\nVa2FWCknJ4datWpFgiDQ2rVrTZSw+NauXau1GP/2229Sx5OVElWM09PTxV09+f/wXl5ekh8TioqK\nojJlyqgtlLqOWXbo0EHtszg7O9OzZ89MmFy38PBwsra2JkEQaPXq1VLH0erVq1c0fPhwtS16uR6D\nleOy/OjRI6pcubLKCg1jjD777DOxTWxsLNWvX58YY9S2bVvx8UGDBqm9rlatWkZbuRg2bBgJgkDr\n1q1Te07T/BszZgwJgkDffvutUfLoMnbsWBIEgdavXy8+lpCQQH379iV7e3tq0aIF3bx5U3wuKCiI\nGGPUpEkTlfdJS0ujIUOGULly5cjb25uuXbum8vxvv/1GQ4YMoczMTON+oHxSU1PJ3d1drX9J48aN\nJf9N1sfjx4/p6dOnJplWiSrGGzZs0LoWtnHjxmK9p6EMGzZMa7bw8HC19idPntTafuDAgRJ8AnXP\nnj0Tf3hN0cHBEGJjY8Xdkj/++KPUcbSS47I8cuRIrZlu3bpFRESTJk0Sj3Erj7MFBwdr7ZSUv5Ab\nkouLCwmCQM+fPxcfu3jxIr3//vskCAK1a9eOYmNjxedOnz5NjDHy9fUt0nSmTZtG48ePf6esjRs3\nJkEQ6N69e+Jj//d//6e1b0NeXp74WP6CNmXKFLXX5N9T5evrS4Ig0JUrV94pb1E9ffqUBgwYIO7h\nGTlyZKF7AKR2+fJlsb+B8rjx7du3jTrNElWM5dzLV/mF03ScddCgQWrt161bJ9vPoqRco5d75yKl\nx48fU/Xq1UkQBOrevbvUcXSS47KcfxkuuCyPHTuWiN7uKSm4Czr/sqzptYaWlZVFjDGqUKGCyuPv\nvfeeyrTt7e3F5xITE4uVx87O7p0/Q7Vq1UgQBHr9+rX4WM2aNdXmU0REhPi8phV5b29vteXk8OHD\n4vNt27YlQRDo6tWr75S3pHv27Jm4By3/38DV1ZVSU1ONNt3iFGP5neT4X1WrVhXvswJDCLq5uUkR\nSVS1alXliobauWqahljT9VnkYtq0aViwYAHOnDmDihUrSh2nUD/99BNiYmLQpUsX7N+/X+o4Oslx\nWXZzcxOX4YJcXFwAAA0bNsSSJUtQpkwZldeZUnJyMgDA3t5efCwhIQFPnjxRaZeeni7ed3BwKNa0\ncnNzYWFhUazX5n8PACpXA2rcuLHavK5Vq5Z4X/jvueZv3rxReU1B+R+Li4sDADg7O79T3uIyl0E/\ntm3bJi5D+f8Gz549w+7du6WKpVlRq3dRbyjmlvHTp0+1nl7xyy+/FOs9DeX48eNat3I0HZPIzMyk\nGjVqaOx01K9fPwk+gflQKBR08+ZNtfmakJBAv/76K+Xk5Ki95tmzZxQZGSmbHqpyXJYvX75Mtra2\nGjPl38VaUE5ODjVt2lTjsuzn52fwnC9fvtR4mp2mnt75KR/TtxOXcjpVq1Z9p7zz5s2jMWPGqDwW\nGxtLvr6+4rwqVaqUyvNffPEFMcZo0aJF4mMJCQnUrVs3lfmr9PDhQ7FDm6mdP3+eatSoIeb64IMP\nKDIy0uQ59CVVD3CUpN3URG9Pr9C0i0fTD7Cp7dy5kypUqKCSrX79+lrb379/n5o3b672WR49emTC\n1LpFR0fr/CE2tZ9//pkqVKggfvE7duxI8fHxWtvHx8fThx9+KLavUKGC5CtuSnJclsPCwqhTp05U\nvnx5MZOnp2ehr0tPT6fp06eTm5sb2dnZiZ8lLCzMKDknTpyodh5rZGQkNW/eXJz2xIkTVZ7/+OOP\ni7Sys2PHDmKM0ccff2yw3PmFhISIKz9///23ynPXrl0Tl9f858BeuXJF7Cia//zuIUOGkCAINGPG\nDKNk1Sb/+ef5l+MqVapoPd1Mat99953WYmzM34YSV4yVQkNDydLSkgRBoBUrVrzz+xlKdnY27d+/\nX/zjnjhxotDXPHjwgDw8PGTVeUtZKJRFrF69enT9+nVJM504cULjccnmzZtrfU3Tpk3VeixbWFjo\n9XcxFTkuy4mJieKxzh07dhDR270LAwYMoLJly+rsqDN9+nRi7O2IYqamHLCmQoUKFBcXp/LcgQMH\niDFGtWvXVjl+q0lGRoa4oqTp9K53lZ2dTY6OjiQIAn3++eca2wwePJgYY9SyZUtKSkoiIhJfM2HC\nBLHdkiVLxM9s6lO38o/MVvDf2bNnmzSLvpKSksRlO/9ehvr161NWVpbRplsii/Hz58+pcePGxBij\nFi1ayOrc19DQUHJ2dta4Zq5JdnY29e3bV1yblOI8yIKePXsmbhnlL2KVK1eWtJdkr169tH7xjxw5\notb+/PnzsuskVZAcl+W4uDhxmMBu3boR0dtTWDw8PNRWbJo0aaLS43fRokXEGKPSpUub/Jz5Cxcu\nEGOMbGxsNC4PREQ+Pj7EGKPu3btrHewhIyODunfvLhZCY5k1axZ99913Wp9PSUkRz2Zwc3Ojt6C4\nLwAAIABJREFU7du306RJk2j58uWUk5NDISEh4mAiNjY2dPLkSaNl1abgLl85fsc0efDgAXXr1o2s\nrKzIxsaG+vfvr9Iz3xhKZDEeN24cMcaocePGRp+BRdWwYUNxC1ef45Pbt28XC7GmU6CksGzZMq1F\nz1inquhDV2/fvn37qrXft2+f7H8olMNhNm7cWOfudlNq3bo1CYJATZo0EXvRr1mzRuuuvV9//ZWI\n/jcSmq2tLR04cMDkudPT02nSpEkUHBystc3Tp0/J1dWVGGNUo0YNcQhNhUJBz549o23btol7hKpV\nq0ZPnjwx4SdQpxx7O/8Kpb29PVlaWorz39XVlc6ePStJPl3LRZs2bSTJVBSmPF2zRBbjsLAw+uqr\nr2Q5hOCff/6pc223oLi4OJoxY4asjhPnP+1GTkVM17ncmzdvVmsfGRlp0lNuiuPatWuyW5ZXrlxJ\nw4YNU8mUfwuo4LLh5OREREQ3btygjh076iyGcvDs2TNq06aNWoez/HtP2rZtK6vBdwIDA2no0KHk\n5uZGtra25OTkRO3ataN169bRmzdvJMuVkpKiMuhH/n+lWkGQqxJZjDnj0jUgRYsWLSTLFRkZSaVL\nl9b4xdd2hZiBAwdq7OXbv39/E6dXJ8fhMLXRdNUm5Xz18PCQOl6xHD58mAYOHEgeHh5Urlw58vDw\noEGDBlFAQIDU0cxK/kE/lMtEpUqVpI6l0+PHj6lXr15kY2NDdnZ2NGjQIKOPpcCLMVdkaWlpYueV\ngkUvKChI0myhoaHUoUMHcTAGQdB9Klh2djbNmjWLKleurPI5YmJiTJhaXXp6urg7NH9h8/Lyks3p\nV/nlv1RewWVC2cGL+3e7f/++eDbJvn37pI6jVXJyMr333ntq372GDRsadQhPXoy5YomNjRW32pQL\na8ERj6T0999/k4WFBdna2up1TuPr16/Jx8eHBEF45+ENDWH9+vVa9z5oGm9ZDs6dOyeeG58/r5S7\nSTl5iIqKokqVKpEgCDRs2DCp4+j0/fffa/3ubdq0yWjT5cWYeyf379+nihUrkiDI5wpIBw4cIBsb\nGxIE/a5sk5ycLJ5/6unpWehpLaYgx+Ew9RURESEOJzh37lyp43AyoOyIOGjQINlfIKJg/wdTffeK\nU4z/N2Yb9692/fp1dO7cGYmJiRg8eDD8/PykjgQAWL58ORQKBVasWIFp06YV2v7YsWO4fPkyGjRo\ngL///ht2dnYmSKmbq6ureJ8VGArVw8PD1HH0lpKSgqlTpyI5ORmNGjXCwoULpY7EycDChQvh6+sr\nm98IXapVqybeV3733tZKzUMXS6qo1buoN/AtY7OgvFDEkCFDZLW2Gx0dTSEhIXq3z8nJoYMHDxp1\nEPiiiouLU7vco/Lf3bt3Sx1Pq2nTponHtk116TmOM6T8o4YV/O7lH9XM0FCMLWNGpHmweENhjJGx\np8G9u5cvX+Ls2bPo27ev1FFKpKtXr2LEiBG4desWgLcrwYwxKBQK8UIBcnP16lUcOHAAX331lcrF\nIjjOnFy8eBEjRozAvXv3APzvu5eTk2O0i/YwxkBERXpzXow5zoQiIyPRrFkzZGVlYdWqVZg5c6bU\nkTjuX+Hq1ato1qwZAGD16tWYPn260abFizHHydjLly/RtWtXhIWFwcfHByEhIbK8nCbHlTRxcXHo\n3Lkzbt68iTZt2iA4ONio0ytOMZbn/jGOK4Hmz5+P8PBwNGnSBAcOHOCFmONMZNmyZYiKikKTJk1k\ne/1z3pua40xk0qRJqFSpEr744gt+DJbjTGjs2LFwcHDArFmzZPvd47upOY7jOM6A+G5qjuM4jjND\nvBhzHMdxnMR4MeY4juM4ifFizHEcx3ES48WY4ziO4yTGizHHcRzHSYwXY47jOI6TGC/GHMdxHCcx\nXow5juM4TmK8GHMcx3GcxHgx5jiO4ziJ8WLMcRzHcRLjxZjjOI7jJCZZMY6Li8OpU6cM/r5HjhzB\ny5cvDf6+HMdxHGcskhTj58+fo23btujTpw8iIiIM9r7BwcHo168f2rVrh8TERIO9L8dxHMcZk8mL\ncVZWFj766CM8ePAArVq1wvvvv2+w927UqBEaNWqE27dvo2/fvsjNzTXYe3Mcx3GcsZi8GM+aNQuh\noaFo0KABDh48CBsbG4O9t729PQICAlC9enWcPXsWixYtMth7cxzHcZyxMCIy7gQYI+U0rly5gpYt\nW8LW1hbh4eGoWbOmUaZ59epVtGzZEgAQFhaGevXqGWU6HMdxHFcQYwxExIryGktjhdFkzpw5ICLM\nmzfPaIUYAJo0aYIZM2Zg1apVmDNnDg4dOmS0acnZ48eP8erVK51tqlSpAhcXF/H/z549w/Pnz3W+\npmLFinBzc0N8fDyePn2q9h7GzFscxsrLcRxnMERk1NvbSRBFREQQY4wqVapEr1+/poULFxJjzCi3\njRs3UkpKCjk4OJAgCBQdHU2GsGHDBr2mn5KSIr4mPT1dr9esXr3aIBnzGzlyZKHTnT9/vsprZs6c\nWehrRo0aRUREK1euJMYYLV682GR5i3MzVl4lfZfl/JKTk/Velo3B2N8/Qxk3bhwxxmjnzp1ERNSu\nXbsiT3/o0KGFvsaQy0RxMhfnZujlmEj3chEUFFTo6/fu3WvSZVmuy/F/616RaqXJtoz/85//gDGG\nMWPGwM7ODlZWVrC1tTX4dBhjsLKygr29PUaMGIF169Zh69atWLly5Tu/t6WlZaGZGWNgjKn8X5/X\nWFoa/k9Ru3ZttG7dWmcbNzc3lf+7u7sX+pr8ne7yf9Z3pU/e4jBWXiV9luWC05VyuQD0y1wchs5c\n8PtkY2OjM7em6Rf2GgCSZi4uYywbmpYLIkJ2djbmz5+PkJAQra8lIixevBiMMVhbW6v9Dpo6LwCd\nfZLy8vKgUCgAwGR5dSpq9S7qDf/dMnZ3dydBECgiIqLYaxtFdfnyZWKM0fvvv2+yaf6bGGtL01jM\nLS9HNH78eBIEQdzKNAfmmFmXN2/eUJUqVUgQBDpx4oTWdr/88gsxxqhOnTqUl5dnwoSq9M27a9cu\no+VFMbaMTdKbOiYmBo8ePULlypXxwQcfmGKSAICmTZuiYsWKuHv3LuLj4002XY7juJLC1tYW8+fP\nBxFh/vz5Gtvk5uaKW8VLliwxyh4ofembd9GiRbLIq2SSYnz9+nUAbztWmZq3tzcA4Nq1ayafNsdx\nXEnwySefwMPDA1euXEFAQIDa8zt27MD9+/fRuHFj9O/fX4KEqswtL2CiYvzkyRMAgIeHhykmp0I5\nzZiYGJNPm+M4riSwtLTE4sWLQURYsGCBynPZ2dni1uWyZcskSqjK3PICJirGycnJAABHR0fxsWXL\nlsHW1hZ2dnYGv/3000/idCpUqAAASEpKeufP8eOPPxot87p16945X0FjxoyBlZWVwW+ffvqpwbOa\nY14lUy3L//bMANC5c2ejZF6+fDnPDN3LxSeffAIACA8Ph4WFBQRBgCAIKF26NGJiYkBE6N27t0mX\nC33zKrMKgoBSpUpJllcXE3cX+5+cnByxJ5shMcaQk5Oj8n9DMVVmQ76vMY6FGOv4irnlVTK35QIw\nz8wAoFAoxJ6yhsQz/+89dS0XBXscA297JSvva/ucxlouipJXiYgky6tTUXt8FfUGgDZu3EiMMZo2\nbZpBe6zpY8qUKSQIAm3evNnk0y7pzK13srnl5cyzZ7I5Zi6KDz74gBhjJAiCeE5uhw4dpI6llRR5\nIdfe1MpzWe/fv2+Kyal48OABAMDV1dXk0+Y4jitplixZovJ/xphRd/O/K3PJa5Ji7OXlBeDtmNGm\nFhoaCuDtFZ04juO4d9O7d280a9ZM3N3bo0cPtGjRQupYWplLXpMU46pVq8LDwwPx8fEGvX5xYcLC\nwvDixQvUqFGDj0XMcRxnIPl7IS9dulTCJPoxh7wm68DVu3dvrFmzBr/99hsaNGiApUuXYunSpUbp\nXPPDDz9g7Nix+OWXXwAAffv2Ncj7Llu2TK8TxN+8eSPej42NhYeHR6Gv+c9//oOhQ4caJKfSihUr\ncOzYMYO+JwD06NEDs2fPNvj7mlteJX2Xi+JQLsuGZk6ZKd+V5Tp37oyzZ88a7L2V5s+fjzlz5hjs\n/cwxM1D05YKI0Lx5c73aGmNZNre8upisGI8ePRpr1qzB9u3bsWDBAuTm5hqtN2dubi7S0tKwc+dO\ncTxsQ9CnB2rBhYKI9HpNbm7uO+crKDo6GhcuXDD4+9aqVUu8b8gfc3PLq2SOPZPNKXP+Xvbm0jPZ\nHDMr31Pf5aKwHskF2/K8hUwz/xqcUSbA/nc9427duuHEiRNYsGABFi5caNTpzps3D8uXL0fv3r1x\n8OBBo05LrmJiYox2ScL33nsPL168EC9JWLly5Xd+X3PLy3EcpwkrxvWMTVqMw8PD4e3tDSsrK1y9\nehV169Y1yjQjIiLEA/ZhYWFGmw7HcRzHFVScYmySDlxKXl5e+Pzzz5GVlYX+/fsjNTXV4NNITk5G\n//79oVAoMGfOHF6IOY7jONkz6ZYx8HZ/fbt27XDp0iV06NABf/31F6ytrQ0yrdTUVHTp0gWXLl2C\nr68vjh8/DgsLC4O8N8dxHMfpQ/ZbxsDbizgfPHgQHh4euHTpEm7fvm2w9w4LC8O1a9fQoEED7N+/\nnxdijuM4ziyYfMtYKTY2Frdv34avr69Bp3fs2DG0aNFC5aIUHMdxHGcqknTgYowJAEIBPCWijzQ8\nr7EYcxzHcVxJJNVu6mkAogzwPhzHcRz3r/ROxZgxVg1AdwD/MUwcjuM4jvv3edct4zUAvgDA90Nz\nHMdxXDEVezhMxlgPAPFEFM4Yaw9A6/7xRYsWiffbt2+P9u3bF3eyHMdxHCcrQUFBCAoKeqf3KHYH\nLsbYcgDDAOQAsANQFsABIhpeoB3vwMVxHMf9a0g2HCZjrB2AGbw3NcdxHPdvZxaDfnAcx3Ecp0qy\nQT84juM4riTiW8Ycx3EcZ4Z4MeY4juM4ifFizHEcx3ES48WY4ziO4yTGizHHcRzHSYwXY47jOI6T\nGC/GHMdxHCcxXow5juM4TmK8GHMcx3GcxEpkMc7MzERCQgLevHkjdRTJ8HmgLjc3FwkJCUhNTZU6\niiSys7ORkJCA169fSx2FKwHM6bdFoVDA399f6hg6ybIYX716FbNnz8ZHH32ELl26YNy4cThy5Aj0\nHVbzhx9+gJOTE7799lsjJ1WVm5uLrVu3olOnTqhatSoqVqwIb29vfP3110hMTDRplqLOAyJCQEAA\nxo8fj65du6JXr1748ssvERoaauSk+ouJicGqVavQv39/dOrUCcOGDcO2bduQnp6u1+tDQ0Ph5OSE\nPn36GDmpqoCAAPTv3x/Vq1eHg4MDPD09MXnyZNy6dcukOXbv3g0nJyfMnDlT79cEBwdj+vTp6NGj\nB7p3746pU6fi1KlTRkzJmYOff/4Z48aNkzqG3pYsWYLJkyfj3LlzUkfRjoiMens7Cf2kpKTQgAED\niDFGgiCo3Bhj1KBBA7p+/Xqh77Ny5UoSBIEWL16s97TfVXR0NNWtW1dr9vLly9OhQ4dMlqco8+Dm\nzZvk5eWlNfvHH39MiYmJJkitWV5eHs2dO5dsbGzUMjLGqFKlSvT7778X+j4XL14kxhh16NDBBKmJ\nkpKSqEuXLlrnq6WlJS1ZssQkWYiIduzYQYwxmjBhQqFtY2JiqG3btlqz+/j40MOHD40fuhj69OlD\nXl5eFBcXJ3WUEunZs2fk4OBAgiDQ0aNHpY5TqPDwcLK2tiZBEKhmzZr0+vVro0/zv3WvSLVSNlvG\nqamp8PHxwf79+1GhQgUsWLAAgYGBCAkJgb+/P7y8vBAZGQkfHx9cvHix0PcjE16c4smTJ2jdujVu\n376NJk2a4NChQ0hKSsLr169x6dIlDB06FKmpqejXrx8CAgJMlkufeRAeHo5WrVohIiIC9erVw4YN\nGxAcHIyTJ09iyZIlqFSpEv7880+0bNnS5Fv3SoMHD8by5cvBGMOECRNw+PBhnD9/Hrt27UK3bt3w\n8uVLDBw4EFu2bJEknyaZmZn48MMPceLECVSpUgU//vgjYmNjkZWVhVu3buGrr76CpaUlFixYgDlz\n5kgdV8XDhw/RtGlTnDt3Du7u7vj2229x5swZBAUFYfXq1ahRowYuXLiA5s2b4969e1LHVXP79m1E\nREQgOztb6ih62bx5MwYPHoxLly5JHUUvY8eORXJyMgBg3Lhxsj/sM2fOHFhaWoKIkJCQYPI9pnor\navUu6g16bhkPHjyYGGPUtGlTevnypdrzeXl5NGnSJGKMUZUqVSg9PV3re61cuZIYYybbMv7www9J\nEATq27cvZWdna2yzbt06YoyRo6MjJSUlGT2TPvMgKyuL3N3dSRAEGj16NOXk5Ki1SUxMJB8fHxIE\ngXr16mXMyBr98MMPxBijypUrU1hYmMY227ZtI0EQyNramsLDw7W+lym3jGfOnEmMMfL09KT4+HiN\nbUJCQsjOzo4EQaCzZ88aPZO+W8ZNmjQhQRCoT58+GrcisrKyxD1YDRs2NFbcYqtTpw4JgkCPHz+W\nOopeRo4cSYIg0N69e6WOUqjnz5/TqlWryNnZmQRBoK+++oquXLkidaxCKefxvn37TDI9FGPLWBbF\nODIykgRBIEdHR3rx4oXOtsrC980332htY8pirPyBd3V1LXT3x6BBg0y2+1yfebBhwwZijFHbtm0p\nLy9Pa7uEhARycnIiQRDo8uXLxoirUVZWFlWoUIEEQaCQkBCdbefPn0+MMfroo4+0tjFVMU5JSSE7\nOzuytLSkGzdu6Gy7du1aYoxR586djZqJSL9ivH//fmKMUb169SgzM1Nru+zsbPLy8jLpD5y+eDE2\nPj6PdStOMZbFbur9+/cDAMaPHw8nJyedbefPnw8iwoEDB0wRrVCHDh0CYwzjx4+HnZ2dzraff/45\niAiHDh0yUTrd9u/fD8YY5s2bB8a0X3rT0dERkyZNMvl8P3PmDBITE9G+fXu0adNGZ9vZs2fDzs4O\nx48fR0ZGhokSahYYGIjMzEx07NgR9evX19l2woQJKF26NIKCgpCWlmaihNopl4lZs2bBxsZGazsr\nKyvMmTNHVt9FjjNnsijGyl6lLVu2LLStsk10dLRRM+lLecysUaNGhbZt1KgRGGO4f/++sWPppSjz\nvVWrVmCMmXS+FyVfqVKl0LBhQ+Tk5Eg+fx8+fAgAaNq0aaFtra2t0aBBA+Tm5uLBgwfGjlaoosxz\nHx8fky8THFdSWUodAABycnIAvF3bLoy1tTXi4+ONHUlvVISOYpaWlsjNzTVimqIpynz39fVFXFyc\nzq0lQytKPgD466+/kJWVhQoVKhgzVqEsLd9+rSwsLPRqf/z4cWRnZ6N8+fLGjKWXoszzKlWqIC4u\nTvy8HGeujhw5AmdnZzRv3lyyDLLYMq5evToA4Pr163q1d3JyKnR3tqnUqFEDABAWFiZxkqIryny3\nsLCAs7MzypUrZ+RU/6PMFxERoVf7cuXKwdnZGQqFwoipCle7dm0AQGRkpF7ty5QpA0dHR5OeAaBN\nUb+Lzs7OcHR0RGZmphFTcdy7Key71aVLF+zevRubN282USJ1sijGPXv2BBHhp59+kvyHtKh69eol\nZs/KypI6TpEo5/u6deukjqJRp06dYG1tjWPHjuHRo0d6vy4wMBCffPKJZMeOP/zwQ5QvXx7Hjh1D\nbGys3q/7448/MHnyZEmXI+UysX79+iK9bsqUKdi1a5eRUhne48ePJe9boK99+/Zh/vz5stqrpg9T\nzOOZM2eiU6dO6Ny5Mzp16qR2Uz7+888/g4gwePBgjW179uyJqKgofPXVVxg1apQkK5ey2L/Uvn17\ntGrVCv/88w9GjRqFnTt36r2L7+HDh3B2dkbp0qWNnFIzHx8ftGvXDiEhIRgxYgR27dql9267hw8f\nomLFiihbtqyRU2o2efJkrF27Frt374aPjw8mTJig92sjIyML7ZxUVLGxsWpD7HXu3BkBAQHw8vJC\nYGAgHB0dC32funXrIj09HR9++CG2bt2KevXqGTRnYWxsbDB37lx88cUXGDZsGP766y+9du/7+fnB\nzs4OnTt3xk8//YT333/fqDlzc3PVVnJ8fHwAAKdPn8aQIUOwZMkSvd5r1qxZ+O677xAcHIx169YV\n2plRav/88w/mzp2L7du3o23btpJmKWyrzc/PDxYWFujZsyf8/f3FvRdy988//2DOnDnYunUrOnTo\nYJRprFy5Enl5eYW2GzFiBPbt24cdO3Zg4MCBOtteuXIF/fv3x4YNG0w6r2VRjAFgx44daN68OXbv\n3o179+5hwYIFaNu2LcqUKaPzdefPn8eCBQuwbds2tG/f3jRhC9i+fTuaNm2K33//HY8ePcKiRYvQ\nvn172Nra6nzdpUuXMHv2bGzfvt1oC6suFStWxNatW+Hn54dJkybh/PnzmDZtGho2bAhra2udr92w\nYQNu376N7du3w93d3SB5Tp8+jZiYGJXHPvjgAxw9ehRpaWlo3rw5atasiR49eqBixYpiG209wT/6\n6CMsXboUnTp1wujRow2SUZOZM2fi+vXrYIyBiMAYQ15eHhhjCA4Ohp2dHWxtbcVCVzB3/h9jxhhs\nbGzQv39/fPHFFxg+fLjRcmdkZGDPnj0q84+I0LFjR5w6dQp79uzBnj170LlzZzRt2lRledY0z997\n7z0QEQYMGIDvvvsOderUMWhePz8/HDlypNB2yj0L1atX17oSlJeXB4VCgQ4dOmDKlClYuXJlod/X\nopo6dSrCwsI0zivlckJEOH/+PIC3g9ts2LBBfK5gWwDo06cP5syZAz8/P4NmVerTpw8OHz6sd3t9\nilXHjh0xbtw4fPvttwbfaNJ3w0f5t7WxsSn0t83HxwebN29Ghw4dEBwcjCpVqrxzTr0U9Vyoot6g\n4Tzj4cOHk6WlpdqNMVboreBrLCwsxCH7Jk+eTBkZGUY9z3jAgAFka2urdtMne8HXWFtbi9mnTJlC\nb968MVhOTfPAzc3NYPNdOSximTJlaNOmTQbLrUliYiJ17txZZThGxhjVrFmTxo8fX+i5vOvWraMx\nY8bQyZMnTTocZk5ODk2bNo2srKxIEASqWLEi1alTh3r16kVr167VOcRoVlYWzZs3j0aPHq1zgJui\nKMpwmKdPn6bKlSurzHNra2tq1qwZrVixglJTU7W+NikpiQYPHkw///yzQXIr9enTR21oTm03TcN4\namszYcIEg83j4ijKgBRZWVk0Z84cGj9+vFGGdfTz8yM7O7tCb/nnn7Y2yuFrLSwsaNq0aQb9fSuq\nESNG6H2ecVJSEg0YMOCdhi9GMc4zlmTLmDGmcW1Rn97GeXl5Gndh6zpP1pAUCoXGYfb0mb6u4fky\nMzONfkxIEASDzXfl+yjX7o3JwcEBx48fx+HDh7F9+3aEhoYiNjYWDx48wI8//ogtW7Zg5syZWLFi\nhcbPp215MzYLCwusXbsW48ePx86dO3HlyhXcu3cPp06dQkBAABYtWoQ1a9Zg5MiRaq9VbllLkRsA\nOnTogOjoaPj7++PPP/9EdHQ0kpKSEBoaiitXrmD16tXYtWsXunTpovbavLw8CIJg8OXi4MGDerXz\n9PREdHQ0Hj16BFdXV41t9u7dK+5ClWqPmpJyPukzv5R7ThQKhVF+L/bu3atXO33nsfJQQGHjBBTX\nZ599hvDwcJ3fEyJCcHAwgLd7HzZv3qy290HZDni7Ff3DDz+IHTFNRZJivGPHDuzYsUOvtrm5ubh5\n8yb8/f2xZcsWEBG2bNmCESNGAAB+/fVXcTd1u3btjJj6LX1/EIC3u8siIiKwfv16/PrrrxAEAQcO\nHECvXr0AvF1YZ8yYga1bt2r8UTO0opzHmpmZiX/++QdLly7FmTNnULZsWVy4cEE8/jphwgRxN7Wh\njqvs2rULjx8/1vo8YwxNmzZF06ZNxeOdu3btQk5ODr755ht88803WLp0qcqP2o0bN9CpUyds2bLF\naGP/5t9NXVD+L70gCKhduzbc3Nxw7tw5pKamYvTo0Rg9ejQ6duwotgeA+Ph4zJgxA19//bVRMgNv\nx4MvrKMWYww9e/YE8HaZuHbtGv766y8kJiaiW7duaN26Nbp27apSUC5evGiU3dRFpau4tWzZEjdu\n3ECpUqWMNn1jFIrk5GTMmDEDCxYsMFruoihsHkdERBh1Hq9Zs0avdqNGjcLPP/+MPXv2YMCAARrb\nHDhwAAEBAVi/fr00fZCKuild1BuKcNWmwuzatYsEQaBSpUrR06dPiYjowYMHlJGRodLO1GNT62Pj\nxo3EGCMHBwdx9+S9e/eMNk61IefB2LFj1cYhjoyMfOf3LSg2Npbu379f5Nvvv/8u7jJbs2YN3b9/\nn3bv3k0tWrSgmzdviu9v6qs2FebBgwfk7OxMlpaW4jCjR44cofbt21N0dLTBp1dwN3VOTk6x5vf9\n+/fp008/Fef59evX6e7duzR+/HgaM2aMpLsjicx3qEZdu6n/+OMP6tKli2yulGWu81jbbup9+/bR\nihUrDDY9mMtu6uIaOnQoQkJC8J///Ac//PADvvnmG4N1HjK2iRMn4vz589izZw/WrVuHhQsXiuco\ny92mTZtw7tw53LhxA8eOHUP37t2N0kPZxcWlWK/z8PDAzp07MWLECOzduxc1atRAYGAgTp06ZdS1\n8nfl7u6OjRs3ws/PDwsXLsSoUaNw7tw5nDhxQu+BTt6FhYUFPDw8ivXan376CfHx8QgICMDZs2cR\nHh6Odu3aYdiwYQZO+e9BWrYy9+3bh+vXr+PYsWMQBFmcjVriaNtaNiWz+8tOnjwZRIRjx45JHaXI\npk+fDiIqUm9FObCwsMD48eNlPd+HDh0KR0dHXLlyBV5eXti6dausC7FSv379UKFCBZw6dQqdOnXC\nDz/8YJJCbAhTp04FEeGvv/7Chg0beCE2Ej8/PyxbtowX4hJOFn/d5ORkxMfH6zXgR93Zq8EJAAAg\nAElEQVS6dcEY03lsUa7kNjb1ixcv9B5aVHlOsSnn++vXrxEfH4/Xr18X2lYQBNSrVw9EhBcvXpgg\nnXaZmZlISEjQa+AAxhjq1q2LnJwctdO6pJCQkID4+Hi9OhM1aNAAwNtlwpTDpHJcSSSLYjxu3Di4\nuLjg+PHjhbbNzc0FEclm62HgwIGwsrLC33//XWhbTeeVSumDDz5AlSpVkJ6eXmjboo4TbQg//fQT\nXFxcsHz5cr3aK1fmpF42/P394eTkhGXLlunVXtkrVjmPpeTr6wsXFxe9VhjlMr85riSQRTFWbu1e\nuHCh0LbKNsYenUhfHh4eyMvLw9WrVwttGxYWBiKSzbHiunXrAoBe8105MIEp57unpycA/fK9fv0a\n169fh5WVleTzV3lKRGhoaKFts7OzERERAcYY3NzcjB2tUEX5Lp47dw6AfL6L8fHxWLlyJRITEwG8\n7eugz9+A4+RAFsW4f//+AN5uCb18+VJn22XLloExhn79+pkiWqF69+4tjk1d2G7J77//Howx9OnT\nx0TpdBswYACIqNAtuKSkJPj7+4Mxhr59+5oo3dtzXStUqIDg4GCcPXtWZ9tVq1bhzZs36Nq1q2RD\noyr5+vqibNmyOHnyJG7cuKGzrb+/P9LT09GyZUvJrzYF/G+Z+Oabb3SeF69QKMTzuuXyXaxUqRLO\nnTuHly9fgoiwa9cu1KpVS+pYOn3xxRfiSs2mTZuwZcsWiRNxkilq9+ui3qDnqU1Dhgwhxhg1b96c\nXrx4ofZ8Xl4eTZkyhRhjVLVqVZ0j5pj61KYPP/yQGGPUv39/UigUGtts2LCBGGPk6Oioc+QlQ9Fn\nHmRlZZGHhwcxxujTTz+lnJwctTZJSUnUunVrYoxRr169jBlZo3Xr1hFjjFxcXCg8PFxjm+3bt5OF\nhQVZW1trbUNk2lObFi9eTIwxqlOnDsXFxWlsExQUJI5mdPz4caNn0ncELm9vb2KMUd++fTWeppSV\nlUV+fn5qp7vJQWxsLDk4OJAgCHT06FGp4xTqt99+E0eUK1OmDN2/f1/qSHr5+OOPqXHjxlqXbbnx\n9/enwYMH08WLF00yPRTj1CbZFOOUlBSqX78+CYJATk5OtGjRIjp16hSdO3eONm/eTF5eXsQYo9Kl\nS9M///yj871MXYwfP35MTk5OxBgjb29vOnz4MKWkpFBmZiZduXKFhg0bJg4L9y5DrBWFvvPg2rVr\nVK5cOWKMUf369Wnjxo109uxZOn36NC1dupRcXFyIMUa1a9emV69emSR7QX5+fiQIAtnY2NCECRMo\nICCALly4QL/99ht1795dPN918+bNOt/HlMU4OzubfHx8SBAEqlKlCv34448UFxdH2dnZdOfOHfrq\nq6/IxsaGBEGgqVOnGj0Pkf7F+MGDB1SpUiVijJG7uzutXr2agoODKTg4mL7//nuqUaMGMcbIycmJ\n7t69a5LsRfHLL7/Q8OHDpY6ht969e5MgCLRhwwapo3AGYtbFmOhtQR4wYIDaGMTKH9uGDRvS9evX\nC30fKQb9uHPnDtWtW1cttzK7g4MD/fnnnybLU5R5cPPmTWrUqJHW7H379jXJ1rw2eXl5NHfuXLK1\ntdW4XFSuXJn2799f6PuYetCP9PR0+vjjjzXOV+V433PmzDFJFqKijU0dExND7dq107pMtG7dWjYD\nUGgi9cAjRREXF0d9+/aVOgZnQMUpxrIa9MPe3h779u3DtWvXsG/fPkRFRSE7Oxtubm7o2bOnOIyk\nPkw9pm/t2rURERGBbdu2Ye/evSrZe/XqhSlTppj8mKC+86Bu3bq4du0ajh49ioCAADx69AiWlpbw\n9PSEn58fvL29jZxUN8YYli5dinHjxuG3337DlStXkJKSgsqVK8PX1xd+fn56Hyc25XjPpUuXxoED\nB3DixAls27YNFy9eVMk9YcIEg1+GsjD6fn5XV1cEBQUhODgYBw8exN27dwEANWvWRO/eveHr62vs\nqO/E0FdgMqbKlSvjjz/+kDoGJzFGRj7NhjFGxp5GQVlZWcjIyECpUqXM6ktpSHweqMvLy0NycjKs\nrKwku4a0lBQKBdLS0mBnZyf76w1znDn77wV0irTWXyKLMcdxHMdJpTjFWBanNnEcx3HcvxkvxhzH\ncRwnMV6MOY7jOE5ivBhzHMdxnMR4MeY4juM4ifFizHEcx3ES48WY4ziO4yTGizHHcRzHSYwXY47j\nOI6TGC/GHMdxHCcxXow5juM4TmK8GHMcx3GcxHgx5jiO4ziJ8WLMcTJx9OhRCIKgdgsJCZE6mujq\n1asaM+7bt0/qaFqZw3wtyBznsyYzZ85U+wwWFhZSx1KzatUqjfM7JibGZBnMqhg3adJEvBar8tan\nTx+pY+lkbpnNLS9gnpk1sbCwgK2trXizsLAAY0W6CpvRCYIg+4wFyXm+pqamanzcHOezJtbW1iqf\nQ64sLS1VcgqCYPL5bVbFWKFQIDs7W+0mZ+aW2dzyAuaZWZOuXbvi9evX4q1jx45SR1LTqFEjlYzD\nhg2TOlKh5DpfQ0JC0L9/f43PmeN81mT58uUqn8PGxkbqSBrNmDFDJWetWrVMnsGsinFERARyc3OR\nm5uL06dPg4ikjlQoc8tsbnkB88zMGU5GRoZ4PycnB1lZWRKm0U9ubi4mTZqEU6dO4ffff5c6DicD\nZlWMOY4zHoVCgVmzZqFKlSqws7ODr68vwsPDpY6l0/bt2+Ho6IiAgABkZ2ejWbNmaNq0qdSxCrV2\n7VrcvHkTAPD555+rrFBwRRcdHQ1LS0tYWVkV++bo6Ih79+5J9hl4MeY4DgAwZMgQfPvtt4iPj0d2\ndjaCgoLQrl073LlzR+poWllbW0OhUGDKlClYunQpwsPDUb58ealj6RQXF4fFixfDwsIC3t7eiI2N\nxaJFi6SOZfYEQUBeXp54Y4wVegMgtl+7di1q1qwpXX7JpsxxnGyEh4fjjz/+UOu0kp6ejuXLl0uU\nqnBDhw5F06ZN8fjxYyxduhSCIGD16tVSx9Lps88+Q0ZGBiZOnIj9+/fDzs4O69atQ1RUlNTRzFbt\n2rWRnZ2NBQsWAABWrlypsR9JwZuvry+Atyuiw4cPl/Ij8GLMmRciwt27dxEbGyt1lBLl1q1b4v2C\nx9zlWCTCwsJQpkwZCIKAK1euiFs6RITmzZvDwsICs2bNkjqmmlOnTmHfvn2oXLkyli1bBldXVyxY\nsAAKhQKTJk2SOl6JoU+/kZUrVyIwMBA1atSAv7+/CVLpxosxZzYCAgLg6uqK999/H9WqVUPr1q3x\n+PFjqWOVCFWrVhXv5986JiKV5+SCMYZSpUrB1tZWzKv8Aba1tYWdnR2srKykjKgmJycHkydPBmMM\nq1evRpkyZQC8PWZct25dhISE4Ndff5U45b/DxYsXsWDBAlhbW2P37t3i30JKvBhzZuHatWvo168f\n4uLixK2gCxcuoGvXrlAoFFLHM3tt2rRBo0aNALwtasrCJggCpk+fLmU0jby8vPDixQtkZGSgcePG\nICJxuQgKCkJ6ejqWLl0qdUwV3333He7cuQMiwqhRo8Rz4suWLSs+/uWXXyItLc3k2R4/fqxx0AtD\n3Nq2bWvyz6NLamoqBg8ejNzcXCxfvhxNmjSROhIAXow5M7Fu3Tqx6ObfBRUdHY3Dhw9LFUvFvXv3\nMHr0aLi7u8PBwQGNGjXCihUr8ObNG6mjFYoxhoCAALRv314sao6Ojti5cyfat28vdTytdu3ahatX\nr6J69epYuHAh8vLy8Nlnn0kdS83Tp0+xdOlScd4WPHap7HD0/PlzzJ8/3+T5GGMqg14Y+iYnn376\nKR4/fowuXbrg888/lzqOyFLqAJw0cnNzkZeXJ+7Ke/PmDezs7CROpd2TJ0/E+wU7GT19+tTUcdQc\nPnwYgwcPRmZmpvhYREQErl+/jt27dyMwMBCVKlWSMGHhXFxccOrUKcTGxiI5ORm1a9eGpaW8fyIY\nY7CwsMD69evRuXNn/PHHHyp/A7moVq0a0tPTpY6h1XvvvYfXr19LHcPotmzZgt9//x0uLi7YuXOn\n1HFUyHLLODo6Gt27d0fp0qXh7OyMyZMny35BuX37Nrp16yZmnjp1qqy3iDp06IB69eohPT0dly9f\nhrOzM77++mupY2nl6emp9bk6deqYMIm6iIgIDBo0CJmZmZg+fToePXqEzMxMnDt3Ds2aNUNkZCQ+\n/vhjsxmMpEqVKqhbt67sCzEADBs2DGlpaejRowesrKwQFhaGixcvSh2Lk6GoqCh89tlnEAQBP//8\nM5ycnKSOpEJ237Znz57Bx8cHCQkJYIwhMzMTmzZtwu3bt3Hy5Emp42n05MkT+Pj4ICkpScy8YcMG\n3LlzB8ePH5c6nkaOjo44f/48Fi1ahJCQELx+/VrW52fOmDEDv/76K1JTU8WixhhDmzZt0KVLF0mz\nffnll8jKysK8efOwePFi8fGWLVvi9OnTaN68OS5duoQ9e/Zg8ODBEiZVNXXqVPzyyy9Feo21tTUi\nIyMl+yEbMWJEkQ9LlCtXDrdv35Zsd6k5zueSJisrC4MGDcKbN28wa9YsfPjhh1JHUiO7LeM1a9aI\nhTi/M2fO4M8//5QolW6rV68WC3F+J0+exJkzZyRKpds333wDS0tLfP/99wgNDUWtWrUwceJEqWNp\n5e7ujrNnz8LX1xfW1tYoX748Pv30UwQEBEiaKzk5GSdPnoS9vT3mzJmj9nypUqWwePFiEFGhwx5u\n3LgR3333nbGiqhk5ciRSUlKQmpqq961Dhw6SFogRI0YUOXOfPn0kPW5pjvO5pJk+fToiIyPRvHlz\nLFmyROo4GsmuGGs631F5/uCXX34pVSydzOkczYULF6J06dJo2LAhFAqF2KEkOjoaZcuWRcWKFXH5\n8mWpY2pUv359BAYGIjMzE4mJidi8ebPkpyTcu3cPeXl58PLy0joIfosWLQAAhw4d0vles2bN0ljQ\njaVx48Zo2bIlAGDbtm3i+N4Fbzk5OXBzcwMATJkyxWT5NPH19RUPWezbt09r5qysLFSqVAmMMclX\nMs1hPsfExIinhBn6JvWFOQ4cOIAff/wR5cqVw+7du2V5CUdAhsW4WrVq4v385w8yxtCwYUOpYumk\nKbOm5+RAoVAgKysL2dnZ4kqOcv5mZ2cjKysLOTk5UsfUSPmDpSSHY/LKDLpWChwdHQt9n7y8PGRm\nZsLa2tpg2fQxZcoUEBE2bdqktc3Ro0fx6NEjNGzYED4+PiZMp9nkyZMLzbx//348f/4cHTt2RO3a\ntU2YTjO5z2ci0nr1s3e9SXnqYUxMDD799FMwxvDTTz+JKztyJLtiPGnSJPEHqeBW5uzZs6WIVKjJ\nkyeLvZLzn6Pp6emJHj16SBlNzfLly5GTk4O7d+/CyspKXHnw9PSEQqFAWloaWrVqJXFKzdq2bYua\nNWsiIyMDly9fhoODAxYuXChppiZNmsDPzw/jxo3T2sbW1lZcKdN2sfJLly4hLy/P5Jdu69+/P1xc\nXBAaGorQ0FCNbTZu3AjGGCZPnmzSbNoMHz4c9vb2CAoKwu3btzW2UWaWekteSe7z2c3NTesW+7ve\ngoODTfpZ8teNL7/8EklJSahevTp69+5t0hxFJbti3KBBAxw6dAiurq4qW5nlypWTzcnZBTVq1Ah/\n/vknqlWrJu72bd++Pf7++2/Z9kj94osvxAH2GzdujKioKFkMCadLhQoV8OTJEyxatAhTp06FQqHQ\na6vTmEqVKoU9e/agZ8+eOtv169cPRKRxhTIvLw9z584FY0zr9W2NxdLSEuPGjdO61fbgwQOcOHEC\nDg4OGDJkiEmzaVO6dGmMGjVKa+bIyEicP38e7u7uslkZNsf5bK7y141vvvkGHh4eePjwIXr16iXL\n096UZFeMAaBLly549OiReG1axhg2b94sdSydunXrhsePH+PevXuIi4vD6dOnZbeLOr/nz5+jWrVq\n+Prrr7Fu3TpYWVkhPj5e6lg6ffvtt7C0tMTq1atx+fJl1KxZ02zG8509ezacnJzEHtV37tyBQqFA\nREQEevTogaCgILi7u2Pq1KkmzzZ+/HhYW1tj7969SEpKUnlu06ZNICKMGTNGVoM3TJo0CYwx/Pzz\nz2qnPW7YsEEWx4oLMsf5bO7ee+89BAcHo2bNmggMDETPnj1le5qsLIsx8LZjzMiRI8EYg5+fH/z8\n/KSOpBd3d3c4OztLHaNQQUFBiI6Ohr29PVq1aoVXr17J9jzj+fPnw8LCQtyVrtz7cPfuXVhbW6Ns\n2bK4dOmS1DF1qlSpEg4fPowKFSpg37598PT0hI2NDby8vHDixAlUq1YNR44cQdmyZU2ezdnZGQMG\nDEBmZia2bdsmPp6ZmYkdO3bAwsJCdoWtZs2a6Nq1K9LS0lROG0pLS8Nvv/0GOzs7jB49WsKE6sxx\nPpcEVatWRVBQEGrXro3Tp0+je/fusrx+tGyL8aRJkxATE4MuXbpg69atUscpcaysrFR6/0pRBPRl\nYWEBOzs78aIA+TudKYfbK9hxTo6aN2+OGzduYPLkyahRowbKlSuH999/H19++SWuX7+uc2ATY1N2\nMMq/B2r37t1ITExEz549ZdnxRVOnqB07diA9PR1Dhw6V5Xnzcp3PJbk3NfB2IJszZ86gTp06CAkJ\nEVfk5ES2xXjOnDn4+uuvceTIEZQqVUrqOJyEFi1ahPT0dFy/fh2WlpZi4a1duzbS0tLw8uVLNGvW\nTOKU+qlcuTJ++OEH3L17F0lJSbh16xZWrFgBBwcHSXM1a9YMTZs2xYMHD/D3338DeLvrVE4dtwrq\n2rUratWqhcjISJw7dw4A4O/vD8aYbA9fyHU+l9Te1Pm5uLjgzJkzqFu3Ls6fP4/OnTsjJSVF6lgi\n2Rbjdu3aYe7cubI9J4wzvZkzZyInJwfTp09H06ZNcefOHWzcuFHqWCWGcqtt48aNuHLlCq5evYo6\nderIcrQipUmTJomZz5w5g9u3b6NNmzZo0KCB1NG0kuN8Lkm9qXWpVKkSzpw5g/r16+PSpUvo1KkT\nkpOTAeh3DWRjkm0x5riCEhMT8d5772Hx4sVYv349rK2t1TrCcMU3cOBAODs74++//8bs2bMl31rT\nx6hRo1CmTBkcPHgQixcvNovM5jifSxInJyecPn0aDRo0+P/27jysqqptA/j9LMADiAoq4DzPszhl\nmoiSaanVq5ZaDpVzmVav2vA69GmDs2nZPKilmeaUU6VikWaCqSkqas7ilDgAokz39weeHTPnwBkA\n1++69hXss9bezz7Sec5ae+21EB4ejs6dO+PMmTNO703RyVgrNMyDzry8vNC6dWtcvXrV6c8ZFyVu\nbm4YPnw4kpOTERISghIlSmDgwIHODitH5hgTEhLw66+/onz58nj88cedHVaOCuP7XNSULVsWW7du\nRbNmzbB3715Uq1Yt1+lq7U0nY63QcHFxMSZXAVKfN9Vsa8SIEcZ9+cGDBxeK99jcqhQRjBw5slDc\n2iqM73NhYWl3c5kyZdKtdxAdHW2vkCyik7GmaYby5cujV69eBXoQVEb16tVDcHAw3NzcMHToUGeH\nY5HC+D4XFtY8WTFnzhzUrFnTKRPuZFQwp4eygLNvtudFYYu5sMULFM6YC5rRo0fj+vXrDp+aMz9e\neOEF+Pv7F4pn/M0K4/tc0FWrVg2BgYGoUqWKReXnzZuHefPm2Tkqy+Q5GYtIJQCLAfgDSAHwKcn5\ntgosK40aNSpwqyDlprDFXNjiBQpnzAXZ/fffj7lz5zo7DKv07NnTqc9p50VhfJ8LukGDBmHQoEHO\nDiNP8tMyTgLwMsl9IuIFYI+I/EQy65nbbcA88UNa2S1bV1AUtpgLW7xA4Yw5K5s3b8Zjjz1mdLM5\n8/nMevXqZbl/7969aNu2bYGIMaPsWpgF6X3NqDC+z9Z47bXX0rU879y5UyAn6Jk9e7YxPzwAJCQk\nODyGPCdjkhcBXLz7c6yIHAZQEYDdknFYWJi9Dm03hS3mwhYvUDhjzkpycnKmD92C9sGVkpJS6BJD\nYXhfMyqM73NWkpKS0iU281S2BU1SUpLT/0bEFvfYRKQagO0AGpGMzfAa9X08TdM07V5xd9peq7J5\nvkdT3+2iXglgTMZErGmapmla7vI1mlpEXJGaiJeQXJtduSlTphg/d+zYER07dszPaTVN0zStwNi+\nfTu2b9+er2Pkq5taRBYD+IfkyzmU0d3UmqZp2j0jL93UeU7GItIOwK8ADgDg3e11kpszlNPJWNM0\nTbtnODQZW3wCnYw1TdO0e4hTBnBpmqZpmpY/OhlrmqZpmpPpZKxpmqZpTqaTsaZpmqY5mU7GmqZp\nmuZkOhlrmqZpmpPpZKxpmqZpTqaTsaZpmqY5mU7GmqZpWpGSl/WInbGGcVo6GWvaPSY21n6Lq9nz\n2Pk9r7NiAwB3d3e4ubnleTOZTNi6davT4i9Mpk+fjnbt2uHKlSsW17l48SLatWuHmTNn2jGynOlk\nrGn3kEOHDqFWrVpYs2aNzY+9bt061KpVCxERETY/dk6ioqLQsmVLzJs3L9syixYtQsOGDXHixAkH\nRvYvT09PpKSkGJuHh0eum8lkMsqPHj0anTt3dkis27dvx6effmqTlmJCQgI+//xzhISE2CAyy873\n9ddfY8+ePWjTpg0iIyNzrXP48GHcd999+PPPP/H1118jMTHRAZFmgaRdt9RTaJpjfP755zx9+rSz\nwyiwPv74Y4oITSYTf/31V5sdd8eOHTSZTFRK8cMPP7TZcXMTFxfHJk2aUCnFTp06ZVuuT58+FBHW\nqFGDV69edVh8aX311VcUEY4cOdKi8iNGjKCIMCAggAkJCXaOLlVERAQ9PT0pIqxQoQJnzJjBmzdv\nWn2cmJgYzpgxgxUqVKCI0NPTk4cOHbJDxJnduHGDnTt3plKKpUuXzvHvfPv27fTx8aFSisHBwbxx\n44ZNYrib96zLldZWsPoEOhlrDrJ9+3a6uLiwXLlyvHXrlrPDKbCmTp1KEaGfnx8vXbqU7+NduXKF\n/v7+VEpx2rRpNojQcn379qWIsE2bNjn+myclJTE4OJgiwuDgYAdG+C9rkvGaNWsoIixevDgjIyMd\nEF2qW7dusWzZslRKUSlFEaG3tzdff/11i/5WLl++zNdee43e3t4UEeMYvr6+vH37tgOuIFViYiIH\nDhxIpRRNJhOXLVuWqczSpUuNL5CDBw9mUlKSzc6vk7F2z7p27RorV65MpRTnzJnj7HAKvMcff5wi\nwl69euX7WOZWpy2OZY1Vq1YZXyouXLiQa/no6GhWrVqVSil+/PHHDogwPUuTcVRUFMuUKUOlFD/5\n5BMHRfevN954gyLCli1b8rHHHqOLiwtFhB4eHhw5ciRPnDiRqc6JEyc4cuRIenh4UETo4uLCRx99\nlC1btqRSipMmTXL4dZDkpEmTqJSii4sL33//fWP//PnzjS8cU6ZMsfl5dTLW7lm9e/emiPChhx5y\ndiiFwqVLl1i6dGkqpRgaGprn44SGhlJEWLZsWV65csWGEeYsKSmJNWvWpFKKS5cutbjepk2bKCL0\n9/d3eO+Jpck4ODiYSin+5z//cVBk6UVFRbFYsWL08PDg5cuXefjwYQ4ePNhoRbq6urJfv37ct28f\n9+3bx759+9LV1dVohT7zzDM8fPgwL1++THd3d7q7u/PixYtOuRaSnD17NkWE3bp1M/Z17dqVSinO\nnTvXLufUyVi7J3322WdWtZC0VNOnT6eIsEuXLnk+xoMPPkilFGfPnm3DyHK3ePFiighbt25tdV1z\nzI7uQbEkGc+YMYMiwsqVKzM6OtqB0aVn7uJN26I9d+4cx44dSy8vL6P72dwV7eXlxZdeeolnz541\nyk+aNIkiwmeeecYZl2DYvn17tsn4l19+scs5dTK2s2nTphl/gDltaZ07d86iOosWLbJLzJMnT7Y6\n5uvXr1tU54MPPrBLzNaIjIw0PhzWrVvn7HByFRkZyePHjzs7DJJkbGwsS5YsSRcXlyy7HnPz999/\nUylFb29vh7cy27VrR6UUv//+e6vrbtu2jSLC+vXr2yGy7OWWjPfs2UOTyUQXFxeGhIQ4NLaM9u7d\na3zBzXivNzo6mlOmTGHZsmVZtmxZvvnmm5m+ONy+fZt+fn5USnH//v2ODD2TwpKM9aNNVnB1dYW7\nu3uOm4eHR7o6ImJRHRcXF7vE7ObmZreYXV1d7RKzpZKSktC/f3/cunULI0aMQI8ePZwaT0527tyJ\nWrVqoV69eqhduzaaNGni8EeAMipevDiefPJJkMSKFSusrr98+XKQRN++fTP9DdlTVFQUdu7ciTJl\nyuDRRx+1un5QUBCqV6+OyMhIHDx40A4RWi8+Ph79+/dHYmIixo0bh44dOzo1nmbNmqFjx474559/\nsHjx4nSv+fj4YPLkyThz5gzOnDmDSZMmwcfHJ12ZJUuW4MqVK+jUqROaNGniyNALL2uzt7UbilDL\nWCtYxo0bRxFhw4YNGR8f7+xwsnX27FmWKlXKGDBi7uKrUKGCzR6lyKsffviBIsKgoCCr63bs2JFK\nKW7YsMEOkWXvyy+/pIhwwIABeT7GmDFjqJTirFmzbBhZznJqGQ8dOtTodrflqN78MP9tNGjQwOq6\nDRs2pFKKGzdutENk1tEt41y89dZbRgvL1tsnn3zirMvSHGTr1q2YPXs2TCYTli5dCnd3d2eHlK0v\nv/wSN2/eBADzF1QAqbP+LFu2zFlhAQDat28PAPjzzz/T7Y+OjsagQYNQunRplCxZEn379sXFixeN\n10liz5496Y7hKGFhYRARPPDAA5leyy1uswceeAAkER4e7oiQc7R69Wp89tln8PLywtKlS+3WS2at\n7t27o3bt2jhy5Ag2b95scb3Nmzfj0KFDqFu3Lrp162bHCIsWpyXjpKQkJCYmIiEhwaZbYmIikpKS\nnHVZmgNER0dj4MCBAIB33nmnwHeDnTt3zvhZRLJ9zRm8vb1RqVIlxMTEICoqCoaz55oAACAASURB\nVACQmJiIoKAgLFmyBDdu3EBcXBy+++47BAYGIi4uDgBw/vx5xMbGonLlyihZsqRDYzbPqtS4ceN0\n+y2J28xc15IZmuwpKioKQ4YMgYhg/vz5qFmzplPjyWjs2LEgiTlz5lhcZ86cORARjB071o6RFT1O\nS8aTJ09GcnKyzbekpCSMGjXKWZelOcBzzz2HCxcu4MEHHywU/8PXr18/T685SoUKFQDAaEEuX74c\nBw4cyPTF4fjx4/jiiy/SlTXXdaTszm1J3GYZr9lZBgwYgOvXr6N3794YPHiwU2PJyqBBg+Dj44Ot\nW7dadH89IiICW7ZsQenSpY0vzJpl9AAuK0yfPt2irvW0oqKiLKrzzTff2CVmS28HpHXz5k2L6jjj\ndsDHH3+MtWvXws/PD4sWLXL4+fPi2WefRbVq1QD8O0ZDRNCsWTM88cQTzg0OMP7979y5AyB1rl6z\ntN3qQOrc1mnLOuP2QHbntiRus4zX7Axz585FSEgITCYTPvjgA6fFkRNPT08MHz4cJDF37txcy8+e\nPRsighEjRhToW0cFkU7GVrCkaz3jJOMkLaqTnJxc6GJ29O2Aw4cP45VXXoGI4LPPPoO/v79Dz5+V\nlJQULFiwIMdJ9UuWLInQ0FD06tULJUqUQKlSpTBw4EBs2bIlxxHpV69exYIFC+wRdjrmf383NzcA\nQKVKlYzXMrYyza+ZyzpjUv3szm1J3GYZr9kZunbtCn9/f9y5cwejRo2y22dAfo0ePRpubm5YtmxZ\njishXb58GcuWLYObmxuef/55B0ZYRFg74svaDXo0tWYj9913H0WE7du3d3Yohueff54iwvvvv5+n\nTp2y2XEjIiJYvXp1iohdputLyzyT1ZkzZ0imTi1avnz5dBM7iAjLlCljTKpy8uRJighr1apl19iy\nEhgYSKUUw8PD0+23JG4zc/yNGzd2WNxZjaY+dOgQ/f39KSJ84oknCsxI6oyefvrpXKe1nDhxIkWE\ngwYNclxgFtCjqXMxZcoUKKXssi1cuNBZl6XZ0cSJE2EymbBz505MmjTJ2eEAAF599VU0adIEu3bt\nQtOmTbFkyZJ8H/OLL77A/fffj9OnT6Nly5YYPXq0DSLNWnx8PE6dOgV3d3dUrFgRQOqgri1btqB5\n8+YQEYgIGjRogJ9++gnlypUDAFSuXBkmkwmnT592eFeveZBT2m5pS+M2M3dbO3vAVP369RESEgJ/\nf3+sWLEC/fr1K5At5Jdffhkk8dFHH2X5733nzh189NFHEBG89NJLToiw8HNaMrZkMoq8bAVhMgrN\nPh5++GGsWrUKxYoVw7Rp0zB58mRnh4RKlSrhjz/+wIgRIxATE4NBgwYhKCjI6vVbk5OTsXr1arRs\n2RJDhgxBTEwMBg8ejNDQUJQuXdpO0ac+JpSSkoKmTZtCqX8/Dho0aIDw8HCcPXsWJ0+exMGDBxEQ\nEGC87uLigqZNmyI5ORlhYWF2iy8rLVq0AEns2rUr02u5xW22a9cuiAhatGjhiJBzVL9+fWzbtg3+\n/v5YuXJlgUzIzZs3R2BgYJaTgACp60X/888/CAoKQtOmTZ0QYRFgbVPa2g26m1qzsY0bN9Ld3Z0i\n4rTVYLKybt06VqtWzegmrVOnDsePH8+NGzfy3LlzTE5ONsrGx8czMjKSy5cv57Bhw1i+fHljnt+6\ndety06ZNDonZPHFKXt5H8+o+r776qh0iy15kZCRFhNWrV8/zMZo3b06lFH///XcbRpaz3KbDPHTo\nEMuVK0cRYZ8+fQpcl/XatWuznQSkfv36VEpx/fr1TogsZ4Wlm1onYyu8++67NJlMxkok2W1pnT9/\n3qI6X3/9tV1injZtmkXnz8vmjGXozApqQk5ISODHH3/Mxo0bp5tty5xoixcvbsSddr9Sim3atOHi\nxYvTJW17SkpKYoUKFaiU4r59+6yu/+eff1JEWKlSJaakpNghwuw1aNCASilu377d6rp//fUXRYQV\nK1Z0aNyWLBSRNiH37t27QCXklJQU1q5dm0qpdF8WN2zYQBFhvXr1nBhd9gpLMtajqa1QVEdTF8bJ\nVbp164ZVq1bBZDJh6tSpBaLLGki9/TJs2DD89ddf2L9/P95++210794dNWrUgJubG+Lj45GQkIBS\npUqhXr166N27N2bNmoUjR45g165dGDBgQLruYnv65ptvcOHCBbRq1SpPXYvNmzdHQEAAoqKisHTp\nUjtEmL2hQ4eCJGbNmmV13ZkzZ0JE8Oyzz2Yade1sabusv//+e/Tt2xfJycnYsmWL0yczEhGMGTMm\n0yQg5kk+xowZ48ToigBrs7e1G4pQy1greApqCzk7CQkJBaK1ExcXx6pVq1IpxTVr1uT5OCtXrjS6\njB25clNMTAx9fX2plLJqhaM///yTLi4uLFGiBC9fvmy/ALNg6XrG5L8tZPPyhG5ubrxz544DosxZ\nXFycsQ72gQMHjF6GMmXKOHzlLkvplrGmOUBWLeTk5GR8/PHHzg4tS25ubgVi7uFx48bhzJkzaNeu\nXZ5WPjLr1asX2rZti9OnT2P8+PE2jDBnXl5emDJlCkhiyJAhmaa7zEpCQgIGDx4Mkhg/fjx8fX0d\nEGnemFvIJBEXF1dgBnR5enpi2LBhAFJbxOYW8ogRIxy6cpc1cpp/3Dy/eoFgbfa2doNuGWsOsGHD\nBnp4eBj3YR988EFnh1RgLVq0iCJCT09PHj16NN/HO3z4MD08PKiU4ldffWWDCC3XoUMHigh79uyZ\na9kBAwZQRNi8eXOn9E5Y0zImyR9//NEYT+Di4lIgWsZk6hrtxYoVo8lkMraoqChnh5Ul87PPLi4u\n6dZfX7BggTGe4//+7/9sfl7oAVzavcw82lNEWLp0aWeHUyBt3ryZJpOJSikuWbLEZsc1JxqTycTN\nmzfb7Li5OX/+PCtUqEAR4bBhw7ItN2HCBIoIy5Yty7///tth8aX11VdfUSllcTLes2cPd+zYYWwF\nyVNPPWUMPhw4cKCzw8kkISHB+PLl7u7O5cuXZyqzbNky4xbXc889Z9MvaDoZa/espKQk9unTx2hJ\ndOnSxdkhFUgbN25ksWLF7DKr16RJk+jm5ubw9Y3Dw8Pp7e3NIUOGZFtmwoQJ9PT0tNs9Qktcu3aN\n+/fv5/nz550Wg63s2bPHSMZ79+51djjpXLt2jUFBQcaXr9DQ0GzL/vrrryxdujRFhA899BBjYmJs\nEkNekrGk1rMfEaG9z6FpSUlJiI6ONn43mUwoVaqUEyMquA4dOoQGDRrY5dgRERFo2LChXY6dk8jI\nSNSpUyfH0dGHDx8uEKtkFRWBgYFQSlk9wY09JSQkoEWLFoiIiECNGjWwceNG1KlTJ8c6kZGR6Nat\nG06dOoWAgAD88ccf+R7XISIgadVQfZ2MNU3TNKutW7cOIoIePXo4O5R0Zs6ciRUrVmDDhg0WD9K7\ndOkSevTogaeeesomj2jpZKxpmqbd8xITE61ekSsvdbKjk7GmaZqmOVlekrF+zljTNE3TnEwnY03T\nNE1zMp2MNU3TNM3JdDLWNE3TNCfTyVjTNE3TnEwnY03TNE1zMp2MNU3TNM3JdDLWNE3TNCfTyVjT\nNE3TnEwnY03TNE1zMp2MNU3TNM3JdDLWNE3TNCfTyVjT8mHdunVo0aIFPDw8UKVKFUyePBlJSUnZ\nlp83bx5q1aoFd3d3NGzYEIsWLcq2bGxsLEaPHo3y5csjLCzMHuEXGXv27MHLL7+MgIAA+Pn5wc/P\nDwEBAXjllVfw559/Oi2uSZMmoV+/frhy5YrTYtAKB71qk6bl0aJFi/DMM89ARMyrtIAkevfuje++\n+y5T+RdffBHvv/9+pvLvvPMOJkyYkK5sQkIC2rdvj/DwcCil8Pvvv6NVq1aOurRC49KlSxg1ahRW\nr14NkcyL5Jg/e3r16oUPPvgAfn5+Do2vbdu22L17N44dO4YaNWo49Nz2cv36dfz88884fPgwzpw5\ng5s3b8JkMsHd3R1Vq1ZFx44d0b59e2eH6VR5WbXJ+ECw15Z6Ck0rWu7cuUMfHx8qpfjee+8xISGB\nf/zxB/38/KiUYkhISLryERERVErR09OTmzdvZmJiIpctW0YXFxe6u7vz8uXL6cp/8MEHFBHWr1+f\nR44cceCVFR4HDx5k5cqVKSIsXbo0J0+ezL179zI2NpaxsbHcu3cv//e//9HHx4ciwqpVqzrkvYyN\njeXMmTN53333UUSolKKIcPjw4Tx8+LDdz28vkZGRfPLJJ1msWDHjujJuIkIRYc+ePZmcnOyQuA4d\nOsRvv/3WZsf78ssv+ffff+frGHfznnW50toKVp9AJ2OtCAoPD6eIMCAgIN3+d955h0opTpo0Kd1+\nc3IdMWJEuv2PPvoolVJcvXp1uv19+vShUorLly+3zwUUclevXmW1atWolOLDDz/M6OjobMtGR0ez\nS5cuFBHWqlWL165ds1tc4eHhrFq1apbJSkTo5ubGWbNmWX3cjz76yKmJ/JNPPqHJZKJSiu7u7uzZ\nsyfnzJnDH3/8keHh4dy5cydXrlzJN954gwEBAZw9ezbv3Llj97jCw8NZunRpuru786+//sr0ekxM\nDKdPn862bdvS19eX/v7+7NChA+fPn8/4+PhM5X/77Te6urqyXLlyPHToUJ7j0slY0xxk+/btFBF2\n69Yt3f5Vq1ZRRPjEE0+k2//CCy9QKcV58+al2z9+/Hgqpfj222+n29+4cWMqpbhv3z77XEAh9+yz\nz1JEGBwcbFELLDExkYGBgVRKcdiwYXaJ6ejRoyxdujSVUgwKCuLWrVvZrFkzKqW4adMmjhs3jm5u\nblRKce7cuRYf9+rVq6xXr16WycMRvv32W4oIXVxcOHr06Ey9OM5y4sQJoydq0KBBTEpKSvf6li1b\n6Ofnl+0XoypVqjA8PDxdnbi4OHbu3JkiwsqVK/PcuXN5ik0nY01zkOyS8eXLl+nu7k43NzcuWbKE\nsbGxXLNmDT08PKiU4oEDB9KV//HHHyki9PPzY2hoKGNiYvj2229TRFi+fPlMHzAaefLkSbq6utLT\n05MXLlywuN65c+fo4eFBNzc3nj592uZxBQcHUynFwYMHG/vuu+8+KqWMbs/169fT1dWVHh4ePHXq\nlEXHfeWVV7hgwQKbx2uJxMRE+vv7UynF77//3ikxZCUhIcH4ovP0009nej0kJMT44tOjRw/+9ttv\nvHXrFmNjY7l161Z27tyZSimWKFEiU4v69u3bDA4Opoiwffv2eepu18lY0xwku2RMkjNmzEh3/8z8\nzXzs2LFZHqtXr16Zyru4uHDFihX2voxCadasWVl2+Vti6NChVEpxzpw5No3p9OnTFBGWLVuWcXFx\nxv6MyZgkhw0bRhHhtGnTcj1uVFQU69aty4SEBJvGa6lffvmFIsJOnTo55fzZmTBhAkWErVu3zvSF\nNT4+nhUrVqRSiv/73/+yPcYLL7xAEWGjRo2YkpKS7rWYmBjWqVOHSinOmDHD6vjykoz1o02aZmPj\nxo3DkiVL0Lx5c5QsWRINGjTA/PnzMXfu3CzLL1++HFOmTEHNmjVRqlQptGvXDps2bULv3r0dHHnh\nEBoaChHBI488YnXdHj16gCRCQ0NtGtPBgwcBAIGBgfD09Myx7COPPAIRMerk5K233sJ///tfuLm5\n2SROa50/fx4AUL9+faecPyvHjx/HvHnzYDKZ8PXXX8PFxSXd64sWLUJUVBSCgoIwderUbI/z3nvv\nISAgAIcOHcKaNWvSvebl5YWvv/4aIoJp06bh8uXLdrmWtHQy1jQ76N+/P/bs2YPr16/j4MGDeP75\n57Mt6+LigokTJ+LYsWO4du0aQkND8eCDD9ottiNHjuCNN95AmzZtUKFCBfj4+KB+/foYPHgwfv75\n51zrb9q0CQMHDkTdunXh7e2NihUrom3btpgyZQqOHz9ut7jNoqKiACBPjwpVr14dIoILFy7YNKbU\nxhCyfLwqo549eyI5ORnLli3LsdyZM2cQEhKCZ555xiYx5oWXlxcA4OrVq8a+o0ePYvLkyejcuTOq\nVKmCkiVLwt/fH+3atcOUKVNw6dIlu8Y0depUJCYmYvTo0ahdu3am1zdu3AgRwcsvv5zjcZRSGDNm\nDEjihx9+yPR6q1atMHjwYMTGxmLOnDk2iz9b1jalrd2gu6m1IiinbuqCKiYmhs8++yxdXFyyfCzF\n3FXerl07Hj16NFP9iIgItm7dOsfHWtzc3Dhq1CjeunXLbtfRsmVLKqXyPNr1zp07TExMtGlMp06d\noojQ19c33bVn1U1tqWHDhnHx4sUkyU2bNvHxxx9n06ZNGRwczE8//dQhjw6dPHmSIsJKlSrx9OnT\n7N27d7pbL1n9DZQoUYI//PCDXeK5fPkyTSYT3d3deenSpSzLNGrUiEopRkVF5Xo88yOHgYGBWb5+\n4sQJurq60sfHx6rR4dD3jDXNMQpbMo6KimKjRo0oIvTy8uJ///tf7tq1izdu3ODt27d55MgRzpo1\ny3hut2TJkvzll1+M+j/99BOLFy9OpRSrV6/OefPmMTIykrdv3+b169e5c+dOjh07lp6enhQRtmjR\ngv/8849drqVHjx5USnHDhg12OX5emQf9DBgwwLgHmddkfPz4cTZu3JgpKSl844030iVA889PPvmk\nPS4jk4CAAIoI3d3dqZSiv78/J0yYwO3bt/Pq1atMSkri1atXGRISYoxy9/LyyvFxs7xauHAhRYT9\n+/fPtow1ydgS3bp1s3oAm07GmuYghSkZ37lzx2jRtmnThufPn8+27O3btzlo0CCKCL29vXns2DEe\nOHCAXl5eVEpx5MiROQ4mOnXqFJs2bUoRYceOHe0yGvzdd9+liPD555+3+bHz4+jRoyxTpozRu7Bh\nwwbWr18/T8n46aef5nfffWcMoFJKsXHjxnz11VfZsWNHY98333xjp6v516JFi4zzderUiTdv3syx\n/COPPEKlFH/++Webx9K9e3cqpbhy5cpcy9jqy9oXX3xBEeFzzz1ncR2djDXNQQpTMp42bZoxajQ2\nNtaiOv379ze679q0aWPV87nR0dGsWbNmls9V28KxY8fo4uLCEiVKZNtV6Sz79+83rj3t6HhrZuCK\niIhgixYtSKYmFhFhnTp1jO7vlJQUtmrVynie2d769u2brlX+xBNPcMeOHZnKpaSkcP369caz1vmd\nxSorZcqUoVKKV65cybaMeYKdrl272uSc5q762rVrW1xHJ2NNc5DCkoxjY2Pp7e1NpVSmCQ5yq2ee\nMME8AcLt27ctrm9u0fn6+trlsZyBAwcW2Pc/Pj6eCxYsYMeOHfM0A1evXr2MVl3JkiWzfLzmnXfe\noYjQx8fHbtdBkjdv3qTJZGKJEiW4dOlSVq5c2bgWHx8ftm/fnt27d2eHDh2MXgGlFF9//XWbx3Lx\n4kXj/nVO4uLiWK5cuSwn08nNgQMHsuzNKVGiBF1dXS3+f0AnY01zkMKSjFeuXEkRYZcuXayuO3Xq\nVOPDNS/P5bZr145KKW7cuNHqurm5fPmycX/70UcfzbXr1FnM94zTzsAlItm+n3v27OH9999Pkrxx\n44bx/me8X2nuOlVK2TX+kJAQY65pkrx16xYXLlzI9u3bG/eQzZurqyu7d+/OH3/80S6xhIWFGbcA\ncrN582ZjoOITTzzBsLAwi26ZTJgwga1atcrUg9GwYUMqpXj8+HGLYs1LMtaPNmlaEWZ+Jrd79+5W\n1+3Zs6fxc17rk8Svv/5qdd3c+Pr6Yv369ShfvjzWrVuH2rVrY8aMGYiMjMxxCUtnqVOnDmbMmIE1\na9bAxcUFr7/+Ok6dOpWp3MSJE/H2228DSP+YVEpKSrpyt27dAgCYTCb7BQ0Yj4BVqlQJAODh4YGR\nI0ciNDQUN2/exNGjR7Fnzx6cOnUKd+7cwQ8//IAuXbrYJZaYmBgAQKlSpdLtb9OmDTw8PNJtjz32\nGFJSUkASK1asQOvWreHm5galVLotY73Zs2cjPDwcAQEB6eYF8PHxSReDPehkrGlFmHnShpo1a1pd\n1/wcr4jk6Zlecx3zc8G21qRJE4SFhaFbt264cuUKXn31VdSvXx8mk6nArGec0cMPP4whQ4YgISEB\nS5YsSffajh07kJSUhMDAQABAiRIljAlEMr6HJ0+eBABUq1bNrvGaJxu5du2asS8yMhKTJ0/GQw89\nhKCgIHTo0AGtWrVCUFAQZs6cabeEldrgTH0+OK2EhIQsN/NSpTltGeuYv/SkpKQgPj7eOKf5v5Y8\nR55XOhlrmpal/H7w2PODy6xChQrYsGEDtm/fjuHDh6NevXrw8vLC1atXsX//fsydOxctW7ZEnz59\n7D6LUnJysvGhnZOHH34YJDPNwDVp0iSjVWxWr149AMDevXvT7d+9ezdEBE2bNs1n1Dkzf4nbsWMH\nzp49i169eqF+/fqYOnUqfvnlF5w/fx5xcXG4cuUKfvvtN0yYMAF169bFnj17bB6Lt7c3gPRfDIDU\n9yY5Odmi7ebNm9iyZQs6deoEkihevDj27dtnvD5+/Hg0bdoU4eHheP31142/4djYWABA8eLFbX5d\nZjoZa1oRVrFiRQDAiRMnrK779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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get the mapper that converts a code for current weather (from WMO) to the appropriate\n", + "# unicode code point\n", + "from metpy.plots.wx_symbols import current_weather, wx_symbol_font\n", + "\n", + "# Need to make a new copy of the font so we can make it bigger\n", + "big_font = wx_symbol_font.copy()\n", + "big_font.set_size(36)\n", + "\n", + "# Create a plot to loop over all of the codes and display it\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 8))\n", + "for i in range(100):\n", + " ax.text(i % 10, i // 10, current_weather(i), fontproperties=big_font)\n", + "ax.set_xlim(0, 10)\n", + "ax.set_ylim(0, 10);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or sky cover symbols:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false, + "run_control": { + "marked": true + } + }, + "outputs": [ + { + "data": { + "image/png": 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OJTceb775pltqJsk9e/awQYMGjImJ4YYNGypsX1E4l6xXRLhlyxa31Hrs2DHGxcWxQ4cO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\ncCUVMzO+AHDdddd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Hjx7Fzp07sXbtWixevBg7duzAtddei4kTJ+Khhx5y6VuQkpKSkJSU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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8, 2))\n", + "for i in range(10):\n", + " ax.text(i, 0, sky_cover(i), fontproperties=big_font)\n", + "ax.set_xlim(0, 10)\n", + "ax.set_ylim(0, 1);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Make your own station plot\n", + "Time to play around with the station plot. Take some of the data we grabbed (or change the query and download data for a different area) and pass it to the station plotting routines. You can use either the direct `StationPlot` class or create your own layout. If you want to play with the various symbols, you can randomly generate integer codes using `numpy.random.randint(low, high)`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.5", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}