diff --git a/data/alborex_mean_sla.nc b/data/alborex_mean_sla.nc new file mode 100644 index 0000000..98d7c78 Binary files /dev/null and b/data/alborex_mean_sla.nc differ diff --git a/python/alborexconfig.json b/python/alborexconfig.json index 57dceef..267bf0c 100644 --- a/python/alborexconfig.json +++ b/python/alborexconfig.json @@ -1,28 +1,51 @@ { "datafiles":{ - "adcp": "/home/ctroupin/Data/Alborex/ADCP/dep0023_socib-rv_scb-rdi001_L1_2014-05.nc", - "ctd": "/home/ctroupin/Data/Alborex/CTD/dep0007_socib-rv_scb-sbe9002_L1_2014-05-25.nc", - "ctdlegs": ["/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg1.txt", - "/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg2.txt"], + "coast": "/home/ctroupin/Data/Alborex/Coastline/coastline_f.dat", + "altimetry": "../data/alborex_mean_sla.nc", + "ctdlegs": ["../data/ctd_positions_Leg1.txt", + "../data/ctd_positions_Leg2.txt"], + "sst": ["../data/A2014145125000.L2_LAC_SST.nc", + "../data/A2014150020500.L2_LAC_SST.nc"], + "front": "../data/front_coordinates.dat", + "adcp": "http://thredds.socib.es/thredds/dodsC/research_vessel/current_profiler/socib_rv-scb_rdi001/L1/2014/dep0023_socib-rv_scb-rdi001_L1_2014-05.nc", + "ctd": "http://thredds.socib.es/thredds/dodsC/research_vessel/ctd/socib_rv-scb_sbe9002/L1_corr/2014/dep0007_socib-rv_scb-sbe9002_L1_corr_2014-05-25.nc", "gliders": ["http://thredds.socib.es/thredds/dodsC/auv/glider/icoast00-ime_slcost000/L1/2014/dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc", "http://thredds.socib.es/thredds/dodsC/auv/glider/ideep00-ime_sldeep000/L1/2014/dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc"], - "profilers": ["/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc", - "/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc"], - "coast": "/home/ctroupin/Data/Alborex/Coastline/coastline_cartex_f3.txt", - "rv": "/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-pos001_L1_2014-05-25.nc", - "altimetry": "/home/ctroupin/Data/Alborex/Altimetry/mean.nc", - "coast": "/home/ctroupin/Data/Alborex/Coastline/coastline_f.dat", - "thermosal": "/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-tsl001_L1_2014-05-25_HR.nc" - }, - "datadirs":{ - "sst": "/home/ctroupin/Data/Alborex/SST/", - "drifters": "/home/ctroupin/Data/Alborex/Drifters", - "profilers": "/home/ctroupin/Data/Alborex/Profilers", - "adcp": "/home/ctroupin/Data/Alborex/ADCP", - "gliders": "/home/ctroupin/Data/Alborex/Gliders" + "profilers": ["http://thredds.socib.es/thredds/dodsC/drifter/profiler_drifter/profiler_drifter_arvora3001-ogs_arvora3001/L1/2014/dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/profiler_drifter/profiler_drifter_provbioll001-ogs_provbioll001/L1/2014/dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/profiler_drifter/profiler_drifter_arvorc001-ime_arvorc001/L1/2014/dep0001_profiler-drifter-arvorc001_ime-arvorc001_L1_2014-05-25.nc"], + "drifters": ["http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp018-scb_svp013/L1/2014/dep0001_drifter-svp018_scb-svp013_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp019-scb_svp014/L1/2014/dep0001_drifter-svp019_scb-svp014_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp020-scb_svp015/L1/2014/dep0001_drifter-svp020_scb-svp015_L1_2014-05-28.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp021-scb_svp016/L1/2014/dep0001_drifter-svp021_scb-svp016_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp022-scb_svp017/L1/2014/dep0001_drifter-svp022_scb-svp017_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp024-scb_svp019/L1/2014/dep0001_drifter-svp024_scb-svp019_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp025-scb_svp020/L1/2014/dep0001_drifter-svp025_scb-svp020_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp027-scb_svp022/L1/2014/dep0001_drifter-svp027_scb-svp022_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp036-ime_svp007/L1/2014/dep0001_drifter-svp036_ime-svp007_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp037-ime_svp008/L1/2014/dep0001_drifter-svp037_ime-svp008_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp038-ime_svp009/L1/2014/dep0001_drifter-svp038_ime-svp009_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp039-ime_svp010/L1/2014/dep0001_drifter-svp039_ime-svp010_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp040-ime_svp011/L1/2014/dep0001_drifter-svp040_ime-svp011_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp041-ime_svp012/L1/2014/dep0001_drifter-svp041_ime-svp012_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp042-ime_svp006/L1/2014/dep0001_drifter-svp042_ime-svp006_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp043-ogs_svp001/L1/2014/dep0001_drifter-svp043_ogs-svp001_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp044-ogs_svp002/L1/2014/dep0001_drifter-svp044_ogs-svp002_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp045-ogs_svp003/L1/2014/dep0001_drifter-svp045_ogs-svp003_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp046-ogs_svp004/L1/2014/dep0001_drifter-svp046_ogs-svp004_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp047-ogs_svp005/L1/2014/dep0001_drifter-svp047_ogs-svp005_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp048-ime_svp013/L1/2014/dep0001_drifter-svp048_ime-svp013_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp049-ime_svp014/L1/2014/dep0001_drifter-svp049_ime-svp014_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp051-ime_svp016/L1/2014/dep0001_drifter-svp051_ime-svp016_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp052-ime_svp017/L1/2014/dep0001_drifter-svp052_ime-svp017_L1_2014-05-25.nc", + "http://thredds.socib.es/thredds/dodsC/drifter/surface_drifter/drifter_svp054-ime_svp019/L1/2014/dep0001_drifter-svp054_ime-svp019_L1_2014-05-25.nc"], + "rv": "http://thredds.socib.es/thredds/dodsC/research_vessel/gps/socib_rv-scb_pos001/L1/2014/05/dep0015_socib-rv_scb-pos001_L1_2014-05-25.nc", + "thermosal": "http://thredds.socib.es/thredds/dodsC/research_vessel/thermosalinometer/socib_rv-scb_tsl001/L1/2014/05/dep0015_socib-rv_scb-tsl001_L1_2014-05-25.nc", + "sstremote": ["https://oceandata.sci.gsfc.nasa.gov/cgi/getfile/A2014145125000.L2_LAC_SST.nc", + "https://oceandata.sci.gsfc.nasa.gov/cgi/getfile/A2014150020500.L2_LAC_SST.nc"] }, - "figdir": "/home/ctroupin/Publis/201703_AlborexData/figures", - "figdirleaflet": "/home/ctroupin/Publis/201703_AlborexData/leaflet/images/", + "figdir": "../figures", + "figdirleaflet": "../leaflet/images/", "domain":{ "coordinates1": [-6.75, 3.001, 34.75, 40.0], "coordinates2": [-1.0, -0.25, 36.65, 37.25], diff --git a/python/alborexdata.py b/python/alborexdata.py index 1b7dd76..4fba418 100644 --- a/python/alborexdata.py +++ b/python/alborexdata.py @@ -179,27 +179,27 @@ def get_from_netcdf(self, datafile): """ Read the coordinates and the temperature from existing data file """ - if os.path.exists(datafile): - with netCDF4.Dataset(datafile, 'r') as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - self.timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, self.timeunits) - try: - self.qclat = nc.get_variables_by_attributes(standard_name='latitude status_flag')[0][:] - except IndexError: - self.qclat = None + with netCDF4.Dataset(datafile, 'r') as nc: + self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] + self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] + self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] + self.timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units + self.dates = netCDF4.num2date(self.time, self.timeunits) - try: - self.qclon = nc.get_variables_by_attributes(standard_name='longitude status_flag')[0][:] - except IndexError: - self.qclon = None - try: - self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] - except IndexError: - self.temperature = None + try: + self.qclat = nc.get_variables_by_attributes(standard_name='latitude status_flag')[0][:] + except IndexError: + self.qclat = None + + try: + self.qclon = nc.get_variables_by_attributes(standard_name='longitude status_flag')[0][:] + except IndexError: + self.qclon = None + try: + self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] + except IndexError: + self.temperature = None def apply_qc_latlon(self, QC=[1]): """ @@ -304,15 +304,14 @@ def get_from_netcdf(self, datafile): """ Read the coordinates and the field values from a netCDF file """ - if os.path.exists(datafile): - with netCDF4.Dataset(datafile, 'r') as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, timeunits) - self.salinity = nc.get_variables_by_attributes(standard_name='sea_water_salinity')[0][:] - self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] + with netCDF4.Dataset(datafile, 'r') as nc: + self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] + self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] + self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] + timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units + self.dates = netCDF4.num2date(self.time, timeunits) + self.salinity = nc.get_variables_by_attributes(standard_name='sea_water_salinity')[0][:] + self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] class CTD(): diff --git a/python/figure1_AlborexData.ipynb b/python/figure1_AlborexData.ipynb deleted file mode 100644 index 7fba84a..0000000 --- a/python/figure1_AlborexData.ipynb +++ /dev/null @@ -1,527 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Main figure of the Alborex Data paper in ESSD journal. \n", - "Only show the position of all the deployments (to keep things simple)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import json\n", - "import logging\n", - "import numpy as np\n", - "import netCDF4 as netcdf\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from matplotlib import colors\n", - "import datetime, time, calendar\n", - "import matplotlib.text as text\n", - "from matplotlib.path import Path\n", - "import matplotlib.patches as patches\n", - "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", - "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", - "import alborexdata\n", - "import alborex_functions\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration\n", - "Most of the configuration (file paths, domain, resolution, ...) is done in the json file `alborexconfig.json`." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'datadirs': {'adcp': '/home/ctroupin/Data/Alborex/ADCP/',\n", - " 'drifters': '/home/ctroupin/Data/Alborex/Drifters',\n", - " 'profilers': '/home/ctroupin/Data/Alborex/Profilers',\n", - " 'sst': '/home/ctroupin/Data/Alborex/SST/'},\n", - " 'datafiles': {'altimetry': '/home/ctroupin/DataOceano/AVISO/MedSea/Aviso_gridded/Alborex/dt_med_allsat_madt_uv_20140523_20141010.nc',\n", - " 'coast': '/home/ctroupin/Data/Alborex/Coastline/coastline_f.dat',\n", - " 'ctd': '/home/ctroupin/Data/Alborex/CTD/dep0007_socib-rv_scb-sbe9002_L1_2014-05-25.nc',\n", - " 'ctdlegs': ['/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg1.txt',\n", - " '/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg2.txt'],\n", - " 'gliders': ['/home/ctroupin/Data/Alborex/Gliders/dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc',\n", - " '/home/ctroupin/Data/Alborex/Gliders/dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc'],\n", - " 'rv': '/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-pos001_L1_2014-05-25.nc'},\n", - " 'domain': {'coordinates1': [-6.75, 3.001, 34.75, 40.0],\n", - " 'coordinates2': [-1.0, -0.25, 36.65, 37.25],\n", - " 'coordinates3': [-6.0, -5.25, 35.8, 36.2],\n", - " 'resolution1': [1.0, 1.0],\n", - " 'resolution2': [0.25, 0.25]},\n", - " 'figdir': '/home/ctroupin/Publis/201703_AlborexData/figures'}" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)\n", - "config" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Flags for the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "doplotsst, doplotvectors, doplotstream, doplotdrifters, doplotinset = 0, 0, 0, 1, 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Time interval for the drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 4, 0, 0, 0)\n", - "time_min = int(tt.strftime('%s'))\n", - "time_max = int(tt_end.strftime('%s'))\n", - "time_init = '2014-05-25T000000'\n", - "time_end = '2014-05-26T000000'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Colormap and other things related to pcolor" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "cmapsst = plt.cm.RdYlBu_r\n", - "# Min and max values\n", - "sstmin, sstmax = 16., 21.\n", - "normsst = colors.Normalize(vmin=sstmin, vmax=sstmax)\n", - "boundsst = np.arange(sstmin, sstmax + .001, 1.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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vv//Gxo0bsXz5cq6hwyhGZmYmli1bhrS0NNSoUQODBw9G586dy67zzsuOHTsw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\nd6pSpYrO/SdPnqRq1aoVu39TbNeqVYv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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "dlon, dlat = config[\"domain\"][\"resolution1\"]\n", - "\n", - "fig, m, ax = alborexdata.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "m.drawcoastlines(linewidth=0.5)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Load coast" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coastfile = config[\"datafiles\"][\"coast\"]\n", - "loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ERFgaQ3p6uk5ISLA0huTkZJ2cnFy7HR8f7/EYEhISdHp6usfHrUtERITOzs62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\nfj4JCQn06NHDsu0PPviA9PR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AN4AzQK/q9gHAr4BvAt7ahc67pKREJyUl1buvrTpvV+MO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\nQRCENsj/A1OiJrs8v7d7AAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), color='k', linewidth=.25, latlon=True)\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])\n", - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(config[\"datafiles\"][\"ctdlegs\"][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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WvFVDb96ISI0XoDuwCnjdd30WsBJ9le3vPjOAGHQn/r+AFGDcpbdLTEyUhx56SEREtm/f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\nv6kP5sXfsU0u9e6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AOoDdnV7zBfBzPfs8C6lLLkCqlHAAvt23c3FxoZdeeomIiHJzc2nx4sX0ox/9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\nJGCqXjmmYAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - " m.plot(lonCTD1, latCTD1, 'ko', ms=1, latlon=True)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gliders" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1 = alborexdata.Glider()\n", - "glider1.get_from_netcdf(config[\"datafiles\"][\"gliders\"][0])\n", - "glider2 = alborexdata.Glider()\n", - "glider2.get_from_netcdf(config[\"datafiles\"][\"gliders\"][1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "drifterlist = sorted(glob.glob(os.path.join(config[\"datadirs\"][\"drifters\"], \"*nc\")))" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'str' object has no attribute 'product_list'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdrifter\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdrifterlist\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0mdrifter_opendap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdrifter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct_list\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopendap\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 36\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"2014-05-25\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdrifter_opendap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mnetcdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrifter_opendap\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute 'product_list'" - ] - } - ], - "source": [ - "fig, m, ax = alborexdata.prepare_map(coordinates, \"l\")\n", - "\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xtext, ytext = m(coordinates[1] - .1, coordinates[2] + .25)\n", - "# plt.text(xtext, ytext, \"AFRICA\", va='center', ha='right',\n", - "# fontsize=18, bbox=dict(fc='w', ec=\"w\", lw=0.5,alpha=0.8, pad=5.0))\n", - "\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-3, 35.7)\n", - "xa2, ya2 = m(-3, 35.7)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "\n", - "# Add drifter trajectories on map\n", - "# -------------------------------\n", - "if doplotdrifters:\n", - "\n", - " londriftertotal, latdriftertotal, ndrifters = 0, 0, 0\n", - "\n", - " for drifter in drifterlist:\n", - " with netcdf.Dataset(drifter_opendap) as nc:\n", - " timedrifter = nc.variables['time'][:]\n", - " goodtime = np.where((timedrifter > time_min) & (timedrifter < time_max))[0]\n", - " londrifter = nc.variables['LON'][goodtime]\n", - " latdrifter = nc.variables['LAT'][goodtime]\n", - " londrifter, latdrifter = m(londrifter, latdrifter)\n", - " m.plot(londrifter, latdrifter, 'ko', ms=0.1, alpha=.85, zorder=5)\n", - " londriftertotal += londrifter[0]\n", - " latdriftertotal += latdrifter[0]\n", - " ndrifters += 1\n", - " add_logo_on_map(driferlogo, ax, [londriftertotal / ndrifters, latdriftertotal / ndrifters], 0.1, zorder=6)\n", - "\n", - "logger.info(\"Add rectangle for experiment\")\n", - "patch = create_rect_patch(coordinates2, m, 0.1)\n", - "ax.add_patch(patch)\n", - "# and for Gibraltar\n", - "# patch = create_rect_patch(coordinates3, m, 0.2)\n", - "# ax.add_patch(patch)\n", - "\n", - "# CTD and gliders\n", - "# m.plot(lonCTD,latCTD,'ko',ms=1, zorder=6)\n", - "\n", - "# Coastline and continent\n", - "m.plot(loncoast2, latcoast2, 'k-', lw=0.1, zorder=4)\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "\n", - "# plt.title(r\"25$-$31 May, 2014\", fontsize=20)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "if doplotinset:\n", - " axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - " n1, n2 = m(coordinates2[0], coordinates2[2])\n", - " n3, n4 = m(coordinates2[1], coordinates2[3])\n", - " axins.set_xlim(n1, n3)\n", - " axins.set_ylim(n2, n4)\n", - " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - " # Add gliders tracks and CTD casts\n", - " NN = 34\n", - "\n", - " axins.plot(lonCTD[:NN], latCTD[:NN], 'ks-', lw=0.5, color=\".75\", ms=5, zorder=2,\n", - " label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - " axins.plot(lonCTD[NN:], latCTD[NN:], 'kx-', lw=0.2, ms=2.5, zorder=2, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - " axins.plot(longlider1, latglider1, '-', lw=3, color='k', label=\"Deep glider\", zorder=3)\n", - " axins.plot(longlider1, latglider1, '--', lw=3, color='.75', zorder=3)\n", - "\n", - " axins.plot(longlider2, latglider2, '-', lw=1.5, color='k', label=\"Coastal glider\", zorder=4)\n", - " axins.plot(longlider2, latglider2, '--', lw=1.5, color='.75', zorder=4)\n", - "\n", - " if doplotdrifters:\n", - " axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - " label=r\"Drifters ($\\times$ 25)\")\n", - " if doplotsst:\n", - " axins.pcolormesh(x, y, sst, cmap=cmapsst, norm=normsst, edgecolor='none')\n", - "\n", - " axins.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., fontsize=12)\n", - "\n", - " add_logo_on_map(gliderlogo, axins, [longlider1[0], latglider1[0]], 0.1, zorder=6)\n", - " add_logo_on_map(gliderlogo, axins, [longlider2[0], latglider2[0]], 0.1, zorder=6)\n", - "\n", - " mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "\n", - "\"\"\"\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "plt.savefig(os.path.join(figdir, figname + '.eps'), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "\"\"\"\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "@webio": { - "lastCommId": "3159680782FF48A88F00579C0A8D26A3", - "lastKernelId": "8901304b-b096-461d-a3a3-69e2f47cb5d2" - }, - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/figure1_main.ipynb b/python/figure1_main.ipynb index a41ea3e..3abd804 100644 --- a/python/figure1_main.ipynb +++ b/python/figure1_main.ipynb @@ -10,16 +10,15 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 38, + "metadata": {}, "outputs": [], "source": [ "import os\n", "import glob\n", "import json\n", "import logging\n", + "import cmocean\n", "import netCDF4\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -37,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -46,7 +45,7 @@ "" ] }, - "execution_count": 74, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -65,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 40, "metadata": { "collapsed": true }, @@ -84,15 +83,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" + "logger = alborexdata.configure_logging(\"./logs/alborexFigure1.log\")" ] }, { @@ -104,14 +101,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 109, "metadata": { "collapsed": true }, "outputs": [], "source": [ "figdir = config[\"figdir\"]\n", - "figname = os.path.join(figdir, 'fig01')" + "figname = os.path.join(figdir, 'fig01')\n", + "figname0 = os.path.join(figdir, 'fig00')" ] }, { @@ -123,14 +121,14 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 15, 0, 0, 0)" + "drifterstart = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", + "drifterend = datetime.datetime(2014, 6, 15, 0, 0, 0)" ] }, { @@ -142,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 44, "metadata": { "collapsed": true }, @@ -163,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 45, "metadata": { "collapsed": true }, @@ -181,10 +179,8 @@ }, { "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": true - }, + "execution_count": 46, + "metadata": {}, "outputs": [], "source": [ "rv = alborexdata.Ship()\n", @@ -201,15 +197,13 @@ }, { "cell_type": "code", - "execution_count": 67, - "metadata": { - "collapsed": true - }, + "execution_count": 47, + "metadata": {}, "outputs": [], "source": [ "ctd = alborexdata.CTD()\n", "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])\n", - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(\"../data/ctd_positions_Leg1.txt\")" + "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(config[\"datafiles\"][\"ctdlegs\"][0])" ] }, { @@ -221,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 48, "metadata": { "collapsed": true }, @@ -242,14 +236,11 @@ }, { "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": true - }, + "execution_count": 49, + "metadata": {}, "outputs": [], "source": [ - "drifterdir = config[\"datadirs\"][\"drifters\"]\n", - "drifterlist = sorted(glob.glob(os.path.join(drifterdir, \"*nc\")))" + "drifterdir = sorted(config[\"datafiles\"][\"drifters\"])" ] }, { @@ -261,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 91, "metadata": { "collapsed": true }, @@ -269,172 +260,153 @@ "source": [ "profiler1 = alborexdata.Profiler()\n", "profiler2 = alborexdata.Profiler()\n", + "profiler3 = alborexdata.Profiler()\n", "profiler1.get_from_netcdf(config[\"datafiles\"][\"profilers\"][0])\n", "profiler2.get_from_netcdf(config[\"datafiles\"][\"profilers\"][1])\n", + "profiler3.get_from_netcdf(config[\"datafiles\"][\"profilers\"][2])" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "# Modity the year (error in L1 data for ArvorC, waiting for a correction)\n", + "for i in range(0, len(profiler3.dates)):\n", + " profiler3.dates[i] = profiler3.dates[i].replace(year=2014)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ "profiler1.select_dates(initialdate=datetime.datetime(2014, 5, 30, 8, 0),\n", " finaldate=drifterend)\n", "profiler2.select_dates(initialdate=drifterstart,\n", + " finaldate=drifterend)\n", + "profiler3.select_dates(initialdate=drifterstart,\n", " finaldate=drifterend)" ] }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'seconds since 1970-01-01 00:00:00'" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with netCDF4.Dataset(config[\"datafiles\"][\"profilers\"][2], \"r\") as nc:\n", + " ttime = nc.get_variables_by_attributes(standard_name='time')[0][:]\n", + " timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units\n", + "ddates = netCDF4.num2date(ttime, timeunits)\n", + "timeunits" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Create the figure" + "## SST\n", + "The files could not be added to the GitHub repos, but can be downloaded from [OceanColor](http://oceancolor.gsfc.nasa.gov/) website. The URLs can be changed in the [configuration file](alborexconfig.json) if necessary." ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n" + "2019-01-09 21:30:22,565 - alborex_logger - INFO - SST file A2014145125000.L2_LAC_SST.nc already downloaded\n", + "2019-01-09 21:30:22,565 - alborex_logger - INFO - SST file A2014145125000.L2_LAC_SST.nc already downloaded\n", + "2019-01-09 21:30:22,568 - alborex_logger - INFO - SST file A2014150020500.L2_LAC_SST.nc already downloaded\n", + "2019-01-09 21:30:22,568 - alborex_logger - INFO - SST file A2014150020500.L2_LAC_SST.nc already downloaded\n" ] - }, - { - "data": { - "image/png": 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SkhJVmyGT3NxcPHjwAAAwZ84cANBY/RqLxQKXy1WrH6wmwWKxYGBggNLSUrUoL+Pn54eM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6/eRNJcLhfx8fEaV2jV1NQgPT0dr732mo5nVq/nEwgEyM/PN2RI2ilSqRT5+fkwNTXVaxGHWCxu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c71m1iuDgYOrq6pg4caL0qnUCmZmZ3HDDDdTV1XWqyTAdVUFBAX369DE6DCGEF8gYNR9RV1dH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\n0pVSf8eR62w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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "fig, m, ax = alborexdata.prepare_map(coordinates, 'h')\n", - "fig.set_size_inches(10, 10)\n", - "\n", - "# Map scale\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', \n", - " units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-3.5, 35.8)\n", - "xa2, ya2 = m(-3.5, 35.8)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "# Add drifter trajectories on map\n", - "for drifterfile in drifterlist:\n", - " drifter = alborexdata.Drifter()\n", - " drifter.get_from_netcdf(drifterfile)\n", - " \n", - " # Take only good time\n", - " drifter.select_dates(initialdate=drifterstart, finaldate=drifterend)\n", - " if drifterfile == drifterlist[0]:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True, label=\"Drifters\")\n", + "sstfilelist = config[\"datafiles\"][\"sst\"]\n", + "sstfilelistremote = config[\"datafiles\"][\"sstremote\"]\n", + "for sstfile, sstremote in zip(sstfilelist, sstfilelistremote):\n", + " if not(os.path.exists(sstfile)):\n", + " logger.info(\"Downloading data file {}\".format(os.path.basename(sstfile)))\n", + " urllib.request.urlretrieve(sstremote, sstfile)\n", " else:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True)\n", - " \n", - " \n", - "# CTD\n", - "m.plot(ctd.lon, ctd.lat, 'ko', ms=1, zorder=6, latlon=True)\n", - "\n", - "# Glider\n", - "llong1, llatg1 = m(glider1.lon.compressed(), glider1.lat.compressed())\n", - "llong2, llatg2 = m(glider2.lon.compressed(), glider2.lat.compressed())\n", - "\n", - "m.plot(glider1.lon.compressed(), glider1.lat.compressed(), \n", - " '-', lw=3, color='k', zorder=3, latlon=True)\n", - "m.plot(glider2.lon.compressed(), glider2.lat.compressed(), \n", - " '-', lw=1.5, color='k', zorder=3, latlon=True)\n", - "\n", - "# Profilers\n", - "lonp1, latp1 = m(profiler1.lon, profiler1.lat)\n", - "lonp2, latp2 = m(profiler2.lon, profiler2.lat)\n", - "\n", - "m.plot(profiler1.lon, profiler1.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "m.plot(profiler2.lon, profiler2.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "\n", - "# Ship trajectory\n", - "lonrv, latrv = m(rv.lon.compressed(), rv.lat.compressed())\n", - "m.plot(rv.lon, rv.lat, 'k-.', linewidth=.5, latlon=True)\n", - "\n", - "# Coastline and continent\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "m.drawcountries(linewidth=.2, color=\"k\")\n", - "\n", - "# Add rectangle around study area\n", - "patch = alborexdata.create_rect_patch(coordinates2, m, color=\".95\")\n", - "ax.add_patch(patch)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - "n1, n2 = m(coordinates2[0], coordinates2[2])\n", - "n3, n4 = m(coordinates2[1], coordinates2[3])\n", - "axins.set_xlim(n1, n3)\n", - "axins.set_ylim(n2, n4)\n", - "plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - "plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - "# Add gliders tracks and CTD casts\n", - "NN = 34\n", - "\n", - "llon, llat = m(ctd.lon[:NN], ctd.lat[:NN])\n", - "axins.plot(llon, llat, 'ks-', lw=0.5, color=\".75\", ms=5, \n", - " zorder=4, label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - "llon, llat = m(ctd.lon[NN:], ctd.lat[NN:])\n", - "axins.plot(llon, llat, 'kx-', lw=0.2, ms=2.5, \n", - " zorder=4, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - "\n", - "axins.plot(lonp1, latp1, \"o--\", zorder=6, color=\".7\", label=\"Profiling floats\")\n", - "axins.plot(lonp2, latp2, \"o--\", zorder=6, color=\".7\")\n", - "axins.plot(lonrv, latrv, 'k-.', linewidth=.5, label=\"Research vessel\")\n", - "axins.plot(llong1, llatg1, '-', lw=3, color='k', zorder=3, label=\"Deep glider\", )\n", - "axins.plot(llong2, llatg2, '-', lw=1.5, color='k', zorder=3, label=\"Coastal glider\")\n", - "axins.legend(bbox_to_anchor=(1.05, .95), fontsize=12)\n", - "\n", - "#axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - "# label=r\"Drifters ($\\times$ 25)\")\n", - "mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "ax.legend(loc=7, fontsize=12)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - " edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" + " logger.info(\"SST file {} already downloaded\".format(os.path.basename(sstfile)))\n", + "lonsst, latsst, sst, sstqual, year, day, platform = alborexdata.load_sst_l2(sstfilelist[0])\n", + "# Make the SST when flag > 1\n", + "sst = np.ma.masked_where(sstqual > 1, sst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Front position" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "frontcoords = config[\"datafiles\"][\"front\"]\n", + "f = alborexdata.Front()\n", + "f.get_from_file(frontcoords)\n", + "f.smooth()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create the figure" ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [], + "source": [ + "m = Basemap(projection=\"merc\",\n", + " llcrnrlon=coordinates[0], llcrnrlat=coordinates[2],\n", + " urcrnrlon=coordinates[1], urcrnrlat=coordinates[3],\n", + " lat_ts=0.5 * (coordinates[2] + coordinates[3]), resolution=\"h\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "@webio": { - "lastCommId": "F42AA3BAEE60427D9493707D4EAF399C", - "lastKernelId": "b0dd845e-49ff-474a-943b-8e827685034c" + "lastCommId": "D0BE5B36FB8149B387C5223B4A2A8F6C", + "lastKernelId": "22c95b3b-e679-408f-a3cb-0c12d875b65e" }, "kernelspec": { "display_name": "Diva-python3.6", diff --git a/python/figure1_main_SST.ipynb b/python/figure1_main_SST.ipynb deleted file mode 100644 index 4cd7392..0000000 --- a/python/figure1_main_SST.ipynb +++ /dev/null @@ -1,552 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Main figure of the Alborex Data paper in ESSD journal: \n", - "positions of all the deployments (to keep it simple and clear)." - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import json\n", - "import logging\n", - "import netCDF4\n", - "import numpy as np\n", - "import cmocean\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from matplotlib import colors\n", - "import datetime, time, calendar\n", - "import matplotlib.text as text\n", - "from matplotlib.path import Path\n", - "import matplotlib.patches as patches\n", - "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", - "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", - "import alborexdata\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration\n", - "Most of the configuration (file paths, domain, resolution, ...) is done in the json file [`alborexconfig.json`](./alborexconfig.json)." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Figures" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "figname = os.path.join(figdir, 'fig01')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Time interval for the drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 15, 0, 0, 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]\n", - "dlon, dlat = config[\"domain\"][\"coordinates1\"][0], config[\"domain\"][\"coordinates1\"][1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data\n", - "## Coast" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(config[\"datafiles\"][\"coast\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Ship" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "rv = alborexdata.Ship()\n", - "rv.get_from_netcdf(config[\"datafiles\"][\"rv\"])\n", - "rv.apply_qc()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])\n", - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(\"../data/ctd_positions_Leg1.txt\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gliders" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1 = alborexdata.Glider()\n", - "glider1.get_from_netcdf(config[\"datafiles\"][\"gliders\"][0])\n", - "glider2 = alborexdata.Glider()\n", - "glider2.get_from_netcdf(config[\"datafiles\"][\"gliders\"][1])" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "os.path.exists(config[\"datafiles\"][\"gliders\"][0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "drifterdir = config[\"datadirs\"][\"drifters\"]\n", - "drifterlist = sorted(glob.glob(os.path.join(drifterdir, \"*nc\")))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Profilers" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "profiler1 = alborexdata.Profiler()\n", - "profiler2 = alborexdata.Profiler()\n", - "profiler1.get_from_netcdf(config[\"datafiles\"][\"profilers\"][0])\n", - "profiler2.get_from_netcdf(config[\"datafiles\"][\"profilers\"][1])\n", - "profiler1.select_dates(initialdate=datetime.datetime(2014, 5, 30, 8, 0),\n", - " finaldate=tt_end)\n", - "profiler2.select_dates(initialdate=tt,\n", - " finaldate=tt_end)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SST" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "sstfilelist = sorted(glob.glob(os.path.join(config[\"datadirs\"][\"sst\"], '*SST*.nc')))\n", - "sstfile = sstfilelist[0]\n", - "lonsst, latsst, sst, sstqual, year, day, platform = alborexdata.load_sst_l2(sstfile)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Create the figure" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n" - ] - }, - { - "data": { - "image/png": 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TioMmesy4+t7rLbsqfYkCw2aGvNq8z4puDEUISMoWXighCz5zEpNsnOnBC0QWpyYoWEkU\n0UcgpDc7jOUYzPna9/epur8S0Ri1SCQSeY1ceOGF3HLLLRxzzDG8613v4ve//z0nn3zyc54Xi8X4\n5Cc/ye9///vXJK7169dz0UUXvawkbbb84r+uYmC8OXH1yTNOoCtW5K/mDfCeni0cmh6mo3WEmUaG\nnF7h8CXrkBSPJd1b6WkZZqTSgaFYuIHMdK2VbHoagGRP8/WsaoJ4vjlpWZD+ML6xYqYRBPBqGpLi\noUpeMzkTA+KtJSTFZaTUxchkD7LoE1cs5hpVHil1sbNssK6UJAgFSpZKQvWbSZfqoUgBtifhBgIN\nV0IUIKV6qFLAhmKcEIGTlMMwPYn7Sg6tustQ1UCVAoZrOodkG6xoaaCJARnVQxcD3LBZzZuyNbbU\nWmlRTYqOgReI7KhnsANpT7UL5sUbjFhx+htJiq5O3ZcYsWIkZY+KJzMv3mB3I8a0E8P2ZVKyw4Zy\nglErTlqx6W8kqfsSZVdiyjEwfRk7kBk04+yo59BElzAUKLsGBSeOSMiOeopN5S56YmU69RodepUF\n8WkWtA3Q8DRiqknnnAFmCnmSi6f48aduxqquZ7KRpaN3N4vadpFXHY7OjKGJHiuyg+TjRaqOgSGb\nSLLL9kIvdcdgyk7ihwL/W2xDEgOeLHeSVmwGzQRlT6MvUaDsqmyppVFFn4zq0a6XySg2T1XakISQ\nGddgxjUwfYkA2NXIAJDVaozVcyxJjZKQXUTBxwlkRCGgOz1O1UyxudRzQO7511XX5+GHHx5GFbVI\n5MApFAosXrx4tsOIvE5t27aN1tbWF3/iAWKaJht3//+cOT2GP6bhVAxEKcCqxRGkAGlPAuVYOjON\nDJrkkEqV2Di6lIxaJ6U1V54pmBl687tR4yZ2LU6iu4BTiDMy3ktnbhjLjFMzE7S1j6AtqFLd2AZA\no5GgtXsEu5wg1l2CQCCwZEqj7aiqTaGcp+LESKkN3EDm98U5jJoq24pxACZNFUUM6UmatBguu8sG\nshgy3tDoTli0xWz+d7yZCLTrLiOmTD/jrIy1ktJc0qrHE1Mp3FDgsJYa81ImNVcirfr0GCYjls6h\nyTKDZgKAqitxXMsEFbc5OdgPRdaX06hiyCn5IQbNFuKSiyp6bK1lMaRmNWhXLUbDE+lLmuQ1G5EQ\nVfQxJHdvZa03VmSg3krFkwkRUMWAgq0gCGBIAa2qTdlVOCE3wH9P9CHtKQyvSE1Rdg0UMWCgkSCr\nuLSqDVTRo+rpzI0XaMuOIQgh+upmlU6acgmTIsFmCauQItY5w8iWhViehu0raJJL0U7SnZjCDyQS\neg0jVqNcbmHGSlFxY2iiS4teYdLMUnF1QgRMX6bsKSQkj77ENNuqedKKQ8lt/sHyxvZt7JiZQ8Ex\nyGsNYpK9t5pm+iqSEJDTK4w0WpEFn/5GiqziMDdWQpNcNMlh/te//VgYhm94Nfd9VFGLRF7H6vU6\ntVo09jvy52Hbtg0sXiYQ1kTGBuZRKbcwOt5D1UzRaCQYmJzHdKmdZEcBx1cpWmkGJudh+gpuIOH4\nKsnkDJIQYJpxCuOdhKHAxLZ5qN1VehdtQUmYZBaMkmsdR05YhHWR5KIpjEyF9uN34TV0jLYy5V0d\nWJNJNm9ZTnbOGPF8s8tNFT3cQKYtOcn8WBUvEFi+Z2nC9phDT9LE9kUcv3m84TXHij02I/Pfoyly\nmkdK9pmyFMaooKLjhwIVW2GioTE3adGXamDIPpoY0hNvJlJTjsZJrSPIgs/h6XGCEDp1m/56loJj\n4IQSTihxXEuBmBwwYmXQRQ83ENlWy5CWXeqe1ByrJoR0xhzymo0XiDiBxLTTTPa215LYvsTvi12U\nXAUnEBk1VUqOQrtu4wUCSxIldNFHEUPKdoIj0tPkVRtN9JGEAFEIMX2Zds3aO64rROCI9q0ooous\nNitxYtVrJmkxkVAUkDIesd4iiCEN12DKShOGAravcPi8DYgE+IGE7Wi4rko2N4ku2+T1crPaJQbk\njRnKnsqK/A7yWp35sQqyGFB1DfKaSVoxySoOedXkycJ8nECiVTWZsGM0fA1dcthYzeOFEpN2gv5a\nG4bkoIg+Kdnj6LbtGLKDKDTH/R0Ir6sxavuzfPly5s2bN6sxmKaJruuv2ViSZwvDENu20fUXXVJp\nVvi+j23bqKqKLL/ub7nnqFarJBKJWfn3r9frDA0NsXHjxtdFt1Uk8mrM1NezYOMEQioglZih0Uig\nyxaZTIENw4eSVWtYnsaGzUdwSO8mnuxfTkK2WJIZYrLRQslKotVsFi19Cq9q0D/SRypVoiU/QViX\nEERA8XGmEsiGjVuJMbmzi3RsBiNTwe2P4TkKaigQy5aRNI/5fj/OTBxR9lFlBz8U0SSHyWobRUen\n03AYbmjoso8qBTi+SFzxKVkKUw2N9phNzZHJigo5zePX5naOlA5hSzjMUmEOT4X9mF6aoitwfFuV\n0ZpOVneoOjI1z+O4ljGm7SRuKDJpNbeCdfYM/l+ammBHLU9erVP1dGq+hBcYLIhV9g6uHzTj5FQH\nQ/Ko+TJOIPLWthEeKjaX16v58t50Y2stiyYG7KwbLE40cMNmJa1LN9FEDy+UWNo2SclJ0N+IIwlQ\ncBIUXY207JBTfWqeTsVrflZ1682KWVusRCoxQ6GcR5UdBsfmk9YrNH6dJL9wkOpwjtSREzRnZogg\nhSw6ej09oylmijkmGy3YpkFLbpJSoTluX1Ft5JhDe26UQrGdRa0DOJ6GoZosSkxTrLcgEGJIDlm1\nRsWNUfcUdtaTzI9V2VpLMy9W54lyhg7dJqs4PFXJsiQhcmiy2WXem5hAU2wcTyUMBdJqncdKEikS\nHDV/A3fZ+2yn+4q97n9rzps3j7Vr185qDD/96U9ZsGABRxxxxKzFsHv3blKpFNlsdtZieCG1Wo3L\nLruMj33sYxx66KGzHc4BsXnzZtatW8df/uVfzloMYRiycOFC7r33Xs444wwk6YAu4h+JHDQmJ0eI\nZbfitet4v9XQ43VU3WLnyELido2l7Tvon+olrdUo2gnW968gLlt0ZZrdaPP0OlUzRTY3SehKmNUE\n87p2US61kqCMOr9GWBEZ3rgEgHRshni+SEKvkeicxq9rBIFEGIqYU82ESBAbqHETz1IxK0kM1SSh\nV3F9hYoTp0OvMe20sGsmRs5wGK83kyw/hLjiM1DWCIFpL2Su7qPLPvNZzFr/SY4UVyAJIafoc5hx\nBJamLQbKMXpSDaqOjCKG7K7o/JpuliZrDJkxWlSHlOziI6CLAVNWihlXpeiozI9V6dJtap5G2dNQ\nhAB3T7JW92XUPbMt/VDgiXIbti8wUI/RZVhUPYW61/xsKToy7bpL2VOQhYCU7LKr3uzanRdvMGZm\nUMSAHqOBFUgYkku35OKHIhmlOaA/IVu06BXKdgLTVxmrt+L4KgmtxpZiD7rkIRAyp20QpxgjnpvB\nPjSJOlTHz8jIoza4oKQatGqjxMo1NMNETpq0t/VTH2pBa6kTOCJhIJLLjeO7MuOVdvxQpDvdXDpQ\n3TPerOLE93TpiiRkjzE7TlrxqPsyCxN1FsQLxBWTFjWLLPjokkNLrLlSzu5yJ0csXsfWnYcwHUyj\nvPuD7Hjidwy1LeXEk9fA5fNf9b3/uk/UDgbLli1j7dq1s5qo9fb28ulPf5qvfvWraNp+95qeVYlE\nguuuu46vfOUrlEolTjrppNkO6VV58MEHueeee/jiF784q3EIgkAikUBVVR544AFOOeWUWavsRiJ/\nLLsG1jNZ+x7nNIZxH0vQaCSgAbnDhsiVSjSsOF4gk4vN4Poy89OjKLKLEauhZur0b19KJjZDMl7G\nd2WsaoIglNg5spCCneAw2cV5wsBIVLE9lc7WEcrVFsSSj6qZlIY7SWWLSLqDrrqEnsTkRDdt+ghS\n3EYGjHllnJE4Vj2OFAZYvsqImUQSQnpSJsNVg4Yn0qN6SELIYCVGUvWYaGg4eNxrridldzBhryWp\nLSQl+3QkmkuHKFLAUFVnV1BhiRziBc3uw7kJGy8UCBCYazTobzQnILSpDTr0OkXHQBaay3cUHIOk\n7GBILtOOTi2ECUulXXewA5GNlSQ1t5mMLU6ZeIpP1ZWYcVVaVZu8GjBuG8Rln5onUnMlliQblD2V\ndt0mp1oYkoMbSNR8lQCBpckJqq6BJARUPQM/FCk6ccbsGEkzQ48xQ9nT8UOROYlJpuottGo1REIq\nbozhyR402WHuYVuRpwOEqQA2CIStAt5yHfdYA3WqgZxzUO6qIwjQGM5SKudwHZ2GHSOTKuBYOqEv\n0t06gm3rOJ7GcKWdpGLSlppkrNFKT6yIKjlsKndzbPsmpmutlJwESdmk6hpMWin6UuN0zhnAqcWQ\nFI/p6Q4WtQ5w53AHxVaRJW/9GIcuWsTy5csBDtjv4miM2gHQ19eH6z5ny8PX3Cc+8Qn++Z//ebbD\neF6SJPF//s//YcWKFTz00EOzHc4rVq/XGRkZ4fLLLz9oKlhvfvObqVarPPLII7MdSiRyQA0Pb6Fg\n3szbJkah+IefN9+XGVm3CEV28UOJfNsoufwYCb1GKlUiniozM9PK5EAPbZkJZNHDc1WsRoLJShsV\nM0l7coqM2mCmkcH1FIbG5tGenqBWS5NNT1Mo59CSdeLxKp6tIuoeylwTJWuSTpaaY6WmsoS+iDMW\nw6wk0eN1qmaStFqnNzaDIjbXHqu7EgszdQYrMYaqBnHVY2dNxQsFWkWFM+KHkwqzqEqeuNBKPmZT\nsRUqtkJKc0kqPmfmRCYaGq2GS82VqXkSo3WVrdUEuxux5tpghMy4OrLg06bVqHoSuxs6quizoZJm\nQyWLEwjsqhlkVJ9pW8X0RVQxxJAD5iUsnEBAFkK6DIek7NLwZYbMGG4gUHMlFsbrLEhY9MZmUIWA\nsqtQdHRGzBTOnuU4cmqd4UYLDV+j4Wv0JCaZtJM0fIUTWneTlm2KThwnkMirNX41vpS0VsMNZGTR\nZ25qnLRRYc7SbQSmhLkww/S7e2FliHNsHMEPCEUBL6mi76rg11SEeIBtxci1TJDMT5NJFYh1zpCc\nM81UNc9EqQPLMYjFquSNGXTZJgglYpJNW3ISQ7E4OreTiplmVz1HTLLpSk/QHZ/myPatZOKlvUma\nvrBMQxjm54clWPaxz3P2xX/3nGV2nr0zyisVJWoHgCzLB8VaVH19fbS3t/PMrXYORslkkqOPPpov\nfelLOM4B3XHoj25wcJCNGzfynve856CqXMmyzGmnncbAwAAbN26c7XAikQNibGyE/ol/5dTHZ3DH\nDYK6hCj7xBMVgkCks6+fzLxREnqVMBCxqgla5o8gqS6VmSxVJ4EghNi2jij7xJIVxstttGUmSMcq\nVM0U83KDZGIzuL5Ce3oCx1NxfBWtpcq8kzehdFh7F7UV5vtUnuwgcEQ8V8WpG8S7CghSgJIzEYSQ\nmUKefOsYbalJ7EBhwlJ5eDyDGwhMm82xaobsE1c8dFFgV1CiPywxYsrUhTonyCdxgp6n7spMmipx\nxSOteiRUD9cXick+ZVsipboUTIW5CRtNDBiua1RdCdOXGDZ11pVzzLgG82N15sRsMorFwkQdSQiJ\nSz6LkiYzjkTRlpvj2ZJVlibrmL6EIjZXg/BCgbKrMNTQMSSfSUuhO+agiT7tWoMZN0ararIwXqEv\nMb13ZmgQCsQkm4Rs06pWCUKBhtucFNGqNni8NAdDclmYGiOrWNiBwsJ4mbF6cwZxUqshCAGFepbQ\nFfHrGupUA61sYncnkcsOlUPzhLKIaPvUVuRgNQRdIqLgU68nGR2cj56tYY6nMcfTdOWGWbBsI/m2\nURTdpqN7kFzrODUzQatRRjOa/34VK4khmyxNjTM3M4YfiGRSRZJdUxjvreCumCJ4Y41bh3UGT72Y\nU1ddTjqd3u/9K4oHJsWKErUD5LVcQfyFvO997+O3v/3tbIfxojRN4/zzz+dv//ZvmZqamu1wXlQY\nhlxzzTVs3LiRY489drbD2S9d1znjjDNYt24d/f39sx1OJPKqrFt/H2PVr/JOeQQp7iAfYSFlPdya\ngd5Wpa13CISQ8u5OVMPEd2WmqnmcQoLBkQW0zGn+kq3aCSzH4JGRZdQqaVJ6DT1ZI56eoSM/jOeq\nGLHmzGk9XaVmJeju28F4/3zGfruQ0BFIz5vAOLREsENGS9Qpj3SgG3WCQGJkyyKcusGGR4+maqaI\nxaqMT82hXM/gBiJLkjXe0FbE04aGAAAgAElEQVSmRXepODJhCIM1g59O19DEkAVillpYwA1DemkO\nhG94ItvrEl1xG00OKFgKkhDSnbDJ6i69SZvFaZO+tElK8YnJAX0pa2+ClVE9whAmbB0nELF8kREr\nQdVTWJ4qklQcxi0VTQpZlDLZXdP59UQrm6tx2jWbHVUDJxCZsFRChOYOCgK06S6G5BOXHaYdnUEz\nvmf1f58ZJ06LapJWG7TqVZxApuDEkEWf7vg0TiDv2QVA5OiWQTJqne2VLnJahZKrE5ctYrJNzphh\nsNqB78u0p6YgEFEOreNmdQhCzFyc0lGdSK6PNl7D6kqgFkxCqZnOpJeOke2aYM7SbVTHW5GU5u4M\nouwTNBTkhIXWW6VaaMUxDfL5MdLJEpLukEw2q2yWp2N6KoVaC5m2SeJvKbLW0fiPzT1c+0gf31v/\nLg5f/TVWrDjmBXtVDlRFLRqjdoDceuutfOxjH3vezPq1dPzxx3PbbbfxF3/xF7MdyguaN28eV111\nFU899RSmadLTc2AWB/xj+Id/+AdOPfVUjj/++NkO5QWlUilOO+007rrrLgzDiLaHirwueZ5Hxbmb\nd49PIbSEYPg4jyaRkyaOpaNLZQJXxJzOEEuVkfRmZb5LGGZqqhNNcigMdTMnN4yqW1i1OEcbNfRY\nDWoQuDLlUiuxWA1J9EAIcTyV3YMLaU0UsQop2jqHUfoa+MMqghww8uAS5hy/Fd9UiSUrTE930L1s\nO+EukSCQaIsVicVqiGJA0mhW6wbNBBOWyvZSAscX6UxYjNc14pLPyUYLv6sXaAtbOEruo+xBUoLe\nVHMl/JSt4AUCkhAiSyHjNR1BgPaYTdmRqDjNiQjzEhYVV2ZOzCKthKQVlxlXRZcCuvXm9ksJ2UME\nRkwVP8yQlF0WJ5oTEJxAZHGqwf2jLcyNl5lyVE5oLeEEzcSn6GoclZmh4OrNblrFYmc9TclRWJqs\n4oQSKdFiyo4zx5jB9FQM2UEVPcqeSslJIBBiBwpLUuOMNFrYUu6iRTUJgFEzSxgKDDWytGk1tD0T\nD8JQQBI9zGKSeLKIsGe/K73YQDJd6t1pQkVEH6/hxxTksQb15a0kdk9RHOkgmZ5B1S0k3SHwRcJA\nACHEKqTQvBqxZAWtqwKegNKwkObZuNsDOoxBPFNDa60hqD5CPGDgsC4eWpfnr1ZexuqVL/0+jipq\nB5mzzz6b22+/fbbDAJqVlV27djEwMDDbobyoZDLJcccdh+u6B+24tQceeIBLLrnkoE/SnpbP5zn5\n5JO57777mJmZefEGkchB5uG1P+S0LWO4E3HwIaioVGayhJ5I6k0TIIJVSVKvJ6mUWnAqcRrFDBOF\nLrLpadxAIdM6RaGcI/BFbFdHFHxE2W/uc9kwSCTK1OtJFM1Ga62R0Ktk4yUadoxSOUdhvBNzY4b6\nVJbJnb0IQsj043/4Y9ILJLySjp6oE+8o4ocS0+U2JNVF1xuECBzbMkKb7rIgU8eQfeqOzFFtZVoN\nh501lZOTCeboIXYgkFND5qXrlCyVpOrh+CKjDZWCqTFWbyZplT0Lyk6bKlnNY0HSYriu0WE4exeU\nVcUATQxQxYBhK86kY1D1FGQx4JBklZon4QUipi/Tojq4gYAh+Zw+d5o5hkXJaY5HyygWwdML2bo6\nSdklrXgkZJseo8bSZJWSqzJuGYxbSTTJY9DMIIs+DU9jyk6yJFHYM8tUxwoktlY68EORCVtnyo6T\nV2skZBtV9OnQq/Smxyg7cSxf5sGpRZQbGYrlPO60gXZ7DTttYLXEqHc3CyJSyUGseSiTJmLRI76p\nSNgrkkhUCDwJLVtD1L3m0imZOuJRPrHeIsIxAVquhpAOEVoDxGUu4biEFHMRZB/9iBkCR2TXEQm+\n5x7L3f/RxXnv/tzLvo+jMWoHmUMPPZTR0dHZDmOvT3/603z961/n9bDzhCiK9PX1sWXLFr773e/O\ndjh7VatVbr75ZlauXEksFpvtcF6Wnp4ejjnmGO666y4ajcZsh/OqHUzjASN/XOPjw6TbnyCRDpFi\nDvbWJKLukV8+iNfQCXeKTGycz/D0HDTVRpZ89D0LynZ17qZUztHdOYBVTZCNl6iUWxBFH0WzGR3r\nbW7146moiQay7DJZ7GB42yLqdpzpWitBKJLPj2FoDbaOLMFxNCxPo6N3Ny09Y/iWykwxR/fcfjxL\nJfBFNm04gjAUcHyZ/uGFBJ6MIrrMOHEMyWeqoRFTmstvTJsqshhyaMZitK6RUl2mAxs3ELA8id0N\nmccm00hiyKHZOpYnsrSlxuJsjazuYEgB+ZhDAPzveJq44jNhKcy4MroUUPNkOrQ67ZpF2ZXQRB83\nENjdiGH6Mq2qQ1pxGLOaMxJbVIeqp1B0FAzJY2GigRcKNHwVSQhxAwE3EJi0dSYtlaLb/CyseQqK\nELI4MYMsBkiEpGSHCSvNtBOnTa+wrdaKQMiYFWNXPUFMclFFH1UMyGt1ttRyBKFAxVMYaKT5n/Gl\ne9vO0atMNLJk4iXkuIPUse94ZiEMES0fqegg+AGNJ1sQxz3YBnp7Bb29jFfTYTmoy2qIut/8/lwB\nachFSPkEWQl3YQyhHiDkfQQlQO61CZMiV7s+G3Z/mDPfegnvfNvfvaLqWFRROwi9733vY3JycrbD\nAJpVtSuvvJLNmzfPdigv2Yc//GG6u7v5yU9+MtuhMDk5yWc/+1nOOeecA/bD9lpbunQpixcv5u67\n7z4oZiW/Gt/4xje45JJLuO6667j66qv5zGc+wwMPPMBnPvMZ3vve9/LZz36WfD7PBz/4QT7xiU/Q\n1dXF448/zvLlyzn++OP50pe+xOc+9znOPfdc7rzzzuc9z+WXX05HRwfHHHMMGzZseMnxPfDAA6xY\nseI5Vez169ezatUqHnjggVd66Xs99dRTPPHEE6+4/fNd249+9CO+/vWvc8MNN/Dtb38baF7Py7n+\nA2nTjn/npF83CEwZhBBJc5nYNo/q9jy+2xyt03HkLgzFQhI9VM3ELsYx0hXsRgxBCBkd62VXoZeq\nmSKdLaBpFo1GgpZEgVTvBDUrQXG8E9dV0SSHjq5BOjuG0GWbhF6jXGpFUlwWtu/EMOqYrs6u7Uup\njbY2JyXodcxSGlEK8D2ZtkSBVGKG+XN2kNaqmHaMmhNDFT38UGBRts6cpIkXCASA44vsKBuYAeys\naixQmwP6a67MKV1l+tKNZlUtEDm0tYokhKRUnzd3FtGlgJTiU3Ukjm0vIwkw2VAZrGn0GFUSsrd3\n9ucR6Rl6jDJdusnCeA1ZDHiimGRrLUnRlhlq6NhBc2eEhfHmZuSKEGJIAYNmnIYnM22r6GKAJIQs\niDfQxeaYL1X0WZRoji9OyTZmIFNyNR6fSTPjamystDPU0LADieWpKRKyj7JnA/aU7DFqJWhTTZyg\nee0L40UWxQvEJRfLV8npFaqezrrxpfgNBXexQXpL83xq1SK+ewZ2Cvg5FbHhE1tQIihJWBNp3LJO\nbSiP5yiIRQ/GROgBd4kB/YAvEOZExIqPPGBSPyYHFlirU9RiAv93Paw+6UpOPPHEV3UvR2PUDkKt\nra2Uy+XZDmOveDxOLBZjenqaXC432+G8JKeddhpBEPDAAw+watWqWamkhGHIHXfcwTXXXEMikXjN\nz38gHXXUUdRqNX71q19x2mmnvS6TzksvvZQgCPja176299jT69etWrWKt7/97QD87Gc/4+KLL+a4\n445j9erVHHXUURxzzDEccsghXHrppQBs2LCBVatW8Z3vfId3vvOd+5zn4Ycf5rDDDmP37t1cdtll\nXHjhhTz88MMvKcY3velN++1mPvzwww/Ih/Xg4CAPPvggF198Mb7vE4Yh69evf87ajU8++STLli17\nzgDn57s20zT51re+tTeRPOmkk3jve9/Lm970Jq644gpaWlro7u5+1fG/VFu2PsqiFbtZf99hHHfi\ng4QNmd0Di+hduBWEEK9qEHoi9R1p8tkJwlDAtTWmqnl02WbKzNCTGUX2PGxf2buGlhZrMFbsIqnW\nqGxZhCY5qIqDJHoYmQqhL6JkG7Q544iyz/R0B5ViF64v05GepD01RTxVplrOILsOghQgyy6BJ1Eq\n59AUG99TcC2NXOcoI8PzaI2XGK/l2FKO8fCe/TuPylcYKMfYaYUsMjweMAc4NTGXtrjN7nKzUrV2\nIk2b4VB2FFZ1F2l4zckA3TFn7wK1hhSQ011GGhpZzaMvZTIv3qDk6qRlG1EIkYQAPxQYNtN7Fp71\nKDgafigQk3w60jZbqnHKbojli9R9GUPySCs2045KyZGZY9Q5RHGouio9Rg3Tl0nINqav4oYiI1aG\nqqsyZOqIQkhS9jkkWScp24gCOIHIiGXwVCXJ8S3Nze6nHZ2calHxVLbXk8yP1Wn4Mv9b7CAmB7iB\nwOJEBfYU0HoTk4yP9JD5aZHE8VOwFLyYSmygDD0BUtGFEaj0N/djVRQHJd9A0jwExQcbhHhAEJOQ\nqi7Mg9AFv0VFLlkISkj80Wnqq1pBFLh75hPE0hMHZA/bqKJ2EIrFYtxwww2zHcY+8vk8V1555eui\nC/RpoiiycuVKPvOZz7zmFUrTNHnggQf4yEc+8rpP0qDZZbhyZXP0629/+9sDfh88nYQcqL8cn23T\npk184xvf4Atf+MI+xy+55BKSySRnnnnmftudffbZwHM/KJcvX85FF13E5z//+ee8F52dnbzrXe9C\n0zQuu+wyNm3a9LJifb4t3AzDeFmvsz+XXnrp3slBkiQxMDDAWWedxT333LP3Ob/73e84/fTT2bJl\ny3PaP9+1OY7D5s2bGRkZwfd9Go3G3q3ILrjgAj7/+c+/6thfKs/zGCv+ksPvKnFIficjTy6mNt5C\nV/sggSMh6j52PcZY/3wU3cY049TrKTTDpKern7proEkuFTPNjJVCl20k2SOem8G1NLpahwkQkUWP\nbOsUiZbi3gkEpek2pnb0Mjo9h6GxeUiCT0fLKJrskuqYwg9EGtUUVTOFIAaEvghCCEKILHqoso3t\naKhxk1qxhXx2gql6C9N2kkPSDfK6S0wKmDZVupMmC3SRUUvizNQcHq05TDU0DLnZJXhcxwySGPKG\n9hlKtowfChySbpBWPEqOzIr0DEEIcTngzM4xjs4UmWNYqIJPXHJ5fKYF01fobySpeSppxSYlO6Rk\nh07dZF7SYsxUGbc12nQHdU+VSxUDBAFGreaWUn3xBgVHp+YpDJk6j89kKXsq22pZyq7GosQUXiDS\nolqkFJ/lqTJ1T2LQNDADhXE7RodmIgnN3Q6ae4qm6K/H2FpLYfoSSxNlphydjOKQUjy69Qbtms2g\n2dyxoMso4QUy3Uu3E28vERrNn+dQFAgFAfPQDEI9YGpzL4rioCdr6EfNYA5m8W0Zt2yAAu64jrA1\nQNztgxsizITIOy2CnITbaxAkJax8nFFRQVQKnHHa/0cqlXrV93Q0Ru0gtWzZMp566qnZDmOveDzO\n2WefzW233TbbobwsoihyxRVXcOWVV+73F88fw4MPPsh1113HySef/Jqc77UiiiKrV6+mUCjw+OOP\nv+BzgyCgWCy+pMf09DRr1qzhpptuYs2aNUxPT7+kdi/nw+vnP/85ixcvpqWlZZ/jyWSSo446CkVR\n9tvu+Y4DrF69mv7+fnbu3LnP8WfuGVyr1XjDG96wN4ZFixbxi1/8ghNPPJEPfOADe5938803c+21\n1/K5z32OUunF9/W75ZZbuOGGGzj99NP3Tp65/vrr+eY3v8mHPvQhzjnnHH7wgx/s02ZkZITh4WHS\n6TRhGCKKIgsWLOC2227jQx/6EPfffz+PPvoo733ve7n55ptZtmzZc877fNeWTqf5wAc+wFlnncVX\nvvIVbrzxxr2rqXd2dvLkk0++ZsvnPPT723l7yzamhuaixRvkcuPEWmbQuipIhkelvx3TjpFOllAX\n11CkZne+2UgwODofXbZRRY+Y0hyTaSgWtWqa8d29+K5CfG6RdLJI3Y0xU8wxNtJLpn2SpFZDUyym\nG1mCUESTHcp2kmo1gxdIOBUD35cxElWy8SJ6WxVJcRmamIfVSGB5OjONDBU7SXGiAz8Qmwmk5DJk\nxthWMShYSnP8mCPjBQI5w6ZFCRmta7ylVWCgpqJKASMNDV3+w89Hi+axIGGSVy3SisPcmElMcujS\nTYIQNlaziAJkFIuCq2MFMn2JOn4o0G00EISQITNOgMC0o/PkTDP5SCk+HZqNE4j4ocDh6TJxycUP\nBWpes7JmBRJJ2aXqKfTETLoNi4TksiI9wYL4NBsr7YzbBk+WMwg0z9OXqJNRXMYsg6KjsK2WpMeo\nc0JLgSfKGQp7ZrKWHHnPuUW69Wa8R2bGKLkqZU+hVbUZMuOMmRkmzAzTO3tAChBnfDLrxwkFgSAm\now9W8bo18gsHkXQHJW3BiIjeXib0JJSUhbM9TuAoCJkAb0pFqIWEVYkwKxLEZUTHZ8QV+M9v2Wx4\n8CROOv7cA3ZPRxW1g9Q73vGOAzIe5UB6y1veQjKZnO0wXrant51yHOePvojrnXfeycMPP/yaVhBe\nS4qicPrpp7Nt27YDlviKosiKFSv4+c9/zooVK/4o3arDw8Nks9kD2gXe1dUF8IIJyO23385nP/tZ\noNkdPzg4SF9fH/fffz+//OUvKRaLbN68mTvvvJNLLrmEK6644kUT0E2bNvHEE0+wZs0a1qxZw8UX\nX0x/fz833ngjF110ER/5yEfYuHEj73//+/dp99BDD5HPN9fXEgRh72PlypV873vf47zzzuMd73gH\n//Iv/8Jpp532otf/zGsDuPLKK1EUhVtvvZXOzs59ntvW1sbvfve7F33NV6tQGCHR+jCNe7pIJmeQ\nVBc5ZuFWY7hTMfyGQmrJOKl0ESNbZvuvD0cQQgyjTrpzEi+QiGvNZS1aO8ZYtHgTDSeG42mIBBRq\nOYaeWoKWrJNQ63iBjK5YVCbzpFIlNMPECyTcQMLxFRqeRtlOktYrlGdaqdoJpqc7GCl30r/xUKZK\n7bQlJ5mq5pi2UqSMKn4g0l/pak5ICETqrk6XbuKHAnndpS1mMy/dwNuz7EVc9ulLNwhDgeUtddxA\n5I2dJR4db+6VqUsB8+INjsyMMW4b5NUaObXBjnqmOWZN8ZhjmMQkm770CHP0KnHJZX6sQNlTScsW\n7VptzwK4BpO2Rovm0q1bpBSPpOLQoroIQMlV2VlP0mOU6NAtKp5Cw5ew/eb4tZxq0V83mHY0/rfY\nxa56Dj8UGTcVsqqLLgXkVJuGJxOXfObHqswxTJxAZHstQcNvJqo9cYu87nJ4usL8WIWUYiEJIbro\nM1BvJURgQayMSMiRmTE69DKSEFA2U0zt6CWclBAtn9TWabQnq4hDHtKMizWxZzP6QhzEEL+qNZds\nEcLmjM/uKvb2JPICG2wB1AA/ozBzZAelozr51VQrq978Jd54woFdyDyqqB2kEokEJ5xwwh+tK+iV\nOuussw66BPKlkCSJ5cuXk8vl9unmOZDWrl3LYYcdxiWXXPInPbswFotxxhln8OijjzI4OLjf54ii\nSEtLy0t6ZDIZtm3bxl/91V+xbds2MpnMS2r3chK6trY2yuUyoiju0+7VbN01Nja297X3p1gsUigU\nOPXUU4E/dGkuW7YMVVXJ5XJUq1V+/OMfs2LFCqCZCL/YmJb777+fSqXCLbfcwq5du1i0aBGmaSLL\nzaHCPT09+x3jOjQ0tDfWIAj22Xlk7ty5yLJMGIYvadHtZ18bwKc+9Sn+67/+i1NOOYUzzzxzn1nC\nLS0tDA8Pv+jrvlqPbfy/vPEBE9Mx0N5eJ3Blhgf6UNMN1Hl1fEdh9+OH4JgGouHRnh2nXM+g6haF\n4S7m5geRxAAnkClNtjO+u5d0rNzcuSBToGfedjq6BjFLaTIt0yT0Kqpsoxt1bNOgWs2woG2AtsQ0\nAAnFQhRCdszMYXOpBy+Q2F1tx5AdglBgxk5Ss5KMNLLYgcJouZ2Gr7GkdYCE2kAUAwzZIa1YHJmt\nIokhuysx2gyHOUmLhOrRlTSZm7TIGQ7TpkbOsCk7Mj2pBgszzS7DrdU4DxbmoIk+M26MKTtOXPKZ\nsP8fe28ebldd3n1/1rzWXnveZz45OZknhjAIigboi6JW4KG+Vix16OtQK4ooeonyOKJiS0VaLdZi\nK06loj4VURREVKAMQhIgQEjIyXhy5rPnYc3D+8c6OSVGKUMgiU++13WuK1l7Dffe+7f3vtd9f+/v\nV+elpb30ai1m3DQ1O0eX3mTaNdhY70cVInZaeUzZoVtzmbEVwjjhjNX8ZEJUIrG2ioGGr9CtubQD\nHZGY7e0Uox2NWU9l1lXY3MyxIm0xbmuUXYUwFigoLpoUs7ut0wkkBAH69A5+LFDzNaYcneXpNroU\n8Ug9yzKzTTuQEIiZcAyCWGJLq0jN10hJPrOezmndO+hLVdHEgGknhx2qqGKAFWhIUsD0tkWI5QB1\nZwc0iJoSwmyMVmonCVmpQ9hSEaQIyfQRpJjIk3HHsig5mzgl4o2b0A3WkjySF7DpN29j7YqPHhRO\n2u/iaEXtMMbSpUufURvkxYQgCCxZsoTvfOc7hzqUZw1BEOjt7aVer/O1r33toJ77pptuYuXKlYeN\ns8QLjXw+z6tf/WruvPPO593SEkWRq666igsvvJCrrrrqBamovfKVr2Tr1q2Uy2UkSdqvovRc4//N\nb37D8uXLWbp06QGPRVHEv/zLv/Cxj33sac8RxzG1Wo12u/2MrxsEAX19fbztbW/jfe97HzfccAOr\nV6/mjW98IxMTE0xOTnL22WcfcNxTbx7iOCYMQ6IoYseOHfMty2uvvZbzzz//aXl1v++5bd68mamp\nKbq7u7n22mvp6+vjl7/85X7Hmab5jJ/jc8G2bY9w/Kl1Op0sA6/Zjn1TNtFMi0VCV8baUqTdzCWm\n6oNl/FoKIoHevjFGJxeTydQRhJh0scqC/ASloXG6uidJZZpU9gzQ6WSoT/ck3LJYIA5FjEybpp3D\nGKqTWzSNpjg023m8QGNXu5vt7W6m7Bx2JLPHTrPHKqLPtVp12SWrWti+znC6zHB6GkGIGc6P03bS\nKJJPHAu0fAMnlHEiiTASOLm3zkRHY6qj0nQTKY2UHFF3FboMl7wW0PFlTCXEDQVSckhGDtHEiKLi\nookBecWhW7NYk6lgBypOmLT4C0aDppeiV7PJygG7LYNdbZ1/3raKDZUsihSjijFWINL0ZZanO2yo\nFZi0Nfo0l4Yv060mFUkvkhgwPFZmLdJyyIDh0QokOqFEQQ3wQ4E9lsHWVoYgEliaseeM2mWcUJ6T\n+lDxI4FdlokbiazKdpCFiLN6dnFCbobFqRaDqQqDukV67nVdZjYwVJvRdlI9jmKBeyt9WGHSit9Z\nG6LUN0lcF4hVASzwXpUGJeEKxpEAQxFyj4vwshCkGKEnxGml0XpaEAsQxEimC7MQajJP7gpQFIUF\nCxa8IGv7aEXtMIZpmvz93//9oQ7jAAwNDbF792727NlzqEN5TnjTm97E0qVLD4qwcBzHXHnllWSz\n2SOyLfx80NvbyxlnnMEvfvGL5/1Fsi85e6GmSdetW8drX/taLrnkEqIoQpZlRFHktttuO8AnNoqi\nA57P7/5/27ZtXHfddftNkD4VX/7yl3nHO96BrutUKhU2btz4B2M77bTTuOmmm+h0OoRhiOd52Lb9\nB/c//fTT+frXv86tt95KpVLha1/7GkEQsGHDBn7wgx/w+OOP8/Wvf/2A45YtW0a5XN5v28TEBH/6\np3/KRz/6Ud761rfy+te/nr/7u7/jnHPOYefOnc/4ueVyORzHAZL38JRTTtnvR2tqauoFv4mZqT3M\nwHUqTSfD7p+tIQ5FGnaOgllFKdrEsUDXyaPEiDTGeokCCcTkB3fJkq3ovU2UlEPky6SKdXaNrOLx\n3cditzMoko+ZbhLHAp1KgSiWkHQPz9HJpepMPb6E5p6kWqnKLmUrT16xWZMbp1tLWol/0rODoVQN\nL5JRJQ8/VFBEH0mMaPs6ohihigGur+MEGsKcy8HC3AS6FDDtqCzOd5ixVfY0U7Q8BVGAti/xWCVN\nWg0YTLs0PZkuw6OoBZRtlZGGgSAkUha6FCAKMaoYUFDbbO8UEYkZysyQU1weqizhVzMDPFAt8tty\nDi8SyCohxxY7qFLMirTF9oaBKMDuls6Mq5NWQlZk2kw6GiszbbxIZsY1qfoqM46CJoZ0AomGLzOU\ncokRqLgKshiTUUKWmBY9ujdvOt+rJWs/LQfMugqmHNKteaxMN2kFCjOewfrqQh5p9DDmpNnW6iOn\nJMdkFBtN9Nk4vYIZL8WUayIKMacUypTUVjJYYJaZmVxAfdsgsS4SDcio4x1QQDBC4kAi3iVDDNLO\ngGiNRDimoOdadMaKiEUf75E0ThAS5SLu/znYU+9h1apVL9jaPljfi0flOV4A7DNp37hxIyeffPKh\nDmc/XHbZZVx11VXz8gZHGl796lcTBAH33HMP69ate87n+f73v89rX/vaw+79ebGwaNEiOp0Otm0T\nx/Fh3fL97ne/yyc/+UnOOussTjrpJPr7+zn77LP3k424+eabmZqa4sc//jHLly+nq6uLhx56iAcf\nfJCdO3ciCAKdTocnnniCH/7wh5xxxhkHXOeLX/wiV1xxBZ/73OcAcF2Xbdu28fOf/xyAW2+9la6u\nLiqVCj//+c+56KKLuPfeeznzzDM5//zzKRaL3HHHHaxevXr+nCMjI+zYsYNf/epXfPzjH+fjH/84\n73rXuygWi1x//fW4rsvs7CxXXHEFnufx+c9/nu9+97v7re0zzzxzPqZ9KJVKXHXVVbz+9a+f33bh\nhRdimubvben+oec2ODjIBRdcwD/90z9RKpVYsWLFfp+Jdrv9vD5nzwTG7i10nTJKdnsVpb9Da3sP\ni5Y8id82mHhiGQNrR4hmFQrHjBM1paQyUgW/maJZL5JKJWK3jVYRkQhJiChqLdKlCqISIeoBar5D\nde8AQaAgtdLsmh0mq4eg98kAACAASURBVFrsaiev1YBRQxZDgljCDhU2VheyKjNLn1HjyeYAw6kK\nmujTck1m3QxFtYMXyWRVC1kMiBGQxQBlbgI0ikQ6rkknUFmRaTOj6rQ9maX5DrIY4wQiBT1gwPR4\nvJymZCQOAXktSDhhc04DKSmkGch4cZoT8uPs7nThRTIr02WsUGPDVMK33DiboaD7LM0kiY8kxEzZ\nKqoY0fIkZj2VE0ptSqrLCbmQSTdFHMOMq7Mi3aLua4wHaUQhZv1shqyaPCcvEiiqARO2xqKUzdK0\nzYStookhg0aDBUbMLqtA1VNRBZ2RdoppS6Wo+7QCmSCOsMM0S1JNtrZzdKseadlHEmIavgqkUYSI\nmmfykqHHuH90LSXFQRIi2qHKrGfgRjK9egMvVMmn6hjpFsF6nfh/iXSGchTumSDaq6D0d8AXCGsK\n4poAaUdAPAwiAWyFuCNyr28xM/RuMlKGpSuWHjCkdLBxsCpqwpEk27B27dr4tttu22/beeedx4YN\nGw5RRH8YYRjy7W9/m3e84x2HOpQDEEUR995777xsw5EI13X53//7f/O5z33uWbkGxHHM3Xffzemn\nn35Eaor9Pqxdu5bf/Vw8U0xMTDA0NEQ+nz/IUR18CIKAoijEcUwQBIeF5IwoisiyTBRFBEHwrI/f\nuXMnmzZtmk+4qtUqN9xwA+9///v32++yyy7jr//6r1m+fPlBifuZYMuWLdx4441cccUVf3Cfbdu2\nPS9uTxRF/Pbxi3nN+gBJCQh9GdlwkVL+PCkcILA1BClCX9wACYIJjeZ0D/lFE8SujNc0qNe66Fu7\ng7CqMrlnMRmjScdN4wUqo50uZCGa0xYTUcQQWQhJyS6SEGEFyXW8SCaIEx6VLvk0fIOyp9Ot2lih\nQlG1afg6PVqLot7ECTQGu/cSBAq7ywvJKDalTJmts0vJyDaTTp69doqtjRRBJDDT0Vla6CSCsi2d\nJTmbR2ayREB3ykUESkZi1XRsts6Ua9KndZhyTQqKS0ZOKlthLKKKAd/bPcRxxQ5b6ykWZZLKaI/u\nsXVOky2vBSwx/5tzWPeTluSkrbIm28GQAtKyR9kzqHoqezo6GSXElEOafsIDTUkRrUCiqAZ0ay5e\nJJFTPBQhIiM7tAKdkXaaghrwRCOFLiUyHxk54VLm1f/+XBhisq2k2nPPIcSLJOxIZoFRZ3enSL/e\nYmF2CjfQGG33kJGTfVuBjh+LrMhOMjC8E/GEgOorFlC6YxRUAUbBm0oTeAqpwRpEAnFMYsS+wOHH\n5kpWLvzgC8JF+0PQNI1SqbQxjuOXPJ/z/HH8Uh2GkCSJP//zP3/a1smhgiiKLF68mJGRkUMdynOG\npml8+MMf5iMf+QjVavUZHVOv1/nQhz7EunXr/miStOcLTdOQJIlms3moQ/kfEccxURQhCMI8Af9Q\nY1+CJoriPIfu2eCrX/3qfu3SmZkZjjvuuAP2+8xnPsP3vve9FzU5/dnPfsbHP/7xF/QaT448yMpj\nRGTdQ8646D0tlF4HazpP2FYJbI1GuQs1n/CnWlt78HalEeSITKmCIEBnpsB0eYBCaZby5oW0ZrqJ\nEQgimW31Qba3epn1DBQxZI+dpRWo5NUOu6zElzKjJTxDQYgpzP17zMmwpVXCkHyyss/Kwl4kIUYT\nffr1Bsv6dlBzM0zaeTaMHsd4ZZCKm6bj64yUF5ORbfpzUwAsSrUpagFxLGCqAduqaaYtlZ3NFI+V\nM4SxQNVVqNoqaTXAjwSavsSDtSK6GOLFEpIQIQgx404aQ/Ko+Rq/me3FVELagUS34dPwZfp1lygW\nMJUIXY7o0z2sUGZ726TqqZRdhVYg8dJiLam6uQbrayXsUCaIBQZTLvJcNW6R6TCUcunSfESg6UvY\noURa9rECmQnHYKRTYGsrgxVK7OnoLE47DJsOA0ZCS6h5Mu1AYsJOBHMHjRbDqTpp2aWodqj7OqV9\nr7mdZ3l6NtHCczJ0PIMF5ix2qFL3U9R8jXag0HRNRnetwFpdRGvYBAM6jMfEy0WUl3VILa4idEXE\noQBzZuw/1BYxUHjni5qkwVGO2hGBbDZLq9U67AYLIOEpffnLX35OVYDDBQMDA1x55ZXs2LHjfxTG\nnZyc5OMf/zif+tSnntfE4B8jMpkMcRw/K2L8ocI+Ir0gCPPJ9qF+P6MoIo7j55Sovfvd7+Y73/kO\np5xyCm94wxt44IEHfq+OXyqV4v3vfz8PPPDAQYr66bFp0yYuuuiiefHbFwJBEPDdG75GV4+OqPu0\nxrtAjNn+4HFYVgZiAbXQprR8DDEdoC9vYPbWiEIJQYmwaokxdxwLFNNVmvUium6jajaK6LOrtoAh\ns4IgxNQ8hQdrXTihSNXX2NzoA2DWyeEEGlNult2dIuNWkXag8pLiHrJywHB2khN7Rphsd9MJZcJY\nZI9VZOPeY4likX6jzpBZIa1aFFSLnNbGjyRKZo1yu4s1hT1oYsDJhTprS4mFU9mVKeg+BTVgUc4i\npQScPVRmWb5DRgnp1n0GUx4pKaJH66AIETECo5aJIsQ8WOvl/+zsRxJiunQfUYhZaDosMm1mPZWd\nbZ2cErDIdBCIsUMJQ4pIywG6FJGRQ0Ztk04ok1c8Wr6EFwm4ocikpdLwJBanHbY2UslAQEenqPkM\nGG5i0O5peLGIHSYJmBWKuKGAKSectlYgY4cix+fqxDEEkUCf7jHtGkw4aWQx5IlWiUknS1G1ebTR\nQxAl1bWGn2LMzqNIPiWzhiIF89XPOBbwIolxJ4+pdkjfP0tgKAh+RLxQJFYSXTSAYLeGIMU0V0b8\nzJZZUPyb/bQEXywcnfo8QnDMMcfwj//4j4c6jAOgKArvfe97+cpXvnKoQ3leyOfzHH/88czMzLBt\n27bfu8/4+Djj4+N88YtfpFAovMgRHhnIZrP4vv+0ZPjDAfumHiFJ0A6nyho8e/P4lStXctttt7F+\n/Xr+8z//k7/6q7/6g/sWCgVe9rKXPa84nynWrl37gk57xnHML3/9bS74/yQK3xtFTAcY2RbWeIG0\n2uGBmeU0PtCNmA6o7xhAMCKIwa2kcTspWqM9NKw8nYkCsurh+hqZTH3erSCfr3Dsgi04gcqkkyKK\nYYHhEMQCox2NHZ2k1ZdVLLxQRRVCzlzwKCnJQxBiJq0SOcXlieowI9VhtrVLmFJAVrXo01uYssde\nO8eMk+Ox+iBBJKPMeWDmFAvTbDLYM8qMVUQSIqq+xo6Wjh+KLMna3DtR4IzBKlEMshizs2nghCKi\nADO2wrSjcEbXOJtbBbwouRE5tTCJKoa0fImlhQ5ZJUQVY0RAACQBTsyVWZx2WJjqsNBosijVoKh4\nLEp12N5O0ae5dKmJsbsVSjxUzVLUkrhnHYXhtIupRJRdhYGUR6+WuA7kFX8uMdOpuDIVV8GQQjQx\nxg1FenSfnU2DMBbIKQEtX+L+Sokh00WTIgpKMtl5cnEPY3aeZWaDkmqhiokbwVmLN7LILM8NTIRs\nb/Vx8+hxTHeKlD2TMBbp19uYUsBis0zLTUMMoSojlT0QBSJVwl6UJVirIxU97hZz3NO+lNPe8W+/\nd8L7xcDRitoRgu7ubgYHB5+XmfILhTVr1nDuuecelhW/ZwNN01i9ejXf+ta3Dqg4PP7447RaLU44\n4YRnxWX7vw2CIJDL5bBtG9d1D3U4T4s4jucHIPbdsR7qhG1fVU0UxcN6MONwwZ3/9W3Wve4JTjq1\nRFw2CGsactah08lSs3OcPvA42SfLVN68EFnxCMsK1YeH6HQySIpP08rRXZokCmTiWEDXk+lQL1AR\nxZBKrQfP0bl5YpjRjkbdl1GEmOVmkx7dZ022zdpchQk7T9VNU9La7KouxIuS8w2lZ+jSmhTVDqbs\nYEoBdihzT3kYJ1RwQgVFiOjWm6zOTiEIEXXPJJ+tIggx09UBpmYXYAUaYSwikUxKLs1bOIHEgOky\n1tGIYoGs6jOYduk1fEw5xI8Ejsu12N4pcUphCi+S6FEtdnZKjNopdjcN9jQMZCFGlyKOyTaIAS8S\nmHQyRDGEscioneXBWg+7LINOKLMm2yavOPRobXKKhxcJaFKEKkZsa6boT3lEMfTqSZVt2lHZ1Mgy\nqDsUFI+i6pFXA1ZkOpQ0n5qnkFUCFqcdOoHE2lJSkc8rHotMm8Vpm6Vmi5QU0g5lBvU225v99M61\nOtOygx9JhAhsmVzBI/VkOGhhqooXSRyXrSKLIXEMkhCxID3LKwYexwkV3FDB3pxHq1k4K7K4C9ME\nORVjrEVkhdzWLqCtvoxTTz31kH4ej1bUjiC8853vnBelPNywbNkydu3atZ/UwczMDD/84Q+PCN7S\nPkiSxJVXXsldd901zwu88847uemmm1ixYsUh/yE/EiCKIrlcjna7je/7hzqcp8VT71QPdesT2G/A\n4Sj/8ekxsuUR1tq30v1ln+w1lURWIRKIQ4E4FhjIT9K0c1j/kUP6dIiseHh1E1WzcX2d0FfIphrM\nVvoR5QDLyuB7Go6dVADjWKC7exLHM3hJsYEqxly312Lc0WkEGlklIIhEyl6KsqdR8VI4ocq4naMR\naHiRRNnOUzAamHMTiEvMMsOpGgLxvOF5SbVQJQ9F8oliiYFUlV2zwwwUJ6i5aYJIoqS1GM5MYUgB\nnUBCE2MG0zaLcxaaFCEJMQOmx8KUgyzG1DyZ5VmbqqcSxCKbGr2EsYAXJ9ywiqsgCTFL8ha6lLgX\nbJvzzTSkECeSkAQYaZs0fXmOV5f87ihCxB47w0inwKyrIQALUi45JeD4QptOINH0ZUaaBovTDisy\nHVQx5pF6hk2NHEXFoebJPNbIMGZpdGlJZc4ORUqajxWIdGke95fzTNg6j9dNtrRypOWAjOxjSB66\nFLDLyiMJEaN2kQGzQr/eQBFDlpnVZLLWN7DCZKhjxs2wyKyQVRy8UGWq2Zu0uvUGY9PDKC0P0Qtx\nSymChsePtgxy4/YTWfGqL7JkyZJDuMoTHK2oHUHY16I5HDlAoijS1dXF1VdfPb/tU5/6FBdccMEL\nTiQ+2BAEgcsuu4yFCxdy3XXX8eijj/LJT37y6A/ns4AkSWSzWZrN5n4K+Icb9in07/si/F3ngkOB\nfW3Zo1W1p8dk807EjWuZavQxOzNAs1bEquZpTvSSK1TQTIve3jGMTPJ9KRsuxoo65XoPLddkT20B\ntptCFCIcJ4UXqCiqiyQGlIrTyFJIp5kjjgVyskNJ85mo3cSmcppNtQxPNEyWmBWyskdO8VHFkDBO\n1s6OtskCo07T12k4WapuBpGYKSeHIMQsTrWoegaSEDHjprF9nSmrSD5VRxJDDMnjyemlOKHCtlYv\nnUBnd6sfPxbpNzwmLZWFaZdTi3UWmi79KY/Rls6opZOWQ9bmmhRVjyGjgyYmYreGFOCGMhtreZpe\nclOyPGNjhyJpKaBL9VjXtYeikkyw2qFIHAvMugpTtkoUw6STuGuUVJeWL1F2FZxQpBXIzLoqk7ZG\nQQ1oeBJFLcAKEg5ar+7xkmKDQcPFjhS6NJ8+3aOkBZRddW5qU6Qyd612ILMo7VJ1ZZZlbPwo8Q7N\nyh6yGM61OtukZYeCYjNlFdnW6uaJVhdPtLpoBQa65NGjWgymKizLTJFSHIYL43RlkkGDrGqRz1cA\nCL6roG3skHl0lhs3dXP6mZ/nT1/14cNGG/NoRe0Iw6pVq/jSl75EvV4/1KEcgIULF9LT08P9998P\nJARngGuvvfZQhvWcMTY2xhlnnHFYVFqORCiKQjqdptFoHHZWaPuwLykKggDf94mi6LB4v/e1ZQ+H\nWA5XuLc3EYjJGw2iSGS61U2l3UWmZxZtoImat4h8GUEOyQ5MMzMxxPZ7jkcUYgZL45SMBsXeKUrF\naUrLxijkysiKh2ZaCGKMmauT7ZmlZueo+gZF1eO6U9/IwqzD9rqJKYfssYrYocxey2DCMdjeyZGR\nXV5RmkKTfBQxIqO2UcUAO1TJKg4zboaRTkKAL+kterQ2shiyID2L7Rk4gYYVaOTVDnm1w3GFvRT1\nJlnFYnvbxAlFUnLISMPgJ3t7ebJhsLOp05vysAORjbMZ/FjEi0RG7TR2KLM4VWevncKOJHQpotfw\nOK7UZsZVyCkJt8yLE19RY07hf8pR6dWTYYSsErCnrVN1ZR6s5rFDiYwSsjxtYcohe9sadU/GCUUm\nbZUh00USYoZSNjHJzYYXibSDZD33aDZNX+aJWgpJiEnL/hzfTZyfVk1JISuyFk1fpld3EYWkzVnz\n0rTnKpamatOXquJHSaUwr3gs0NsU1DZlN0O31iJv1smlmnQ8g9lWF9ONXiQxJJdqUK72AqBoHuUL\nFjJzYh9dmf/nsPvcHa2oHYF43/vexzXXXHOow9gPjz/+OBs2bGDt2rWMj4+zYcOG/Sa9brnllkMY\n3bNDHMdcc801LFiwgNWrV7N69Wo+//nPH5Yt58MdmqZhGAaNRuOwf/32yXbAC+eQ8Gywr/15uP1o\nHA4YG9vJ6r8cZ/lLH8UwOnR3TyIJEcPLtyKqEUIqpjNdoFLrQRBirNlC0uoya2SMFr6n0dM/hqQF\nKKYDAphLq/iehufohH5CcYgCCU32MSWfWVej6inMWirnDs8ybDosMOrIQsLvgqTSNOWa1P0Uk3ae\naTdFGEu0A5204jDrmuhiyMn5GQwpoYnkVIt8qs60VWRvqwcnVBgujKHJHgO5acY7XTRdk7KbmU/S\nqq5CFAt4YbJOU0pEWgkRBfiT/ip1X8WLREpqwhO158zM7VCi6sq4kYghRUSxQNVTmHQ08orH9k6R\ncSdN2VVJSRETtkoMdAKJjBpS1AJUMabhK0zYKrOehijAq/rKtDyJ7FzSp4pJctcOFBboHVJSQLdq\nk5sbBtjRTqNLEQOmiy5FjFomg7rFZFsjo4YMGC5uJFL3E2urrOwTxonuW0a2WZyZZnFmmimryJRV\nZGluHE0MMMSAPqNBV6rGYGqO59fs5rGZpbQCg7avs2h4BEO1KB4zRhiLpFQb5z0J7/g37z6eJzc8\nP6711NTUQad8HK2oHYHo7u5m+fLlz9tj8WDCcRw0TWPLli2Ypkm73cZxHO655x4gERQ+XKsqT4Xr\nunzsYx/jFa94Bd3diVfcWWedxete9zo2b9582HOuDkcYhoGiKEcEV/G5Cs6+kDiarB2I7Q/cwLLb\nNOpP9GP21vBdjZTiUN07gFdPEYzrmL01sqkkgVINm66uKcxsA023SGWa2M0MtYledu1cSXu0i6gl\nUWl0I8uJx6aoBii9FprskpZdym6SNKwpdLj4iRozjsodM4PcNVui4WsUVY+6r1LxFKq+xuLMNF2q\nw+b6EAOpKqZqkVNc7FDGj5LkreUZRLHArvoCUpJLWnbY3Sky2ehjS2OQreXF+JFIxUuTkR1ySkAU\nC/SnkqlSWYzYUU+jSREbprMMmw5uJNGtOgzqHSqehhVKBLFESgq4c7yAE4qcUqhjhyJ9uoczl+xV\nPI0ZV6PuK3PHJPZRVVcmjsGUQ2adJOFzQpEVaYui4rGnrXFfuUCP4XFMtjGnrQY72wZZ2SNEIIhE\nZtwUDV9hxtVpBxKiEHN8rknFVUjLIY1AZV1fHUmIafoyY5ZGWg45JttAEmKOzc4QxQJBLOGFSaIq\nCyEFtc3G8tK5ylyi/9ZyE3cEUYjpyZRZmJ5lVfcOes0qe/cuJVesUHtikKZnEscCflrD/5jCBSf/\niuzwjgNs5Z4NXnX2On55z4f5yW1Xsnds+/Nf7BytqB2xeOtb38rmzZsP2fWjKMJ1XRqNBjMzM/i+\nz+bNm6lUKjzyyCM89NBD7N27l5e//OXzx1x//fWHLN5nglqtxubNm7nooot46Utfut9jJ510EoVC\ngSeffJJOp3OIIjxykU6nEQSBVqt1qEP5H/HUytqhwj5u2r7E8XDm+b3Y2PibH/Mn4aOMlBcTRDIT\n25cwVl5AX99egMQ0PRIQ1JDssVPUZ7tRB9q0mzlmZ/uZKC9gamYQz9PQNIfFS57E7KuyZ+sqBvr3\nIKk+khQSugpxW8byDABOKdZYk22xJlPjX4/NcvnIo9w9XuRfJsa4dzbPtpaJQMxx2TpeJDJplejR\nGyhCUrmyPIMurUm31iaj2KQklxk3Q9nNUvUM7FAlrVosMquEsUgcQ3+qQo/epKB22NzqYjhlJ8K0\nuk9J9/EjkQUZiygWGM7ZrEzXmbRVGoHKk+3c/NBAGAu0AoWhrM2Q6bLLMqm6CkGc6JZpUsxeS0Mk\nZkfTSDhmqk9B8eekMWJySsCw6aBLESXNpx3KTDoa3bqPIsUMGB7NQGXa1Sm7CoYU0Z4ze5eEmIzi\nMWRYlFSXoZTL4lSHmq8SAW4k4oQiey2dOBaQxZgePZkeVcUQTQxwQhVJiJhyMmiSx3ini1agU/PS\nANR9nUX5cYJIIoikxE81kmjaGWQxpGOn2dvqQZNd9owt5cnyIhQhxNQ7GF9o44Yqcp/D+W9p8sOb\nP8lNN930rNblnff9G7f+6otksgprTnD5s7fUmW7/E+s3/up5r/mjFbUjGGeeeSa//OUvX9BrhGGI\nZVnUajWmp6fn/2ZnZ7EsC0VJPogjIyM0m01M0ySOYxzHod1u02w2ec973gPApZdeSqVSeUHjfa4Y\nGRlhbGyMFStW/EFBw8HBQbq7u7nssssO2+dxOCObzRKG4Yue6D700EMcd9xxrFu3jg984AOcddZZ\n/OIXv3jW5xkdHeVv//ZvOe+883j729/OK17xCiARdT3jjDO46667ALjxxhv58Ic//Lxi3sed27lz\nJ1/4whc477zz6O3t3e/G5/9G2LaN+MjP2fDIq1nes5OmnaNUmKE3O4vS26E4OIXa1cHvGOx5fBXT\nG5cw2erB3l0glWrjhwrDwyP0liYZa/TjujrVyX68mklab1Gd7aU620sYSmhDbX7ywFmMWUWm3TRF\nxUIkpuob7O6keHv3y/hfi2f497UpTik1WWLanFIcY8pNcUxmFjtUeLLVQ0Z2EIUYN1Ro+QZ+JLG5\nmXCjhlJVMrJNXnEoaG2mrCIrFmwjr7cYTlUZ63Qz7eR4uN5LZq79t6ups7WeaI31pFxW5S26NJ/j\ncm0ebpQY72js7iSkfy8SOKUwTjtQGLdUnEAkrybty/G2RsVVEICxjsq0pTJlq6TkpMVZ9RR2WwYC\nzE+WzroK3ZrLSNOg5UssMq0kCZNDyq5C1VOp+8mwwEuLFQb1NjOuwaynMuUYbO+kqXoqXiTgRBIz\nrka35uNFAlYoYcohfYZHj+ayKt2gT3dQxQBTdklJLobksba4hymriCm7lNQ2PUaNBUadMBYYbQyQ\nUlw6gc60VcRUbEq5Ml6o4oYqA2aFMJLIGU0yio0gxFTaRSwrEdAtb1pI/09GeXjjkxS7I+757Y38\n7Lbr+K/7b+T+B39wwHqMooh77/8xv/zNt9AyD/G2/o2c8/oBatWkInfqOpVM363ccdfXnleV7mhF\n7QiGIAjcf//93Hfffc/rjYzjGN/3abfbVCqV/RKySqVCEASkUim6u7vp7e2d//N9n29+85u87GUv\nw3Ecurq6OP744+fPu2zZMr70pS9x7rnnAokx8+WXX/68n/fBxp133sl3vvMdVq9eTTqdftp9e3t7\n+cIXvsCnP/1ppqenX6QI/3iQy+XwPA/Hcea3TUxMcPfdd3P77bdz9913MzExcVCvedJJJ3HKKadw\n/vnn8+Uvf5l3vvOdvOlNb6JcLj+r83z0ox/lz/7sz7jxxht55StfOV8hXrt27X6fv3POOYcPfehD\nByX2p17zAx/4wLOOeR8ajQY/+tGPDkpMhxLrH/5PeppLeUn3dmbqvQSRRKXWQ25gmsrWIXaOrKK5\nq5ex2YUUzBqiGCZVmMognU6GnuIk5YlBbCvNmkWbkcSIjmvSauTpuCaiGCGKEbLqU9/cT91XCRGY\ndTVG7RyqGFJQHF7bt4t3LNvOpKUSRCKLzYTXNNrpYnVmhpLRICM7HJObxItkDNmmYDQZSM/iRgq9\nms2onZvznjToNeo4gcqavhHGpoaZ6HRR8TKoYsCEk8KNkgnMxxppJCFmSzWZRlyetYliAUWMaQYy\nEx2VATMZALBDkSAWeLzZR0oOKKgB3YaPQMyOls5pvQ1m7GRqcyDlcWKpTUqO6E95aGLE6kyLrBKQ\nnvPabPoyqzMd3EjCVBLfzj1WKvHjVEIWGA5VTyEjB5hSQCvQ2NHJEsWwKt1AEWNOLcxQUHwWGm3i\nWCCMwQpFmn4ifvtYJc2MozDp6OyyMhQUG1kI2dIqYSoOuuwxYxVQxQBd8ogQeLCyiDAWySkuDd+g\n7pqMWjmac5O007U+ZDHA1Dp4oYIoRMRxUrFeNLCTfKpOJlcnYzSx3RT+aJZr/2EIj/vpW7IBNfsQ\nx738fkrDd3HzzTfPr8UwDPnOje/nJa/6L/5i6R2ct73BDde1eX1R5tUti9JtowCsWStw1vnb+fU9\nX3zOPN2DVVE7Ki51iPDmN7+ZZcuWAXDuuedy8803/8E3NY5jPM/DdV1c1z1AQ0rXdbLZ7LxWW7PZ\npFqtsnfvXpYuXUqtVuO2225jYmIC13UZGxvj+uuvxzRNuru76e/vB6Crq4uuri4ymQyXX345jzzy\nCLqu4zgO//Zv/8Y73/nOA1qLhwr33XcfW7Zs4bOf/ewzlkLI5XJcffXVbNu2DVEU57lsR/E/Y58g\nbr1eRxRFyuUyTzzxxPxadByHJ554AkisvQ4WnvqZOPHEE7Ftmz179tDV1fWMz7Fp0yYMw8A0Td7y\nlrfs95hhGPP/zmQyB22s/6nX/Mu//Eu+9a1vPetzxHHMhz70Ic4888yDEtOhhKSOYYVpNGWCdquH\ngUxi+VbZO0ihZxrfV5PhgUBjutlLVmshElMwa0w0ehHbJSIERCdO9nNTqLKHabZoOxlEMSSdaRD6\nMvdNHkNKCsnKLp4m4YYSjzbyDKVsBJIf3OVZG1VM1m4E9GhNHq73sTpTpaC18UIZQ/JouBkkIWKw\ney9Sc4CsYhHGtQwHQAAAIABJREFUAn4kM+GYGJLHgsw0lpVmd6eLRWaZjq+Tkl0GQxkvlqj7GqoY\ns6lqstj8bw/MoZTD1qZJx5dwQpFT0w12d1KEsYAhRdQ8hU3VNCtyNotMi1lXo6QF7O7oFPUARUwq\nZZoYkVcD8orPtpZJVlHp1x0erWewAglNijgxb+M4JqcVZ9nUKLLAsKl4GhVXJiUFCEBO8dljGWSV\ngN1tnWPzbZ5s5+hSPba0inSpLnVfZ9zRWWg4SEKisdb2JU7oatH0Zc7o2svOThcCMa3AYMjoMG6V\n8CKJoVTSzdjW6iUl+axIV7BDlZxiY4cqqhgwnKqjzjk8uKFCV7rMw9MrWZyZZsYqkFESYePbn3wZ\nJxb3QBMs18QNVEQlIPubaV75wFKMRyyOFTQytWl+LQywZuXK+bVYrc5S2jND8MnjqGgyf3/PRmac\nOl9afgqCVcFf8t/fCbIs8vKzy2xc/2tectIrn/W6P1gVtaOJ2iHCeeedB8BnP/tZent7+fnPf05v\nby9xHKMoCj09PbTbbUzTpNPpMDU1xdjYGOVymdNOO41Op4Msy/zqV0kffdmyZQwNDbFixQpuvPFG\nisUixWKRVatWIQgC55xzDplMhn/9138lnU7z0EMPsXbtWlqtFqqq8utf/5q/+Zu/4fbbb+fYY48F\nksRt3bp1PPbYY0iSxEUXXcT69esPKUE6jmPWr1/P2rVrn1M7Sdd1jj32WB5++GG2b9/Oaaed9gJE\neWRj/fr1B2zr7e1l4cKFmKbJhg0b6HQ6B9xlRlHEyMgI4+PjBxw/NDREX18fjuOg6/pziuuuu+5i\nYGCAvr4+Lr30UlqtFlNTUyxbtowrrriCf/iHfyCfz/Pggw/y6U9/mpUrV3LttddSqVT4+te/zute\n9zo2btzID37wA+699979zl2r1fjsZz+L53lcc801fOUrX+G+++7jtNNO4/rrr+eDH/wg73nPe/B9\nn0svvZR169Zx/fXX093dzfve97791uLvXnPBggX7Xesb3/gGrVaLkZERTjzxRN71rnfRbDb58Ic/\nzPHHH88tt9zCf/zHfzA1NcWWLVtwXZfe3l56enq4++672b17N57n8dWvfvU5vY6HAq2fuqh+F16g\n0p+exTA6yLJPs1lgz+gyVMnHC1TsUCWvtchk6sSxQMcxE+0svYWu2jiegR8ohJFEEMlYVprhlU8S\nuRJiyqczUUIRIlZlZpNETxHRNB9ZzBLHAjECWcXC7+TY2srw4PQCXjNU5tFmL8vMBlUvhSIGZBQb\nXXapOlkKWpvpygB77QxDJEldwWjQm6ow0kjso/a2etDFpIIVxiJjVpEQgV2dNGVXIYxgvX87Z+VO\npUtLBpt2dwzGWjorChaaGNEKFEqaz56OTlFN9ml5MgIxt+ztwZBDdDkiqwZ0aT79ukVRVRNeHLCp\nliElh4SxgEjMgpTLno5Ov+GxvZNDEmI21EvklMQ3My0FpFMBY7Y+52qg06N75BWXAT2xkjOlJGkq\neyp2KDPrqYQxjNo6fbrHiYUmDV+Zv84dMws5Pltn3MnQp3XmK45VL82Mk8MKFSQh4cCJvkE7UFme\naSUDBmKIIMSEscheq8DyzAzVTok+vUF/316k6UFm7AKKGLA6O4UbqnTaBv25KfxQYWZiCH+vjCZ5\nhJFMpV1Er7RZeKrL+NQGVq1aBYAoKpyYFejTxvmPB1t8f/N2dn12HaHtEddFkAVyW2dprEpu5Dc9\nYLJm8bHPad0fragdwYjjmNe97nVs2bKF3t5eOp0OlUqFXC6HoiiMj49z2223USgUuOCCC/B9n/7+\nfhYuXEixWCSTycwvgNNPP/2A81966aUHbAuCgFtuuYWXv/zlnHzyyfPbbdsmm83yve99D4Dly5fP\nP5bP5xFFkenpaT73uc/xyU9+kq997WtcfPHFQFI1GB4eJp/PH9TX5w/BcRw+8YlP8JnPfOZ5+RCK\noshJJ53E1VdfTbVa5ZxzzjmIUf5xQ5blp3XZcF33oFt1PfLII/zzP/8zIyMj3H777QwODrJy5Ur+\n/d//nVtvvZXZ2Vkuv/xyLrzwQk4//XRuv/12LrjgAh5++GEuvvhivvKVr/Dud7+bRYsWUSqVfm+C\nUygUWLVqFevXr0fTNI4//ni+/e1v841vfIPTTz+diy++mPe85z1873vfo9Fo8Bd/8Rfs3LmTbdu2\nHXDD8LvX3L179/xjv/3tb3nwwQe57rrrCIKAVatWceyxx1Kv18lms7z//e/nt7/9LXfccQdvetOb\nWLNmDWeccQavec1ruOSSS3jve9/LqlWruOGGGw7qa/xCI/f/tpG+H9Gwc8higOL52LaJIvvkpTph\nKBNFEt16g7TeRpRCJClEIsQLVSqdAiVAlV38UEFXHHKFCk7bpD1VRFFd/Eoe201x5urfMrJ7FSWj\nztLcDsZmFrJE8plxsuyysvRrMkXVY3vLYFWxjSLGHJOZouJlkISYnZ0iXarDqJ2mT7NZUhzF9XVO\nKowx6+QwVZu9rd7E1sisMtHuwoskRAEanknDN2gGCqYUEMQCshAz2ja4sHgmi9I1tjZS6FLEREen\nZHiJDVOqwy7LZHvToNfw0KWIIBb4i0V7mXJNTu5uoYkhi1NNxpwMXiQybqeoeTIDhjfn9RmTVkJa\ngUyMgCxE5NSAvR2NV/XO8HCjwPHZOjutLLOeBiRcuH7DJZyT+2jMtTIHDIcx26A0lzCenJ/GjRSm\n3C56tMQIfsZRGUqFSALoUkTNk1li2uyxM4mwbqCRCTTG7AKG6LMoM8O0VUAUYpS5IYO07PJEs5dF\nqTphLKJJPmUnix8LqJKXTH92T1Ir99D0THTJIyW7jFslBlLJ8MaOyjAp2aUvO83u2hB9ZpkwElEk\nH8/WOf6nRe4/c8u87dyPfvKPvLm9jL2NkFt3PMwdb/1rWtMVNN0iqOmEukx7UeIJ/fjDPv35v6FU\n6n1O6/5oRe0IhiAIXH311Zx44ol0Oh1s22Z8fJxVq1aRSqWQZXmeHwZQLBaf1/X27NnD6Ogo559/\n/u9tEwqCwM6dOwH2My3v7u7m3HPP5fbbbyedTvOqV72KT3ziE7zxjW/kBz/4AZdccgnnnXceP/nJ\nT55XfM8EtVqNT3ziE1x++eX/Ix/tmUAQBD7ykY/wzW9+k1qtdtSs/Sk45ZRT/uBjkiRx6qmnctdd\nd/1eT1Bd15/2+OdSTTvhhBN473vfu9+2VCrFqlWr5tuVN9100zyP8uyzz2bnzp2MjIyw8iktD9i/\n1fm7eOpjuq7T399PsVikv79/furVsqx5ncGFCxf+3urj0+FHP/oRw8PDQJL0nn322dxyyy18/vOf\nZ+3atXzrW9+apyj8Ll75yldy1lln8cEPfpAPfOADz+q6hxKJJZlAr+LQ8Ex6jIQXlitUaDXypFJt\nqvVu4lhAEiIemV3GUnuG3tIEnqPTn61Rr3WRK5Z5fPexLC3uQU93EMQI201R7J4GMUYxHeKyAJFA\nV6pGNlujUutJKlx2gcVmmW6txZSbRRdD3jw8wvdHl5GRfTbW+1mdqZKSYppBLpnK1NtUPINHZ5Yj\nCjCYqmCHClUnm0hNRDKiFxPESYchjAV6U1WwihTVDo83u7ACkQUph/G2Rq/psdRsIgrgR4lURxgL\nqGLM+lqevBKwJOPMi8vaocjWdoHFqRZ1X0UXI55oFcgqAYYY4kcywykHO0qcBoZMl6YvkVEDZCFJ\nEHo0H02M2dzK06d7VH2dft2m4SeDAXYs82QzxeK0gyZGTFgqRS3Ai0ROLcwwbmfZ2THYaw2iiom3\naFb2sEOZgppo1CWtYJHBlMu4o3Ncts6jjXwy/WkX6NOa7LEKlO0cjzVLWKHIEtOiHSicWto9b2Y/\n6eTIyi52qCACDTdNwzdQJY+2Z9IJdFb3jTBeGWSBOYsTaJiKTSfQsQKN3bUhxu0cupS4IOSMBpOV\nxD+0Y2/n//z0A7zipI+wqjPGrBfynY17+PKfvppCbi+WlabZLFA0ptC2tXB7TIzxJuo3DKS3W895\n7R+d+vwjwIUXXrhfZWj79oOj3bIPURRxzTXXcMcdd3D66acfkKR5noeiKLRaLTZt2sTb3/52crnc\nfvtcfPHFDA8P87Of/Yxrr70Wy7Lo6+vjkksuAeCnP/3pQSeR/y4mJibYvXs3V1555QFtpOeLt7/9\n7ezYsYNyuXzYC7seTli+fPkBX0KiKM7zLl9sxHHMzEzCexIEgVKpND/ZfDDxtre9DU3TiOOYyclJ\nzj777Gcd51OHWbq6ulAUhQcffJDPfOYzvPWtb2Xp0qW/99hzzz2XW265hR//+Me84Q1veF7P48VE\no1HjH6/6L152xr0s79lJ20uxt97P+NQwUSQxXRnAC1U0xSWXanBK3xbcUKHW6KLjphmbHiabrVGd\n7eWklz6AF2jIhgtiTL5YxmpksWo55D6H3LGTKCULy0tRr5ewfINFAzs5bcFjiEKEJESkJY8Bo8aY\nVeQti7cw4+qk5YBRK0dGsVGEGFUMMSSfiEQ+QhUD/Cipa+zqFKh6Bj16Y956ygoVwlhkU3WYMBap\neSlWpOssTVvECOhyyN6Wzo5OFkMMSctJcpKWQyQhplvzKagBA7ozbxNlSBEr03W2trJJchUohLGA\nE4p0QolJW2XK1YjipKI1ZFisyrRZlGoTxgJuJBEDQSygiRFjlsaErbOjbRLGzLdI13VVWKC30aWI\nhicTxgLTjsZD9W52dFIYUsQphSpdmocbCdR8FUmIUcUIUYA+3aFb9+nTbGQhph0oCAIYYog7pwVX\nVJPp2ILiIwmJ7+jxuUlEIabppyi7GbrUDp0gsaXq0/9/9t483K66PPv/rHmtPe995iEn80ACCYTB\nREHgRWMTsCgITn1xLig/vLRCa7VNBWvRipRiW1+86kuLvohiBS0yOAVQJCEBEiBAhpPk5MzDnvde\n8/D7Y52cEglDQgRKc1/X+eN813ft9d17r73Ws57nfu67QVq1OL5tDyONNmTRZ052hKlKO5IQ4ocy\ndc9g1GyZ+Q7CSGB11zOMWjmiSGC03o4bykw5GdY91s57P6pRiW6gvtvlzG//mqve/BbSRo1iuZ3W\nFfuxPAPf0hDKkPnJGEIQseifkuweOPJmnmNdn28AiKJ4EPF6cHCQarV61F7/7//+7znnnHP42Mc+\ndsjtjUaDVCrFfffdh2mah+R8CYLA+eefz/333093d/dMV9x73vMenn32WSDm3PyhsH37dqrVKkuX\nLv2DlVhPOeUU+vv7ufrqq4/pXr1MdHd3s3TpUjQtLqHous7SpUuPaiMB/Jen5wttO4Bzzz2XO++8\nE4g7JWfPnj1jynw09dWGhobYsWMH//7v/05XVxef/OQnDznvhY557rnncs8998y0/O/bt48LLriA\nW2+9dSZAGx8fJwgCGo0GkiThui6lUolbbrmFlStXsmHDBnbs2HFU3s+rgT0DD/PVf17B1Hv7+Pm+\nlWyvd9CZmiKMYhP2spOiNT1JzU4zUu3gmcn5ZLU6mVSFts5hZvf247sqyWSdsafmUWzmsSoZfEtD\nbWmQyNbILR0lskXCTokoEJg1dxeiGLLguO24to7jxJnctNbEDSVUyeekjh0UMkUKikuPXuekwn56\nOwboNSoYkktWNZmbqCAIEfvMLCUnRYdepVNvkpA8ttc6GXdSNHyVlOzNNCrY000EZc9ABEquzMaJ\nNPOzJh1aTMLf1zTQxFg6Y8pROCFTxJB89jQTzEnZ1DwZVYzob2ZIynFjREFxadMc5iQa1DwZXQpZ\nnKqzNF3kxGyREdvACmR2NjIMmRqmL9L0JZwg9v0MIgFdCtGkEDeMrapaNRcvEnmilqPkymhSiCxG\nhEAEdBsOGcVn0jXo1k1OyRXp0GxKXsyNm200mHQ0lqTKDFoJio7M1kqGNs1FFkNqvkzTV2nVaoyY\nBQqqTafmoIk+43YWx1dZlN/P3NQEY3aalBxnknXJpeHpTDVa6EiWsH0NXTeZnPZc7WoZJq816ElO\n0ZUoYgYaRTfJ3nIvJ7T1k0+Wmds2wOy2ATqNMorskblhilN+Xuav79nIHe97F2nDxrSTeKHCzt+d\nSGfbEM1mmrGt84gsEano0HrnAF1zR4/Y+vFYRu0NgtbWVnp7e2ltbaVQKFAul4+YbH0AnuexYcMG\nPv/5z7NixYoXnOe6LqqqznS6vVC26t3vfje+7/PNb36Ta665ZobsvHjxYtasWcO3v/3tP4gq/IYN\nG/jRj37E4sWLZwKCPxTe9KY3cdFFF3HllVceJEFxDC+M7u5uzjzzTFatWsXKlSuPepD22GOPsXnz\nZjZs2MCuXbtmxmu1Ghs2bGDTpk0888wzAHzta19j27ZtrF+/nm984xv867/+KwD33HMPo6Oj/PCH\nP2RycpJ7772XyclJtmzZwq5du+jv7+dXv/oV1WqV3/zmN2zfvp2BgQF+8YtfsHfvXnbs2MF9993H\n5OQkmzdvptlssmPHDq644gouu+wyVq1a9Tynkd8/5oH9N23axFlnncVHP/pRPvShD3H99dezZs0a\nTjjhBNauXcuNN97Ipz/9aRYsWMBPf/pTwjDk7LPP5h//8R/ZvHkzDz30EJ/4xCe4+eab+cIXvnBU\nP+s/JHbveYolS9O03jWARIQbitTsNE1PZ7zZQldyiqaVIpeoYAUqx7X14wQqtm1g11NYtTRa0sQ0\nUxTaxlly0lZk2UPLNbHGcignmUSmSFBR4RkRYW6ElPUodIzh1XQkySeVrpI1qjTcBKIAlh+XryXJ\n5+TWfjqntc92DC9mUc9O3FAmCEVEIeJN7buYZdQpugmeqbdT9nQWZkfo1hvkFZuU7CIQ0alXUacb\nCkQiRm0DTQo4LT/FTp5FFSMeLWcZdzROyZdp02Ju2JyERdFNUHQ1JCHCDkSWpOv0GXEGCqC/mSE1\n7bzQDBQUMSKnBniRyNZqG49XWlDEiM3FDFnFp8twafoScxMN2nWPFdnaTHat7MqMWiop2afoqgxb\ncdbM8iXymk+L6pFVAlQxIiX5ZGQfPxIZdxKM2imqnkrNk6h6MnvNFE1fYtSOraXmpmy6DJes7NLw\nZZami8xNj8cWUopFM1AoqPa0BEgaP5R4ojiXreVeJCGi5CUYdZKIRDR9HVEIyaQqFBIV9k7OJq82\n0CSXx4eOxwkUJDEgpTdY1tZPQTWZlRnDchLUrCyWlcR1DDrbhtATDfaMRHz2x0X+5dx1HN+RY7Le\nSr51AoGIjFanWOpAlgI01WFy92zYAdbJWWrF1BHzbo/WA6Lw36ncs2LFiujee+89aOyd73wnW7Zs\neY1WdHTwsY99bEbb6brrrntFopu33HILEJdoXgwHSjCdnZ1897vfnZnv+/7zujo9z6OtrY3e3l42\nb958EJfnzjvv5N3vfjd33nkn559//hGv+/exZcsWNm3axOWXX37UXvPlYHJykoGBAY4//vhXHDC/\nWlixYgW//7t4uSgWiyxatOgVHT+KIqrVKqqqHvVGgtcb7rjjDk488UTmzp1LGIY8++yzPPvss1xw\nwQWv9dJeE+zcuZOWlpYXnbPxgf/k3PR3uff2NaRlh6dqObp0Z0bDTBF9Km6Sdr3KqJXDkDxmpccR\nhIh8+zhOI4mebhD6EkQC2rLY0szfoxF6Mp6po2UbyN0OUUWCeRFYEUwIRL5AY7CNREsFq5JB0Rwa\ntZjekcpUqZRamTALSEKIJnn879+tZHWrzSVz9yILcdDlhjJpxcL0NapefO07rmUflpvgF2MLyCke\nuhhSUC0GrTQ9eoP6dCDohhJeJLC1lEaRIt7VM8C+ZgFBiMjKMeG+5KkYUkBC8im5KroU0vBleo0m\npq+wKD1BzUuwz8zSoZkM20kWp0psq7bGFk6eTFIOCCOwAom+RMypKroajxdTpJSArkRsORVGxAFe\nKOBHAgXVo+goLMtUebhYoC/p0PQlunWbZiBT9yWyik9Wdqn6KvK0lpkqhow7GotT1Wn3BI1mIKOK\nAVUvdjeQhJAgEjkxN4IXxveU7bUO/EggIflMOhqtqktacSm6Ol1aE0mI8CORRdkhJq2YN1zzEuTV\nBl2ZCSTRx3IS5ApTeI6GZSURhBBNcXA8DVV28QKF8XobbckSohhQtww+e+8G+rIJ/uzNbyaXqFCz\nsqT0BgAVM8dgs4WTOp+N3RVUF8/RyM4bI1oickdpIWecevUR/T40TaOlpeXRKIpOOaIXmMaxjNrr\nAM9VPj4cfajnIooi/uZv/ob29vaXDNIg7s47kKUaGhqaGd+6devz5iqKwpo1a5iampoJBA/gvPPO\no6enh29961tHtO5D4YknnmDu3LmvepAGcQPFCSecwCOPPHJQFucYXhiCIJDJZLBt+w2fjfzGN75x\nkAH87t27WbVq1Wu8qtc3euefxHY9hxcJOKHMqsI4A6ZOfzNP2U0wYsWUhl2NdroTZVKyTd1JIQix\nZlqqp4iccShNduA0E0QTIsMPLELucYgCES3bILBVnP4MbjFJtFPC36lTH2jDLaZAjLAqGYamenGa\nCcZq7Uw1Wtg5tIidlV5yWoNRO8vmUi89qsi/7L6ZH+6fTcVLklRsCnoNK4h13g5w1+4bOp4ny7OY\nl2jQrTdZ2bKHvNqgR2+giAGG5KOJAVYoUfUUluaa+KHAM/U2vEggKzsM2SkMySenuIzZKlVP4bh0\niaKj4AQCTiCTU2zG7SxWoNCjNxi2k4xYKlvKbbGBuuyyNB1bX5mBRI9hMeloNHwZNxR5a0ccDEtC\nxJipklMDDCkgq/ioYkjDjw3Z95ppKo5MxY2bBBqBjBlIcXmWiLKn0aLYlFyVqq9gh3HosNdMU/J0\nqr7CuK3ihBJjtkrZlXGmg7NHSj0UnRQVNza2n7AVFCGioLq4kUib2uC0wn50Kc7cLcnvnwmeo0jg\n1PmPkdUaTNRbmay3kUzW8V0FUQzIt4+jaTaIEZpmU27mKTfzJJVYXuQ3exUW3vgdVnQZ/N26BdTc\nmBPe0TGE5ysIQkRrepJ56TFGKl08ObGI/vF5VMwcQ9sXIQ75HH+KySMPHr4jChzjqL2h8FzV8iMJ\n1MIw5De/+Q1XXHEFf/RHf/Sy9jnATwO4+OKLufjiiwH4l3/5l0POX7duHePj43R3dx+kkyXLMp/4\nxCe47777ZjpHjxRBEMzoyr3UU/ofEpqmsXr1am6++WYefvjh12wd/50giiLZbBbTNF+R5crrHV/8\n4hf5wAc+wOmnn84ll1xCS0vLUS/5vtHQ09PD8DaDOYkKx+cHaDWqnJovUXJVRp0EmuhTdA1EIvxQ\nIqfXaM9M4Hjxg+Tk7j4CU6Zr1W4yp4zhV3TaOoepP9WONqeOqIZEoYioetiNJLWhNsaH+wh9iYf7\nV7Jncg6eqzHhZKhbGZxQwQ8lwkhEEUMGG20UFJOs4vEPb/od95y5jp3lFFYgY/oaRTuLIbk8VWun\nw6gwvzDI8ZkprFBiVrKIJnqMNNuoeQn8SCScLk8WPZ1OzZwh0ItChCqE/MeeTgzJY1l6klatTo9e\nIyWH6GLshykI4E0r8G+r5pGEiLzajLN+YsD/ahtlVsKK1xDIDNspgihuPrACCScUKboqViBS9RR6\nkw5DTY0zO0okpICmH3eJOoFIQgqIEEhIAVktQJNCRiyNFtVmWbpIm+awLDtGm2rhRhIdmsNso4ET\nSkhCxJCpIQJZ2UOTQqqeTFoO8CIBLxTIKi59RoOsYiEJMSdvebbGlKvSrTdJyx5+JLGv0UbV01na\nspfxZguLenbSmxuhLz9CtdRKQjPpLoww//jtTFY6qNRaUBLxQ2EUiKi6jaI6dLYPk0tUmDBT9BcD\n7tr1G/r/djUfO+nN2HaC3uwY2fljhJ5MzU7TsFIEoYzl66S1Jnm1QUqJrcNk0WfokcV0Jl1yC37N\nE9t/edjn/jGO2hsIryRQe/TRR7nnnns4/fTTD2tf3/dnuuLmz5/PD37wAy6//HK+973vMTo6+rz5\na9euBeKMm2VZB237+Mc/jiRJ3HTTTYe19uei2Wxy5ZVXcuGFF9LRcWSaNUcTiqLwla98hUcffRTT\nPPL27P9JkCSJTCZDvV7/g3AWXw9Yu3YtmzZt4re//S233HLLjG/oMbwwBEEgSPfR9DUqdgZJDFiY\nHyQpB/QZDXqTJSbd2BS87hkMNdqpmVnGzAJWLU2ubQIp5RE1BZxn0+wbWIhdTWPkq1i78ghySBSI\nyAUHSfEIIwkvUOgvzSZCoOQmeXJyPkEkUnVSyEKAEyrsbMQdg5IQssfMs6IwQM1N8kw9w10T/8w7\nH7yLISuPQIQVqJyaH8JQLMZrbSzo6GdhssiUnaHha4w7KbxQYkl+P+1GFUmIyCkOe800x2XGScke\nBc1nw1ien1TuYEuljYTsYPoamuSxMjfG7OnGhZoncWK2QkG1WJapYQUyW8qdVDwdK5CYcFLUfYWy\nm6DsxXptC5J1evUmihDRPs19M30x9hXVHBZmLJ6oZBi3VXoMiyASyKk+EQKSEBEBvQmHrOLTbTi4\noUTd1xmzdR4tdzPqJNjTTLLfMni2kWHKURixNCIEdjYSDJgGhhSSkAL8SKDqynTqNgXFJCU7ZLUG\nw3YKVYwFeds0BzuQGbN1ap7OU7UsXiRStzPktAZWM00Qykiijxco7C334jg6g88sImNU8QKF4aG5\nPN1/PLLqUim10mxkqFUK7KkPUnO2cf/+p1h/1qkkavPo6t3HZL0V3WhiDuUZnpxFRBwMi0KAKrkY\nqkVSsRCFgITWJJWqkUlVyP5ylCXLQyLjZwwO9s80FjQaDcIwPKT49wEc46hN443AUZs7d+6MKObu\n3btfsD3/9/HTn/6UHTt28LnPfe6wIvcDUga/HxDt2bOHhQsX8ud//udce+21z9vvtNNOQ5Zlzjnn\nHL7whS8cxFW78MILefDBBxkaGjps4v/4+Dijo6N0dnbS2dl5WPu+Gti4cSOLFi16xXp2fyi81hy1\n34frujSO26LtAAAgAElEQVQajRnB5GN44+LFOGq6rqPrOo7jcM9dN3P2xVuY+mwrXdkxnpmaT1KO\nMyJ+KKFJHoNmnk69TtlNIAoR3UaZzsJonC3JWriVRFwOlQOcRhJVtzHrGQRCFM2ZybCUJzoYbbSR\nUU2erXXSo1epeDF3sr+ZZmVugqpn0KFXGTBbKCgmo3YaWQzp0BrIQsCQlePC3/6Eh972v7ACFS8U\ncaf10rLT6xaFiCk3QUZ2mZsZpe4kGbdj/tuYk0ATAxQhQhZD/FDk7qFWetMOVz/5PQD+863n0aHX\nMH2NIBJxQ4mnalnmJE06tQZWoLA4P8jTpdmIQkRCcql4BpOuTk5xKSgWw3ZquoxoM+Yk2F03Yq0z\nJSCj+NQ8GUWMcMM4KGlRXYquSlaJzdshlunoMyzGHA1NDDGkgO3VFKtbyky5GmVXIQR6dIdmIFF2\nFTJKrLUmTQeWmhRh+mJsa2Up5DSftBLQorq0qjbHFQZoOHEFZ9zKsd9KsyQ1xRO1dhYkq9OfeQaA\nHqNOu1FGlx101UIzLKZKHTQ9g5ZkiVS6imsZVM0c2USFqpmju28vTzzbxo92bMEQMuwo+lx+6nyW\ndkrUzFhkOaE3Z/hnohygKC6S6lGeasfQTKrNHK2FcSqVFhJ6k2KjFUX0MDSTljMHKb6tj8cfcWnU\nHazq8YTi0xhGEkXzaZRT1EodtM/ai/8LA+fULs5566Ukk8ljHLU3Co4ko1atVnFdl6uuuuqwb4aW\nZR1S+HPevHlceOGFfOtb35oR+Hwu1q1bx8aNG3nHO97BbbfddtC2yy67jKmpKf7jP/7jsNby9NNP\nzwQLr8cgDWDVqlXs2LGDL33pS0ftCemNjANNBdVq9Zg23f9Q6LpOPp/HMAwymQyz5pzIE4/6OKHC\nQLmXhYUBFnbHHNC+3AgJ2aFda+CFEnk1zmB3ZMexbYNaJU/oikxNdeJYBoGtMl7u5He7T2ZPaRab\nxpYyWuzBbRqMj8yiZOZIyjZhJNCt1zADDVUM0ESfOYkmOxst9CWnGDQL06VChbTsMjdRpOQm8COJ\nRelxrl7+Qd7yy1+z5uHHOL51DyVXxQkkupNFZk17lfYaFQQiylZsUTUvPUZOMenVY9mKgmox4eg0\nA5k/6p3ipFyVLy//IO9o/f+Ym5pEFX2erucZslP8rlhgfqqJFchUfZ0gEtlanEfR09lnpihNB5sJ\nyUcVg9gNAUjLLmNOgpKr8OaW4sx38GgxjRmIuGHsHVpQ4q5RPxQII4FOzWFuokmPbmOHImk5YNDU\nKboqizMmg1aCmidjBSKqGDHhqKhixJykSc2TKbkyDV9CFiO8UGBO0iKM4Ph8k6Yv4YYCJ2THmJse\nZ7JZIJ8so03Lb/TqDcacDJIQkZAcBqwsZU/BkHzcUKbmJqnYGZpOino9x1CzjbxRxfU1GvUsT08u\nIJuoxEG8ZPLzrRama/OR5SvRVI+r3ryItmQnsurGpd3pIE1SfEQxhFBAkEKsWqx4ULcy+KFMrZZH\nFEOKjVba86M4gYoquzAOuX8a58zf1nnX/ioXjzzCORtzvGvPGH9cGeb9zV2sfV8/f9wxwQV/MsDZ\nf9zPL+6/4ajJPR0L1F5j2LZNoxF3n8iyTCaTedH5YRiyb98+du/ezXve854jOuYBD9FD4corr6Ra\nrc7IGzwX5557LlEUHWSJcwDnnHMOCxYsOKymgl/+8pcz8huv927B1atX8+53v5svfOELx7TWXgZ0\nXUdV1aOqC3gM/33w3AdBURRZunQFlYlekrJNi1FloNKD52p0Z2Iy+JSdYV5hP3Nyw2RUkw69ih8o\nBIFMFIlEvoQbqOyamMe9u97Ek5Vu8qpJyU3w5llPsLfRxmixhzGzgC671D2DR8u92IHCoJXGkFxy\nahNN9OnWm2wt96KJPhnZo+armIHCfqtAiMCwlYkbGwyXCzo/SWhPsHVyAXMTNeYkSzi+ymC9nQWF\n/YSRSF9qgt3NFpKqxe5aF3vNPBECYcR0F6hJRo5dCPZbCa7dt4OkHDBi5nlgchYZxafpSyzLNsjI\nLt16E4B2vcaYrSMRMTcRPzinZYcVuWH8UKTua8xNllHFADsQsQMRUYC0ElBQXRZkLNo1j7onoYkB\nLarFhKMyaSs4oTjt2ynwSDGDIkRkFZeRRiwRkpJ87EDECkRatNjiqkXzGLa0aTeCOHhwApGKI5NR\nAqxAol33sAORE7INTstPsaPeTsVJEUQiDStFGIp4oUiHUaFVbTIvUcUJFbq0JotTVY7PD7K8YwcV\nNxHzCEORKBJo0eooskcYxuXRpGwTRQJPD3t8c+MznNw+n+O7JJ4YK/O+pW+iM22QS1RQkxbdfXsJ\nIwlRDKlVCviBwt5iH56jUWq0kEg0SOl16p6BIntYnk4hWURWPVpTU0zU2qnu7KI02kUUCUz19xLY\nKn4oM7m/l6gsYe7Pk78uINwgIw84dD09QWvPnkMmPI4ExwK1w0SlUmF8fJybbrrpiLIru3bt4tFH\nH53RXioW/+sJqLW19ZAWTwfgeR5/8Rd/QblcPsiv83ARhuELGqufdtppvPWtb+Uf/uEf8DzvoG0n\nn3zyjIH82972toOcFERR5LLLLuO3v/0tTz755EuuYcuWLezZs4f169e/pibvh4MVK1Zw+eWXs23b\ntmOZopeBZDKJJEnUarXXeinH8CrjAEfRcZwZBxQ5WkLLZwcoWnF5sFRrQRZ9to8uoi8zhqI5TDRa\nMWSLAbOFfeUeRDFEVy2GBueR0hqUPYPjMuNoUkAQiZzUvouxUhcL0uNsr3UyYGXZXOpjv5Vldete\n/EgiJXsMW1n2NFtjn0vHIKc4FF2DQSuBE8TXn06tRp9RoteoUlAs+owGH1wwgqBkeOeDd/G2Tbtx\nAoWnql0oYsCO4hzcUEaVXVYW9jPcbGV+ZoyVhf2EEbRoHiOWih1K2KHE7kaCkiNzadcyTu8uU3Tj\nMqVEhCEFzElUkISQFjW+uTd9nTbNoUtvkFNNCoqJE8rsa7ShiQHzU5O0JcrTzgkRedVnZyODANR9\nhcWpGoOmRrfh4oQSm0othAiklICFyQqGFPJ4JcvCjMWAafBMLUVPysYPBZqBzOyERYfuooph/B4C\nkYwSf68ZJWBhukmn4XJKoUqb6lB2FXLToryG5LPfyuCHIk6gkFJsLF+n5iZRxYB9zVY6k0UKWgOB\niA6jQneihCQE7JqaS9XXqPsGe+qd7Kn2oMsOnq/ghQpBGGuy3b/H4NubB7nkxNOYDPbzD489ytsX\nZcgYVUQxoNzMs29gIVueOQXXU4kiAU2xadpJFvXsRBQDWtJT6OkG6b4J5hQGKTYKWJ7OZL2NvcPz\nGat1xL6m9XbCUMSqpcnkylRKreytd+CHMlP9vZhmilKjgJxyaDzZirTbwzaz3H7nXx2V39OxQO1l\n4Nprr2X9+vXceuut7N27l3Q6zZw5c/jBD35wWK8TBAGGYeC6Lt///vdZv349GzdunNn+Usr727Zt\nY9WqVZx00klH9D4gDtJeqlR61VVXMTg4yA9/+MODxkVRZO3atdx77710dXU9T635wx/+MJqmvWhT\nQRRFbN26lfnz5/Onf/qnR/w+XivMmjWLefPmcf/99z8vkD2G5yOdThNF0UzW+Bj+Z6Ber1OpVKhW\nqxSLRRqNBqee/Ec8uDPB8cdto0WvossOpWbMb5sy83Ennxhg+zq66NPwNTTFRkvGpVBVdrACmX3N\nFiqeSn8zzx37TsQKVPob7XRoJl1ak7zi0Kk12TA+n2E7OW13FDDpaPTqTUpe3JHZplksSNY4LjNO\nWnbwI4k9zVbMQGPMSZKQXO4fzxN507ptzb2cseEBJCFi3EnRk5yioNVnTOLtQMYPZfbV28koNguT\nRWYlbJxAwgxk5ictOg0PLxDRpJCU7FF2ZZpBbOgeRCJtepUJJ0NGdnBDmQ6tgSG5lN0kVqCQVSwi\nYnuobdUufjuxgLTsMD9ZpkV1UMSIpBwT9p+pZ+kyXAaaOm4YZ8e8UKDLcHmkHFNsZidtBpsaCTlA\nnvbyFASoeDJ2KJKUAoqOgh/GLgfDpoYXxqK5KdmjTbXZ2UhR9hRW5uJO3t2NJI1AQRZClmXHMAOV\nop1GFgOKToruZJETCvswXYPSNG9txMxTdZOMNNvQJZduvU6HUYnLyMlJRCFkrNGKQIQuO+ws2aQz\nO/n6efOZcnfwr7+b4E+XvYXhcjdNJ4Xra2iyiyBEzEpPYHk6Wr6B66ukjRqiHLB7LOaClyc6cCYy\nhNNG7l4kkTVqdGXHSGtNam6CUSuHG6hIis/ERHfsjmBUSOpNbNcgDCUSqsXo7nk0mxnGt87lnN81\nec+Hj5U+XzWsXr2aa665hg984AOcdNJJJBIJ3vGOdzA2NnZYr3PPPfcwPDzM6tWr+fSnP80111xz\nkLfm73dT/j76+vpeUSYN4u7Klyozrlu3juOOO46vf/3rz8scrVu3jnK5zMaNG3nwwQcP8vlsaWnh\n4osv5pZbbjnkjdmyLK688kpmzZr139oEPZfLMXv2bK666qpDmmcfw8HIZDJ4nveS5/fv47HHHuOE\nE07g7LPP5pprrmHNmjVcffXVr3k2c8OGDRx//PGHpAC82ujv7+dd73oX3/3ud1/rpTwPlmUdRBOQ\nZRm7tpjJ/d10dQzF2Qg7Q6teo6BXyaZLuIFMIVVkWese2rQ6qY4S1XILTU+nZmWpeCq9RoXUNE9r\nabqCHahIRNiBzGOVAs/W0zzbyNOtW6Rlj6xsM+nq9BlxSXFBss68RJkxJ8Gka2AHsR3S7maeRiDz\ndD1Lw5cJIpE3tdW4buX7/utNhT7tWpOiq7Gv3s62SjdVJ8VvxhajSz4Zo0ojUOme5rCdkB1jfqrI\nuK3iRWJssO4ojJoqe80ksxM2ihiRlV3sQMELZHKKiRvKJCQnVs2fLgUrYogVqBiSR6deZ2GyhBcK\njDpJxp0UwbSQLEDZjX1Jm75Em+6hiiHLc3UEoKA4pOSAhi+RkHy6Ey51TyItB8xOxBm1NtVFF0Ma\ngczb2vdjSD6LUnXe1FKh5CqoYkTVU7ECmR7DRpdCiq6BH4n0GDZ7GwZuKDFkFpCFkLRisafRRoTA\nvno7o402Rq0cjUBlyMrMNGpIQogdqNQ8HT+UaE1UsH2NbLqMIbtsLXVy57PjFJ0MfdpKtg+1EuDz\n2VVvxgsS9LQMk02XSCdjykVSMWlpGaejZZSJfX3YroHlJNi1fzFZrYFpJymZOWq1PI6nYyg2ihBQ\nbOapmDkkIeC42U/ToVdxA4WnRhcjiz5BINH0dcaq7YyZBabMPJPNAq6vYroJokjAdpPkv3F0rlXH\nArVXgMsvv5yHHnroZc/funUrJ5544kFjz20keCHe2AH4vv+KNapM03zJQE0URa688kq2bdvGL395\nsHbMmjVrkGWZn/3sZ1xyySXPE8D95Cc/Sb1ef9748PAwV155JZ/73OdeU420o4V58+bxZ3/2Z3z1\nq199rZfyuocgCGSzWSzLOqzAduXKlZx66qmsW7eO9evXc/PNN/O1r32Nn/zkJ3/A1b40zj777NdN\nOXf+/Pkkk8nDCl4FQXhRisUfEicuvYinHZNaJY8kBKiiT9lJsafWzZMjxyEIEXUrw3i9jUKiQmO8\ngO3pyGJA2U4jCyFVL0FadklKPm4ooUsuohCxrZolp/rMTljMTdRRxYCM7OJHEg1foujpjDkGQSQy\nYOY4Lj3BpKOxudyBGcSCrVVPxvRFSq7CmBNfjxUh4vyOT3Fy7lMA/HK8gyt3TJBRbIzpEmxS8ql6\nGvsr3SzNDtN0kmRUk7TaIKc1mJOwaPgSOxoZzuuboE338EMBQYgIIoGU7DEvM4Iuuwzb2Wm1/9gZ\nZdLOEkUCi1v2EUQiw3aKYSvL49U2gkhAFkKGLYMhy6BTM1GFkA79v+4T47bCsKmx3zTIqT6Tro43\nHYxlZG/GzD0l+7iRSFIOOC4zTjOQ6dGb7G62UvNVnm1kqHoqXYZLl+EgCRGNIBbWbfrStPQGmIFM\nT8Ihq7iUPZWk7GAHKgXFfE52M0WXUSGvWPQlqsxPTaCJHpoYVyl6EmXqnoEs+vihxHCxB5+93PbY\nT1nSmuCMHpOmP4qgDLAkO5ukbtL0DAQhYqLcxZ7JOQShRNVJMzo+i0olvudk02Vk2aMnN0ZKb7C7\n2oskhOytdmMYTabMPBm9QVK1kMUAXbUYH++l6evossOs1AQD9U4eL81FEz06MpOklVjWY37PbpJa\nk0KqiCiGSFLsonA0cCxQexk4IAz7+zjgk/lybz7PdQM4gOcGasuWLXvR/Y/GBTaKopfVJfrBD36Q\nrq4uvv71rx80ns1mOf3007n77rtpbW1lyZIlB21ftWoVq1at4jOf+QybNm0CYmP1Wq3Gdddd94YS\nB+3r62P9+vXcf//9r/VSXvc4IIjbbDYPq2T83HO1p6eHXC7H3r17/xBLPCy8nuzFDtXB/VKQZfk1\nkU4ptLQyNWsZmuKgqQ4Z1SQl20hCzPcdsXJUnRRp1UQUA7SkSVvLKC3JEnMKg8xPVlHEgK3VHIIQ\nB6eSEGIFMnOSFoYUUFBtRuz4BumFIs1AIaf4BNMiskEkUPIU7hnrY2m6wizDxA5F+hIWhhQyK2HT\nqbvoYkBK8ggigbWzp7huZczJ/dvt36NaeYBxJ02rarKvWaAZyCzKjOOGMqIQYfoaTqAQRBKDjTZa\nVItZhokhhYzaOgtTDRQxQhcDevUGOaVJxc4wbLbQrccPAbNTE2iSRxCJ7LcKjNbaEYh4W+82sorD\n8kwRRYxoVeOsXK9hMeYkSMhxVq3pi1Q9iW7DZXVLkTCCqhdnrpZlquSUWG+tRW3SqdcxAxlNDOjQ\nbPY0W+nQTNxQoluvIwoR85JNFqWK9BlNGr7MoGmQU+KAcJZhUvVVNDFEIG5GKLoaihCxudzBiJ1h\nzEkTRjA/P0iL2oxLu4kSiuhT9wy6c6O0paeYcpNx96/WwDCaFBIVbM/m/21z+fzpq0gZ83h4ROP/\nbt3GrGQXkhRStzIkFYud4/NRJZemrzFm5XFDmb2N9rjrU/ZwHJ2KmUNPNGjYKVrUOoZiMys9wf6p\nWQyYBR6dmosbKIw0W/nV0PL4vNXq7Kp2U3eS5NQm85JTpLUmmh4L8cpiQK1SQFetWAvPThMEMonE\n0aF8HAvUXgbuuuuuF9ymKAo333zzS75GGIZceumlzxt/bqD2Uhf/4eFhduzY8ZLHeiEcysfzhaBp\nGp/+9Kf5xS9+8TxbqXPPPZcnnniCwcFBzjjjDJ544omZbYIg8P3vfx/P89iyZQu33347bW1tLFmy\n5IhuKK93CILAWWedxfXXX3/UOnzeqJAkiXQ6Ta1WO6LO2TvuuAPf9w/ylL3rrru4/vrrOf/887nz\nzjsB+PGPf8xNN93EeeedN8OzPNS82267jS9+8Yt8/OMfn3HkuPHGG3nLW97C1VdfzSmnnEIURVx3\n3XV885vfZO3atQed6w8//DBr1qzh7W9/+/Mai37yk59gGMaMXM2Pf/xjrrjiipe9Zt/3+epXv8o/\n/dM/zejcHRi77rrrWLdu3WFTLw4giqKZa4Esy696M8/it53HExcKmE4Cy4+tmUQhohkorGjdgxfK\n1Jwkw7VOJia7eXJwGf3lWTw1sRBN9Gj6Kme2jlJydeakJhmxcshiSN1XaPgyVU9jQbLCsJ3k2UaG\nPc0kZVdGANo0G1UMOCFTYnWhSNXXmHRjB4H+RgJVDImIOVhWEP+tzBVpUx2eruf4j9PPJ5VdDcD5\nD/4nt+7tQxIigkik5iaYnR6jbKcRidAkj7qTRBV9huz4YT8re/ToNsN2ghOzU6Rll0agUvcNCokK\nYQQjdob5mVFqbjJ2alCazEtOIgkhJU+nYafpNMqYgUqP3qThqyxJlZGEiKTkMz81Qa/eYEW2ymn5\nEgIRJVfnLS0TLE41aFNtptz4XjPmGKiiz6CVpV2zqXoKmhjQrddo12oszQ+iiD6LUlO0qk0SskPV\nUxGImJ2wMAOZIVNnWzWLHYi0qg5+JFLzZVKST25a5b/hK+QVG0mIeGpqHnktttpyAxVV9JGEkPFa\nB8PVThZnRqh7BoZs8fToLB4fsdg0FvC/ly+hNeHiuRPc9cxvec/SC3m6PJ/dpT56uvcRTYsXjzZb\nkISQnNJk3M4wLz3GZL2NppPEMJp0ZMdp1LPoskPdN9hV7WZfrXM686rQY9R4utpFUrY5p/cJxs08\nXiizrGUfOb1GVqujSV4ckNXyVOqxvmbrnCF2TM5j99QcZNFHVy2eGF1yyN/A4UI+Kq/yPxjHHXcc\nt9xyy0uWFB3HoVqt0tvbe9D44ZQ+XymazeZhHeOyyy7jK1/5Ctdddx3f+973ZsbXrVvHVVddxd13\n382ll17KY489dtB+B45xzz33cOmll9Le3n503sDrGJdccgmf//znufzyy1m6dOlrvZxXhAceeIAH\nH3wQgIULF9LV1cXChQv5zne+MzPnYx/7GPV6nbvvvnuGj3jxxRczNjZGvV7n8ccfB+Ckk04inU7T\n2dk5EzStXr2alStXvmxB3N/97ndcdNFFTExMsHnzZmbPng3A5OQkt912G9/73vdYu3YtZ599NmvX\nruXf/u3fuP3223n/+9/PAw888ILzbrrpJm6//XYmJye56KKL+NSnPsXb3/52/vZv/5bbbrtthm+p\nqipXXHEFmUyGn//85yxfHj9l5/N57rvvPpYtW8ZTTz01Mw5w/vnnc9555810PzabTb785S+/7DVv\n3bqVer3O5z//+Rk+53e+8x0WLVrEBRdcQLFY5O/+7u+48cYbj+g7fm6wdiBQe7VkZ7q6etm5sZsT\njBEyiSqy6rJ9eAmdWo191W5mZ0bZX4s1FUt2hrzaYMrJMDs9zuapuRhSrMd2SmGQmpvAkHxkIWDE\nymH7IqRg2I4DkZwSZ8Te3v0Mo402vFBidzPH3ESNiqeTlh1QY/N0SYgYsTQ6dJeSq9CuuZQ8hX1m\nGydmKyxMxv6cH+9YxFhqObcN38T/2fN/WZx/H+d272TczLOv3sWy9l1UmzmGm62kFYuUbLMwWZ7m\nnXkUXQNJiGZKm4bo05ucRJE9krLLo5UChthNp15l2MmxKDPK1lIfvUaVHr3GE+U+lmTGmJUsYvkq\nWUWm5unMS07xRLULWfQxJI+Gr2EGCq1qrFEXRCJWIONFAiIw6iQoKC4DZgFFCBGJaFVdJl2DRqCQ\nVxzSWpOCXuOp8iwKqsWQWcCNRPKKR8lTKSgubbqHGwpECNihRLtmYwUSk27c8To70WTCMdhrZkhJ\nPmnZRRZ9nEDBDWSyWh3b1ylPNxak9AZBs5Uxc4J/fPhxrjx9NoXUPOpexHBDYKTe5LJTz6I7XWGo\nqSAJIXc//RYysocdShQUi7RixR25YkBSazJeb0MQFKrj85iVG8X3FfxQpumrzM+MsbvWhRr609lJ\nnznJEknFYldxDp2JEimjwVi1HU32aM+PMjS6iLRi0Z0bZbjcTUuyzPCu+aiiz9y2AfZMzmGgEWdA\njwaOBWovAy9VrvvEJz7ByMgICxYseME5P/3pTznrrLOeN/7cQG18fPxFj5PJZF7RxdS27ZfUaXsu\ncrkcn/jEJ7jxxhu59tprmTVrFhAHp3PmzOFnP/sZl156KbVajY0bN86YUx9Y4/Lly3nnO995xOv9\n74TW1lZuuOEGNmzYQKPR4LTTTnutl3TEOPPMMznzzDOfN/7Xf/3XzxtbvHjxIf8/77zzXnR/y7Ko\nVqvkcrmXLOcvX76cd73rXaxZs+YgLtYjjzxCo9HglltuIQgCTj/9dMrlMosXL2blypVcffXVvOc9\n7+FnP/vZIef9+te/5r777uPpp5+e4X4ahkEul5s516+++mo++tGPAvChD33ooHUtWbIEQRDo7u4+\npF7cRz7yEb75zW/y3ve+l0qlQi6Xe8G1/P6aq9UqP/rRj+jv7+fLX/4yEDcxnHzyydxyyy0YhoEs\nv7LL93ODNVEUCcPwVWvUSKorCbJbSUsqEyPxZ+1HEgnJYXtpDjnFJD1trF33DGQhoOEm6DHqTDpJ\nOo0yU3aGqq+TkR12NnLkVZ+6IJGaLv21qVacTfJ0fjV6HMvSk5iBSrduMj8/iDU1j5xq4tgy+60k\nLZqPJETsrhucnI/LjwuTNYamrY+KrkFW9ljbPcGTtSy3TVsef/bR2zij5QwqnhHrko0upUevUPc1\nErJDzdfpS4/zWHEOVU9BESNUMSQhuQzZaVoUm+FmKznPICnbnN4yTt3XSaoWKS/BpJWjx6gx4aQ4\nobCfSTfFiFmgVasxKz/M1rHFzMuMMdJs5R19j1M1c9R9HS8S6Taq+KGEG8rsMePGtT6jgSr6lFyD\nnY0UViByar5CWrapeAYJyWO/laTkqkhCSNXTaFFNzEClS68gkMWQPLr0OkEkIotxNtkPRfaZxgw/\nzgliEd3HyzlkMaLbcBgwDZZnHcbMAhXPoKCaVNwkWcUkpzUZahaoWVky8hD/vLnOF9/6ZjRJpCPb\nz3A5wUS9wZxsL91pK+7CFEKsQKFVtckoJiNWliASGTTzLEhPxILCxbnTfqkN2hMlmnYSWYzPkZWd\nzzJU6aZDr2LILlZTYcJJowghihDQl4mz1q6n0tMyzO6JudTH582MI0bM7thHudpKhEBPdoy9k7PZ\n28zTqTeZco9OFelY6fNlYOXKlS+6XVXVl7zA7d+//5Bct+cGai9F8k+n06/IxiiKosPmuH3mM58B\n4IYbbpgZEwSBc889l1/96lfYts3555/PHXfcAcDExMRMhu314Nn5akJRFNasWcOyZcv4+c9/zo9+\n9KPXvEPx9QrDMFBV9WWT8k866SQ+/vGPz5QPIS4FptNpLrnkEj7ykY9w++2309LSwrXXXsuXvvQl\nrrzySr7+9a+/4LwPf/jDdHR0cMEFF7zgcYMgOEgv8FAPU4IgHFJT8R3veAe7du3i7rvvnuGfvtw1\np9IkNxsAACAASURBVFIpHnnkEbq7u1m9ejW7d+/G931WrFjBJZdcwvr16/mrvzo6Gk1BEMwEbK9W\nk8HKE8/hN14vzWKenlN2oogBVc8goThIQkheayAIET1tg8hiwPZ6C5tKPXihhCyG7G20s9fMkZ8O\n5gwpYFm6giaFNH0plpKwk7iRRBQJdGqxKXjZi10Kis0C7XqNMBLZbyUYs1UqrkzRUeg0XMqegib5\nNILY3PyxSoGsEmemuowKBdXn31dfSFsu9kD+5CPL+dYzs9HEgIJiUnJTzE9PUNBr1HyNzVNz6dQa\ndGg2yzNjLEuPIwoRq9v6adPqdCZKADG3LVTQRB9RCJmXG0YRfdKKxYrCPkTizFeHXiGKBPaXepGE\niP5aF1Nugl8OrmBzcTaG5KEI4YyGWRCJtKlxZq/qadR8jYTkMT9psihlIgsBRTdB1VdJyQ4LkjX6\njCY5pcmcZBErUBCIkMQQN5KmeXMZhu0UbijS8BVkMaQvYVFxZaqezMJUAzcUUKYDuYYvkVYCBq3k\ntBG8x85GnoqnM2znEIWAnDzJRGOCoZrHl86aR0oN2Fnv4JnxLq576BGWz2py8px95JNlik7sKrAw\nOzzz2RmSz5iTwApkHprqo+HrJKQ4cPRCmSCSyCSqSFLAmFmgZmYZsvKM2ln8MM4sL86M0G2UEYSI\ngVpX3J1s5qk3s7QaVaxAZcrM44cy28cWsXtsPiIhO2tdbJ1cwO5mgUFLZ0u5hRHr6HBZjwVqLwMv\nlVFTVfWIycVTU1Ncc8013HTTTbz//e9n06ZNbNq0iUceeYTBwUGmpqaoVqs4joPjOKRSqSO6+Xue\nN2PCfgBPPfUUW7ZsOejvqaeeOmhOX18f73vf+/j2t799kG7aunXrME2TBx54AFmWOe+887j//vu5\n8cYbZ7JJL7TOl3Pco41X85jJZJI1a9aQy+X47Gc/y8DAAHD0DHrfKEgmkwiC8KLcvjAMZz639evX\ns3v37hkpilNPPZW7776bW2+9lVKpxLe+9S08z+O73/0uF110ET/4wQ/YuHHjIedNTExw9913s3Tp\nUkZHRwmCYKaE+9zv6YwzzuCGG26gv7+f/v7+w2ockSSJP/mTP+Hqq6/m7LPPPqw1P/TQQ0xOTnL9\n9dfz3ve+l+3bt3PGGWfwl3/5lzz55JMMDg5y6623Hu5H/oKIouhFhbCPNkRRRF/+Tuxza6BCQa+R\nU0ySapOcYnLv2Hy2Vnr47vbTearWzuJUhaXpEk4oszA9Tgic1fUMDV/DCyUmHI3t9RzqtBbYAXkK\n01do0yxCYEejFT8SCSIR09eoe0YcfAhQUP0Zc3LTF4kQSEoeKcmlXXPo0F28SMQKFHbV2zklP0yP\n3uT/HK9ycu5TbK78M3dP/jNXbeul6hnUfRU3kBlttmCIHvOSJdKKRVp2MAMNM9BoN8oAaJJHR8so\nyemS3Zz0GAtyQyhSbPmUkB1EIUQQIopWjoJqIggRKdWkPVVkwkkgCyETjo4iRCzPjqKJHm+e/yhW\noGD6Gqro06HXqPs6BdWi6qk4oUyLatKXqFLxdLTp5gk3lJGEEEPy0GUXSQhxpsuIRSdNRnZQxIC3\ntO8iKfmk5Lj0KRLLjByfqaCKETVfoc9o0KL5DDc0ZCFCFkLaNIeSazDmxJxAWQxJSh4/H5D5qwe2\nsrWyiL5cOzUnjRuonFTo5+bHfskVq07AseZTr+cYrXbihhJuKOEEMWfuuLZ+NNFnWWYcVQw5LT9C\nSrap+zpVL/ZTHTcL1K0Mk80CHYkyuUwpfn+BzKZSL6IARTvLnmYbs9r2T/824ocXVXbYW++g6CZo\n+jq/nVhATmlS9wwmrfzM+aYIET2GzUm5Mop4rPT5quHb3/42X/rSl15w+969eymVSjPlkkPh3HPP\nPaRZ+dTUFB0dHVQqFdrb22c6SG3bpr+/n46O/5+9N4+3qyzPv7/PmvZaex7OfE5OhpOBQCCQAQiT\nIEpicUCwDq1VwfetirV9K1KxCqK+1Wqh2vJzgDqiKK3VUmWQqkwqQ8iAEBIyD2ee9rz3mtf6/bHO\n2SUmJAEBrc31+exPTtZa+1nP2tNzr/u67+vqnDV25Zvf/CbDw8OsWrWKCy+8kCAIuP/++3FdlzAM\nWbt2LRMTE1QqFXbv3g3AsmXLMAyDRCLBrl27UFWVXC7HggULqNfruK7L4OAgAwMDxONxLMs6ZI5X\nX301t912GzfffDMf/vCHgUiiwDAM7rrrrtZ5f/jDH/Kd73ynRQM9V6BmWRaNRgPTNFsdgOl0urUI\nbt26FYCuri7y+TxdXV3cd999rfFe+cpXYts2mzZtwjRNhBCcddZZrYB2NjCaO3cuuq6TyWQYHR2l\nVqsRj8fp7u5GVdXDXuuLiVe96lWcffbZ/PVf/zWqqqKqKjfccMNxo/JnIZ1OUy6XD1s/uXHjRtav\nX09bWxvPPPMMJ5xwAl/84he59NJLGR4e5sorr+TLX/4y11xzDddeey033XQT8Xicz3/+8wwNDSHL\nMh/+8Ifp6ek55Lienh5Wr17Neeedx5VXXkkYhtx///3s2bOH0dFR7r33XtauXct73vMennjiCc48\n80wuuugivv71r7N+/XomJia45557OP/889m/fz8//elPOffccw95b9/1rnehqmorU3W4uRxuzqZp\n8uY3v5n3vve9ZDIZ1q5dixCCp556igsuuICVK1dy2223MTw8zFNPPYUkSbzhDW84SJfx+WJWDHuW\nBn2pYYdF1jdzvD6o07tgN9r+Oewsz6EtVqXPMCMfS1UiKXs0fJU2zYmyN25kq/TA6NJI+d+X6I07\npJQosKl4KoYcsKNqcHqhghXIND2VEEFBtUgpJobiMG2neLTYRdOXics+NU8mp3m0aw5WIFFxYwRE\n71tacZh2dNo1i4HkJJNWGjeQMGSPL61+mjN+Gl3TlvItTDiXsSQ5jSL5OIGCE8rsaeSRgC69ThAK\nYrKLoVokElUygNlM4gUKXiCT1GvoyQYTkz1IIkCRPCQRIkRIVq+xr9bFpol2zikMYXo6azp2Ynkx\nOvQo2xNTHJxA4b6dp9OmNRmx0pySO4Dp6mTV5owWm89AaoLBRoGaF2NpegxDtShaabxAJq012Vtv\nx3DixGSXeYkp9jXamJuYZtpOUXINRiYXoks+xgyNOOXEmB+PhGq9UGJrLcPmYopszGNuymLEjMRy\nQwSG7KOJgIIWdaoOTu9h29h+Pn3+6ehqhfbUJBPVDuKaydapId63+jzqfgE9qFGx0jiBQk5rIIuA\n/fUONMnn0dGTSCs2D0/3kVY9nq51siBeij4zvoIifDKxOoP1DuanR5BljzAU6JJPu1anS49uUixf\npU1rsG9iHgnFomylkEXApslF9BtFhq1uMqpCXo2aEVKqiSZFYxmyx5QT461vu4cvfOMSTs9NH/rB\nfwEQ/5OomeXLl4c/+clPDtr2ute9jg0bNryk573++uuPGKg99thjFItFXvOa1zznMb/61a9YvXo1\nmqa1toVhiGEY/PM//zPNZpO+vr5Wh5dt26xYseKgYGfz5s2Mj49z0UUXHTT2s4853N+u6zI+Pk4Y\nhjSbTcIwJJvNMjY2RqPRIBaLoes6uq5j2zarVq06ZP4XXXQRW7ZsYe/eva2A87WvfS3btm3jq1/9\nKmvWrOHee+/lVa96FZ7nkc1mufHGG/ngBz94yFgbNmzAdd2DqODnOu/zge/7BEGA7/uEYdiicoQQ\nbNq0CUVR8DyvlZ1sNpuceeaZL3mzww033MDnP/95Pve5z/Gnf/qnL/r4y5cv5ze/F8eK6enp1mfu\nd4UwDCmXyxiG8Xsle/G/EYqiEIbhMdfC7tix4wXpIhaLRUbq13KeqKLsdChu6WOqXkCRfPbU26m5\nGgUtUuEfseIsSRZxAoXexBQlO0VcsdlY6kMAO2sGbTGXlOojCBlq6ggRsjDZRBUhDT+i4kKgzzBZ\nkJhi3MoQlx32NrNsq8QZSJlUXYU+w2JeosiGUhdJxZ/RapNIqQ4S0K2XSet1cpkpiuV2xpt5Kq5B\n1VPZVEzzuW23gpC4/azXc1bnDvaUe1Elnw6jRMON6pVKTpL+1DhhKMhnJ9k1NkB3agIhQoYrXYQI\n2owyKaOKacfZUe5jTmKaop1q6YzVvCgbaPoq85KTVJ04QoTsa0QUrSAkRJDTGq2M0N5mjhX5A0ya\nWbbX8zM+mwpzEtNRLZ+dQpU8dtYLLEpOIxEyamWYEy8ybafIa3Um7DROIOOGEgsSU+yut5NSbCac\nOB1akwcm2zk9X+Ynw+08WYrzpwsnGGzESKo+lieR0XxOSlcZNONkVBcptNg5PcaZ3RlUWSWn1Rlq\n5pmXnKRkJ9k+uYuVPTlML0fTj2H5UeCbkF1MX2k5SijCp+lrFLQ6NS96nRu+SlesyrCVIaPYOIFM\nZqbJoCcxjSz57K5006FXmbZTJBSbjeUO5scbVFwNQ/ao+1EXrCYFdMZquIGMNyPOW/ViGJKLIUfv\niSY5TDtpBq06a054gqd2vpKio/G+f/2bjWEY/laL2/Fb+xcB8XicVCp1xGMcxzkkw9RoNFoZNCEE\n5XK5FVgIIVrt87OP2btyTdMOesRisdZjNuDSdR3DMDAMg1QqRSqVYvHixZx66qmcdtppzJ8/H1VV\nyWazx0R3fOhDH2J0dPQgumXt2rXs2bOHrq4udF3nxBNP5Dvf+U4rq3Cku/Jn1+a9WJBlGVVVW9eu\naVrkMTijGTXb4ZbNZuns7Gwd/1IiCAI2bNjAhRdeyMaNG4/Tn4fBrCBus9n8rQWdj+OFY/Z3R5Kk\nl7xW7emnn0LTQxqLcvjzFHLnDLFgYBvTVlTIHVci5wFByImpKbxQpjcxxVgzjywCglCiK9ak4ios\nSJoMNWJsK0dUWkbzyGseI6ZOUnHojDXJa05Ei0o+lh8p6j9ZLbA4OY0yQ08VYi5mIFNzDRJKpMdW\ndDXiiseEHS3+k3YKRfKoVnPUnTgrz3+Ek/L78EPBnITNrWsu457z1nFez1ZGa+1k1CYD+f2tIC2p\nNTmxfRfOjCzJk0MnklJNVNll69R8vFCm4cUo5CYw7TiJRI2+RBFZ8onLNgnVImdUUYSPLAISisNg\no0BOr0UG8fEyc5MT9Ccn6TFKyCIgpZmM2WnaNZN9tQ78UGJ+vErF01FEwOiM/MSYlSIIJQYSJZpe\njKKTIK81I104X2XUypJRTWKSh+3LTFhpYrJHt1EmLnuECN48J2Jyvjr2cx4u/R8AypbKzlKCkzIN\nNCnADwX9RoM940/wH0/9nJVdnZS9LCXXmAkIGzRcnW0TT/P4eEDRjmqdg1BwYn4/7VqdglYjo1po\nUqSPp0o+WbXJnkaeuqeizWT5Kq6BMXPMwvToDO2sUbTSVK0ksgjZUOohodg8VuzECwTzkxMzQsQS\nhuRjBzJNT6HhxWaC3zpdRgnTj+og/Rk6/d/3j3Gf/zB79X38KncxD4+bTNkvzvpyPFA7BhzNk7Kz\ns7MlGfBc2LBhQ6tVfxbPDlZmg7EjYenSpZxzzjlHme2hcBznsLTrLGaDmCPh1a9+NcuXL+eGG24g\nCAKKxSKPP/44EMlwQCTlsGvXrlZA+vuerc1msy+5lZUkSVx55ZW8733vO057HgGSJJFOp6nVaod8\nT47j5cFsgDZ7k/hS4swzz2J6NIFad7D7U/idGkqbw2knbGJ+apxluQMUXYO+RBEvlEmrTWxfw5Cj\nmildsTm5fTfzE3VCBNmYR0/CwfRlirbCwkQVr5VJSlF0IrpvXzNBT2oCIaCgOTw01Y0ihTR9mXFL\nw/Rlfl3JsbeuU3SiQGZbNYkbCMZsg5oXo2Rm8EOZvrZBzJ05hAg5s30PnTGbNW176DbKjFY7KLtx\nYorLaKULSYTsqHWwr9ZFpZmlLTuBRMBAbhAhAiZqHSzKDNOTmGRF/1P4vozlxSJzcTvJtkovQ2aO\nqhOnbKXIag3mZYfpMEr0JyeZMjMU9EqUGbPSSCJk1MzS9GJMWWnatTqdRhlZhPQkpghCQZ9Rwg8F\nPfEiumKTUW0U4WP5KnagMO0YBKFgqJlHFiGCkIzWoOjqnJCaIKE45FSTx4p9NP1Ivw5AFiH//+Kz\n+JO+9/C2pb9iVXuVhdkmexoGNU9mZz3Jvz61gYTS5ANnnIMQEu2xBm1aA9OPAptdxTIbRqZ420kn\noMsudqAybCXZPLUA09fY1WhjcsY5QhYhRSeO6WskFRdZhDQ8jfmJKRKKQ1q1SCgOv5gcaNXeVVwD\nVfYwA4WmL3OgmaVbt1mdm2B7tYtevUZBaxKbseTqiDVnHBYUNpe7eWR6LhVXxQkkRq0kTiAzZ1UV\nY8G5vOOav6e+/j+5qFclo744v2XHV41jwOjo6BH3JxKJ5yV7MYvZQG18fLyVlZul5Q5HATmO87z9\nEgHq9fphO051XcfzPKrVasve57moJyEEH/rQh9i6dSs/+MEPePzxx7nppps46aSTuOuuu1rHvfe9\n721lRZ4rUNN1HUVRWtd6pPO+WNB1HcdxcF23dc6XK3tjWRaFQuF4kHYUKIpCOp1+wYK4x/HCMRug\nua77sgTKjuPw4x8M0+xK0exKYc1JE/TLSLpHJl5msNZBr15h24zwaFy1GDNzZGJ1Sk6SopXmlyMn\n8th0jmcqceJKlKm2g6hebb+ZoteIuh3jsk+XHtWjnpqZ5JliP2VXo+5FN8ZxOaDfaJLXXAzZJyYH\nnJBuYPoSTV8mrfoMJGr4oaDXqOCHUuRLahuYzSSF/iHa2kc5JTfIhJnD9lWGzBw76ml+NDxAzTOI\nqyYpxSGrNpAln+lKG8lkFceL4fgauXiJSTNH3UlQq2WZLHXhBQrT5Q7iso0mfOYmpqNuScWOKOFq\nJ7II6Ondz+KuXTRcg5jsEpNdtld6Wse26VXsQKVkJ8lrdSwvRrteJaU16U9O0vRieIFCp16m5hl4\nocygmSCpuDN6ZBIpJRKuHTNzGLJPVq/SlZhmbzNLXnNo10wWzYyVVU26DYeL+yd4bP9ycmokDntS\nukZec9g3tZO1J6zhFfMWUvN0xuw47oyEiCG7DNVDUlqZd592Bk4QvUd1L8bCRJGOWJ2djQy9epXV\nHTtJqSYdeoVF6VEyauSkoIiADr3KUDPPjnoOy1dRJY+CZjNpxzFkB03yCUNBRrE4LTNFQTPp0usc\nMDP0GBUOmGk0yUMVAZoIUCWfpBpR8XOMBlnVIaNGHqqaFCCLkHUnlrB2bec7X/oaevN0dtQO72j0\nQnB85TgGHK0GbsuWLTz88MNHPGbp0qWH3KXOBmrXXXcdf/M3f0O1WmXVqlWsWrWKZcuWHTLGyMjI\nQcrox4rDdXxC1GiwZMkS9u3bx6JFi57zvLN4y1veQnd3N5/97Ge56KKLyGQyXHzxxTz00EMtmYWB\ngYGW2Olz0XzLli1j/vz5rWs92nlfDCxbtozTTjuNhQsXsmrVKjzPO2Lzx4sJVVWf04bsOA6Gqqok\nEgkqlcpxmvhlxKym2mz350sdrCUSCd7wuj/BsqKAXAQhXluM0I/8L9v0KmmtSUFrRp6LqkXR0anY\nSbJqg970GDHZZ2WuwtJMg5TioYiQWcI2KXsMmzq7GklCYGs1Mi2fdhKYgcozlTjpGb01XQ4YNOOM\nWxqaCDglPc2kHSOpeJycLrIsXUQRPmfkh1CEz5zcMLLikciUMeJ1KsNdlKY6SMQaJBQLJ1BmDMsl\nFiSiQnNFiqjcihun4cSJa9ENt+3FyCeKZDsmokYCrYEie3S1DdOemsTQmvS1DaHLHprsoMsOQgRY\nvsq0k4x8Sw9E+p2yCMjHy+xv5mmP1TF9hZprsK/ejh9K1L0YhmrR9GKs+kWJxT/exAl3buShySwH\naiafbWzi1x0QBMO0aTYxyWNPow2AnuQUVqCQUkwyisXPxk6gaiVZlh7D9mXqnkbTj/FEpZ1RK8We\nukFetTGDSGBXk0L+9ZkhfvLM4yzsWMiwZfBkpZuc1mBJchpddjF9FQmT0VqFtN5DTAkZspLUPZ2F\n6VE6E0UqrsGCeBVZBEw3coxbWR6c7McLFIpOgrjs0hsv8Vixh4JW58TUFJrktTKxTiiRVE0U4VN2\nEvQlI601M1DQZ2Q8JEIWJoozvqoJYnJEwXuBzKRjEISgST4TdoxevcHeZmRG/8s7X8//W0hw5eeG\nOKfTocewOCH14rjVHA/UjgFHy6gdC3K53CEZla6urtbfnufxy1/+8ohjSJJ0kETGseBo9KMkSSQS\niWNyLPjBD37A6aefzsaNG1vB68UXX4zneQeZt8/W3R3p3L9rU+uf/vSnh7hEvFSYmpri/vvvf1nO\n9YeA2VrLarX6e0+fH8cLx2nLL2Ljow6ZrRPEhmtoOxrIHS5a3GTB0q105EeZk5qgLTlFoW+EufES\ni/q309+xH0X2UUVARrVbAdesFEJS9ph0NBYn62RUj1FTY1k6sk4yZqis1YUKRVejx7BnFt6ABQmT\ngmaytZbHCwUJ2WN7PYcifHTZpelFEg9TtXZq1RyjY3MYmujH8xUsL6L9ml6M7sQ0qghYnimzp2Gw\ntdbGtlI/i/P7SSoWlq9iGA1cJ4ahmOh6k8pkO2mtiSQFJDJl1KRJqm+SeLyO7yp0GSUqdpKk1qRi\nJ3EDhW69zFCjnd31dtYPnkKIIJms8MpF63ms2Mklv/gxFz7yNK9bv5m6p1LzNCbNLA1PZ/uFKhd3\nvIMLTj0LcYHg6VVprvnwN7jonZfzsBQyFEwyFuwkI01jyB7byn2kFZsJO43pq3TEooA0qTVpj5nE\nZI+Sa7A8M4UbCk5K1zFkl0k7xq6awYM77kcJ65y78CwAUorPHKPGnkae7uQkGa1BWmly4yMbWJR1\nmZ8vI0sBCxMlOvUylhdjspkjROCEMk0/xp5GG0EICcVnd72DEEHdVxlq5nntnEh6qeYZ7Gpk2V1v\nJ6NY9Ok1nij3EpNdJp0E02aWnvQ48xJThDOODWN2GkXy8UOJfqNOn1Gi7BpIM96y7bEaw2YcRYRM\nOHH6DIsDZpK47PHLyQV8709O4+Fib8sJ4sXASxaoCSHeKIT4lhDin4QQL7xn/A8Ep5xyyiFimcuX\nL2/97ft+S5biuaDr+vOWlDBN84gem5IksXjx4qOK7X7zm98kHo/z7W9/m0wm0zJrX7NmDZlM5iD6\n86yzoi/jkRbZHTt2PJ/LeNFhWdbL1mGYTqeZmJh4Wc71h4J4PI6iKMf9U/+AoWkaXnMeUt1D2WtD\nXYAr0OdXkLo9YukG+ewkiuZQH88zJzuK76iUqwWm63k69QoVN8b+ptEyXN9WjuMjCEPY20ywIjtM\nj+EwYunktWarCHzU0jFkH0PyickhacVDk4IZ302ZpOJTcqO6tqIbJ6FYmL5GR7xISq/SsBOEoYSu\n2DTsBHHNpG6lOG3VenKZKRYkIo/NdV2RVFC3UabUzJHSTIJQotlMUreSUdG6q+J5KhmjQjpdIrag\nRuAo2NNJTDO6gTZUEzuIjMJTmonlq4xZGQ6YScZtHUX47G8UmCp14toxLuraQzy9Ct8cwTdHuOQX\nP+bNv7qDcUtj3ise4gexLIX2u/nmP1/DpZf8OX/8xmtIp9Mkk0n+5G8/zrkfvpIzr/177mzYrC/m\nMX2Fp6o5OvUK85KTLEmP4IUy+2tRof+QmcAJZPY2s6giZFFyEnOmY9JqbufkvpWsnrcCOxBMP6vA\nfmFimqYTZ7BR4PanNvLOk7MsLshM1QtoskMQCkbMHBUnTtXVmZ+coD9epOpFwsUL0mMsz4yRVmwy\nqklC9kgpFs8U+xEzdXVLkkXcUCKlRqLHy9JjTNkplmWHECLkkbET2FHrZNjKMDdeok1rMG0nI/9R\n28BQHOYlphCE9Op1ym6CzphFZ8wmLnst+nNevEy7ZnFSukq3bpFUXPY3X0ZnAiHEK4QQ24UQJSHE\nF561/WwhxFeFENfP/Jud2T4AvDoMw3cCXwQ+JYQ4RQhxixAiFEK89TfGXyWE+C8hxHeFEEtflCt7\nEXE0G6Rly5a1gpPngqZpfPnLXz5omxDiIMXyo9UwdXV1Hdba50g4mr+nJEkUCoXn7PIKw5AHHniA\nd77znbz+9a8nlUrx3ve+lx/84Afs2bMHVVVZu3Ytd999d4uqmu2APVI93eEsd14uhGF4kLH3Sw3D\nMF524+s/BMzSxceDtT9cqCxmbHkn5soMxEL8kkKYE4RJCWWehWLYGG0Vkp1FktkSQgqIx5pkjAp5\nvcIJmRHOaRuhTXOIyz7Lcg0MySeneSxM1Hl4eg5tmsWydInOeJGGqzNuxViYqJFXbaqeQs2VsYLI\nSHxPI05HzCUIwQkkKq6CF0jIUoAgpOYkmai3sbfeQTZRJpeZoj03xmQjj6GajG1bgG3F6UpOcWLb\nXvY1Cqwp7EdXbNKxGrtrHSzu3knFSmPMCNcGoYwfyhhGA8WwCdMCSfMwBsrk544gRMj28hxSiklO\nqzNhZph0DJxQJqO4pBUPJ5QRIqRsJ3GdGG6g0KxGrEcYBCzuSHPfD+ezd6XML9Q38+YP/A2f/NLX\nDvu7r+s6uVyOZ7buxgimWZ2bpjPWYGV2kpKTxPZVnijNoerqeGG0ZvXqTXTJp9+oklFtnql1MF0/\nwI6xLQw5y5GUPDvKcTKqT1bzOCM/TExyaYuXIp04/wnWzFvBwsJ8ni73Y/kaU2aW+EwANmSm6TIq\nCBFQdhItR4opM8u+RoGqF8PyVeKyE3Vryi5TdopOo4wkQjKKzeZyN/vNDFN2mjnxafbWOhkxsxgz\nEiy2L7O11sawmaHpRx6i/UaVaSvFiJmj5hosyAwzYiXIqhZz4iWSsoNESLtmMW6nGLEMRiyDsqsx\n2DToM14crc6jBmoz2bCzgTOBtwPvF0K8SgiRB24F/ioMw+uBnwE3zzxtBXAnQBiGO4BUGIZPhmH4\n58DjwC1CiJZ4UxiGG4B/A74WhuG2F+XKXkQcbaGo1+tHpSRjsRi5XO4QGrVUitSpPc/jvPPO8FSO\nRwAAIABJREFUO2JdThiGjI2NHeOsI/i+f8RuUkmSWvZPv4mnn36a66+/nvPPP/+gL/Rf/uVfIssy\n//iP/whE9OfY2FirNm322Fkx28Ph5bKqORy2bdtGf3//y3Y+3/dbyvTH8fyQSqXwfZ9ms/m7nspx\nvAQ49ZSLWP+QROxAHW9uDLEswM9rsA+qG7toFLP4jRi+qYIUoiZNpuv/baO3p9aFGygYMwr5XbpF\ne6xBQvZYmh2i32gQlx0W5g4w3sxTMCoszxR5upqh4kWaljE5YHfNIERQcRSGzRiSgC7dIqVEFFjd\n1emKF6k4cdJag45YFT+Q8BwNxzboTkcZc9vXkIRPTLWwXZ1TC3vpyI+SjZcZrndQ91TGpntJx2o0\n7AS2F8N2YhQK4zi2gaS7VH/RRX0yT1iTEXrkSLBmyeMIETLYLOCFMjnVZnMpTXuswdL0OL16mYxi\nkVJNNo4v5scj8wGQCDh1Tp5v/tNnqQ6+i7f88Xs4/9w/jvYdJTGwY9s+tg2/irKnM2YlqXsxFmUH\n6UhNMceo4iMYt+Nsr6cJEEw5+ox/aJpf7Huau3cNc/7cufzRnBKyCOlPWVRdmZTisaPWwZidYv3k\nQtaPBOxvLqI/JTNhZZgbnyavV9Flh97MKLrssDQ9jiQCTFenNzlJQrHo1Ku4gTxDf0c6aaavtuQy\nMqqJJEKmnEhCoz1mkVVtuowST1e7cEOJvNakoDWQgD6jyrx4tNYLEXnP5mJ1FrftZUl2kIVt+3iq\nOI92zaTDqDBqZZh2DA6Ycbr1Mv1GkVMzE+hyQJ9eZ3GyRtHVjvgaHyuOJaPmAJ8Jw7AUhuFdwGbA\nB94IFMMwbMwc9yPgMiHEfGAT8EfRBYuFQP1Z4+0CtgPfF0I8m3vyZsb9vcPR6mQmJycZHh4+6jhX\nXHEFTz311EHbZgO12cX8SIGaqqrPKxMVBMFRA6JZJfLfxH/+539yxx13cN111x2yr6enh7e//e18\n/etfZ3p6mnXr1iGE4O677wb+Owg7UvD624rb/jbYtWvXQfWBLzV8339BoqD/27Fp0yZOOeUU1q1b\nxyc+8QmuvvpqLrnkkoNo9pcDlUqFq666ive///1ARJsvWbLkkIL7X//615x77rk8+OCDL+v8/idD\n13W8xmrMDoPQkJGqPsH9KsyHRNc0RrqGuqyBbLgoCYfmVI55C7ajyD6D9U7isoMgJKs2WVHYw4LE\nJP2pMQpak5qdoNsoMz8zgiq7LO3ZzkQzx/Z6JMUw2NRxAglNCjkp00ARIXMTFjktorMONCMP0HE7\nhuVrDDfacAKFqpOgLV5ivNZOiETTjpPtHyWTKdI3bzeS4iNJAZ1z9pNvH8d3VabqbczPDbGmYyem\npzFY62TOgt10tI+QK0ziWDr5UwYBMNKRM0FgKQg1JDUwQbOUQVdsKq5GT7xI1dN4S/8ONMlrdUZq\nkseUlSYuu3z019+lI5PgvZeu49+/9VX6+vqO6ln9m7j0LWtZecZ+9BkdMkHIIxOLmKoXqLgGHbEa\nec1ibrxBQnZZmCgi8NCCMQoxeNMp57Kp0saQqaPLAaoUklZ9cqpLUonq14YqRe7asYXXDQzSFS+i\nSR47ap1kU0UysRoPDZ+MEyiMWxmaXozO9CRTzSyWrzFhpxgy05i+gh9KJBWbnNZk0jHYWotqC21P\nJa3YVDyNshvjQDNByU4yL14mKTtM2gm8UEaTfLbXc2iSx9LMKJrw6UlMsavWwWgl6sBtWgk6YjUK\nsTpTVppwprYRYMjM8WS1i7qnU3IiFwxN8umKPX+VhsPhqIFaGIZmOBOpCCESwFPAA0Aa6H3WcU1g\nGlgWhuFu4OdCiG8Bfwlc+6whHeBNQB9w04tyFS8xjvbD22g0jimAKhQKxGKxVuBn23aLHhRCMDEx\nwR133PGcz5ckiccee+yY591sNo9aezYrcPlsPPbYY5x44ol89KMffU7K7kMf+hCmafKlL32Jjo4O\nVq9e3VpAZ8f7zSaD35zb7wK+77/kTha/Cc/zuOWWW17Wc/4hYMWKFaxevZrLLruMT3/603zkIx/h\nuuuu4+1vfzs//OEPX7Z5ZDIZFi9e3GqS0XWdO+6445BM9bNrTo/j2HH6ytfz0KMplFGLUBOoyxuI\nWkBgqUiKj/3rNJMH+rCmUjStBI3JPHUzyQntuzF9lTmZURbkD+DOFJKPNdpo06vkjAodqaizvmEn\neWz/ctJaky7dYsjUSSg+FVfB9CWeqiQZbMZ4phJn3FIZakbNAcvS1Zl6NYOF2SHa9ajjsGylCUNB\nGArGm3mcUoJqNYc344oQhgJJC1A7mqRPGWPBCdtIZMrIsocXyJRdA99WmJrqYtuBpSTayvjTKo2x\nAo4ZjSGlXEJbENRU0usmaMtO8PrV99GWmuTcni3YvkrRSZCN1bEDlZxe46GpTi68/14KyRj/8qkP\nc81ff+CIGppHgqIoLDrzNB6t7uPcr22j6avoMyLEC1JjlJwEacVmIDnBoJlgsmlzoDRB3RVMSWez\nvxlnuBHjhr02tZlMWtWVkUWAG0osNnZw385f8bFzl1FuFijZKcbtBCvbdmPbOg03TlJxKTtxlmQH\nmbBTbJuaT93T2dvMRlm0UGLMjlwaJuyoVKLoaIyaGk9UOii7CapeLNJXI+SVnbvZ2cgx5SQ4oW0P\nfijRYZSYl5gmp7pMOQnqrk6IYF+ti4HkJJrsMWVmUZSooQRgay1PQWvSEatzamaarGrSoZkkFJsL\nOvYRlx2avsqLRRwdczOBEOJc4B4gCRjAz4EOIcSfzexfBBRmxwzD8D/CMHxnGIZ/GYbhQamVMAz3\nA38CXCGEePuLciX/Q3DOOee0ujufnXHK5XKkUimefvrp53yuLMvPS7Kg2WwetZtTkqSW9VW1WuW7\n3/0uJ598MosWLTri80488UQuvvhibrrpJkzT5OKLL2b9+vVMTk4e5Gv4X//1X4d9/u9K1HT79u1H\nrSc8jt8fzAb9siyTTqeZO3cu73nPe/jbv/3bl7Uj9DcbcpYuPXwp7XELrOcPwzDwcheyd0UXTICY\nhnBKQukwUbIWjqWTyU4Ty9WRZY9k1zSdXUMghazqexpnZvF8ptLLnMQ0pZnidMfXGKl0UrOTlK0U\nadWiZCeRCOnQHfqNJjnNY9pSqDkybiDQ5YCYFNChu2RUDyuQ6dWjzr9nSv1YvkpWr9KZnqQ3O4Yi\nuyzq2EOlVKDjpL0oho0as0m0FxFxD29axxvW8RoajUqWIJCZ376fs+Y+wcRoH6rsctLCJ7HLCRoT\nedInjWHkawjFR6ghzAOxwkfs8UkunKb5tizp08eIxZtoskdeayAIiSs2u6rdnJCKCC5DihrYfhts\nfuIRiv6tnJO18T6icN78TazpeZqk1qDhGsgipOLqbK308NjwODdv3ICj9BGqXfSnbKquTF73uPlk\nl6Tq8/B4llW5EgWtSdEMGKw6vHPFhdTcLJanIYuAhYkphusdrB9fgu2rzK52TTdOu1anXa9S9zUq\nrtISvO2KmWypZolJPttqBebH67yifYr58RpPVPIkZJecapJVI1P1pOyhCZ+hcg8FrYnja9w30U/D\nV5ifmCIXq0XNB4rJznoHNceg4cVo2gnmpCbI6jVe3b299TppkofpqzR9lWEzw+PFPibsJIbsYUjP\nXf7zfPB8ekd3Ad8EPgfcEIbhlUKINwP/nxDifGACkIFjqjELw/BeIcQngK8IITY+r1m/zFiyZMkR\n98+bN++YqTRZlvnRj37E2Wef3aI9P/nJTzJ37lw0TeO0005jw4YN6Lp+WG2x00477ZjnPWuyfCRI\nksT09DSbNm3iW9/6Fh/72MeOmoWbxdVXX83555/PrbfeysUXX8zHP/5x7rnnHt7xjne0junv72ff\nvn3Mmzevtc33fbZv384rX/nKl10EVpIkzj///Jf1nP+T8ELvvl8IZjNUxwpFUUilUqxZs4bPf/7z\n7N69m3nz5nHDDTegKAr33XcfX//61+nq6uLOO+9kx44dPPjgg1x++eWcfPLJXH311Zxxxhk8+OCD\nPPPMM3zjG984pDnnwIED/MM//AMrVqzgK1/5CitWrDjE5/d73/se1113HTt37gTgzjvvZNOmTYRh\n2No2u/3Zc1i9ejUf/ehHKRQKPPLII7zpTW86rBfu/0acfsbruP+BDfSNVpFe7RHeLwhcBe3UOmIw\nRFY9BndHemF5EVKa6kDXTJ6cWIwhOxR8hTPnPMXwdC95LQpWOjuGUac6sH2NKSuSldjVSOGFgo6Y\nzZ5GgpgcIEtgKAGLUk0kYNDUKWg2qghQRBB5b8ZLxBUbIQJqdhLLi+H6Kv09e1HzDRJOCUKBmBHe\nFRIQCtS5TYKijCxcYs0mMaBWy9LWN0RvX4nSrl5++MQFXLr8AfRUhaBXQco6SDiEqqB8ZjfGSA1V\nmAg/JHXfBP4cFS3bIN+cprttCFl30Poa9Gxvo+07EX1KGOI4zhE7/o+EMAwpPfRdUsNrqIuAsUaZ\nqp1i2k7hhxJOIFNyNebFK2wrOlTru3jv6a+m5CnsqSt0Gw7tms0B0+CJcoaVuTK9hk3DV5m2FRx7\nD4G6AEnEkIVJ2U0wJzmB5cVQQ5k58RISIV2xKtNOknEzy/Z6ll69SdnVyKsuRVcjpbgMpCaISXkM\n2aV35v3yQ4EfSixIRG4HY1aCPqNKUrEw3Gh9KzoJeuIlRpo5+gyLqqewvtjL/HiNXr2MEyisat9F\n0zFY1L2LZjOJKrvsno5ciMquQUqxqTvRb2ZMjgRyDdmj4mrEZZu69+L8nh5zoBaG4SjwdSFEAFw9\ns+2HwA8BhBD/B3h8pnngWPEpoiaF7wNfeh7Pe1nR3d19xP2u6z4vlft169Zx7733ks1mgciCql6v\nk8vl6OrqQtO055ThOFYHBN/3jxoEbdmyhUaj0fIYffvb3874+Djt7e3HdI7zzjuP1atXc+ONN7J1\n61Y6Ozu5++67ecc73oEkSYRhyJ//+Z8zMjLSes6TTz7J3//939PV1cUb3/hGrrjiCsIwZNGiRbS3\nt7N582b6+/vp7+8/Jm23Y8XstbquyxNPPEEYhiSTSRYuXIhlWa0ftN27d9NoNDBNk5NPPpl6vU4Q\nBDSbTQzDIJ/PE4vF0DStpeZ+JARBQBAEvPvd78b3/ePdn78lNE1j/vyoUHpiYoKf//znLF68mEsv\nvZTp6Wk+/elPc+2113L77bfzne98h9e85jVccMEF7N+/n2Qyyfj4OHfffTef+cxn+MAHPnCIgPQn\nP/lJzjjjDC6//HJuv/12Vq9eTWdn50HHXHLJJbzrXe8CIo28G264gQceeACAf//3fweiutXDzaG7\nu5s9e/Zw991302g0OI4IQghSvILNr72LlY1J1EURDWpvShP6EpVigUy8Su7EYfyyQsVKo2smi7KD\nbJ5aQIdRol5Pk4+XaToGO6vddEx1MGnmkEVAUol+TwcSdaqeSs1TUaWQhifj+II23WVHLYEiQgqx\nKAtiyB5ZNXqP9lR66U+NY8+IxqaTZYrVAtVyjrQI8WwNpeEQm1ejONRNzhjHL2sohoXU6eNsT+K7\nKrFEk86T9uJXVBqDeXKLh3lT9wSNqSzJlTZsCzH+ocntZ1/Ca9//ALkfDxPmJeyBFPrTFSqv7iK9\naQI0QXruOF5VZ2R4LsM72rjw/nt5Q+eVXDhnmsaanS/opisIAv7zrnsotE1RP9FiYMIiqUQ3VBUn\njiBkxEqQU20O1BVss8aOep43L1vNhBNjsKlzRr7EM7UU2YQV1bYZIXubCRqezImpCW54+DFef8Kp\nrOyaZNqKAr8gFDi+RtOLsa+RJ6/99/q3t5miWzfp1ZtMOTG6YiZmoJBUXHqMMuNmFk3y2dWIXBJU\nEfmJGrJHt1ZmyMyRUR1qnk5Wa2AHClVPQxUB26pdnJAaRxJZUopEIVYnG4tK6i0vxp5yVN3l+Bqq\n5FF14lGTgVan6EZ/L8qMMNHMYc5YnNW9GAXNJCa7LQP33xYvRI1tA3BQ5bwQoh94F7D2+QwUhmE4\nQ31uJKpje9sLmM9LjsWLFx9xv23baNqxd3e88pWv5L777mtl1CBagGYDhOf6goVheMwirY1G46hq\n+KVSiRtvvJFCoUC1WuXd7343QojWYrNu3TpM00RV1Vat2YIFC1qPW265hblz5/L444/zrW99izVr\n1vCjH/2I6667jjAMGR8f5+GHH2bLli1MTU2RyWQ49dRT6e/v50c/+hGnn346Q0NDZLNZbNvmoYce\n4oMf/CCDg9Fd4Re/+EU2b97MY4891mrCuPTSS1mzZg1nn302f/EXfwFEnYGf/exnMU2Tz372sy3N\nshtvvJE9e/YwODjI/Pnz+eY3v8nSpUvZvHkzl19+OUII3vCGN9Dd3c0tt9yC53l85StfIQxD4vE4\nvb297Ny5k6GhIR588EFM02TdunWoqkpPTw8f+chHAJgzZw7ve9/7mDNnDn/2Z3/Wen2//e1vc/31\n1/Poo48yODjIBRdcwM9+9rPjVlK/Jaanp4FIa+3+++9n5cqV3HrrrRiGgaIorF+/nnq9zq233orv\n+5xzzjmUSiU0TePUU08F4J3vfCfXX3/9IfI1zWaz9V2eO3fuYWtPn52luPPOOxkYGGj9fzaz/lxz\niMfjLFu2jGw227pRO44Iq8++kJ8+sI0VziAkBeVHe8n0jdOspREiJJ6qYg+mEFLAnM59uJbOgZnu\nPYBJM8f89v2UzQxLMiPsr3VRiNVwAoW6p+OFMgFE+mmyjyG57DdT1FyZvOYigJTqE4RgSB5x2WZP\no0BHrMHeZpogFIQIOvQKMdsiGy9HWl0ixPcVzHICe2ucbMcEZjm6oU7mbGgTqCubKLtNQlciaMjI\neYfk3CmCnIxkOqT0KUbuHKDn1VFG9q2/ugN+Fb0uO163gky8jL68Qubema7/LDS3FZCkgOQ/NLhw\n6UaE53DH2Be5Ywy++44ufvnLX3Leeec9r/fgr665lp9veIpnnlxC+aq57EPghTJtWhU3UJi2U5yc\nHuORcY2Htt3Fq5ZexHk9CkVHo9+oM5CoRoK4ukNeq2MGCmNW5Bl6em6Kb2zezJlzT2RZm8q4maDT\nKLOl3IMm+XSGgoanMy9RJK012FzsJ6vaJJWIqtQkn1W5KSasDJoU9R1O20nmpSZoOAYJOUHZ1Tgh\nOYUTKNQ8nUk7hSIC9jaT5FSXlJMgo5rEZ1wI5mZGGau3MZAeZrDeyaiVoeHpVNwYS9LRaz0vPUrZ\nSmP7KgWjgix8ZNnnJK1B3UlQd+I4gcLi/H72lvsouzonZ4cZM188H+mjBmpCiDiwJAzDzTOb/gj4\np2ftTwLfJpLp+NUxnPOgIo4wDItCiMtofSx//3DLLbccQn88G7fddhtXXXXVMY83W8D/7EANoq7O\nfD7/HM+KsmS3334711577XMeMwvTNOno6DjiMbVaDV3XeeKJJ7jkkktIJpPoun7Yaz2cGfz111+P\n53ls3LiRr33ta1x11VXccccdvOpVr+Izn/kMbW1tnH/++fT09HDffffx1re+lW3btrF161bOPvts\nqtUqy5YtQwjBwoULWbx4MQsWLGjVHi1ZsoRLLrkE0zQplUpMTU0xZ84cxsbGOHDgQCvTecYZZzA0\nNMQpp5zCmjVrmDdvHnPnzmXVqlWceOKJFItFJiYmWLBgAQ899BBr10b3E5lMhltvvRXbtvF9nyAI\nWLduXasOsFarkUqlGBgYoK2tDSEEuVwOWZbRdZ1rr72WMAxRVZVCoYDneXzsYx9rvT5DQ0MsWbKE\nn/70pwwMDPDud7/79z5Ie7505O8C999/P4sWLWJgYADLsli+fDkXXXQREM3/Jz/5CalUqkXBv+td\n7zqkJjKfz6Np2iE1ZZ/61Ke47bbbABgbG+MDH/jAEedSLBYPK9/jed5R53Ach+KCc97Lf3xxG5f1\nlUl1TOI1NLL9o4zsHMCaNMikSoS+hOUY2G6MXKxOQa+xvdqDTEiq3EEQCtoLo1FgFUoktQZzcsM8\nMrKMoqMxP15lyEphisgXMqH42IFE1ZVRpJCirdAfFzxTL5BRXCQR8orOnTScOH4QfX9jqs1wqYes\nXiW9YBxJ85AqSRJnFbE3pAg8mVTvFEIBf5tC6EmIM33kIZcwIyGaIcGoguR6BB0y4XKZzlUHYOrQ\nDP3iH2/ie2e9kUvmThD6AqnDAxkSi6cJXYH8BYeuZIzLLjwfJxCkEwaF2CuQ488/m1OsN6m7IavO\nWsJNJ8Fp+f2ossv+ajeK8CnEamyfGuTRPSN85Nw1xGSLjeVO5sfrTDoGXbEmdU+loFr8dKKfFdkS\nJ6cn2dvM8cT4FH92yiIm3T5GrQBF+Iw2cyxNj1FykuyudzA/McXOWgcdvsoJqQmyepUHxhdzwEww\nx2gy2CyQ1xrsa2bJKA4depVfTc6nTbPpNaocaGYIEextZhlIlEipJn4g0W1E9eBZPXLE2VXpoy1W\nZdPkAHPjRfbXusioTfQZq6nexBSSCNBll22lfhamRxEixHSj3wtVjrKuhWQR04lcCw5UetAkj9Vt\nu3loYjFnt+9+Qd+Bw+FYMmrLgLuEEM8AjwLrwzC8SwjRBVwIrAKuCcPwkSMNIoRQgD8G1gohrgC+\nH4ZhDSAMw01CiL/4bS7kd4UgCLAs63nRdA888ADLli07qHFA1/WjNgq4rnvMmbswDI9KyxUKBaan\np7n44ovZuXMnixcvPig7cCxQFIUPfvCDfOADH2ipyd91110t6hOijOS//Mu/kMlkUFWVK664gvHx\ncc444wxkWca27Ral+5st5IfLCs6KBL/lLW856HqbzSbr1q1j3759bN26lY6ODtLpNN/73vdYsWIF\nO3bs4JxzzmF4eJjLLrsMVVUPkQl5PjWAh5MYeXYBbxAEfO5zn0NRFLq7u9mwYQNve9vbfu+Dtd8n\n/OZ3YseOHdx8883ceuutrXq1D3/4w3R3d5PNZvnZz37G2rVrueKKK/jud7/LunXruP3221tU5Szd\nuHXrVtauXXsIFf3444/z5JNP8m//9m+8//3v5+STTz7i/NasWcPf/d3fMTw8TG9vL6ZpYpomq1ev\nfs45HPcwfW4oisIpf3od9//gGi7sM/GnNIr7e0gnyxyYirx529tHaVoJ3EDFUC12VXp4xdJHKU+2\nYzkGmuJgNlKkjRrbpuYzNzVOsZ5nSXqESTPLM/U87ZqFG0qMmDGSik/NlWm4MgtTJk1PYtiMM5Co\noQifqhfDrPQAIIuQtliViWoHbijjBip+TcVt6Kgxh+CZSHU/s2IUHPDGdOSUgzWawdhXInQFYbeE\nsAL8czQCU6axKEegyeR+NIx+7eHlHN649l7MvRnUpIkoBfg1jeJoN4lElcK3hzhjcT9XvufPW2Lj\nLwQjIyPIkz3cfPppDCRqFLQaxZlM0qSdYGlmN09NDNORPJn/Z/UJpBSTMSvB+R37GGrksQOZCTtO\nfMbS69RMiRErQZsmU6tt4ZS2HLoaY65aRJF8tlW7KGgmSa2BLAXMzw5hOnEyqo0hO+xqtGFYWXr0\nZuu1B7Bmuk+frqUZteMsSpToTkwz0mijS28giYBevU5CsZi00jR9lYxqMWymGAgUyk4cVQrQZI8F\nySn8QGJOKmJhNMUmCGRcX0WIkP7sCL2BhBAhI9VONMlDkz1yiRKTtXaCUESaeV6MnsQkI432yIA+\nNcFEM8eY/cLfj2fjqIFaGIbrgUOKlsIwHANum3kcFWEYesD3Zh6H2/+1Yxnn9w3FYpE3vvGNz+s5\nd955J694xStaGbXx8XGWL1+OJEkHSQD8JjzPO6YaNdd1jyhyOwtZlrnssstYvnw5iqIckxbc4XD5\n5Zfz8Y9/nJtvvplzzz2Xu+++GyHEQQvSq1/9ah599FEURUGSJBRFwXXdF61mSwhBIpHg9NNP5/TT\nTz9o3yc+8Qkef/xxrrvuOoaHhxkYGGB8fBxZlvn4xz/OxRdfTKPRIJvNMjo62srI/bY1cpIkccYZ\nZ5BOp1mzZg1XXXXV8SDteWDTpk2sX7+ePXv2IISg0WiwdetWvv/977conb/6q79iy5YtXHDBBaxc\nuZLbbruNtrY2vvzlL3PNNddw7bXXctNNN7UaZO69914SiQRPPvkkX/jCFw45Z6VS4aGHHuInP/kJ\nkiTxhje8gZtvvplf/OIXbNmyhX379rFtW9Qvdc899/Ca17yGD37wg6xdu5bXve51yLLM448/zgUX\nXHDIHKrVKo8++ijNZpPL/y97bx4gR13nf7/q6urq6nt6eu5kck4ScpEEwi3KoXJEBGHFC0GuFa+V\ngOsjPx5EXVcBVxFRRA6RS3dBRBYBw30TCISE3JlM5p7p7un7qvP5o5OGISQkIeH3rJvXf11d1d+q\n6uquT32+n8/7fe65H6ro8v8korEm0id8izeevIappoau5ykWA3hlg7Lpxax6GCjEadUTOIj4JAPX\nFUgVo4iCi08psyXdTkdwGL9cIV/VEQSXoXKYgYoPv2RRtmUcajd/0xWQBAh4bAqWRJPXIChbDFd9\ntHkLTPSlCGk5hvI1P07bFXFdgTkLXyOxfiK5kTj+6BhKpIyguVglD0jg5CTMgobcUkGbUfuvFzQX\nRxCwGxTy0xpwJBG9L0O5NUjyMxPh/6yrnwdRjeFUk7RGPo2dfhxvWw4746HQFyMwYxQlYfLUloVA\nPy+t38rfn7yd05fsOgO8MwaHhlhyzsVcPPV0/LKF44LpSkS9OTZkWli+9SWeqia5aNEiwr4RKoZG\nwfAxLTRIYVvg45MsGj1lqo5M1FMk4s1ju80kc+t4oS/J8ZM0dD1BsGuUoRVTWBzfiOsK9OabyVkq\ncdOL5UgMVGr/uyIg4VK0FfrLGgJguQJzghka1SKzwgMkymFkwaavEGdmbDP9mVYGKmFiniKWIzEt\n0kd/ronhaoBGtYxHtDh08huMJlrxSAa6niebj1A2vXjlKj2ZNhTRRhGtWm2jN49h+hCgs0FJAAAg\nAElEQVQEl4BSJqxnKFV9FCoBPJLJSL4RVaplXbPVAElDRy1FkEWbrOmjXdszb+6dsW8cQ//BueCC\nC3b63qpVq/ZIdf6NN95g3rx5CIJQD9SuvPJKfvrTn9Lb28svf7lzaTmPx8NJJ530vmPsTn0a1ILB\n7bpumUyGhoaGvZIX0HWdSy65hB/+8Iecf/75dQPyd8onnHDCCaxYsYJkMkksFqNQKFCtVhEE4UOR\nNNA0jXQ6jeM4FAoFmpqaCAQC4+zB0uk0hmGwatUqNm/ejN/vZ9KkSdx2221ArRbtjDPOQJZlBEHY\nrXPs9/vp7Owkl8shCAIPPfQQGzdupK2tjSVLlhyQc9gFCxYsYPXq1btcx+v18vvf/55MJoOu6/X6\nzrPOOouzzjprh/VPP/30cV3J76ZarTI4OIgsy1iWxS233EKpVOLmm2+ur9PZ2Tluivh73/se3/ve\n93b4rPfahw9brPd/KlMmz+O11Nmw7DHmzUhj2xJ+S8GjGJRKAbySgc9bxHUFpGKUzT1dtISGEWUb\nx5KwHIliVadByzJaijBm+gjJFQ4O59hYiJE1FWIeg4BisymnMTlQQRJcQopF2ZZImwp+2WJ9IUzW\nVJkuOuhKBb+3Ns0djo9ijmnYtoTrCqRHm4hpfQgzXFRvnuHnphBrG0AJlHD12syGs1VG1Gwk0WTs\n+HbkkoER8FLseLtWsfxdHe3HRfL3RRGqFv7PwYbPP4ldVHFNi3ImSLXqJffqdEqGxkTfGACtEZ0F\n847fq3P97Asv8C9X/YTRissnmsdIGTqS4FKyVIqFOA+sfpSFbVP4yMR2osERMvkofYVGJgZGWJHq\npE3LUbA86JJF1ZGZoCfJGjovJiexoPURHtnSSzT+LXTtOXqTHcQrPjKVIE3BBH2Z2pRqmzdDxtTx\niBZRpUrZlhG2ZdAsR+Tohn66izEaPCWyVs3bdHWmnUm+FMOVECnTi5OYSt7y0KmnGK0EKaBCAToj\nAzRWdFwEclWdN3rm0O5PkKsGKJk+LEci5M2xKdNOQCkTUfOkKiFawjX7LtuVyJQDhL15KlUvsmih\nKrVmh5LppacYI6qUahp9ao6Jjb0UCkEGyxHaPPumYehAoLYb7Kw7q1qtoijKe763M1RVrU/ZvbNG\nLRKJ0N3djWVZO82GiaK4Wzf2SqVCKBR63/Vmz57NIYccwrp167Btm0mTJu21tdPXvvY1rrnmGtav\nf1tf5p0ZNUEQmDhxIrZts3DhQgRBwLbtD82hYPbs2Tz66KMIgkB3dzdXX331DscaiURYvHgxixcv\nHrf8+9//Po7jkEqlsG0bQRC45ZZb6rVJF1xwAZs2baKvr49kMklrayuHHnoo4XCYz372s9x22200\nNTVx6623cv7559c/94orruAHP/jB/j/4f3BEUSQUCpHNZhFFcY9/k9sZGxvj7rvv5rzzzsPv9yOK\nIpIkEYvF9vEeH2B3WHjIyTzvFGDZi8xqz+Mny1CqDVm0a4r8lgdJdOhq2chQqo2t6XaCnhKKZOL3\nFjBND3nDjyqZuIbAqlwDrd4yg2UvQcWi7EgIwNRgmf6iSsGUyJkS0wK1qTZNsvHLFmOGh3TVjy5X\n0PU8o2PNCIlGRvKNdEQGGMk20dm5AeEgh8qEIFKjRWB1BruqoE7OQxmctIQw10UYdsh8tBU1Xcby\nKWijBRxFpBqpZXz/9txxwIOk/tBK4xm9lH7nx3pZoZwLYFge/P4cWxMTaNTHWJdv4szn/gLAD5bO\npnPi7ttkp9NpPn/uV0D2kjYcRssOD3/kZBJGzfNydmQrlmvwTE+Ry4+ay2AxhmEXKRYDVC0PTVqG\nfFWvCckKDiGlgi5XiHqz2K6EKLhMtrO8urmTC2dPI2MM8MZwFx7RRi6FiWhZ+rPN5C2NRFVjgi+L\ngMuY4aPFm0UWbfpKtXrtqKfC1lKUnCWTMCJM8uVJGD7avDmGKmEOivaQLteaABrUPCE1X9snLUfJ\n0BjN1xwl/EqFoFokqBZxXBGvXGWkFKEzPECxqiMKLlFvDkUyadaTqN4SW0YmEVILTG7uxjQ9JLNx\nZNFipNhAyVKZGu1FFFxaooN0j3YS82XIFcJEI6N0GDo5Y98oFxwI1HaDv/zlL1x22WU7LH/44Yff\nV7rjnWzvhNwulvnuQG3RokU88sgjnHLKKe+5/eDgIE8++WS91mVnY8Due2lWKhVUVaVcLn8g/814\nPM4555zD7bffjq7rFIvFHT5P0zRuv/12Fi1ahCiKuy0Dsq9IJBIsWLCAdDq9x8f67v19d/NIW1tb\nPTM5ODiIJEn09PSQy+W47rrrCAQCO9Q7HQjS9h2SJBEIBMjlcoTD4R2m1NevX8+bb76J4zgsWbLk\nPTsuo9Eon/nMZzjyyCNpaGhgxowZ75kpO8CHx5GL/4mX0y7+zY8Rc7yEtBy+bX6MhUIIrzdPIt1E\nQC3glav1Ym/JtClbGqZTuw5U0aLLnyWklJAEl7SpEpINNNGmaMsUTIm4ZlKyREarKpP1IppoIgku\nmtfEcQX8nhKOIxLR06QKMaa0bcKs1jK4mdE4se4+fCNpMm+2Epo8jJnygQRGt45ycBl7hUzp7AjB\nV0cwW32U434cj4Ttefs2fMZLTwHQ+cBqKodqlNdHKBYDpIsRLEciNr2PeD5FbEovJ0aT8Bz87SMn\nMczuS3Gs37CcraO3s37MQBBMDg19jZ8eMYBAFa9okTcEvv/MFo6dKDO9cSG6t5dAVa9JcxQb8UlV\nYv4UjiMxIb6VtwZnMDnSR3+2hbKlIYsWtlMmY/RzUONURAHiWppXUp00qyXShh/XFYh6c7w01sLc\n4Bhr8g1M0zO0a2lGq0EMRyJpqMQ8VVrUDH7ZQ0BW8YhW3Z7JI1rE1RxDhcZao4M3W9O3c5Sa1Vcl\nUDN8F1zivjF6880ElRI+pUJDeJRUJk6zbwzLUrAcmc7AEPY2c/uxUhifr0DZ9hBXqhSLAWxbJh4Z\nwqhqNDX1U8n7CbQn6F3ZSrEYoNmfJFcJYDkS5VEvsmjT4Nl9y8ddcaBgZjfYWUbt5Zdf3iH7situ\nvvlmjjzyyPrrdzoThMNhZs+ezVNPPYVtv7flqWEY71t7ZhjGbjccbB9/dHSUZ599dre22RWXXnop\nhmHUz9d2e6ztJBIJ4vE4Y2O1dP0f/vCHDzzmnqAoCoIgcNFFF+2Xz9/eFXrQQQfR0dHB/PnzOeaY\nYzj77LO58MIL6enpGbf+rrxQD7DnKIqC3+8nm83uULDf1dXFK6+8wq233rpLWYylS5eycuVKnnji\nCW688Uba2tp2uu4BPhwWf+KzbJy5hKHwMLEpvaiBYi1I85Qplfz4PGVylQDrsm2UbQ+SaDNaipKu\n1rJpYW8eSXAZqPgZqtRmGnTJQhUtOnxpBsq1IEcRHVp8BqYj0FP04ZUsGr05bFckoJRRlQr5fJhs\nKUzZ8jA4UqsxjAVSRJpHEMIO+bVxwnMHMZI6SqRMcXUDSrQMfWCd6kWsWmQWt5CfXMsWCY6Lb7gW\neAbXJxk9qybpcMfhZ4Ah4G3PEp0whFeuIgguA29NqxWvjwaRA2WK3wjzkS88A+or9fvGyEg/pVJp\np84dV/zkds7/bi/h0Encf/TJfHt2L0HZpOzIPDvi4+blj3Box2wWtXbRoqdQvSWivgxVW2FW+1rG\nDD+FSoCS4WN0rIVGbxZdzzNr8mr8aoGAluY/XnqRgNLEYKWZvKlx79ZZSIJLZ3CYroYeGvQ0PrXE\nJ1s20F8JIAnuNnV/lco279Lp/jRRT4lkNUhYzaNJBmVboWLLmI7IaDVIwfJiODJbSlFyhk7Ym8Ow\nFVTJJB4cJeofQ8ClbGr4pCq6UqZoaGwZmcRAMUasYZiq7WGwFGFdpgPTVhBFm6C3QE9yAi16iqF8\nrUklX/VTLus4rsDISDujuTiFgRgBpUy+6sfvzxJQCzQFE0iCQ0MgyX29s/bJb+BAoLaXuK7Lscce\nu9uZmXK5TG9v77hpmXdn1Nra2ujq6qrXRL0b0zTfd1qnUCjsVu0U1DJcuq7T39+/U0ucPWHatGmc\ndtpp9dfbRUC3U61WueCCC+oWWh+mBRDAYYcdhqZpDA8Pf6jj9vf34zjODuf43YHbAT44qqqiaRrZ\nbPZDv74OsP9Y9LHTGD3k6zzQsojHjBg9QpK0fwi5aQuOIxJQC0i4KIJNyaxpps1qW4fjimQqAeLe\nLBO0XE013vKQs2SylkpfKYJXctAVm1RFYbjsoWhJhD0WGwphUtUAHtGuBSqml2w1gOYpoStlGvxJ\nRtLNaP48jiVhbPIjSRZuTkLyGphpDf3gFILqUjoxgqOIaOuyBFcnCK8cRjRtPJlarZPguhQmR3Dt\n2i35Sy/eh9tcu7e4DrgI9JcjtM3fwFihAclrYBW8mAUvzhsKHZNkHn3yOt5as5zkrVezfO2l/Oa3\n/8Zba17jd7/+T/r7++vnMlcs8o1pX+a6mT4m+MYIygamK5IoGTRJPVx33ByOboPGQIKC4SOXqxXb\neySLoUQHHf4EPk+J9DZvzbyp8dyWBSSG20gUo9ywfDWfnjELnyfO9OAIr6abmR/OsiDaS76qsz7V\nSV+umVWJKQyXorR783T5x5AEh83FCLNC/bR4sziuQEQt0OZL4boiEbWAX66iiA7ittuuR6x1mE7W\nUwSUMulyiLAvQ8XyUCz7SeVjeOUqEX2MvKVRsVS8skGDlkESHPpGOimbXmY3djMlOIymlOnNtBIJ\nJekID6FIJh7RwrQV2hr7KFQCmKYHj2TQFBlGUavEAimaQiMovgqmXbs/r881c+3Ko1k+8v4lSLvD\nganP3eALX9jRjjSRSNDc3MwNN9xAPp9n1qxZHH300UQikfcM3u6++24+97nPjVv2zkBtdHSUtrY2\npk6dyhNPPEEqlaKhoWHc+rtjVbUnEh7VapVisUhfX98OVjp7y2WXXcaf//xngHHyI9vlQraLyLqu\nS3Nz8w6Co/uTbDbLo48+ykknncTq1aupVCpUq1UOPfRQDj/88P02riiKXHLJJTto0V1++eU79UI9\nwN6jaRqO45DL5XarVvMA/zOYNeNw4HA4pPZ/OZzPs2Ggh6r+OtKqQTTXpWB5mRLtI1sKUSgEmTxl\nLdWsn8FkO01ahg35ZmYGRilZKinDx3BVI6yY2C6MVWtuBdMDRSTBZaJWJKDUOgU9chXD8lC1FXq3\nSXUMFGPMbV1HNt1AyfAR8mWJdPXjliVKY2H8LSncjED52DDe3hzSYE1DzVVFEAWkqkWpuSbfIBkW\ntkdG+6cxuLd2vNrFRYrfDGEVVYqGxtyGLRQ2N9LS1MfoUDstk7sxTtERe0yO2jBK+8kKL1zzaz53\naJF//90ShksJ1k/8NZ3dR7N+6420tPxgW9e5wEjRy4JpaylZKiElz9PdzxL1H0k8NIEXxjwcE+uj\nVNGp2grpcgivbOCRDGTRpmRq5A0fQU+JiuWh2Z8koJRxHJGhwhoWtnyKroYxkmWJzfk4X13+J74+\n7cvcsamd/3f+6ziuQKue4NGhmbR4y3QFB5FFm4qlIgkuQ6UGCpbKzHAvRdOHKEDB9NISGMUjG1Qt\nlbLlQZMNVLnKSDFKyVLJmxoZ08tAJUxEKVMwdDLbasRMR6FdrwWesmgjCC4Tg0NIkoUimZSrPlS5\nykA+zvTmTWwankJAKdMQSqBU/TRGhlECJYSUQ6QhgSjZlHMB+tMT8HuK+LxFUsMtCILL5rEOuoLD\nnPbsX/fZtX8gUNsNhoaGmDRp0ri6l3g8TjweZ/78+ZRKJdauXUulUuHpp58mm82yYsUKBEHgkEMO\nQdd1TjrppB3q2d459bVkyRLWrVtHc3MzS5Ysobu7m4GBAZ555hmSySRAXcx1Z6K4e5pB2K6w3tXV\ntc+CpcMPP3yc8fx2+vv76eio6SAdeeSRPPzww5x11lkUCoUPLVDzeDysWLGCO+64Y9xyURR5+umn\n31PUd1+wvUvw3bZgK1eu3C/jHaDWiZzL5eqixQf4x2L7/y9TpgDHkT4myau/uwqy01k+0sW0wAjB\ncJqxwVYy5RCyaOMisLh5DW8lphL1FFAlk049xeuZFjyiy0GhAhvzvpoorl5gqOLHRSDiKdCT7qBo\nqTR6c5QsFdORaPWN4doiimzidSpIokVqXQcVQ6N9wQbMYQ2lpYTvjTTGZJ30klb0vgyIAnLeQDJs\nTEAfyGL5FOSigSuNf8gXfRbVkShNwQSyZJLNR2g9YTOtb3ZTGg3h/XMBV5Khw6b99ylOvLqJ8k9k\n/vmgVyhUAjQMCTSufhPj+fXc94tn6e3L0D+SYK31Gz439VQ0hrnttRdYMPEI5sRDJA2XheEEouBS\ntjQi3jy5ql7PnrUFRgkINn5/jmQmjiTXFP5DviwPrnU4siNGU2QTY7kGLFeiwVPk94efQapa4avT\n3yLqT6ErJVRPlRn+NMNVnd5CIyGljIuAJhmkDJ1WLUN/IU5neICy4cMrmWxKTyDiKWBvc6LIGT5U\nS2FytJf+TCuPjnRQtkTmRfLYrk7IU6zZODkS/cUolisxu2ELti1RMn31YE/AJaLXynHivjSOI9EZ\n62VwrFZ7pislSqUAiXQzEX2MV7fMp8mbIR4crWnASTa5UgiPbNDY2k+528uRz+/bB8QDgdpuUCgU\ndqn55fP5WLhwIQCtrbWnrU996lPv+7mTJ0+u36xN0+TBBx/kK1/5Cj//+c/r7gPvFFB9PyqVyh7J\nPSiKQiAQ2Of+k/fcc089KNvOdq9MqIlavvzyyxx//PF75JH6QVm1atV71hs6jsOPfvQj/va3v+2X\ncRVFIRQK7RAwHHfccftlvAPUCAaDZDKZDzVre4D/O0SiMQ696Ee8tOwpMpt6sdMRcoaPtuAw8cAo\nr490EVQqaHIZZZv9UMX2MFgO4REdNMlhVcbPlEAFWXBIVL0YjkjYlilZKrJoU3Zk3si0cnB4AFU2\naG7uIzXazGgpSslWabIyKKJJx+HrwBSQwxWcsIQTVBBcl+D6JLZfAcclPyVKaNUoRkCl2BZCNG0c\nRaIa8ZH/T4fAmbXAQftxEVmHdcf5cFyRSDBF4ZEYWjiHR6vgOgKC5NL/bBeKZBK/awtlJ4KqlwhO\nGqHQFyP/nT7SH+ngj4/8J0ef7OEnzx5B1prEaG4DPsngM/NOpEKYom2hSTY+qYqAS9VS8GklJEGj\nSR/DcUQkycLrMXlo8yKm6hn8cgUXgdcG06xL9DCn+RiC5RF8njJtksVtm+awMe3n8jmrCWg5fJEs\nqb4YBUOnQc2zJh9Blyy2lCJElQqNap52zWCoEqbDl6Js+LAcGVm0mRrppTfbSs70sjYfZFEkyXAl\nQNn2YLsiQcWmUy8TlA2avFmqtsK6fCMdWp7JwWEGizH6cs3EtTSWI1GxPbWaNVNDKodw3FqQbJke\nDNND2JvDcmSCviyDmRYa9DFE2aYzMEzQl0WULUTDwbA85Awd1fbQv/5gsqbGWGbfyvAcqFHbDVau\nXLlf6l0efPBBjjjiiPrrRx55hEwmQ6lU2mlDwa7YXf20d7J48eJxpun7gu1+pEcccQT5fP49z11b\nWxtr167dpW7cvmZ4eLh+XsPhcN3bFGrn/t0G3fsCx3EIBAJEIpFxmdArr7ySSy65ZJ+Pd4DxhEIh\nDMPYIZt5gH88QqEQHz/jU5x52SUUDxJYVchTqARIFmKElDITwwPIsklUzbO+0EhPKYRfNnERyJsS\nVVvEcAREAXTJptlbIe7N4dtmSh6SK7R6i6S2qc33D05CFB2a/UlafCkyVZ2Oheuxh1WcrIyR1BEs\nF/FlC/nFKsqrJRxVxgqqKCWD0pQwarrWcCXateYXpVDFVUXuOuJtEfXRMwziTQNMOHwtemuKwPQR\nypkgtikjaRbShNr+BUNjVPrCONuU9Pve6qrVvAkg3KBy/BstPPitw/jioWtxsvcxN1bi+OlZ4ppI\nzFNBE008gs1wJUTZ9pA1a3pnimSxPtNOztDJlUNsSE6iyz9GRC3QHuvnraTIwxs3cvbcw5kYHsC0\nFSqml7WZduaGC/zLQetoCw2RLDSwZet0NufjNAYSyKJNo1prkujyJ5jd2I3hyLyZa2bMVOkuNjJS\niiCLFhtyTVQMDVU0afOl+VTHWgJymbBSoWx7MByZDq3ErMAohiMxWgmSNvzMCQ6jyxVWpDqRhZqQ\nraaWEAWHZj21Tay3VtcY1PJoSoXRfIxMJYimloiEkowVonQ01oJEWTZxXYF8OUi5rNOfb6Jg+GjU\nx/B7ikTUAmV73+e/DgRqu8GeZqp2lwkTJvDcc89x/fXXc9NNN3HOOefwyiuvcNJJJ+3VtNiuNNh2\nxnnnnbdfug87Ojp44YUXCAaDfOc739khwzZv3jweffRRJk6cuM/H3hnr1q2rdwNefPHF/O53vxvn\nKnHttdfuk3H6+/t5/PHHeeihh3jiiSfqWbx3Bmpr166ls7Nzn4z3j4zruvzyl79k6dKl/OxnP+Mn\nP/kJl156KU8//fRubS8IAqFQiFKptFfZ2/vuu49p06bt9vorV67kmGOOqe/fvffe+54+wDfeeOO4\nh7QD7DtEUeQjX7wE8fA5bCyOUd1W4L1pbAK92VYsR6JJLdGsFhms6BQsmSZvlYol4pPsmiSHZKFL\nJppskKwGyRg+fHKVoFJiTttafGoRxxXw+Qq4rkBETzOtqRsEGOrpxC7LmBUVoeQgxiyEuI0zTcb0\ne3AUCbFqY/pVynE/gutieWv7aPpVCpOjfP6FP9ePJ3rHAMGbEwy/MgUj5ccc0glMSCBKDmK7SXZ5\nC01tvTi2hLc9i+KtguASi4ygN6fAEgjPGmLK3NV8YtadXPbKBg6Z6jJr6giGoSEJDmGlRKOap0XL\nkLc8SIKDJhkULS8xfxKfZGC7IpYj4REtOkJDBL15/rJhDoIzzPeOnosgCOTKIRxXZKwSpL+s06mP\n0R4aQlIsmoIJ8qaGTzIpVAIMlyOUbZnZka20x/opVPw1r8xoH+tzPp5PRIht8+acERqsa5JlDJ01\n6Q6GKyE0yaBBzeMRLRwENhYaeTEVwXIlKtukWTTJYIo/iSzaBD1FqqYXVTII6Fnaw4N4JIOqrSAr\nBulyiJbQMIYjM5Rtpnd0IrpaxKyqzGpfW5MVCScI6FkMS0UWbFxXIFsO0nzMZr7+0mLOfOWDKyjs\ncE3v80/8B+TQQw/9QBpju0IQBGbPnk0ymSSfz7NhwwYsy9rBsP39cBxnj/dx9erVDA0NMWHCBF55\n5RVeffXV91WC313eeOMN/vrXv3Lsscfy61//um6dtHr1apYvX87Q0BBTpkyhq6trn425K55//nlO\nOukkrr76an7zm99w6qmnsnr1ai6//PL6Ovfccw99fX0faJz+/n5WrVpVlyapVCocc8wxdHd3jxO7\nXbduHb/97W8/0Fj/G1i6dCnd3d1ce+21fPvb3+Y73/nOHmeNRVEkGAySz+d3MEbfWYf1dk466SR6\ne3t3e6x58+aNkwY5+eST+fa3v73Deh/72MfqtacH2D/4AxvoKy6kaivYrkiTliHkKdb00LZNc80J\nDtPmLTFUUfErNv0lL0VLomAp5CwPfcUGmrU0JVshY+i0h4bpHZ2I40gUTS+9yQ56ci3IHoNsPkLi\nzQlY2wIEf1cSq1nFLQuYkzTEso02kMMVBcpxPzguarqE+67/bUcSKd+oU758/HUuig7JZDOFTIR8\nfwxRsbB7VATBpZrXsU0FwetgGwqOKWNZCr0bu3AVh1LV5u8vVZEMD/9621EcNVdF9NgIP4SDT3sZ\nAMOR6WztZmZwmKFKCE02cFyBrel2pkT6CChlBFxcBNaPdfLa6ATa/MuI6a30ldoJqwVyho9IMMWa\nfIw5wSQvplqoml7WDU/FF8gxs3U9U8P9bM61kDVVjmjczCuJqTiWhCKaOAgUTC+zgkXWpAL8sXc6\nIV+GoqnRoGWoOgo9pRABuUrcm2NTMUrYm6NsK4TkKgHZ4O8DQTyizZxoDykjQHexkbypoQg2jltz\nkpBFi0rFh2GpFE2NgKfMaKaJtoYBUoUYrcERGvQxJsS3kq8EUdQqRlmjXNZJZeJ0JzrpyTUT2pZV\njPwswxN/+RiPp36JY9SmrUVPlHnhi/fJtXwgUNsNttdW7S8CgQDxeBxBEHBdlzVr1uxxBq9cLtf9\nDHeXUqnEXXfdxQsvvMA111zDyMjIPpsiikajnHLKKVxxxRUUCgUeeOCB+pg33HADTzzxBP/1X//F\n6Ogo2ey+EQXcFUNDQ/z5z39m2bJl3Hvvvei6TqVSYfHixRx99NFALSP5i1/84gONs379+h2mrRVF\n4fnnn+dXv/pVfdmGDRtwHOeAhMQuWLNmDb/+9a+54oorxi1funTpHjcIyLJMMBgkl8vVv5+BgQGu\nuuqqXW63N7/9d24TCATeU4vtgHXY/kdwDuWoLzxC1tQQBZdkJUhIy5Kv6kQ9BcZML88k29lS0gkr\nFnHNZKwqY7kCLd4CTWqBSYERcoaPtFlT4x/MNtWmxwoNNGhZMobOrOaNSIqFILikilFcV0TpKIMO\n7jNSrV7tZQOjQ0cqmOibag/h22vSAERz/H9G6qMdOPMktnzqbZHsCfev4bGh6UjbggwpUCXR206+\nHKRYDFKq6Iy92YFZVfFECvgnjbBWeZZLf7uV11daHDstwrwZCnq+wgtHBFiztovur7Xz13tOJGH4\nKdkqWwamENJyzG3Ygk8p0xEYwUXAshRKVk1vznZFpgT7+MOKJxHNTg5qG8BwJdZnW2nwZimXdT7W\nvI4p0a2cNmE1z4xMZaASoFLQGUh0YDkybb4xDm1eT2PjEEe3vcVoLo4k2TTqY0xt3szChq2c0JFk\naqBMxaj9nkaKtW7QwXJN1aBoeenyJxEEF0lwCXuK9JZ1vjZzGJ9UZVOmvS7fMSk0iCqbdBcaKRg+\nRNFhKN+I6wposkFET2PaMquHurAciVJVR9OKpLMx2tu7sU2FRL4RRTLxqUWmNQSO3ukAACAASURB\nVG/i4I7VjFWCpLIxYv+9lWcStRmT1sinEZQgv55/HJ/tzO2Ta/lAM8FuEI/H9/sYXV1ddbPnbDaL\naZp7tH2xWNxBzuP9EEWRlpYWnnrqKU4++eQdBGr3BdOnT6e9vZ3bb7+dz372s4iiyKxZs7jnnns4\n/fTT6e/vJ5/Pc8ghh+y2rMiekkwmyWQytLS08Prrr7NkyZJx5uiXX355XfD3t7/9LVdcccUuRVF3\nxc7O4faauHXr1tHf30+1WsW2bTKZDJFIZK/G2h9ceuml+6VW753MnTuX66677n3X+8tf/sK0adN2\nuK4DgQALFiwAqFt5bdy4kYMPPpjzzz+fXC7HpZdeyty5c3nooYe4++67aWho4M4776RUKnHHHXfw\n85//nL6+PoaHh/nZz37GmWeeyX333Ue5XOaNN97g7LPPHqcJ+F7ce++99Pb2MjAwwJo1azjllFP4\n5je/WX8/nU5z9dVXYxgGv/rVr3Ach6uuuoqmpiZWrFhRX8+yLK699lpkWeaJJ57g1ltvZdWqVVx2\n2WVcdNFF/PjHP+aZZ545MFW+hxx24nG8+nebFdW/0VE+mIXhYQZzTXhEi6zpo1ktogguqmQxUPbR\noJrosk2iqvB0Nc4nmvopGhoRtUA+Eydd9dPsG2Oo1EBUzWM5EpYrUq16MQyVqqXilat0HrIWNydC\nHqyyiqhasMBFGSxhNXlxVBmlUMX0v+0m4Cg7NnSlF7TQZPbAX95e9tXlf+Kry6HntNmMbWkjEhsl\nMdqKptZsr+L3buGag88ms6KXg4KbUL023z9qKv5JY1hJByvjxbcxw+oNPqaVx5jblCVaDtFbjDE1\n0kuqGGUwH0cUHJr0FNlKEF2uYLtSfQq5VU/wh7dWcNbMaUwIBfBoYzSrOZr9SfJVP2uy7QxVNLr8\nGToDQ3T68qzKRUjkG1Flg4FCI6po4qn4GcrFCXvzTJywiWwyhiC4bB3pRBZtPhrvZV2uie5sG73l\nAKMVD7ds0bj9kG5a/Am25lrojPewZqiLkFIiWQ2QNmTKtsTMgI2GgeHITPSl2JprIewpIuES9WXQ\ntCKT1BLFsh9ZtMiWgsT8KQJmEVm0arIdqkE0nMAxZVxXoHPSBhxLojTcwkC2GU02aNLHyFd1Njw+\nn6otEg0fT8J4k94lrfx9wGWSXton1/KBjNpu8Kc//Wm/jxEOhwkGg/XXg4ODe5RtcRxnj7s3Hcch\nm81y4oknsmbNmh3U3PcF5XKZc889l7///e8MDAzgOA5r1qxh3rx5vPDCC7S1tdHU1LTfgjSoBV+W\nZTE0NMRhhx3G1q1bxx3rSSedVBejzefz3HTTTXs91s4yMI7j4PF46vVOM2fOZO7cuXUT8QPsSH9/\n/06laABeeuklXnnlFb71rW/xi1/8gn//93/npZdeqtdGfv3rXycWi7Fs2TKg9jv+53/+Z26++WZK\npRJnnnkmAN/+9rfp6Ojglltu4bvf/S7nnnvuOBP296JSqXDxxRfzjW98g6VLl/Liiy9ywQUXjFsn\nEokwY8aMuoH7LbfcQjQa5ZJLLuHCCy+sr3fLLbcwffp0li5dyrx58/i3f/s3TjjhBFKpFB0dHfz9\n73+vN+gcYM9YdMKJzDz+ZHzKCD6lSsHy0hoeQhRcNMlgpKpSshQsV2Cw7CFRVZjuL3Fmx0ZKtook\nOvQVG5isF2jRU1iOzORIH73FGI4r0bbNgihZaCBT1WmOD+DaYOc9mGMa3sVZXFtAGjQZO6qdasxH\nNaqNC9KEXfzPjy1uI/uVph2Wdz6wmvb/Wo+nqYjlSPx81VH8y3PH4eSSXPr0Dfxww4t87rURznje\noPGuftySjGuLSLpBZVmQhmic7FkumVIYSXCYGe4lWWjAI1kYjkyDlqVqqeieUs1SqRKkSR/DdGQe\n3Ghz+rR5zG5qIW9qvN49j7hvjI2ZDnSlxCQ9yQStyIzYFjKVIIMVnUaPwfpcM4atMKNxM0FPiarl\nIerN1ozuHYFQLEmkfYjm0CgTWmsZvfnRXtr0JBO0PAHF5mfzRvjvoXb6802EPUW2JibS6M2iSiaa\nZFJ1RE5t2YrpyMxsW8/k8AAeySLsKSKLNnFvDl3PIUkW+XIQRTHwKhXKphfXFfF6yoRCY/j9OapF\nH+lsDLOqInsMcqONDA9OINo4Qme0j7LlIRQYw3Bknk128B/rf0+68BJXT1vM7RsX8tGm9bjuvimZ\nOpBR+/8BXq+XSqVCIBCgsbER13XZvHkzDz30EKeeeur7bm/b9rgM0e4iiiLnnnsuc+fOZcmSJfvN\n0uicc87hBz/4AX/4wx84/vjjufTSS1m2bBl+v59Jkybt11od0zS58cYbufLKKzn++OOZNWsWkUhk\n3PkSRZGlS5fyla98BYBf/OIXfOtb39qrIKqrq4tVq1aNm/40TZPe3l4uvPBCli1bxpNPPsmll16K\n3+9n+fLldHR00NLSst+n2HeH3cl0fVjE43FefPHFnb5///3315tRZFnmhBNO4KGHHuKHP/wh8+bN\n4/bbb2dwcLAeKAUCAY488kh++MMfsnjxYnK58dMSr7/+Og888ADLly9/38aD7RlRRVFob2/Htu33\nLD9453d677331mV3mprevvk++eSTLFy4kDvuuANN0+oNQZqmMXv27AOZtA/A08/9J6nBAm1qAdvx\n1Ox+ykGCSomMoeOXbYarKpYjYDkCca/J7NAQ63LNNHqKZA0f00IDbMy20dRaE5q1bRlJcNA9RSxH\nRpJsSpZK3JdGlGzcooQUqULGgxOSEQ5xKE6O4clX8K9IUjw4hr5qhMyc2jXw7hq1d5NfGqF/aYT2\nmet2eE/7UZENp7r8aNXtOGMDiP4GBK8OjH/o/q8XT+DwWDdPdq+jO93H0Yd/lb6V63hxtIdJfpE5\nTWN051rZmA7RrJYJVGpToU2+MYLePIW8RiSU5BevmXxppg9RFBFwaNTSdX/MNl+KZcMz8IgOE7Uc\nsmLQ1jDA5I6NVEs+coXaLIU3lMdb9uPzFjFthUIlgO3IBGJJnIrClrF22q0RJMEm6M+QyUeZGdvM\ngkkFnt+0CElw8UoGUX2MiqHhU0vkygEEXP5pwjpyRk1DLZWO0xAZRZYsUoUoimiiequIooMo2xiW\nB10tgGgRUIuUDI1EOUykVMAjmURDCVSlwvBYC62xfjxqGcnQsKoePFqZMUPHl2rDcUVkweX/zP4C\nliNwSstGrl93EI8NzaBNO5BR+9DY31NTs2fPZtGiRQiCwLJly7jooou48sor+dd//dfdkukolUp7\npRPl9Xrr06ymaeI4zj6tnRkaGqKlpYUpU6Zw9NFHc9ttt6GqKqZpEgqFaG5urnuT7q8g8b777mNg\nYICRkREikQi6ruP1eqlWq+OO9fOf/3xdkHhoaIi77757r8Zrb29nzpw59Ru0x+Phsccew7ZtNE2r\nZ+6uuuoqXn/9dbLZLGvWrOHxxx9n/fr1O3zeOztIH3/88XFWMP/oHHfccaxbt+49A/lEIoHruoyM\njNSXxWIxFEXhlVde4aqrruKLX/wiU6ZMqb9/5513cs4553D22Wfz8MMPj2u+MU2TM888kwULFnDi\niSe+776FQiF+8pOf8NprrzEyMsL8+fPft/RgbGyMfD6/w3LLspg3bx5f+tKXuPLKK3eoyTvAnlMq\nlXjwkauZtuA5jvr8CkJOHMuR0CSDsUqQwXKENj2JKLg1I/aKQrNmYrsCKzJtTPOP4pOrjFb99Bfi\nNKgF1nfPYqQYZaTYgCw4SJKFvM1eaGb7OlqnbUYOVhCDNk5eQVRtpH4DcZ2NtyeLmihhdOoo6TLF\nSWHkiolvOI8n/8HqglcmwmBWEaNt24K0Hak6Ir/ZFKf1M9+i7fjPMGvWLD7xuTMwDo1x1kvPYlgq\nrb4xJvnynPbsX0kZASJqgYCWYyjfiE+u8qcVJeLKEJOah3l1rIOIPkbZ0vB781QslVh4lI/ENzNR\nyxH21DrdXVvErKjkCmEioSSNjUMYRY1wJInrCmRKYYL+DKJgk0008tbmOcyf+xrR1kF0PU9PcgIe\nySBTCrN660FM8o+iyw6nvdJGIFyr9Vuf6kQSHCYEhxEFF69koik1O6fhZBvhjmFaY/1EQkkUyaRY\nDGAZCqYjM5qPI3sM4i21/9VHh1tYlWmlaGiogSL+YJbOiRuxTYVsPoquFnAciUSqhVnRraSqAZp8\nKbr8tfvX5Yc8zspsK8e1pvhIvJuDwrvfiLQrDgRqu8EJJ5zwoYzT1dXFpz/96Xqh9Jo1a3ZQ0X8v\n3ikmuyfMnj2be++9l8mTJzNp0qS6Mfy+IpfL1Y/ly1/+Mhs2bKBQKLBo0SL6+/tZvXo18+fP56ij\njtonpvDvxfXXXw/UdMs2bdrE73//exobG1m0aNG4Y1VVdVx90TXXXLPXU8Ht7e0cd9xxnHLKKcyb\nN4+bbrqJ0047jUqlUg/U+vv7+etf/8rGjRs59thjmTFjRv1Gn8/nefbZZ3nttdd4880363Vv5XKZ\nVatW/a8J1o466ig+/vGPs3Tp0nHfxWOPPYZhGJx88sn87W9/q2e/enp6OP3007n77rvrAdrIyAi2\nbVMoFLjrrru4+OKLueGGG3jppZcIBAKIokgmk2HVqlVs3ryZjo4OhoaG6tvsiieffJJly5bx8MMP\nc//997/v8Rx22GHceeeduK5LuVyuf69HH3003/3ud1m1ahV9fX3jHhL2RznCPzq2bfPc779O29NN\nPPAvR5K4ehZ+ucrWUpStpQZSVT+qaNGdbyZR9SCLLvPCBfKmRNRjIAsOObOmr6VKFsPbVPkFwSWi\nFoioeQ5q3ITPVyDaNIyuFigWgjhVCcHrgAuuLSC2WbgBEWeGhDhmIRo2SrKCaDqYfhX/+hSl5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MImghohJAOwh+iNMbQxzxkMYdnLyBVHdI7J9BnrWbtWmigJ9UqS5se8mUZxCEPPPkDPkOjXe9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lQve5rrbMQ0tHqSoRq77GuBHRT3RMkbLs6oyaMVHW5Pb6CnWzx6n1g+ytLbO4MY+t+oxP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eJr/MEeeeQR9u7dSzZ71ergxVRjExP8l9/9fU7+2X8FVq752cP+wzjOHL8+N8fb\nB76Hm8otRs02o2aby92rGrKsGrBiG+hyzBVbAINNR6dk+DQ8lUtP3MM7p85TdzMcnjhHLE79NTq0\nb5RUoPWSdvaTggUNRsV5VX1xHSNTJfWkuNa9G0W7LvxvYhupwTrMgjwd0O1msd1UP4qoGyhMp2zS\nashU2mEzYdzWejr7FXGdzocNZorvZb755312KPYFUG35s6jpGYLuPH5QwdDGWGylKCbTj1+zlxmK\nx/AQv6fKMJPr4UcSbU+naPjc1zrFHlk8WM33zvCO/FHanoqlit85UOz02TI/kjCUEFkS3oBlSwSp\nzzfTSfZnTNtT2J1zWOvp5I2AnB6w0RMB7Koc00yGFM42TG4Y6DKUEjmd3UChmLB1bihRcTQWWxYD\nlmhxbvYM/GRitWgEXJdEVdmBTM9XKFketq9wuZHhe0szAMw2j/BV+fPskY5RlarY6iJFPaRm6xhK\nyJWOQdn0kSXxYPTKcoOS1mPY1AlimXdNzXGuPUQnUBk2HKquRlYLme1YlA1xfQ054kCmQjsQgGtf\nukbe6JDSbVqOuIZLnaF+2sBsZ5CSbjOZEWkDAEGk4LsGtpti9cJeykWxzqJAQUoGC0rD6zQqg+y9\n+TTV5yaR8wGm1cS9kkUvd5GKIeGKij7QxZ7PY4426a0Uads5TNVlc24KQ3dpdAsMldbYuDTGxMQc\nANZ0lysPHyKMFJ6uT1DQXHbl1nF9k+HJRWor41hGj0a3yEZzmFe/5iu0q7C6S2Ph2e/mzjt3QNpO\n7dRLpV6WGjVN8ZnMiFzJ1+0RurBaXbQ3w0DjTy/fCMB0StzUi5rLaFpMLn5q/gQlXdwQR8zEcb16\nFTSkMyFBJNH1r57YhWaK75v4ADVH3PAqtk5ODxiw3L7QXmrEhFPaNV5hFy5ceNGCtOfXwInbePYz\nz3H0LQv97/Vap1BMIchXpJj7FoZ5/aQArbcPCq+xh6vi5qwnrM62Rcl1SWTSdXlxY6/YBYasOtau\nJsyCfVsOc6uHFER4CQOZP1/pT4ICEMUYWzbhgGg9x4nVgNSNUbo+8W6ZYMJAaQigoa918RQBFIMk\nw5PnJLL5BlcWxziYrXCqPkJaDXmynu0bxOb1bW2YykTW5tP1Vdy4neyDWCeyMUDkXk1y0JUysWlj\naGMUlV24kdQ3s32VNcFST2V3RuJCR2HLvpoEsK0FyyuTVNnglfo4NxpHGc86WIkPGQgAk9Yc5lsm\nJdNntpHmppEmeS2g5Suc2ihw1/gWeS3g0UoOSRITys9vdW4HsxtqhBfK5Ayfu8eaeKFM01X7BsZX\nWlY/ViqnC9bLC2UarsbRBJi1PIXFtknBCFDlmNWOyaHkGl92VdJagKWFPFvNkVFDXqm/kVPBSZzO\naQC0Qsy9kzXmkrzVpqdSMgJSaohMjBtp3FhcxY8UuoFJXvUw5JCFXppdaZuFrmDQztVTFE3xexU3\n22d1e6EBrlhnncCg4RsMGjZ132DE6DBk+LiRxkJbaNGmCytsdUss1ceZKKyi6h5axubKwj50xevH\nemWnKhSoEAdQGNkgqOiEtoE+2AEJ4paMkvUhBnOiSWwr2Haappuh4aXZk18hU9oiO1ShsT5Mzmpy\nZWkPg9kKbidNzzepujlm0nUqboaz9UmGzRblnkm+WMM80CQ1XadzoMyH/+Qoo2OvoLsgcdddN7JT\nO7VTL516WTJqesZlYFQ0p7IfrWH/TIZ8oPGH58RTpizFvG3yHADzLWFA64aCobhneJan65NkVJ9R\nU4jUH6HQF1oH0baBZ0wQSzRstS8+B2gng6C7k8mwEUOAwb/78j286odOsvWZMaSbYW3F4UMf+jf/\nu07Bt7UOHryO+x8eJo7nkSSJ6WKSe2rfz4h1BzN50UZc7okb7WNJNNO2n1ovEOdnLC2AzXYAekkT\nIGooL5gv/4j4fpjWcYtWH3wB14A0rSPOrflY4hOlQOxIRHtUqm8TbWdrU7Q75VKA5Ic8+weCqjs8\nJa774opgWqdG51HlEEWKmEoJcDFiOnx6cZixjMNmkpO5JznGA409zEkrrHe/1rfk+PsgzXHmQFbZ\nLd/AuKIDMdOJOP/zKxkOZXwe7naZb3yMvPwT/e3rSkTD1XhbKbF78X3Gsw7LbbOv/ao7GmEsMZpx\nGE+0ZLvyPfJawFai67prXDjen66nSakhmixC5lU5JowkhiyPIctDlWOeruT6NhoAVVsniGTsAIZS\nDrsLV73WnFDGS0x0c4bPmVqGwZRL11coGAGVns5w2iWMJAxZxD210wp2ILPZNUgrITVP5mi5i1y7\ni2fz4ji/1DvNneE4WS1EkyPKRsCZJAt0UPfIqB4VRzBdi3YWSw6pejo3FTc43RpkwPB5oprl3tEt\nZrspbi9v8ExzgKLm0ww0FCmm7pusOyYHMk1hAOwbDBtdFCmi4acw5ABL8VDlkCc29zOTrqIrAeut\nYWbGZwkdnYmJuUS7JlO4ZRX/koWS8olaOpIMkhYiGz3cTfHwZe5r0j1bJvXKLcLzOo31Yba6JYaz\nFZyGTirV4cLcYa677QlYB113GVQEA19rDlBOb+GEOhU3Q1Z1sRSP3UPzrG4I2cDufadpHBshimIG\nC3dw5+2vZqd2aqdeevXtYtReUsMEN0zk4797373oiQeTawvd1Om1A/3X7Mqtk8s0sIriZr+8sIff\nOn8UgDeNizaHJkX80WXxR3EqseUA2Eg8pbaF824os5ZoZbZ8iQVWeENeaM/eMb3GJ+YFg/aLN51E\n+fmISJF54Cs+tx79jZeM6eTy8iV+74/v4wsPnuJm85180RaToDECbL2nfBsgoogAMnqYhIeL/09Z\nLR7ZGqCRgIkolvAjib05mzeMiXQIRQop/YCwutgeIvhGVfwd8Rp5TyJKTxzfJUusUed4jliRUJse\n2pwASN7lDHEk06yL69Kw85TSW5STCd+vnrwbSxHH8geXdzGUEjYT4ph8nk4GSB60BVNb8cTxR5GH\nppYoqbvZizDNPY9gFIfisX7259b20ELYIiJiM7rEuCRMmassc5N6EBBtzeW2RYzUDxjfk98OTVf6\noCqjhQybon18pWMQRBKmGlFKhgKC52WL5rSw7wO24ehEMQkrrJDVQ+qO1n+toV59sltopph6nh6z\nnVy7kuXRcjUsNaTu6IxmbPKGeI+2rzBk+ix1DfJ6QM3RyOohUQyzia9ezdFYj65u90p8hkOSMA4u\nKBKvnRIX1I8kbipuUfPE57cbKjy7lWE4GVQ5UWhyuLjIxcYEc70cWdWn5onzLAHjlk3NE59VO5QZ\n1D3sSCGv+uhySNUzGDOFncd8L8uBTJ1lO8ehnLjGqhyiKz5RLFFM1/FDDU3xye27atYbNnSUVIBX\nS6OPdIi6St9oWVIj2ssDWPkWdjOHbacpj62yvjRN201TTtcZmBHrr708iJntsFUZJohUOl6KCIkg\nUjCSdSlLMcO5DbLjVSQ1gtGIxj1jrDcinvzKd/La176WndqpnXrp1bcrmeAlxagRS32Q9tziEexw\n+493TF4TgCuXadDqFLi4cVXDtpXofrbjZk5WymjJDe43lp5gRBUh3LdY4oazLdRW5YjLXuLXJdV5\na6kAhJzZyvArz+7mQefTAPzyz1/NwrOi73/JgDSAiYl9/Mf/8DP8rOfx8CNP4H/mCg9dlGk7gqE6\n3xRA9VAyVXcoyQDdFntvT89utxS7ocwrB5oMGz2utIeZyQkG9B8DaAClh1eQy0muamLBIZlim8Hp\nJMLrRnFetUuJWW9WQjvapXL/LgBc36CU3qJl55l7eLK/bV0WIGco5fLdE1ctWj63Ns5E1ma1ffX6\n+d1ZZGMA4ggv7LIZtdB0k3ZcoeXPAiDrCl/pQkTIqywB4oYTDZQmHaIlCSax4y/zZfcsGWMf6fbh\n/lToZs+g7mh9gX450YZtg7SPXxrhtVM1gkjCUiPKpt/3NdtmfhuuShzDajfNgOX1pwi3Mz7H0u0+\nWzzfTDOoiM+NKsfcPCImpWuOhirHFE2fpbbF/RWdO0oBBdNnd96mGyhUbA0nUEhrAfO+Qtn0kSQY\nsHxUKeZCPY2lhnihzHXlNoXkXC46Era3yJMsEgUdTGsvN7pHAEirEefa+eTrkJwa8Kphcc5uHT3H\nLzx5O3+9PMT3TK+QVX1kBAPnxzJVV2OhK46x5SsczHVZ6lkczIp2rSQJSxFVishrPaYsiZTqciS/\njixF+KHKSGmVOJbpdHK4vslWr8CBm5+mdUG0/POH1gltg8rSJLlcHbWrQCRj1zLCDLfUJgoUurUi\n2ZEaWtMjdHSGx6+Qqop1Lo8GxIbE5tkhZgbqGLrLyMw8Z54+Qd7o4AQGc91BBvUOuhygGS5+08Lp\npMkcqxHqKk8+KO2AtJ3aqZdwvSwZteOjpfgrP/haZremufGOR3CXr1pxnF8ULMZAStyEvraxj1+6\nIP6g35SyeHXSNvrkrBAif937OwDiOEKRxevekrmZo4NCPL7cEU/sc00B3nYn7Mdqx+KzzfvEm0oa\nx403A/BXD4vtPfCZt3Hbbbd9uw/9n62WV1b51//uo8xX14gihyOp7wHghpxYJ5mkVfeR2T8C4PVl\nEce1FcS8dbrOQML8LHYMPrD/KYrvFyxme3fpH33f/G+J16mDDvZCEaPQxWuJm761t9E3GFUKHlIq\nJqorcCQJDH8gseTwNNZr40SxxIWWuOmOmi1G01W+uCbWR1b1afqi7XmpZbHUSnHW9tFQWZOWAdhs\nfE7slKQynX87K94jxJFoRx4w3oRFkmdKwLBiUNQDqsl05SP+1wEoqLuoOEJHaeqT9Hrn2J35Lu7I\niuPYbis7odzXlR0pdvnE5RFmcj1mkpbqlqNRSoT/TVftM7wjaYcB02ehZVEwfcJI6g8ZAKTUiKVk\nDef0gEaiswxjCTtQMJSQ4bRHHAuT2Sc2c+wu9FhumwylXM5viTbfiaFm/xottqw+G2mpIfeMis9U\nM9BYtzWeTdjJsYzTZ+k+315js/7Z/jbeMvRjvO/gUl+3N2J0qHkpWoGOJkU8XMlzpNjlTD3N3rzN\noO6x7hrkEyuS2aS9fiDX6wMyLXlIaAYaM6kW9cSDbEDv4UUqQ2aTsy3xuR832yhSxGi6ShgrjB24\nTNCw8GzxO71e0t40e5jpLrXNEYb3zyNnIuz5PHY3S2FyPVkeEa3FIaJYwUx1eG7pMAdHLqOqPkGg\n0WwXAYhjiWK+iixHLG7swo00qp74u6IQc2zoMsW9K/jVFLIeoO5xqL5xmi9/aop77vwJdmqnduql\nWS/LrM8bxgvx13/0TiFOB848fAMFUzxJV3sFcrq4+T1cE3qm++bEH+efO3aGv1oRDMupjTxzkQBj\nS74I3n5P+Y7+e+wt9Hi2kiOXTPNdaVv99lFKjRjP2nzk8n9/wb4tnzvIhbMuKf//Znz8xZ1K8M3q\nmUc/z4/+6l+yXBGtolz+Dr4rf4hgWxRvePzO3B+xHb55U+FDAJwoCXCx7f/1U9cLG5XsGyt09xdR\nO15/6tPa7GAPXQXa+d8UGh6/Z2I8z48sSNrRgSeAhixHGEOtayb2fF8Ap/W60CVuB2zbvoWpOjTd\nLJuJFuqrlUFGLY/NBLhUbY2Hagb7LIlPt76QvOd8//3V9AyBvcRQ/g0AXCfNsB7ZHDQ1mr7KXFQn\nSNrEOga5WNyAFxF2MPWuWGO6OUFOEevSo8edusgk3VfscLTYYd0xaHoCsK12TIZTAhherGfQEvB1\n1vY5aGpseSoTaZeFjs7xsjhXmhL1z3vTVak5V73WBiyfJ9bz3DTS5EI9jSZHhLHUtwIpmgFRLDHf\ntMjoAfsSkDjfMvut3cGU298PWYrp+UoftNUdjTdOCT3fF5YGiGKpP4DTDCArDgtDidnw4EDWZ1eu\nx5F8F0sJkCSoeQaDusOqYxEk2626Gsttk4msQxBJjKc8HlgrcMdogzCGlBLSC8XGbymt8lRjhIwq\nHhTcSMFOfqZKEYeyW6w7WTrhVR+3cbPDaKpG2ujieBa66mEZPbJTFYKWWHeyHhL5MrW1McqjqzQr\ng1zemmJXbg1JitnqifWsyiGqHJIx22QyLZCu/l1tNUuc3ZqmbHToBgIQOsl+9EKN64tLuIHOUG4T\nMyOu59L7sjzz9Xu58/bvYKd2aqdemvXt8lF7yQG1z37fW6n2iv3vuaG4IRQNITIfKq3x70++gVuH\nBZi7PicAwC8/e7j/O895HWbrf4ysC5bnRya+q39j2yYqT9lXtWu1WLTLGo37X7BPP3PoXwPwb+57\njFNfejc33HDDP/k4Xww1OzfP7/x/97O+MNFPaLirKJ7u7xpL7DESm5PtGkrsTgYSkPt9PyyAT/eI\nOM/biQTWZge3aBFpSUzO3Bbt3SWMXxQAwcx2UJKIp+6q0J4tV0WLsZwW7z10QwKmUtA6NcyFjT0U\nEnPTNVvcPPcXBEP24OY+Xr/7FA9fES3uQaPD2fYAl9sWnQQc/e66yA31/coLgsW3g+tTmWNMS9dT\nYYVK6yvM5AXbWEryrUrKVZr76XAWU8qx3Pk8ALKSImsKVu+9A7sAYXdxx0iDxa7JUttE6bfcxb/z\njTQPB2d4d3kXc8007RA2aPHKtGAQoxgmEq3ZIxs5jiagzVAillop9hY7yJJoL9qBTMdXaLoalhYi\nQ9+io56AqqLp4yQDIkEscTBh/eY7Jlkt7AOoSk9nNO32j3Wpbfb3+exWhowa8qZdVZa7OmEs0fRU\nWq7GcgK6j5bbjKVdDCVpbUcSo5aLKkWs2iYHs23Ot7Ocq6cJY4merxDGEnEscdb2ef2wz4lSp//+\ng7qNFyucbWXJJczbiOGy2LNQ5TiJ1FI5nLTtR80eedVBk0OcUCOv9RjI1IhjmcLgJnGyrj3HpN4q\n44Uau2Yu0tgYwnbFGh6dWhDXsJHDdZMhmqk1Fi4cZHRwiUZ9gFyuTqtVxI80VrtlFu0cqhSRU30q\nnokhh9xUXsTUHFQlwPN1FCVg8PZF/oJJbj/xq6jqS0udslM7tVNX62WpUQtDlWy2QTbb6NtyDJTX\nIZZotYpUe0UWNnfxoQPnudgW04Rn20IzsqfQ5Tdm/wKAOOhhZAVw+8FBkXP5mbZoWX1X9i4AjFjn\ncvAAXuf8P7pPH9j/DACL/1ZGetNLR5v2zWrP7hn+n58vcPpPfoNPW+OU/0wApGpsc9+KSVVa571D\nZc7Ustw9IVpgR3Jt9uXWmNwr2CQ0cT62Adl2uUXrmv/rS13KS13ikQToJDf9jYvCBsSPNNxII6f3\nKE8tX/O7/sUUVq5NuC5Tc7NMZjfZo9s8V5/CCQQweP1ukcE6bAom9bnWEPMdk5W2yXLSSrxeEdcd\nBR53PszBwg9xvvXHAAzm7gVgyztDRVthkHF25d7PsAbP+FU2pWTqIRSg8grzNIJZ/M7F/sPALkvk\n0u6S84ykxevP1rIsdk3O1bKECQiSpBgZWOypXOISCjqP1SwMCc7H55lhP04gzs9XnLPQhXH2Ma0K\nYBcBWU2I/Hu+wnDKo+MrfZsQSwv7OreNno6hRFhJjJWaxDcB7M+4/fSJjq8wanms2zopVURhVWyN\nvBFSs4XObXfO5plqlmODLVbbFnNt86pViBJRMj12JYM7NUdjJQFt+/I2oymHBzbEw9d1pS51Xyer\nhdw81GIjmYY9XcmhSDG25OCHGjVPo+Gp7ErbXOxk6YVKP8lg1HT45Nwo3UARpryGz6V6hkv1DGMZ\nm315lV5Y4FUDgpFdcQr0QgNVComT69B2M1zpDnC4uIiueJy5eJSy1USSYvxQY2lhL4ocUrXz7Ckv\nstEaRl6K2bALNJbTBLHCaKQSRNvMmc6+9BZzyUOmE8oM6g6yFNGw8+yauoQ+0aX5plGqqWmsz71z\nB6Tt1E69xOtlqVG7YbwQf+0Dr8Kx01jpNlJyQ9+e+PMCneWuAGjrTpqFnkXFvup6vw3UdGsXAIZc\nIoiFyDqMe3iOAAHbJqf/s7V09gBf/MtpXnf3vzw9ydlzT1Ke+Rh3vyOxlmg+es3PTxR+FID/dFSw\njq+5SQR0S3pE8AoDvyRu9r0Rof1RPNGa2ja6tapdzL8U7OfqrBgAURPx/8CYMOM9c1lM7Y7nBNOV\nybQwJxuEdYMLl4VA/WJ7kKlUk3NtsZ93DM5jKB7P1ncBsDtdYc0uMGI1+YulPZSMgFMbggmzA4Vd\n+R6nNnPYSTtXSTzGznOGojSOh4MXC8aq4V8EIAq7fQA2Wxeg7rrCj3Ah+CqBs9zPBzWzx/j1g2Iy\nueGprPd0snrIWqIhKyTM1t9sSMyooh38TLhEL6phygWulwVgvRhtUgvFQEMQdShoewGQUTihiNb+\nNiv2iLvOOwbypLWQohH0DZznGqm+l1rVNvrXsWS5/ZD568sdzm6lOVDscqmRImcEmErU152pcsRU\nxmXYdNnydPxIIqVGPJ7YV1hq1M9SVaW4vw8A6z29z+Bl9IBbBpucaYpjjmPY6Bm8dWojOc86qhRx\nLtGJXqpnWLLFPhTUmJG0y92jdZ5NkhjqjkbVNsS++gqDlocfydQcjbHEwLdseWS0sD9Fu27rnCi2\nWOimeO3wImdaw9xYusJce4SZjAByD1anOZCpM5quYfsmE0NXCJO2qixHVOvDdJMJVjvUOd8pcywv\n1moveVhoByZ5zeZUfZCj+ToVN5VYBTVQ5IjxgSXMYof6jwpbjpN/fTd33v6d7NRO7dRLt16WjBpS\njKL7pHUxMBBHMrXaMFF0FbXedFhogn77gTeJ18A1U32D2XsAcKIGdxnH+EL3cxQ1YaHQSvxSXf/s\n/9Ju/eo79/ADP//2b+mQXux1+NAN/N2DX6LbfPAb/nx/KjEJTdIgpLRgZ4JjiTh75Frj3/wT4ia8\ndavQ8cm2j/emFOaZFiO3L/K1/3Ir46a4vksXhcYwrSbWFRkBoM3JBqun91HI1RjNbbLaHGZfpsrl\nbpmMGjCo2xiKx1NbM+ST/VqzC+zKbjLfHu7fpLcF/b1AYbVjEhEzoAqA9lhwiU64RBQHdFkhpY4S\nxyG9YIW0JqxdJrUDEENTaiKbguG94H8FEKztWPFtALylWOShNZUYibLlUnd0Op6AMpYW8lwS7TST\nfBrPhhV6UY0p6TA5dOaixI8OhzAW+zyuic+9EescT2s823VYZ4HruocYMAKuV8YpW3UubqV5tGcw\nmmjeytZVXYx1BUUAACAASURBVNpw2mO1Y1B3VFbbNf6vw5t8bPEIqz2dA8UupzYKDKUdKj2DI+UO\nHV+hZAbktYCqq+Emn7snNvLM5LuUTJ8glvoTwGtdk31FAW7tUO4D08HEhuOxjTwjKY+0GvLYeoG/\naf8Ntxlv4ddP7+JHDgmQHsQyx4ptHq3m0ZSI3RmPiq1TMALON03Smjh3K21LWIgkx5dSJdxQpuWp\npNSIKJYYSrlcaaXI6D5LbTg20OF4oc1CN8WY5fCpld3Cuy2JQXtg4SD7sj3qnkY7MDGcHGdag2w6\nefYWlrF9E1mKyaca5FMNNltDDOhNJgIDN9R4sDbCmOUwZbWYSG2xZhc4URBsqipHzPfS7EumosNQ\npfveAnrb4eJmwNTE9ezUTu3US7telskEYSLAvby0H4CC2UZPbsTZvLi5P3NeaMTuGljnk0uT1Gy9\nH4I9mL0HmcRlXztOGMFrre/gVDBLN6rg9ea+pf0yyypDw0Pf+oG9yOtLn+tgqQp2EH7Dn9uBzJoj\nWJGf/cQ7+Y93fh5Wof3TL5z0DB8TWsCBdRG43rtFtIKCCQHsTDmk5mWRiOmFGlnVJZ3EgN0/9wpu\nHJildaZIIVfDdVKcq86wmeiGJClm0zUY1G3mWmN4kcxKsl+3DMzjBjoVz2LQ8JjvWHiRTMMV+qnH\nezY2mwwHI6QlhUPSPp6QKtyoigne56KnscNNgu48TeaR1BTPBYI9lI0BstYRFDTavtDObYO0/dIE\nbc9l3TbYl+9yupZlT67HRmIiPIjLRMZhOmfza1fE+ouJmJGOscQF3EC0lUvqXkrxICVlkAortOKr\nEWbPdic5aGpUXZPzzKO6GsfVMR5d29bqCbDU8VW2+fONrs49o1scyXV4Zt8sd938ffyPzzzOYw2Z\nYxmDpVaKtBaQVkMmMy7nttIcTxILlroGk8/TqB1LJqVXOgbTOaffWg1jl2rCaA+nPFqexpunBEt1\nppnmjtE6G0lGqa5EBL1FntROkZNHeGizwKV6mp+8bp51x0KWYG+hy8V6Bj+SONltcItVZL1r0vFU\nIqAbwXxX+MkdyLlcahsMGxEbrsxIOuBKK4WhhuSNgCHLY1D3GLdadEOFouaxPwurtkle87jYzlLQ\nAy61U9iBjC5nuNTJ0AsVeqFCwzepJt5ubiRzIl/lcrfAgO6SUnzWnByjlsuA7tALdTxHxVJ87FCj\nG2q0A43pVBc/0kjrXQzLRv9UB/fuLBdPD3HPbVftZXZqp3bqpVkvy2QCP1S5cOUgZmIUuQ3SLmzt\nIkpkQmnVQ0n80mqJx9fB5Kn+tmGTX76Y6m+vmeCObpLbKWtJpJTGCwTl/1A9cu/tzN97+Ju/8CVc\nP/aBH8aX/og//+rj13jEHSt8kPM9OJiK+PTCMGOJsN3tpa75/dKDia7sAiwsHWbyhy7jmoIJUVse\nrQMDxB8WbcgTE88B8NDicW4aOcd98zdytl3kbTNPcWuqhZMIt1stAfC2fBNVjvjKapnDpS7jpsNo\nSjBQJxNPq+vzHdxApxcYSAlUafsKz1WzvD6ZVhxopniwOoKBwrPR0/19f6j5UXLZW7DDTfzeQp85\ni5zN/muy1hGaja9dc8yK/gruyeY4WBILc9RxOLWZZ3fOxgkU8rqPIsc83RRA5uNbj+K0T6NYYxwy\nRMsrIw2yWxFry49DNBTOhQ8QEzKhvoJavMRx+Tq+Wv8wV+JXckA6wbAmseVLbPkwZoqs0KptUHVV\nDhU7rCSmu7vyXRZ7Fjf+3JO8pvVBJiYmuP6mD+OfewN+JHN8qMly26TtqYymPG4bEe3pXiCT00OW\nugaqFDOZcfspD0A/SaHlqTRdFUON2LJ1JjMuNw03eayWYzhpPy62TQ4Xe9y/XEKW4F1jH6ThqfiR\nxKV6TMkIeKBSomQE/cGGmqPx2fYZBuXdPGn3mJbyKFLcT5i40rZIayEVW2dQjygYHpaqUEmA8Zaj\nM5xyKeoBlhJQcdMczlYJYoVhs4kbjbDlmezLdLjUyVAyfDDAjyXavsoNxSaPVAu0fREw3/IVHlot\nkt0TIEtgyAGaHFL3NYYNpz8Z68VK/8Gj6pms2Tp703V6vkHPN5CkmMGbOnSmCmhPT3/bnsR3aqd2\n6v9cvSw1agcHR+Pff9sPUDI61Fxxo98OYJa4ehxp1WWhV+BSO00mSRnIJmP7P3X+agj566zjAHyu\n+wAATvv0//I+ffo3f54jR45gGMY3f/FLuNrtNv/5tz/KxYUlAt/nmfVM33/ubl2wTt85I8DL9jTo\n+64XAxrzG0JjtR0+PvLTArhtg7Tt6Cj9ww4b1TGudITO8LlWAVOJ0OSYOwcF21RJJjpPt4QuUUna\nbJUkgLyUsKcAm47GoOn3ExKeru1i1Gzx3y4LLdz+QpeWL55V2sn051NVwcA97NxH6G6imuNsW9IP\n6zdSDxfEMbZO/YPn6j0TPwIIBmvAcpnKOSwmnnBLbbM/MbnRM1gKHC64XyS0lzCyh7GU4f508ZsG\nhe3Jih8iI7EmrdKLarSaD2DlbkCRxJr7zszR/tTlatfg0VC0//PyGLsRLeaJlI8XygylXIbTHhk1\n5N1/9hQf/+ki7/oPP4vnefzMhz6Kt7WfsYxNPZmCvm20waPrecYyDqYa0XLVvv4sjmHLNjhpb9CL\nG7zKOERWD7DUkEPFLpdbFruyDt1AoeUpfQPfnq9QTgxzLzVSlC2P1bZFGEuktIAwEl5vAymXrqdy\n11idhY6JqUYMGj5fXy2yr9jl5GqRQdPvD0NcbhvkFRjNONzfdLhey7HiQZsek0qWpbDNsZTJkbJg\nBmcyDluexpRlU9Z7zPXyRDHIkkhPWEiyY8umMN21Q5mMGlLQA1QpYkB3uGJnsEOZ3ekOQ0ab2U65\nvw78WGZvOvGa8y3yms2ak+PkZoH37hLreSS3yUpzhKHUFtqv+Fy+YCO3/y27dl017N6pndqpl2a9\nLDVqKaPHDXue5olZke/Y9A1KumBx/Ehh0GzxRH0MEDfbiZRDPfHf+vhl4bF1szLKYnzVxPO+9d/5\nJ+3Tlx945F+MJcc/Vtlsll/42X8PwObmJr/3i/dhdAb5yMr9oIsIpW3Q8zeLJU7Hp3GjVwHwo0cF\nYFN1wYS2RxN7FXFJsFbatD5WZq2T+KBpQpM2aiaMaTvF/1g8yMFcl3GzjaV41BNh+7Zj/3aw+bY/\nWkYLGTR9Rk2Hv107gCpFHM4Kdmv72aTqaCy3LXq+wponmI9S8onIGPvoShqaWqaY+J9t+iJeKnCE\nrghZ7we4b9dg4Y2ktJBdOZu5poUmxzyxnmcgdfV1a12DCIm10GZLqlAyrqOlZnml+hoeDx/Eyt2A\nhMyXup9FVXK82hDn8aK/Trf5KKncKygre3h1VrCQl9saj/tfAqCg7iEllZAkhUycJ5Igr8CmrTOT\n63HjYBsnlHnbn4hp5aE7hA5Q0zR012Us16PrK5zrifPZWhzgtsSOZbaRIm/4XNrKUDIC/EjiEXed\nY8o4ZWsQCBhJO9RsnZOrJW4drfPERp67xrcYMkGXY+baJmVLrIO8HnDTUIuqq5Erd6jZGm4oU/N0\nxrM2XV9FkWMWOiYPrhXoxiGvG2tzslfj3gl4TI55zG6yXy5TMALGrYAgkrnctDhhaCw6AqR1pQ7D\nlkExtMjpHkttE00WjN1MqoskwZqTIaMENAONgubyVD3HsWKbIJZp+iq6HONFErvSPbY8HS+WaQU6\nBc2joMHe7DoVu8CE1cKNNAxZHGPFy1BxDYYNh5qXpqA57M/bLNsFjhSWebayl1cdfwBl0KPKNAsX\nytxz2w5I26md+pdQL0tGbf/AWPzbb30/AEEkc/e+xzm9eIQgFmzIQuIq3g5UjubEk+yTjTKPbeTZ\nTNqgAJdiwfws1T/xT9uhOOa//8K/4zWvvvuftp2XYC3PX2blr36bd3xyFkmS+MHpHwbgUjKRcfeY\n0AzeNlCn4pmoSTv67W/9AvbZIvwrse6UjrihBfcJdsix03xh6SiWHHImmfbL6YIxuaUkWtSzXRE/\n1AsV1m1dOPInzFpGDZEk2J0WPlvLdhovkviOcWGzcq4xwR9eFGJxVY5Q5Zi5jlgbI0bYzyx9OhIR\nWvXOQ+KAZZ1XZ/4VJ93PESecUuis9c/HK7Pi+K8vCoBhKCGGEvHX9VafhTsk34ycTJN6hGxIa1Td\np9mti9BtWxIPHav217AMwUKm5DIaJjOMMM869XABP6xTTgxzAZqhmLg9LN/CpViAyUF5N8PkOJBz\nWO2aTGRsRtMuE2kBGL//7s9x6c7fodlsMj09zdMPfJYbnT/g7b/5AfZkPOquRi+UeTR4kLv02yga\nPkXT43KS67mv2GW2kcaNJA6XOti+Qtny/v/2zjxMjqrc/5/T1fsy07Nvmclk3/eQhCwsYVNAEdkE\nURQvXi6KV36oiIhyRQWuqKByvXJRjMoatshmIEAStoSQhKyTZLJNJjOT2Xum9+7qPr8/Tk8nIQlM\nwpBtzud58jzp6lOnTtXpqXrrPe/7fdkW8FLoUgZ21DTojlvpWS33O5KUZLyJwYTSRuup7znUF1V1\nQzOJP4YFfDaTxrCDrriVF7vaCKVbyLVUYMXGVWVqnoblRMm3xfn9xmo2pdV8fLHQy6OtTQxjGA2i\nlYbIaxS7ZzHOUkkwBVMLw1R445Q4E9nfTVfSiikFYdNCtSdGU9TBJH8n28I+RngDdJlOQqaVKlc3\nu6I5FNmj2C17YzabYl66TBuD3d347RFiKTvlnjYlZRLJI5qyk0gbbAv7qHRFKHF2U+zuoHR2Jot3\ngIMPvD6SbTczZIg21DSak4F+WZlgeGG5fPebcwBo6CrLbu9OutkT89Ca2GuM9Sx1LqxXcUqPN/wp\nK1wqU7E+GU9lvpdXH/szbrf74xufhHR0dHDDbXezbGt71rCIJZS36X/HK326nqLhA5zKcJp1gfKu\nSZ9602h8SUlMPLZTyWyUZ7L2cq3KgFvd6cNmSIocSZKZIHV3psB4T8WIeNrCUE+IV5rUXF80QD2w\nP+jKxxCSYkec/IyXbms4h3u2GhTKPEb51G8kmfHK5TiSNIcdtCQsrEwqoVozmfHCZaQ2DEchqWgj\nFkch6YyMy2fz1VJnj4BsgSueDahf1u5kdUB5bR2+0cSDKqNY2JQ3bG7ONQDUp4JZQ61bqvjIwYym\nRbTikV5CoosiqbxfraKZQMY4i8XUEprVXozdyMMqnJQyCA9Oxucm6IrbsmMZnEkqqPAkuPLR1bz2\nXBVnzlaSMgue+herFnTTGskhLaHMEyOeMmiN2hlTEGRnlzvrvRyeF6ImU2LKZ0vRkSmfNSIvxIIO\nZaBXyHLK7JKOpNrHYRGML1TXqyd2tCd+q9QTw5+RAAHY3KnqlwYy/XbHbRS4EgQTVp7t2oaRKeH1\nGe9Ayr0x8p0mVW517dYHvGwPeHghvFr9NpJ7ONP1OZJSEEtLKt0m1TkRKr3xrGSJPaMfV2BPkEhb\nSElBkSNOSgpsIo0/k8wSNJ1UuttpivrpSDopskfxZjKSIykHzXE35c4QVpHC7+hJ4HDitcV4v0Ml\nB+RYE4zNq6ewcA/OoV2QFGCTrJ06gNr3L2bOHHV/Ox556aWXuP3221m5cuWxHopGc0LQV5UJTqil\nT7vFpCOsYkBiKTtD8lXm4Jbd43m9SWUYPtm5FYBL/MMAcNtS/GXnQ8D+BprFoR7q6XjbEY9n9JCB\n/dZIA8jPz+c3P/4uT/5mAS9sUUH2C+aqh+3KzhSfG6UkPXY0DKE97uPUSe+SbrSRPMuJEU6SeMHN\njm5lcI/OUYbcILcyjLaH1fzYetTrpUAIaI3Z8KVT5NlV8LbLSFFpixBLG1w7ROmbtcd9pKQl6y0x\npYV3O9Tv5i/1aU5x+sl3qd/CnpATUyodsOawgzXJTnZFXqbEczo5Mg9ssCXwVwr855EjitjR+Q91\n8sKCxe7H6xjO0Dw19lBib3mipojyDNWk3sLpG0csuC5rpMFerb7ulLpep+bYABuLgp1EzYyEia0c\nj/TSzA6C0Rq6MsawFSc2i4dYqpVp7qsAFVe1UW5gCKOoyLyvBBM2nBmjtsIbxZvxTPpsKSK772RA\nyd4C9Z+/5DwS6+7l6dXjcVkEjSEVlO/LxHh67Sb13XZml4RoDLrw21UFgJaYOuc9Mkhju4UJVhUT\n12iabE3sjRec5LJQ5VXetFy7ya6gC5CMzg+xrs2X1XCLmAZVmaQUjy3FQG+c2i4XEij1xJkSGssp\nJcoY3NJh8HZzTtZgB3gv+jh2uxpDjrWSgfZxNKRiuLAzymcyIi9MZ9zK9m6nWoKMOJhc2E7QtDPA\n1UU8rZbO01LQZTpISgu7ozkU2KNUutuJpux0JJ1UuroZVriDSMxDWyQPQ6Qpz7yMxNM2ggkX7Yke\nfTjBEE8nY6o2YiZseIe2g12SKrLwWMswvJaR5O2czJw5ozieOeuss/i3f/u3Yz0MjeaEoV9mfUoE\nnfG99SHTmSXPHiPtoYanuXHgFwAIJeGR9ncO2dcnMdAaL1PyIPdaBx9xHycL5RXlnHpZKdcOeYn5\nPz2bx3eN4MqBNUzNr+MbL30RgL9d+YhqPDojJhtWnqeXtk4H1LJTxDQwpaAkUwpsW1gZwEO86qHt\nNtRDP2yqJbOeJILdEQe7cWBKwcZuL8m0hTmFbWwN5+DJBJnP36YKtC9o/h8uLVMCvaFM7KIpBTaL\nzHqLHNLBMPcXcEknBRbVpt1/HjEZoL1baaTZPEOY5VA6fV5rmmJXAIeRpimixtQeteO2mUSSVq7I\nm8Hfm5895PVbEXiA0ryLKImpElmFspBWwGcdyO6YSnLxOgYj0wki0c1Y7cVIi/LGTbHO5b3Ei1yS\nex5vRHcz0zYajy2VNRjTqPOyIOlKWOlKWMmxm3zjiZUsem43c2ffmh2HEIKadht2mWBcQRyXNc2O\nrr0vIYWuBDMcSZpCToSQvB5poFiWky/UsXYk3wRhsM0EM9GCzV7KHMc5bE234Ze57Ahb2bG9kKuH\ntiCxZpN/3m7MZ3JxF7uCTvKcSewZr1ptp4dBGRHisQUhartchBJWRuSFaIk4qPDGyHUks2W3aiJp\n2kQzBa5TAKhiEEEZYbTLRrEnBkRJpiwUOZMUOZV3tjVuo8IdZ0/cxQhvB2u7i/BZkxTZo9RFlcew\nzBnBYyRJSVX5otDZnS0Cvz1TU9jvCOIlQlfcS76zm+3BUsaW7aQw5CeVNmiL5tIQzWGckcLuMcEu\nCc8p5PX1bqaNvxm/33/I38fxxMmeMKXR9DX9MkZtTHGJXHPPSEI7lbclmXCwpEEtmV31vsqU+9fM\nU7PtP7+yjrHGGawM/E+fjmN3zUh2bosium+hslLrHQG8+/QjvLWwky2tw7IlpW794FEAXjvzPACm\nX6eqGhjtanlz6dMqSH5tl3pQbc/Etw3IeF5cmYd2oSOJ15okaNoYlsmi65FgWdetMkSbMir7Fe44\nibSFInuc3VHV3+u7C6iNJ/Cg2uRnRG0HZIzADQEXpxSFMNOC5kxJqQVdCwDwOUaQlBHSMslIizIs\n1ydfYYTtLAbbrZxS2kXYtBBOGlkD6ZRi5S27YcWTvbp2Vs8gkGny7KPpMndgmh2kEwGEVRlKZ/uu\nVuearidNChtOLBhEZIABDMKe0QYMEycoVEbjJNve7MMCVyIbJ3Zx1R7sN6wnR/wnFeVD9xvHP596\nkQ0v7KErrpZYq3IilLiS2QoO8ZRBOLNcaEp4K7n3RajYGEFIdjDZUJ7sppSa411yI2lSROM7ON19\nWVZGY0huhHeb8vBn6sLmOJKEElasFlXwfbA/wq5uF2MLQrTHldRHJGmlOjdKd8Jgd9DFsLwwTSEH\no/LDLGvyZ+uevt3qptiqMlwrfDGCCYPOmD1bwmqsP0RTzEmpI866Li8jcyLUhZ3kO5LZUl4R04LD\nkLiMNCmpKiz01Dod4+sk1xahLpJPmbOb1oSXU0pryBnaTPfWjEhzUQeBb5Wy9t8HMcDTSloqN2dF\nQQPyKzFeXlvBgMKrGTZsWK9+I8cL5eXlNDY28uabb/LrX/+aOXPm8Pjjj3Pvvffyu9/9jnQ6zc9+\n9jPuv/9+NmzYwPz58xkwYMCxHrZGc0zolzFqU6p9cvlPJ5NoVgHNL22cBcD5o96hvqkagJ3hQpa3\n57G2VT1c/tmhlqoOtyzUx7Hgdz9j0qRJfdrnic7u+kb+OO/vbNu1mw07dtMV27v0FZ6XQ3hUPjkv\ntdCxQd24H9+msmV7Ypze3aOyQb0ZT9iQTEzVqEwx7R6vWmPUyWmFjSzrKM1mhlZnDLj2jMd1aasy\nVDpjNpZ2WCi2uJhZFmBbp4fhmYLe0UwB8njGm9YUcvFqVC1PeoTy0uZINaZt5lv4rCoJoZzBjPUI\nSj1KssIqJGHTYE1rDkMzY17f6eadzj/06rpZ3QMxI3Xk5M4mFN9CnnMSFjJjk0EswoZb+KmSFewU\n9YwUVaxLbyEmA3zWPRlrJg6wNSOpsTpVg1U4GSsGIQTYhWRYXogqX4yLHvqAd1+exBmnXXXAOKLR\nKO/+9oes2z4rq5dny3isNnX4yHMmqAu62J7uZHfyPXzWKoqpwoqVJupwCDdFsoRm0YSHXBzSTrHF\nxZuR+VS7zuWiYtWnw0gzxBflg3blteox1nokRroSVtqjdtoyFQjUd2kG5UZJpoWqT2qkqenwUOaN\nU+hIUtulCrAXOJPs6HJT4YvRHbfitZt0xa24rGnao3bGFoRwGGk6E9ZsDNyI3CjdSYO0BENAKnNL\n7E5aGeSNZb23IdNgWl4z0ZQdgWR4QR3N3UUUeDqxWZO4c1Q2eVtrGXm5bWxtKWCpJZeK02YR27we\nOtrwnXYOqVSKSZMm4XQ6e/X7OJ4oLy+npqaGBx54gJtvvpl0Os2QIUNYsmQJQ4cOZc6cOXzrW9/i\nyiuv5Ic//CHV1dVcf/31x3rYGs0xoV/GqMmkQbTej2mqJamzqlfjcEVZXDsNgIipTqfHSFsYeRuZ\nivT5OHbXjOTt5/smIeFkYkBlOb/48S0APPbUs9z+uz/z26lXABAepbS90mEL/upGlq+cSZlTeb1y\n7Snea1aZnBvSuyABZbKcVS0xxhpFdGUeqOY+pcLWtw+n3BtjT9SOBP65q5gpxd10ZfTQzLSgJeIg\n15Hk7KI0XnuAzpiVlBTUtPvYERUEiWDHTptQMWEl0kk1o0iRZrjD4J/Bf+Gwq5eBKptKjpjscqsE\nBXecwTnqN/BavTIKV6XXUxBTNT2XhR/l9IHnYcuvAyFYUbOVrmjyoNfNjKhYy1m2iWCbyOKE8lSV\nG2NpSKnkjFJjEDtFPQ7c1MomnMKHJEVjzAAMwtKkUJ06eaKcuX4bEGFX0EVxQQ3nFguG37eTV+6p\n5Pz/uOKg43C5XKRmTGXa519lwS8uojo3QiBupTXioDo3TGvEQVMqiimS+KxVlFINwBZzKVaLl5Cs\nJ2YEyaOcCQ5PZhkzwanyUhoI0BVXHk2bRdLtTDI4J4oQynvVU6S92hdjvL+T5+pKKHQl8NiUoeaz\np4iaFoIJg0jSSoknzoySLmq7XcTTFqp8cWIpC4m0hWTaQnfcSpknTiBuxUxbaI9amVPWSV3YiUcq\nb60rk3Fa5ozSEMklZloQAixCUuxMMtgbJSUFibSFUkccr2HSmnkRMIRkZfNwRufV43Ip43x7/TBS\n0kIawbrPRzADF3H5NHVvYtasg17zE5FvfOMb/PKXv9xvKbTHM1hSUsLAgWpJuLCwkHA4fEzGqNEc\nD/TLGLWkaWdPewWFuS0EMsW319cPoMiubgYRM4dx/kbGTWlk6ps9hlTm4X4QzasjYXfNSFr2mOTl\n9t8kgt5w5aUX09C0hwvsr5LvsmJ9Qs3HqyuUFIVNpMm1JXh+l0pCsFkkJa4ERJXXaktaSai8Y66D\nAEwQ4zmrsoOGkCPrZdmVEZHtWdazCsnqltysPAQo0dkCZ4LOmFpWS6RU4yARLilPsaTJTpVVefj2\nZpMaLI7VqmPEXgfUEihAe0zJYphpC4+0NvHFvAG0J9RvzILBa5GtzPUXcsulF3LttZ/PPszuvu/3\n/M/8l8FiHPKavdz2B87IvxGLUC8izela0jKO1eJlu/kORbaxJImRL9Vy70BRSqVLXYv6qJXh/hCG\ngMEpG7NLA8wu3srqzyaozP8OGza/TPi1y7nghukfGTdRmD+QUDJJMG7JGmmJlIXWiIPng5upZASz\n3H7Whn00UItflGO1eEmYrTht5apwvYC2jHGdZ08Rlik8uFkegAleyPfGaIrYiZoGEdMg35nAbVWJ\nA8O93awK5DEqP0w4aSEQt9ERs9MVhwG+KB5bCo8tRY7dZE2Hl8rMMrnTSLOm1UelL8rsMqX7trbd\nSzxlYWBOlJp2H21xGwM9MbaHXAxwx2mM2Mmxp3i7NY9CZzKbOJFjS2G3KE9pe8JKlStKbcjN9EyV\nibQUtCZcjM1twusMsqutEpc1QZfRQtO5uVgS51LuKGfgtIGHvM4nMhdeeCE/+MEPeOaZZz42BudE\nWrHRaPqaflnrE6A74aateShtib2GUqVPeUTyMoHoawLlFFnVMlB9ek2fHHd3zcjs/zet8TFr8vg+\n6fdk5ns3/gd3/9bkwvYPmFbgo6ZpFGsDOYz3d/NyozI2kmlBQ9RKXCojaXVMadvZbSob9GzXbABO\nKe2gttPDuqAFsFNo2FiZWo9HKG/WSEsZi+oLiKUsNIaUAVfmjdEWsZPILG3mORNMLukikbYwRoLT\nmmZQRldsWTiGK+nEwEI9W7PncIrjiyzr+h/MVDOXnfM56ut2sqMhjzXRZgxh4+lO5Q3rTm4j8DWV\njfjyoG8xffr0/a7FD797I+Ulxfx5/gvsaA0c8po1poNUiFG000TQrCMR2oTpKKTMfQbN8RVMtX8O\ngBrWcZFPJbUkUhYm5IcZ6Y+QkoICR5Jp+btovr4bZ935lJUNoKzsul7N2bixM7np5j9Sl4ixtG07\n04xxnQUoTgAAIABJREFU5DtMng9upppRNFJHOlxBDk4asdAl9yBJMzAjyru9+0nSOUPYI1WsXLnV\nQaFpAww2pvcg2Rs753ckcVr3apGFTIP3O9VSczTj3RqbH6YtrqQy6rpdGEJSnRNVCSCmQW3AjdOa\nImYalHpiSGB70EnMNPA7k7RH7TSEnMws6ySQtLIh4CFmWoiZFgZ6YwRNgzJ3gjKnWuI0hCSQtNOV\ntOK1Kl29roSXqfkBwikbgaSDif4GDJEmnrKxO1COlALPWetoSH2OOVO+0qvrfCJzzTXX8Oqrr3L/\n/fdz0003HevhaDTHLf3SoxY27STSVqIpGx4jSYlTxYTETOW1sFpMVnZUsbI9h/rOeZ/aOERz2X41\nLzWH5oc33UgoFOLue/6Kr13VdFzVmUu+02Rju5cXQ++TlmpJsMg6khmuy1mdeodEUmmJvZ9U5ab8\nnSpIe6QbmmM2omnJaDGGUod60DfGJOGUhVXmIgAqbdOwRbwMyQtnsz+tmexOi1BG2pYOD9GMLIRL\nOhnjtlDui5JMFVEfaWVP+LO8fNODvOa9jdzcXIYPH855V1zL9rBJkWc2KZnELlS8ZNoMUv6PMWxc\n1kb6+YP/cX71yis467TZ/PS/72PhypoDfkPCcOJCxS21BxZmt6fjbTTEnwJgo03VIT3DMR6rRRmZ\n5d4IZa4EVotkoDOCyzCRt3ex/bVLOe200w5rvnbWbWbt7oEU5S3hjvzJbA+G2NjhY6oxno6UyQCq\nybNY2Z0OUsxAhts9LIq+xbYulThicw+mK6MDN5yRvBbeRpo0l+RXYOkuJRCX5DsNbEaaaNyGJRP/\nVeBKkkgLdnU7KfEksCCpcCdoitrpiFnJtZuEE1YmFndT1+2kLeqgMidCNGnQHnFQ7otmY8l6CCWs\nOIw0NiPNtm4XXnuKmGlhYkGIrqQ1W92iK2EQNt34rClCpsHObhfVOVE64lYm+oMkpSBk2khJwQBn\nEI8tQkMkn3jcx4yhK2manmTB9nF84fyT20h74YUXAFi0aBFf//rX+frXv05OTk52W1VVFTt37mTp\n0qVUVVWxevVqpJS0t7dTUFDwUV1rNCcl/TLrc0hBhfy/i68FIM8exp/xoKWlYGGTymCry9Tne7Yl\ntVfzqg/o8aiFQylq3ryEyaecPDEnR4N4PM4LT7/CB6/XsXhPHhaLleaUqhYQS+wCYIbrct7p/EO2\n8LnbMQS3pYBUxpALmsp7JTK1N0capzHEKWiJG2yUqq9ISlUvGGooj9ZphWrfSm+croRBpSeerUX6\nr12FTCjsxmlNI6VkdWsX1906ic76zQweM5mWus0YueVMnDgxu4T52vO38e//owwkn3UgnZEVAHhd\no/msZyzf/tNLxOtvYPi4MYe8FqZp8ovf/I5nF71JeyR5REb/9YOvZW2nmw9Sy4h0v8+PxnyF2fkN\n1KaiDPvK5wkGg8yYMeOw+w4EOqht+gXxKKz/SyvfGZHP0zum8OLOIhwZTTuBzC4NFzKALYG/Igwn\nMp0AmcabeyrxVDtDrLNppQG/KKFS5GIBVqbXcoZjDPnOBLtDTip9MfKdCSyZYeY7khQ6kkRSBp0J\nK8GEwfaAB5tFIjKxgXlOk1RalQnrKVvWkxiQTFlIpCzZBJFxhUFsFknEtOCxpjGExGqR9FwVUwq8\nGQOtJ+t4UkGITV1uRuWGsVkkpY4IDTEPQz2dhEwHg33KEPXndPCuKWDShYybcTaGcehlbY1G0//o\nl1mfQwoq5D0X3MAQr4oVWdFZmv3OTCs9rF9t3VudoC8MtdPybsz+/9F3XmXZEkG45bO4XC5mzJjx\nifvvbwQCAWpWryL6wXK+teBtQikLNkz8bidtEWVUGa5KUtF6CvxK1qOa/UvqbJJKGd1vUdIoTZHF\n6guZxu6oJB7ZzICciwA43auSFAb4olR64riNFNGUQXfSyGYZnvWTz7B27VrGjRtHYWHhR47//dUf\n8N077qauPbSfEXRF+fXcPO9Valdc0mt1+fb2dmpra/lg4yZWrqvh9ffXkaT3D3vDVU4qVMdjfxxK\nPFSGx3o2o0aNwmq1fiIh5pWrX6Yz/CatbY2kZQLrG+fTFFFGTCJl4eX2FFNdbp4OvIwZa8Ljm0Qk\ntIZc36mYMsZEyxTqaKUzvYsSyzACshmn8BGSrZQwiM8Uwe5MqaiBuRFSaUGe02Rdq49SbyxboSCW\nsmSrKoDSvhviDyOlygy1WSRpCQN9cZJpgQDiaUF3wkqRM4kpBcGkgd2Spjlix2VNMzYvzPagOpeI\naRBMWKnwxmjLVEuYVtSNxzCpi7godiaocIYIp2yUObvY0F2CLSML47eG2XlGF6OHfplBgwYd8bXu\nK37yk58A8LOf/ewYj+TY0N/PX3N80i+zPgF+VOPBJZUbfaDVyReHqPg0AVw+4l281ml89d2n+/SY\nr9yuKhu0tD3Jkpd+RVlZA1/+8pf79Bj9Bb/fz6lnzoUz57L4ylb+9eK7lA8qID/PzQ0/uYemQJhU\nVCnmtwcWYnEWU+0cwh7RQiCttluFetCOtKg4toZ9xIvjqQgyFcOe0UyzG2meDtQyMzqONcDMAVuI\n5Vgx8gzMuMnQwTa6u7s588wzezX+qZMm8tyfH+CJZxfw3poNNDS3Ul4+lEuvKqRj+zeZM2d0r69F\nQUEBBQUFWYP/vfdX8vhzL7CzsZnh1VVs2baNFVsbEAdJQLAIyUO3XE5lZSVDhgzpU29OS3sdvsIO\nLr+ggPl/a2Np4ys8enWCf3/ianaGbUx1mdgMFZe2x7aZKZZp1OUMJiAbmWiZwruxBfgcQ5lsmcqQ\nnChru4awQ27BwMZAw0tT2MSwSLZEIGz6KPfECCasqs5qyEl9THnDyuwyK6WypjWHYXlhVrfkMig3\njADqgy5GF4Roj1mp9MTxZsrGNRkO6oJOhuVGcVjSfNDmoytuY1xhN3VhJ+P9IfbEHbREYUiO0l4b\nmRNmQ5eXzoQVuzPFKF83DTFl7DotKXZH8zitZDMlI3fAIHgmWsGZo+48biqTbNiw4VgP4ZjS389f\nc3zSVzFqJ5RHzemplNNH30nuPs+kaWUqMLslYuP9dnXTXBF4oE+P27Ps+fpTF3D66afr+LRPifUb\nN/LsS6+QTqeJRGOs2VTLlqYwKYuNfI8SMg6n9uAw/HQFluD0jQMgFlx30P4crmEMKrIxdEA5w6UV\nT6GTcy4/i+rq6qN1Sp8IKSVPL3iehj0txBJxTDNNVzDIVRedTyQS4dRTT/1UfovvrLmJc8coAyZS\n6mP3XXXcvbiEaf5TeGdPMWMLu2mN2Cl2J3i7yU+JK4nPbrIgoAzp6TYVhtCclJikKTbU+6DXlqYp\nY4QV2iXrkh2MNtRL1/pUK/kyj3JrpiSVmSIggpyTpzxdmzo9jMwLU9/tZm5lO6/X7415mlYWIJyp\nKeqzp3BY0qSkYGcmKzictFKdG2FqfhcNURcuI4XTSNMUdeCxpii0JwilrDRE1OfKTN3QeNrgjHJl\nADQHiygoXIdZFSZ4XhWbl1/BzJkz+/zaHymXXHIJAE8/3bcvqScK/f38Nccn/dKjZssMN5wSTChU\nWWUtESVl0Bmzszrxwqdy3AGjNrFn+UIKC1dpI+1TZOzo0YwdvdcjJaVk08YaNr9fQ32nwa7O9Sxa\ntpH2oFoi7THQCvzn7Rd8L1NJ7rrhaqqqqpg1a9YJGzskhODSL3z+qB832jWc7sKt+P47Aj+CAbcO\n5Lpzkvzr1ysYmTeDppAPlzXFqpZcXIbEZU1hpgXXlpYQiNvw2pUXrKHZxViv0lJbHUozxmElgJJp\nqU00cPeIHKCZ6fm7uWXFlOzxcx1JEtJOMuXmnQ5oE81MsznZHXQhhGRdu5dSTwyv3aTUnaAzbiWc\nNBiVF2Fjh4cLBrTQZdoZ6FHHiqYMih3q/3n2JAW2GE1xNx5rCkNI9sQdtMZsDPZG8VpNCu1RupIO\nipwRQjEvVkuKpK+Gd8ZeT1FREW3L2pg16/gx0jQazfFJv8z6jBFjs1RBzBMoo8CpHtibOpQIZY9w\naF+zu2Yk7y58l8mTJ38q/WsOjhCCUWNGM2pMj/H2BRoam/jbE0+xpmYLu/e0UlZcyNZdr+M0BDEz\nxfQR1VwwdzZXfunyE9ZAO9acduq/sfSV27ns1E6iqL+tCVNtNORW8ETLe8wtGM3MIpVQ8XZ7IXl2\nteQYSFgJJQ1ipoU1HR4q7ZL1ISg2rHiQQIpxbjt+R5JAfBCxVCemFPxxy0gmlagM7qWNueQC1b4I\nI6xpzLRgT6gClzVNMGkwODdCOGngs5sEE1ZahWRyQYj2hA27RTI4N8quqPKsD/N0q/rASQfRlEG5\nM0Rr3EEHDrqSVnJtJgJJtTuElDl0J600RB0MK2ulzN2Ow0jgsMeJ5zWze8R3mJ0Rrx0xYsTRnRCN\nRnNC0m911HoCywsy0hyBuJWqTJwJDWA4VYJBKranT47Xs+yZSqW0N+04oKK8jFtvunG/bYFAgLeW\nvUdJQR4TJ07EZrMdo9GdHNhsNhycwqbRMYr22X7+/7YwfpfkkR+to9jl4p22ceTYUqSkwEwLNrT7\nqM6NUNflotqTpDVqyy57BomyNeLg8uouEmnBGWWq5Fdnworbv5EZNzaS87eRDHArAduJua0MLdxJ\nbZsK1M93BHllz2B2hpxcXdlING1lT8yF3SKpcIYY7YuwvLOM4V7lzfPbYnQkXUgpsAlJZ9JGyHRw\nZql60WsMFWKINMVuJY47JKcJM23wQWclsZSdXEcQjysEjjD/KvsaZ/dUGNBoNJpe0i89amZK1esc\n5JKsb8thgE+Vh7qvXpUnsntHkjID5DrH0vEJDbV9BW4bd8dIpk6cWL7+ht/v58LPnHush3FSceq0\nS3h7ucnuguVMnG7JvqQMqHIw+xthHn3PgN2dfLWqmfm7xjHIE2Vikfr7XB2z02ZKRucoKZQNERMX\nDi4cEGSyv5OtYR+T83bj/VU3by74AmdOuIh4PMmm0f8kv3kzlkg3bbKDopSTUeWbaessIRD3cuEA\nJcESTTppi+UwyhelO+lkRWc+E3INiuwJmuNOLAIaYy5GeLswRJpKXwsNoSKKXZ20RpSgbiRlp8rT\nRjJloyBXSbp0h/x0JNtoCTYzNF5NTnwDO2Z/lTNOovJPGo3m6NEvPWoWi5tBLkmRW8Wb7A6qJY7J\n1rPJzZzJCnMTHYFFfXbMAaM2MXlIBc8+rN+oNf2LWdOvoL19Louee4zK4VsZOUZl0s4600Mo2M7K\nbbCoYhq01RFIqOD+XUEnhkUyOidBgSuBPWElP+oixyq5YfRyDIvJJCBym43Xn7qQSZPG4vPl4vPB\n7CuURmI6nea2W37AVZ+9muZV7zGm6A3MXdMIxFQR94FFdZTSyIr6cQSSDvLsJtsjXqxC8sVh77G7\nbQAlOcr42hUoZ1tXGQWOEIG4D4clidWSwmFJYrcmsFpMdrZVkUxb6bxmK/ktY6kouIxNa17DNub/\ncbpe5tRoNEdIv8z6rPBXyn8/42baojb8DpM3GnOz3/UIZm5lJy2dnzypYHfNSAaM2kT9xhG89c+L\nmaXfqjX9mLpdm9m5ezE2u0TKCBgBvNazmDD+dDo7Onn+7/+kqymErctJIKa8Vp+rUNI5kZSN6aWb\nKBi6m1RasrDBRnzs9UybNg273X7AsWKxGKFQKKtpt6t2EztfXUBxVwOT803SaYMNe1T5rHTRGloT\nVuYWhAjsGUTEdLO2S8m2lDrClLkCCCEJJV0Myt9FS3cxOc4gZtpKaySPjriDxxvXMers0zjnnHMo\nLi4+Gpezz5k8eTKRSIQxYw4ttHwys2HDBtxuN6tWrTrWQ9Foshz3WZ9CiIuBLwAB4CdSyq5P2mcy\nbWFP2EGhSwUyzywJsqYtJ1vAO074kx6CJ2d9AYDg9xrYXTOSNStjjBo16hP3q9GcyAysGsHAqoN7\nl/Ly8/jqf14DwJrlS4luex+zJUqXYZCOhBHBVpae5iIVH4ddzmXsGWPx+XyHPJbT6cTpdGY/Vw0b\nSdWwkbS1tfHq5s3Yul4hXrKZtL+aYSN/RlmOl7e3bGBT01KGdHvJtSUYm7eLnd2lmGlBka8TPwG2\ntQ/E7wjzdlsulsvbaajrpNA/kdtnXJetPKHRaDR9xVGNURNCnA48CBQD86SU393nuzuBH2c+rpVS\nThBCDAHOkVJeI4QYDtwphHgI+DZwHXCllPLxffqYCvwSaAPulFLWHGosgbiN/9vx5+znyrwrqO98\nYr82+f6zj3j58/K3n6PmglOyn82Oa8kfmH9EfWk0/Y0J00+D6YdXX7S3FBYWZrxsB3q3p0w+lQnj\nT+H9N18h3rKR57ZXMPj0PdTHipDJGO4iP6lUGovbS4HvVEaNmAETP5VhHhN6qiP0Vx2xHh01jeZ4\n4qjFqAkhclF3xhnATOA5IcQLUspFQggPUASck2neo48xGXgBQEq5RQjhk1KuBb4phJgIPCiEWCWl\n3JJp874Q4klgx0cZaa2JNuY3/u9+2/Y10vL9Z/fmnD+S1efNwndve/azaZqfuE+NRvPpY7VamXHm\n+cD56OJuGo3mWHM0PWoJ4C6pgtleFEKsBlKZ764DNgFvSSlj++yzCrgJeEkIMRQI7fPdVlTFp/lC\niOn77Gfu0+8R0RFYlJXnOBJWnzeLwd+pJYjyoJlmmlTqEw1Jo9FoNBpNP+SoedSklNGe/2c8aOuA\nxULl638JOAX4LyHE9VLKxzL7bBNCvCaEmAd0Abfv02UCuBRlzP0eZez1GUein/bQ9EsBGPydpftt\nX7kszPjx4/tkXBqNRqPRaPoPR11HTQgxB/gF0AS4pJQRYIYQIg+4GXhECBGQUr4MIKV8Fnj2YH1J\nKeuEEFehPG5LpJT/+KQncuCALQiLyiiTqdjHNIaLhq4gOHj/WLRod+lxU3RZo9FoNBrNiUNfedQO\np5etwF+Bs4B7ezZKKTullD8G7gK+e/BdD0RKuRD4L+B/hRB9m1YpLAhbDjIV+0gjTRhOhOHkoqEr\niES8pH60t+RQOi2R0TP7dFgajUaj0Wj6B30V495rQ01K2SSl/AvwPeD0gzT5HVB1mMe/E1gKzAc+\n1nXlNoqY5P+P7Ofbx15NRd6lVOSppUvDVY7hKkfYclT7nKnYvSOxe0cetL8rSq/hitJruHHxZ1R/\nK/cWWl6/OsHYsWMP83Q0Go3m6DNmzJh+q6EG+vw1xydWa98ooB224K0QYizwGynluR/aXgTcJ6X8\n8sfs/1cp5df2+ZwPrAScKNmOxYfat8xfJX/22W8D0BRVy5q1nZ7s9/M7nsdmLcAi9moiRcPrgYMv\nf36p4t95PvQBAOGu5dntu2tG8t6/rmDq1E+kUafRaDQnFZFIhD/96U+0tbXxi1/8AoDa2loeffRR\nnE4nM2bM4PTT1Xv88uXLef3110kmk3zxi1/UL76afofNZqOoqOjTF7wVQriBEVLK1ZlN5wP3CyHK\ngTOAxwGJilO7rRfHdO77QUrZIYS4BHj743Z0WFRgXnfSIN+x16W4PKKEbm3WAuIRVXS5xzAzXJXZ\ndqloffb/5xV+m844TLIozbS/fC6J+79V7VBf8kHgtV6cikaj0fQfQqEQyWSScFjdc6WU/L//9/94\n7LHH8Hq9XH755cyYMYNUKsWdd97JggULSKVSfPnLX2b+/PnHePQazdHlaNb6HIuS5dgELAPek1K+\nKIQYA9wN/Ah4C+VN23moToQQVuAy4DwhxLXAfCllEEBKuUoI8e2PG0hKCrqTBj5bivqw8ppV50bo\njPsB2NldmzmYleK8CwFoj63hUKofP524AYBC1/5FExa+dR0Tx/7844Zz2Pz4xz/mhhtuoLy8PLst\nEonw3HPPcffdd5NMJjnvvPMAtba9fv16rFYrTzzxBC+99BI//elPcTqdzJw5k2QyyY4dOzj33HP5\n/ve/n1VWr62t5ZFHHuHBBx9k2LBh3HzzzXz+85/PHm/Lli388Y9/JBKJ4PV6EUIwcOBAOjo6uOSS\nSw761vvAAw8wY8YMpkyZ0ufXRKPRnDgUFxdTVVVFY2MjAKtWrcIwDLxeLwDV1dW8+OKLWCwWBg0a\nhGEYGIaB1WrlvffeY9o0XTNZ0384almfUsr3UKK2H96+gcOISZNSmsBjmX8H+/7PB9u+L2nAZ1NG\nl0WAzbJ32TaYglNz/o13g38FoKXzBYThPGDJc6z/m8BeI23i1e/TMb1ivzaJ8OD9Stj0Bd3d3Tzx\nxBPk5OTwgx/8ILvd7XZz1VVX8fbbb7Nx40buu+++7HepVIq7776bgoICvvKVr/Dkk0+Sl5fHQw89\nBMCSJUu46qqraG9v57e//S0Aw4YN47bbbuPBBx/k4osv3s9Ie+mll7j11lt54IEHmD17dnb722+/\nzVe/+tWDqnun02nmzZvH5s2btaGm0WhQykyKtWvXZmuyAhQVFVFbW0s8Ht9ve3FxMbW1tdpQ0/Qr\njkXW5zEnlLDSEHHQEFHeoxV7clmxJ5dgxmG20nwdaYaQptLXPVhc2rNzVvDsnBUUuQIHNdJ+fuEE\nbKm+N0iefPJJpkyZwmOPPUYymTzge5vNdsA2wzC46aabsp8/XMD69NNPZ+TIkbz44osH7Wvf+oU7\nduzgO9/5Dv/5n/+5n5EGMGvWLG6//XYOxiuvvMLgwYN54YUX6Ojo+Jiz1Gg0/YlgMEhubm72s81m\no62t7YDtVquV9vb2g3Wh0Zy09JVH7YQy1AA6ojZKnAlKnAm+PXonViFZZS7hnc4/EA9uPOg+g/Ku\n5qKSG7io5AYASr9aR+lX6w4w0gAs+SFmzOzbtz4pJdu2bePXv/41HR0dvPzyy73ab/78+R+p4yal\npLu7m+Li4o/t66GHHiKRSHDZZZcd9PsrrrhivzfgHpYsWcJDDz2Ey+XisccO6gzVaDT9FL/fTzwe\nz36ORqP4fL5Dbtdo+hP90qPmMNKs73SzI+jkraY8Hq6t5JXomx+5z6C8qwH42+ee4m+fe4rikgYA\nogNzDtr+tEvH7+fa7wsWL17MZz7zGSoqKrjooouYN2/ex+6zZcsW6uvrD/l9LBbjzjvvpL29nZ/8\n5Ccf298bb7xBdXX1IW+WLpeL0tL9y2/V1tYyduxYvF4v11xzDf/4xz/67A1Bo9Gc+IwePZrm5ubs\n56amJsaNG8fo0aPZs2fPAds1mv5Ev/SotSbaeKvzD9y3RRk6r0RqiAXXEQuuO2j7Kf4beGbaDp6Z\ntgMA4+wExtkJogNzqJhrR3xImqR+p0lOzsENuE/C+++/n01Zv/7661m2bBlbtmw5oF1DQwNf//rX\n+drXvsaXvvSlg07y5s2bueWWW5gwYQI1NTUsWbKEc88994B2H6apqQm/339Y43755Ze59FKlUXft\ntdfS3NzMG2+8cVh9aDSak4t9JZ2mTJlCd3c3kYjKmN+1axfnnnsu5513Hps2bSKdThOPxzFNk8mT\nJx+rIWs0x4SjmfV5XPJKpAYDG/n+s+kILFIbxd6LMiX3ei6tDjC4sja7zRJSkh6u+m6aFnqhE2L5\ne5cW92y+milT+lbrp66ujmXLlvHd7+4t2lBYWMhf//pXfvnLX+7XtqKigocffhhQSwUfjj0DKC0t\n5Z577iEQCLB06VIMwzigzcFwuVzZlPreEAqFWLx4Mdu3b9/v2PPmzeOss87qdT8ajebkoaWlhWXL\nllFTU0NtbS3Dhg3jV7/6FXfddRf5+fnccssteDxK2/L73/8+d911F1arlXvvvbfPHloazYnCUa/1\nebxhoALms0ZaD1JdmEurAwD8Zvm5fGfiYoJBPwV5jdlmidz9szrTaUkikejzcT711FP84x//wOVy\nZbf9/e9/5+c//zm33XZb9qb2YVwuV9abdTDuvvtu5s6dy80339yr2LGpU6fy5ptvEolEelW/dP78\n+fz+97+nomJvHN/ixYu5+uqrqa+vp7Ky8iP21mg0JyPFxcX7ZaYDjB8/nvHjxx/Qdu7cucydO/do\nDU2jOe7olzFq+9IRWHRIIw3g1g8eZcHOfBbW+wkG/TSGilj3xwnZ79OGhbSx9/TfXSyYMGECfUkk\nEiEUCu1npAFceOGFxGIxnnnmmSPuOy8vj9/85jcsWbKEv/3tbx/b/pvf/CbxePyQ8XH19fUsX66q\nM0gp2bx5835GGsCcOXPIz8/n73//+xGPW6PRaDSa/kC/jFE7FAX+8w66vcSRpsSRpjGkZODKPG0Y\nHQmMjgM9Z4nQ6F55mg6HRx999KBlqPLy8pg4cSL/93//l53InjiOjyKRSOyXSXXmmWdyzTXXcMcd\nd7B27drs9p42+/Y3e/Zsvve973HPPffw8MMP7ycRsn79ep577jmmT58OwMKFC6murj7g+IZhcNpp\np/HII48c1jKqRqPRaDT9jb7yqBl33HFHn3R0NPivn//yDkvOAdq7RGPbDtp+pPcUzh/YSkvczcT8\nXQCISwySJW6scZOUUy2fbqlJUuC6FL+/oM/G+uSTT3LnnXcSCoUYNWrUftIXixYt4vHHH6ehoYGN\nGzcSDAZ59NFHaWlpwWazUV5evl9SQ3t7O08++SRPPfUUra2t5OfnM2DAANxuNzNnzuS5555j3rx5\nRCIRHA4HDz/8MCtXrqSlpYWcnBxGjRoFwKmnnsqYMWN44oknuP/++1m4cCGLFy/GZrNx3XXXAfDq\nq69y66230trayrBhw/arovDee+8xb948mpqaWL9+PcOGDaOkpKTPrplGo9FoNCcLFouFX/3qV013\n3HHHg5+kn8Muyn4sEU6PtA4Y1ev2f5p2GdMycWkjP6NKlUqfhXiVKncSrlRZkK8/X8UZp97Yx6PV\naDQajUbTX3E4HBQUFHz6RdlPRBae8dnM/1SFgo3BYkb49rogeww0AEf4D/hd7x7N4Wk0Go1GoznJ\n0TFqH8OS1kKWtBayMahU+5/5y7mIWJqOWQP2a7d06dKDZixpNBqNRqPRHCl9FaN2Yi19CtEK1B3D\nlpAXAAAEzklEQVTrcWg0Go1Go9H0goFSygOD6w+DE8pQ02g0Go1Go+lPnLRLnxqNRqPRaDQnOtpQ\n02g0Go1GozlO0YaaRqPRaDQazXGKNtQ0Go1Go9FojlO0oabpFUKIi4UQ84QQ9wshco/1eDRHhp7H\nkwM9jycfek5PHvp6LrWhpjkAIcSdQgiZ+bdGCDEEOEdKeQ3wAHCnEMIthLg302a+EKJQCHG2EKJR\nCBETQnwu05cQQvyHEKJdCPHZjzywps8QQpwuhNgshOgUQtyX2abn8QRECHGOEGK5EKI681nP4wlO\nL+fUJoS4IvM3vFwIcV/m3x+FEC09+2qOHYdxn/1Ec3lSVibQHDlCCA9QBJyT2VQHTAZeAJBSbhFC\n+KSUESHE94HLgM1SyjZgkRDil8B/Awsz7aUQ4iWgTEr58lE+nX5J5g1uFjADmAk8J4R4AchDz+MJ\nhRCiBPAC0/bZrP8eT2AOY06TwBNCiBuBxVLKH+/Tx4KjOWbNgRzmffYTzaX2qGk+zHXAJuAtKeUi\nKWUtsAo4H0AIMZRMbS6pRPieBC7aZ//5gAs4a59tF2baaY4OCeAuKWWnlPJFYDWQQs/jCYeUshn4\n8I1cz+MJzOHMaQbzIN0sAho+lQFqesth3WczHNFcakNNk0UIIYAvAb8GmoUQVwJIKbcBrwkh5gHf\nAW7fZ7cngLFCiFGZz2WoH+Ol+7QZI6Vc/2mPX6OQUkYzD+0eD+k61FucnscTECll+kOf9Tye4Bzm\nnO6HEGIAcEbGS6M5RhzhfXY/ejuXujKB5gCEEHnAzcCPgAs+bolECLEV+JuU8mdCiP9CvQDcAJQA\nfuDbUso7Pt1Raz6MEGIO8AugCfi6lDLyMe31PB6nCCEkMEhKubMXbfU8ngD0dk6FEIsBG/AmYKA8\npjdIKRd92mPUfDyHc5890rnUHjXNAWRcuT8G7gK+24tdnkDFxoB6GPweyAXOBi7mQDe/5uiwFfgr\natnr3l601/N4cqDn8eTjDSnlD6WU3weuOtaD0ezH4d5nD3sutaGm+Sh+B1T1ol3PcsulwHopZQvw\nBuphMVFKufpTHKPmEEgpm6SUfwG+B5zei130PJ4c6Hk8uVkFbDvWg9AojuA+uy+9mkttqGk+ijTq\nh/SRSCnXAjWoN/enMpufBL4IdHxqo9P0lvfpReCxnseTAz2PJzdSyrSUcocQYsyxHotmP3p1n92X\n3s6lNtQ0WYQQ5UKIq4QQlkxiwc3Abb3c/QmULMCezOdnUCno//wUhqr5CDKaWpP22XQ+cH8vd9fz\neJyR+VsEEB/ZcH/0PB7HHOacWvjQs1oIUQZc0Nfj0vSeI7zPHtFcah01zb7kAXejkgjeAu7rTfBy\nhieA1p4PUsp2IcSfpZQr+nyUmo9jLPCiEGITsAx4L5M+3hv0PB5HCCF8wNWZj18TQvxBStn6Uftk\n0PN4nNLbORVC2IDLgQlAuRDCnvnKhfKOXvbhfTRHlV7fZz/pXOqsT41Go9FoNJrjFL30qdFoNBqN\nRnOcog01jUaj0Wg0muMUbahpNBqNRqPRHKdoQ02j0Wg0Go3mOEUbahqNRqPRaDTHKdpQ02g0Go1G\nozlO0YaaRqPRaDQazXGKNtQ0Go1Go9FojlO0oabRaDQajUZznPL/AVH8WEpS9/U7AAAAAElFTkSu\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborexdata.prepare_map(coordinates, 'h')\n", - "fig.set_size_inches(10, 10)\n", - "\n", - "# Map scale\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', \n", - " units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-3.5, 35.8)\n", - "xa2, ya2 = m(-3.5, 35.8)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "\n", - "pcm = m.pcolormesh(lonsst, latsst, sst, latlon=True, \n", - " vmin=18., vmax=20.5, cmap=cmocean.cm.thermal, zorder=2)\n", - "\n", - "# Add drifter trajectories on map\n", - "for drifterfile in drifterlist:\n", - " drifter = alborexdata.Drifter()\n", - " drifter.get_from_netcdf(drifterfile)\n", - " \n", - " # Take only good time\n", - " drifter.select_dates(initialdate=tt, finaldate=tt_end)\n", - " if drifterfile == drifterlist[0]:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True, label=\"Drifters\")\n", - " else:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True)\n", - " \n", - " \n", - "# CTD\n", - "m.plot(ctd.lon, ctd.lat, 'ko', ms=1, zorder=6, latlon=True)\n", - "\n", - "# Glider\n", - "llong1, llatg1 = m(glider1.lon.compressed(), glider1.lat.compressed())\n", - "llong2, llatg2 = m(glider2.lon.compressed(), glider2.lat.compressed())\n", - "\n", - "m.plot(glider1.lon.compressed(), glider1.lat.compressed(), \n", - " '-', lw=3, color='k', zorder=3, latlon=True)\n", - "m.plot(glider2.lon.compressed(), glider2.lat.compressed(), \n", - " '-', lw=1.5, color='k', zorder=3, latlon=True)\n", - "\n", - "# Profilers\n", - "lonp1, latp1 = m(profiler1.lon, profiler1.lat)\n", - "lonp2, latp2 = m(profiler2.lon, profiler2.lat)\n", - "\n", - "m.plot(profiler1.lon, profiler1.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "m.plot(profiler2.lon, profiler2.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "\n", - "# Ship trajectory\n", - "lonrv, latrv = m(rv.lon.compressed(), rv.lat.compressed())\n", - "m.plot(rv.lon, rv.lat, 'k-.', linewidth=.5, latlon=True)\n", - "\n", - "# Coastline and continent\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "m.drawcountries(linewidth=.2, color=\"k\")\n", - "\n", - "# Front\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - "\n", - "\n", - "# Add rectangle around study area\n", - "patch = alborexdata.create_rect_patch(coordinates2, m, color=\".95\", zorder=3, alpha=.2)\n", - "ax.add_patch(patch)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - "n1, n2 = m(coordinates2[0], coordinates2[2])\n", - "n3, n4 = m(coordinates2[1], coordinates2[3])\n", - "axins.set_xlim(n1, n3)\n", - "axins.set_ylim(n2, n4)\n", - "plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - "plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - "# Add gliders tracks and CTD casts\n", - "NN = 34\n", - "\n", - "llon, llat = m(ctd.lon[:NN], ctd.lat[:NN])\n", - "axins.plot(llon, llat, 'ks-', lw=0.5, color=\".75\", ms=5, \n", - " zorder=4, label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - "llon, llat = m(ctd.lon[NN:], ctd.lat[NN:])\n", - "axins.plot(llon, llat, 'kx-', lw=0.2, ms=2.5, \n", - " zorder=4, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - "\n", - "axins.plot(lonp1, latp1, \"o--\", zorder=6, color=\".7\", label=\"Profiling floats\")\n", - "axins.plot(lonp2, latp2, \"o--\", zorder=6, color=\".7\")\n", - "axins.plot(lonrv, latrv, 'k-.', linewidth=.5, label=\"Research vessel\")\n", - "axins.plot(llong1, llatg1, '-', lw=3, color='k', zorder=3, label=\"Deep glider\", )\n", - "axins.plot(llong2, llatg2, '-', lw=1.5, color='k', zorder=3, label=\"Coastal glider\")\n", - "axins.legend(bbox_to_anchor=(1.05, .8), fontsize=12)\n", - "\n", - "#axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - "# label=r\"Drifters ($\\times$ 25)\")\n", - "mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "ax.legend(loc=7, fontsize=12)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "#plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - "# edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "@webio": { - "lastCommId": "F0C69360776D465299F14BD6D402F412", - "lastKernelId": "9a5a5656-83de-49c0-88f5-d88dd94a51cc" - }, - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/figure2_SatelliteData.ipynb b/python/figure2_SatelliteData.ipynb index 8392b52..ba01714 100644 --- a/python/figure2_SatelliteData.ipynb +++ b/python/figure2_SatelliteData.ipynb @@ -3,12 +3,18 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/cmocean/tools.py:76: MatplotlibDeprecationWarning: The is_string_like function was deprecated in version 2.1.\n", + " if not mpl.cbook.is_string_like(rgbin[0]):\n" + ] + } + ], "source": [ - "import alborex_functions\n", "import alborexdata\n", "import netCDF4\n", "import glob\n", @@ -19,24 +25,24 @@ "import numpy as np\n", "import datetime\n", "import cmocean\n", - "from importlib import reload" + "from importlib import reload\n", + "import urllib.request" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'reload' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malborexdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'reload' is not defined" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -65,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": { "collapsed": true }, @@ -132,30 +138,33 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2018-08-28 10:30:04,652 - alborex_logger - INFO - Working on 2 SST files\n" + "2019-01-09 16:06:24,070 - alborex_logger - INFO - SST file A2014145125000.L2_LAC_SST.nc already downloaded\n", + "2019-01-09 16:06:24,072 - alborex_logger - INFO - SST file A2014150020500.L2_LAC_SST.nc already downloaded\n" ] } ], "source": [ "coastfile = config[\"datafiles\"][\"coast\"]\n", - "sstfilelist = sorted(glob.glob(os.path.join(config[\"datadirs\"][\"sst\"], '*SST*.nc')))\n", - "nfiles = len(sstfilelist)\n", - "if nfiles == 0:\n", - " logger.warning(\"No SST files in directory {0}\".format(sstdir))\n", - "else:\n", - " logger.info(\"Working on {0} SST files\".format(nfiles))" + "sstfilelist = config[\"datafiles\"][\"sst\"]\n", + "sstfilelistremote = config[\"datafiles\"][\"sstremote\"]\n", + "for sstfile, sstremote in zip(sstfilelist, sstfilelistremote):\n", + " if not(os.path.exists(sstfile)):\n", + " logger.info(\"Downloading data file {}\".format(os.path.basename(sstfile)))\n", + " urllib.request.urlretrieve(sstremote, sstfile)\n", + " else:\n", + " logger.info(\"SST file {} already downloaded\".format(os.path.basename(sstfile)))" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -175,15 +184,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2018-08-28 10:30:13,926 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/figures already exists\n", - "2018-08-28 10:30:13,932 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/leaflet/images/ already exists\n" + "2019-01-09 16:06:27,952 - alborex_logger - DEBUG - Figure directory ../figures already exists\n", + "2019-01-09 16:06:27,957 - alborex_logger - DEBUG - Figure directory ../leaflet/images/ already exists\n" ] } ], @@ -210,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -228,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": { "collapsed": true }, @@ -243,21 +252,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Projection for overlay in leaflet" + "Projection for overlay in `leaflet`" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "m2 = Basemap(llcrnrlon=coordinates[0],\n", - " llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1],\n", - " urcrnrlat=coordinates[3], resolution = 'l', epsg=3857)" + "if makeFigsLeaflet:\n", + " m2 = Basemap(llcrnrlon=coordinates[0],\n", + " llcrnrlat=coordinates[2],\n", + " urcrnrlon=coordinates[1],\n", + " urcrnrlat=coordinates[3], resolution = 'l', epsg=3857)" ] }, { @@ -269,13 +279,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", + "frontcoords = config[\"datafiles\"][\"front\"]\n", "f = alborexdata.Front()\n", "f.get_from_file(frontcoords)\n", "f.smooth()" @@ -290,15 +300,15 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2018-08-28 10:53:21,350 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", - "2018-08-28 10:53:21,985 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n" + "2019-01-09 16:09:25,558 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", + "2019-01-09 16:09:26,629 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n" ] } ], @@ -307,14 +317,14 @@ "xrect = (coordinates2[0], coordinates2[1], coordinates2[1], coordinates2[0], coordinates2[0])\n", "yrect = (coordinates2[2], coordinates2[2], coordinates2[3], coordinates2[3], coordinates2[2])\n", " \n", - "figname = \"AlborEx_keyfig.png\"\n", + "figname = \"fig02.png\"\n", "fig = plt.figure(figsize=(10, 10))\n", "\n", "for ii, sstfiles in enumerate(sstfilelist):\n", " logger.info(\"Working on file: {0}\".format(os.path.basename(sstfiles)))\n", " \n", " # Read data from file\n", - " lon, lat, sst, sstqual, year, day, platform = alborex_functions.load_sst_l2(sstfiles)\n", + " lon, lat, sst, sstqual, year, day, platform = alborexdata.load_sst_l2(sstfiles)\n", " \n", " # Create date from year and day\n", " titledate = (datetime.datetime(int(year), 1, 1) + datetime.timedelta(int(day) - 1)).strftime('%Y-%m-%d')\n", @@ -368,43 +378,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2018-07-30 10:07:59,791 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:00,293 - alborex_logger - INFO - Making figure A2014145125000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:04,481 - alborex_logger - INFO - Working on file: A2014146023000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:04,928 - alborex_logger - INFO - Making figure A2014146023000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:08,735 - alborex_logger - INFO - Working on file: A2014147013500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:09,137 - alborex_logger - INFO - Making figure A2014147013500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:12,756 - alborex_logger - INFO - Working on file: A2014148132000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:13,172 - alborex_logger - INFO - Making figure A2014148132000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:18,754 - alborex_logger - INFO - Working on file: A2014149012000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:19,226 - alborex_logger - INFO - Making figure A2014149012000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:23,703 - alborex_logger - INFO - Working on file: A2014149122500.L2_LAC_SST.nc\n", - "2018-07-30 10:08:24,116 - alborex_logger - INFO - Making figure A2014149122500_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:27,975 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n", - "2018-07-30 10:08:28,396 - alborex_logger - INFO - Making figure A2014150020500_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:32,622 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:32,906 - alborex_logger - INFO - Making figure A2014150020500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:36,894 - alborex_logger - INFO - Working on file: T2014145111000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:37,360 - alborex_logger - INFO - Making figure T2014145111000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:41,215 - alborex_logger - INFO - Working on file: T2014145221500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:41,734 - alborex_logger - INFO - Making figure T2014145221500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:45,844 - alborex_logger - INFO - Working on file: T2014146212000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:46,258 - alborex_logger - INFO - Making figure T2014146212000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:50,637 - alborex_logger - INFO - Working on file: T2014149215000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:51,090 - alborex_logger - INFO - Making figure T2014149215000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:55,240 - alborex_logger - INFO - Working on file: T2014149215000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:55,661 - alborex_logger - INFO - Making figure T2014149215000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:59,812 - alborex_logger - INFO - Working on file: T2014150113000.L2_LAC_SST.nc\n", - "2018-07-30 10:09:00,331 - alborex_logger - INFO - Making figure T2014150113000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:09:04,373 - alborex_logger - INFO - Working on file: T2014150223500.L2_LAC_SST4.nc\n", - "2018-07-30 10:09:04,863 - alborex_logger - INFO - Making figure T2014150223500_L2_LAC_SST4_cm.png\n" + "2019-01-09 16:09:54,718 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", + "2019-01-09 16:09:55,333 - alborex_logger - INFO - Making figure A2014145125000_L2_LAC_SST_cm.png\n", + "2019-01-09 16:09:59,396 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n", + "2019-01-09 16:09:59,666 - alborex_logger - INFO - Making figure A2014150020500_L2_LAC_SST_cm.png\n" ] } ], @@ -413,7 +397,7 @@ " logger.info(\"Working on file: {0}\".format(os.path.basename(sstfiles)))\n", " \n", " # Read data from file\n", - " lon, lat, sst, sstqual, year, day, platform = alborex_functions.load_sst_l2(sstfiles)\n", + " lon, lat, sst, sstqual, year, day, platform = alborexdata.load_sst_l2(sstfiles)\n", " \n", " # Create date from year and day\n", " titledate = (datetime.datetime(int(year), 1, 1) + datetime.timedelta(int(day) - 1)).strftime('%Y-%m-%d')\n", @@ -492,21 +476,12 @@ " bbox_inches='tight', pad_inches=0)\n", " plt.close()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { "@webio": { - "lastCommId": "013A25EA7B4744779501AFB8FBF39968", - "lastKernelId": "887a8619-bb82-486d-8665-bf1b5c07f3df" + "lastCommId": "17CEE85431124A658C60088306DF48C3", + "lastKernelId": "9d60b0b7-ebb8-4e77-9137-3c4b55a99862" }, "kernelspec": { "display_name": "Diva-python3.6", diff --git a/python/profilers_mat2netCDF.ipynb b/python/profilers_mat2netCDF.ipynb index fa4e1d1..b89c8c2 100644 --- a/python/profilers_mat2netCDF.ipynb +++ b/python/profilers_mat2netCDF.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Write the a netCDF file containing the profiler measurements using the list of mat files." + "Write the a netCDF file containing the profiler measurements using the list of `mat` files." ] }, { @@ -83,41 +83,6 @@ "alborexdata.Profiler.arrays_to_netcdf(outputfile, lon, lat, t, p, T, S)" ] }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lon, lat, p1, t2, T1, S1 = alborexdata.Profiler.read_profile_from_mat(datafilelist[-1])\n", - "lon, lat, p2, t2, T2, S2 = alborexdata.Profiler.read_profile_from_mat(datafilelist[-10])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(T1, p1)\n", - "plt.plot(T2, p2)\n", - "plt.show()\n", - "plt.close()" - ] - }, { "cell_type": "code", "execution_count": null, @@ -129,6 +94,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": "F5B81D9BC95545ABB49DEC964354CF5D", + "lastKernelId": "0bcf0a33-cebb-483a-9a4c-5f8461d3a5cc" + }, "kernelspec": { "display_name": "Diva-python3.6", "language": "python",