{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Table of Contents\n", "* [Harmonizing multiple sets of polygons with `tobler`](#Harmonizing-multiple-sets-of-polygons-with-tobler)\n", "\t* [First steps](#First-steps)\n", "\t\t* [Visualizing these 3 set of polygons](#Visualizing-these-3-set-of-polygons)\n", "\t\t* [Creating a list of all the GeoDataFrames](#Creating-a-list-of-all-the-GeoDataFrames)\n", "* [Harmonizing the geodataframes with different methods](#Harmonizing-the-geodataframes-with-different-methods)\n", "\t* [Area Interpolation Method](#Area-Interpolation-Method)\n", "\t* [Raster Land Cover Area method: National Land Cover Dataset (NLCD)](#Raster-Land-Cover-Area-method:-National-Land-Cover-Dataset-%28NLCD%29)\n", "* [Comparing both methods in terms of the values generated for all variables](#Comparing-both-methods-in-terms-of-the-values-generated-for-all-variables)\n", "* [Constrained Checks (overall population)](#Constrained-Checks-%28overall-population%29)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Harmonizing multiple sets of polygons with `tobler`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook guides you through to one of the main functionalities in `tobler` which is the `harmonize` function. This functions allow users to pass a set of different set of polygons, such as a different set of US census tracts from different years that were modified. With `harmonize` you can choose different methods for the harmonization and perform the estimates to multiple variables (either *extensive* or *intensive*) at once.\n", "\n", "*Note: to run appropriately this notebook, we recommend the user to have the most uptodated versions of the package. For example, you need to have numpy, scipy and statsmodels with their newest versions and it is likely that you'd have to install statsmodels from its source running in command line (`pip install git+http://github.com/statsmodels/statsmodels.git@master`)*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from tobler.area_weighted import *\n", "from tobler import harmonize\n", "\n", "import os\n", "import time\n", "import numpy as np\n", "import pandas as pd\n", "import geopandas as gpd\n", "from quilt.data.spatialucr import census\n", "from shapely.wkb import loads\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import rasterio\n", "from rasterio.plot import show\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First steps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example uses all census data that the user must provide your own copy of the external database. A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. After the user download the zip files, you must provide the path to these files." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import geosnap\n", "from geosnap.data.data import read_ltdb\n", "\n", "#os.chdir('path_to_zipfiles')\n", "os.chdir('C:\\\\Users\\\\renan\\\\Desktop\\\\osnap_data')\n", "\n", "sample = \"LTDB_Std_All_Sample.zip\"\n", "full = \"LTDB_Std_All_fullcount.zip\"\n", "\n", "read_ltdb(sample = sample, fullcount = full)\n", "\n", "df = geosnap.data.db.ltdb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- The Philadelphia County is the code '42101' (State Code + County Code): https://en.wikipedia.org/wiki/List_of_counties_in_Pennsylvania\n", "\n", "\n", "- `n_total_pop` (total population), `n_white_under_15` (total population of white people under 15 years old) and `p_white_under_15` (percentage of white people under 15 years old of a specific region) are variables that are present in all census data to be harmonized. Therefore, a good set of variables to be used as as example for multiple harmonization of both extensive and intensive types." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df['geoid'] = df.index\n", "df['state'] = df['geoid'].str[0:2]\n", "variables = ['geoid', 'n_total_pop', 'n_white_under_15', 'p_white_under_15']\n", "\n", "df_phili_2010 = df[(df['year'] == 2010) & (df.geoid.str[0:5] == '42101')][variables]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to get the raw census data of 2000 since the geoid of the data and the polygons to merge." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df_2000 = geosnap.data.db.census_00[variables]\n", "df_2000['geoid'] = [str(item).zfill(11) for item in list(df_2000.geoid.astype(str))]\n", "df_phili_2000 = df_2000[df_2000.geoid.str[0:5] == '42101']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Getting the raw census tracts polygons for all years of the analysis (this may take some minutes). Starting with 1990:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " geoid geometry year\n", "0 01023009567 POLYGON ((-88.414064 32.179518, -88.414226 32.... 1990\n", "1 01023009568 POLYGON ((-88.32355099999999 32.02982, -88.324... 1990\n", "2 01023009569 POLYGON ((-88.457246 31.81052, -88.458158 31.8... 1990\n", "3 01023009570 POLYGON ((-88.188908 31.698461, -88.194 31.698... 1990\n", "0 01037009610 POLYGON ((-86.09742900000001 32.912974, -86.09... 1990" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aux = census.tracts_1990()\n", "aux['geometry'] = aux.wkb.apply(lambda x: loads(x, hex=True))\n", "aux = aux.drop(['wkb', 'index'], axis = 1)\n", "gdf_1990 = gpd.GeoDataFrame(aux)\n", "gdf_1990['year'] = '1990'\n", "gdf_1990.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and now, 2000:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geoidgeometryyear
001071950100POLYGON ((-85.659972 34.755957, -85.660201 34....2000
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" ], "text/plain": [ " geoid geometry year\n", "0 01071950100 POLYGON ((-85.659972 34.755957, -85.660201 34.... 2000\n", "1 01071950200 POLYGON ((-85.771604 34.917734, -85.772938 34.... 2000\n", "2 01071950300 POLYGON ((-86.02624400000001 34.783033, -86.02... 2000\n", "3 01071950400 POLYGON ((-86.32297199999999 34.741224, -86.32... 2000\n", "4 01071950500 POLYGON ((-86.171466 34.621673, -86.1737300000... 2000" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aux = census.tracts_2000()\n", "aux['geometry'] = aux.wkb.apply(lambda x: loads(x, hex=True))\n", "aux = aux.drop(['wkb'], axis = 1)\n", "gdf_2000 = gpd.GeoDataFrame(aux)\n", "gdf_2000['year'] = '2000'\n", "gdf_2000.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... lastly, 2010:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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047157007300POLYGON ((-89.94575399999999 35.115323, -89.94...471570073002010
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" ], "text/plain": [ " GEOID geometry \\\n", "0 47157007300 POLYGON ((-89.94575399999999 35.115323, -89.94... \n", "1 47157021320 POLYGON ((-89.870952 35.089518, -89.8707709999... \n", "2 47157020222 POLYGON ((-89.92942699999999 35.262985, -89.92... \n", "3 47157022410 POLYGON ((-90.127607 34.994684, -90.127318 34.... \n", "4 47157005300 POLYGON ((-90.09169199999999 35.084691, -90.09... \n", "\n", " geoid year \n", "0 47157007300 2010 \n", "1 47157021320 2010 \n", "2 47157020222 2010 \n", "3 47157022410 2010 \n", "4 47157005300 2010 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aux = census.tracts_2010()\n", "aux['geometry'] = aux.wkb.apply(lambda x: loads(x, hex=True))\n", "aux = aux.drop(['wkb'], axis = 1)\n", "gdf_2010 = gpd.GeoDataFrame(aux)\n", "gdf_2010['geoid'] = gdf_2010['GEOID']\n", "gdf_2010['year'] = '2010'\n", "gdf_2010.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Merging the data with the original tract polygons of 2000 and 2010:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "full_phili_2000 = gdf_2000.merge(df_phili_2000, on = 'geoid')\n", "full_phili_2010 = gdf_2010.merge(df_phili_2010, on = 'geoid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing these 3 set of polygons" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-75.29683499999999, -74.939665, 39.85221, 40.15119)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phili_1990 = gdf_1990[gdf_1990.geoid.str[0:5] == '42101']\n", "ax = phili_1990.plot(figsize = (10,10), alpha = 0.5, edgecolor = 'black')\n", "ax.set_title(\"Philadelphia County in 1990 (target polygons)\", fontsize = 20)\n", "plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-75.29646379999998, -74.9392762, 39.8523232, 40.1512988)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = full_phili_2000.plot(column = 'n_total_pop', figsize = (10,10), alpha = 0.5, edgecolor = 'black')\n", "ax.set_title(\"Total Population of Philadelphia County in 2000 (1º source polygons)\", fontsize = 20)\n", "plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-75.29649115, -74.93953785, 39.85345459999999, 40.1515414)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = full_phili_2010.plot(column = 'n_total_pop', figsize = (10,10), alpha = 0.5, edgecolor = 'black')\n", "ax.set_title(\"Total Population of Philadelphia County in 2010 (2º source polygons)\", fontsize = 20)\n", "plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Although these maps look similar to each other, they actually do not represent the same set of polygons. There are some differences if we look closer.** This is confirmed as the number of tracts of each year is different:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N. of tracts in 1990 (target): 367 \n", "N. of tracts in 2000 (source): 381 \n", "N. of tracts in 2010 (source): 384\n" ] } ], "source": [ "print('N. of tracts in 1990 (target): {} \\nN. of tracts in 2000 (source): {} \\nN. of tracts in 2010 (source): {}'.format(len(phili_1990), len(full_phili_2000), len(full_phili_2010)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we'd like to harmonize different set of tracts, we need to make sure that all input are in the same Coordinate Reference System (CRS):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "phili_1990.crs = full_phili_2000.crs = full_phili_2010.crs = {'init': 'epsg:4326'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a list of all the GeoDataFrames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The input of the `harmonize` function is a list of GeoDataFrame where it is present both target dataset and all source datasets. All the variables that are going to harmonized should have the same name among all source datasets. We call this set a *community*." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "raw_community = [phili_1990, full_phili_2000, full_phili_2010]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Harmonizing the geodataframes with different methods " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function harmonize in module tobler.harmonize:\n", "\n", "harmonize(raw_community, target_year_of_reference, weights_method='area', extensive_variables=[], intensive_variables=[], allocate_total=True, raster_path=None, codes=[21, 22, 23, 24], force_crs_match=True)\n", " Harmonize Multiples GeoData Sources with different approaches\n", " \n", " Parameters\n", " ----------\n", " \n", " raw_community : list\n", " Multiple GeoDataFrames given by a list (see (1) in Notes).\n", " \n", " target_year_of_reference : string\n", " The target year that represents the bondaries of all datasets generated in the harmonization. Could be, for example '2010'.\n", " \n", " weights_method : string\n", " The method that the harmonization will be conducted. This can be set to:\n", " \"area\" : harmonization according to area weights.\n", " \"land_type_area\" : harmonization according to the Land Types considered 'populated' areas.\n", " \"land_type_Poisson_regression\" : NOT YET INTRODUCED.\n", " \"land_type_Gaussian_regression\" : NOT YET INTRODUCED.\n", " \n", " extensive_variables : list\n", " The names of variables in each dataset of raw_community that contains extensive variables to be harmonized (see (2) in Notes).\n", " \n", " intensive_variables : list\n", " The names of variables in each dataset of raw_community that contains intensive variables to be harmonized (see (2) in Notes).\n", " \n", " allocate_total : boolean\n", " True if total value of source area should be allocated.\n", " False if denominator is area of i. Note that the two cases\n", " would be identical when the area of the source polygon is\n", " exhausted by intersections. See (3) in Notes for more details.\n", " \n", " raster_path : the path to the associated raster image that has the types of each pixel in the spatial context.\n", " Only taken into consideration for harmonization raster based.\n", " \n", " codes : an integer list of codes values that should be considered as 'populated'.\n", " Since this draw inspiration using the National Land Cover Database (NLCD), the default is 21 (Developed, Open Space), 22 (Developed, Low Intensity), 23 (Developed, Medium Intensity) and 24 (Developed, High Intensity).\n", " The description of each code can be found here: https://www.mrlc.gov/sites/default/files/metadata/landcover.html\n", " Only taken into consideration for harmonization raster based.\n", " \n", " force_crs_match : bool. Default is True.\n", " Wheter the Coordinate Reference System (CRS) of the polygon will be reprojected to the CRS of the raster file. \n", " It is recommended to let this argument as True.\n", " Only taken into consideration for harmonization raster based.\n", " \n", " \n", " Notes\n", " -----\n", " \n", " 1) Each GeoDataFrame of raw_community is assumed to have a 'year' column. Also, all GeoDataFrames must have the same Coordinate Reference System (CRS).\n", " \n", " 2) A quick explanation of extensive and intensive variables can be found here: http://ibis.geog.ubc.ca/courses/geob370/notes/intensive_extensive.htm.\n", " \n", " 3) For an extensive variable, the estimate at target polygon j (default case) is:\n", " \n", " v_j = \\sum_i v_i w_{i,j}\n", " \n", " w_{i,j} = a_{i,j} / \\sum_k a_{i,k}\n", " \n", " If the area of the source polygon is not exhausted by intersections with\n", " target polygons and there is reason to not allocate the complete value of\n", " an extensive attribute, then setting allocate_total=False will use the\n", " following weights:\n", " \n", " v_j = \\sum_i v_i w_{i,j}\n", " \n", " w_{i,j} = a_{i,j} / a_i\n", " \n", " where a_i is the total area of source polygon i.\n", " \n", " For an intensive variable, the estimate at target polygon j is:\n", " \n", " v_j = \\sum_i v_i w_{i,j}\n", " \n", " w_{i,j} = a_{i,j} / \\sum_k a_{k,j}\n", "\n" ] } ], "source": [ "from tobler import harmonize\n", "help(harmonize)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Area Interpolation Method" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting to Harmonize the year of 2000...\n", "nan values in variable: p_white_under_15, replacing with 0.0\n", "Harmonizing extensive variable n_total_pop of the year 2000.\n", "Harmonizing extensive variable n_white_under_15 of the year 2000.\n", "Harmonizing intensive variable p_white_under_15 of the year 2000.\n", "Starting to Harmonize the year of 2010...\n", "nan values in variable: p_white_under_15, replacing with 0.0\n", "Harmonizing extensive variable n_total_pop of the year 2010.\n", "Harmonizing extensive variable n_white_under_15 of the year 2010.\n", "Harmonizing intensive variable p_white_under_15 of the year 2010.\n", "Time taken (in seconds): 2.0715413093566895\n" ] } ], "source": [ "t0 = time.time()\n", "harmonized_area = harmonize(raw_community,\n", " target_year_of_reference = '1990',\n", " extensive_variables = ['n_total_pop', 'n_white_under_15'],\n", " intensive_variables = ['p_white_under_15'],\n", " weights_method = 'area')\n", "t1 = time.time()\n", "print('Time taken (in seconds): {}'.format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of the function is a **single GeoDataFrame** with all interpolated variables of all source years with the same original name but with the addition of `interpolated_` prefixes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geoidgeometryyearinterpolated_n_total_popinterpolated_n_white_under_15interpolated_p_white_under_15
042101000001POLYGON ((-75.1478 39.9486, -75.14919999999999...20002692.55558737.9262951.316683
142101000002POLYGON ((-75.15900000000001 39.9536, -75.1594...20001364.5659156.7859320.460593
242101000003POLYGON ((-75.17749999999999 39.9551, -75.1776...20002656.20016297.5295513.765605
342101000004POLYGON ((-75.1782 39.9523, -75.17919999999999...20004289.59119840.5948150.938504
442101000005POLYGON ((-75.15170000000001 39.9517, -75.152 ...20001295.8544092.7045850.134690
\n", "
" ], "text/plain": [ " geoid geometry year \\\n", "0 42101000001 POLYGON ((-75.1478 39.9486, -75.14919999999999... 2000 \n", "1 42101000002 POLYGON ((-75.15900000000001 39.9536, -75.1594... 2000 \n", "2 42101000003 POLYGON ((-75.17749999999999 39.9551, -75.1776... 2000 \n", "3 42101000004 POLYGON ((-75.1782 39.9523, -75.17919999999999... 2000 \n", "4 42101000005 POLYGON ((-75.15170000000001 39.9517, -75.152 ... 2000 \n", "\n", " interpolated_n_total_pop interpolated_n_white_under_15 \\\n", "0 2692.555587 37.926295 \n", "1 1364.565915 6.785932 \n", "2 2656.200162 97.529551 \n", "3 4289.591198 40.594815 \n", "4 1295.854409 2.704585 \n", "\n", " interpolated_p_white_under_15 \n", "0 1.316683 \n", "1 0.460593 \n", "2 3.765605 \n", "3 0.938504 \n", "4 0.134690 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_area.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Raster Land Cover Area method: National Land Cover Dataset (NLCD)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This method is similar to the area method previously. However, instead of using the actual polygon area, it uses only the area of the polygon that are considered \"inhabited\" according to the land type aiming to improve the estimates. In this method the proxy for the polygon area is actually the number of considered \"populated pixels\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step to use these functionalities is to read a file from NLCD. We chose to use the data from Pennsylvania state like in example of the GeoPySpark homepage and then download the file with these commands:\n", "\n", "```\n", "curl -o /tmp/NLCD2011_LC_Pennsylvania.zip \"https://s3-us-west-2.amazonaws.com/prd-tnm/StagedProducts/NLCD/data/2011/landcover/states/NLCD2011_LC_Pennsylvania.zip?ORIG=513_SBDDG\"\n", "\n", "unzip -d /tmp /tmp/NLCD2011_LC_Pennsylvania.zip\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then in the same directory as this notebook do\n", "\n", "```\n", "ln -s /tmp/NLCD2011_LC_Pennsylvania.tif\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, you need to specify the file path of the unzipped file that would look like something like this:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "raster_filepath = '~/NLCD2011_LC_Pennsylvania.tif'\n", "raster_filepath = 'C:\\\\Users\\\\renan\\\\Desktop\\\\harmonization_osnap\\\\NLCD2011_LC_Pennsylvania\\\\NLCD2011_LC_Pennsylvania.tif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just for the sake of visualization, we read the raster file:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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xd/93cxKAH0n70lmQcCVuLIXovROdCzH44vMS/AbKLijGJMQKg9mH1+hEywHMSyRs4YpyXCj/ZLNYeZx/FPnZCfzks6dwLP0UWvNZyfLSwXIAEn/iPu0fOwLAWH4Mouvn5VKjubiwigC+FATBbwG4DsAuz/N+G8BzAD4eBMHvAHgNwF+rfV4PguA/h58vquVfB/B5ACvCz8Zw+Z8C+EUQBL8OYC+ArwKA53nNAO4GsAbA7wK42/O8Xwv3+SqAvUEQrADwi3CMs6aLJZOKwb0aXdxEAeG2V3VdIFa8ALbWyfqK5/6sVxgug8oALL+6pb06PvpMf+OszMfSekNmKOB+Yf0HsauKM9MYfPF56/ifmH+HBOIB47ah0KOLRwLX2Qmsv3ebBMIHX3we2DSGic6FWNfXYMV0AGD3H/9emXGHdRgkLTjoItJM36+rF0tJrkt3GoXrn7DOjcHwZJjVlX+yWVxYPK6+zis/OSbzG0p1oTgzLddr45Ej1nUdSnVhonMhjqWfwlCqC+vv3SaBcgbVOdaGhXcB3WnkWhch09+Izjv3CTIwgEtWiMwqQIIgGAmC4JXw90kAPwZweRAEB4Mg4B1/GcDSauN4nrcEwMIgCHoD4zd7FMCWcPVtAB4Jf/8zgE+F1kkGwHNBEIwHQfALGKG1MVx3U7gtwn051qx0sVkbnSuek4yQGl08NPKmERBvv/G6CIxr1k+UK7nJkGemhTlSYJCKM9MWCiwZVvvSM9j8zXXIF4viuiITcyu9BedJCQBaHnMh1lWICwtlhrl4dLNlmUgqbBhAPji5Ryqnmf7KMWg9tGwtyP4vfPlxZBafRGboHfjZCWxYeBe2vdkOzP+5pNVS4PB4t+zYaRUx0oqSYsEVz1kZTPoauxXwzMzy6+oxuj8psaVCqSRzTN6al4B6ZnBK4kvFriZc9lYZY4tCwM9OIDP0Dt7+yArruiYTCay64UZxSXbeuU+uq+5a6GcncPCxR+X4vG+ue+xSFCJnFUQPXUvXAOhzVv0JgO+o/8s9z3vV87wXPM+7IVx2OYBhtc1wuIzr3gKAUCj9bwAf0cudfT4CYEIJMD1WLL16fOaisDY0UWPa+BuHDDx0jc476XRZfj/zyMMSiB1KdYkb6nAzyhrvpjFk+hulLoAFcxoKRBefabdMz3CDZOosGSuKqweA9NNAd9pqcESNv2VrweodrokprppJAwa8TwsK0tKjz+KBsTGxMKz01ZBathaw/t5tUhme2jIu24/uT4b9N0yGWNtAGIMoGnDCW3/2X9F55z4kD95hGPbikxLg7xluADaN4ZVT91u1HrwWsULUzZaCEdTieuM+dfXGHRVuT8HD+5C8NY/cqkZkrjgm4+dWNVpCgPUvudZFFW6vQqkkrrTc6ik8MOZUnQ8qAe9AzH9QaM4CxPO8JIBOAHcEQTCplv8NjJuLeW4jAD4aBME1AP4SwGOe5y0E4EUMywh+3LqzXR417897nvdDz/N+GJz696hNLgh1rnjOZHfUG6bw7E/XRb4YNXpv6ZVT94vAIET5ynHlMmENAWwIbsYsSGQEudVTEj/AprEyo4OTjUNtN6xx0ETGJFboJuNGoaZMLVtrrK72ylTQJWPFsmUSzieZSFT09ea55FZP4YuHPibHJhaVRtAFDJQ53S35YlG6+jV1TIpQGt2fRG6VqaPIrWpE8gefxl+1tJjCuVBRIrS7LjhkjQevI+FM2peeQXFmGg/87r9ZECDizlPvC7PXUr5v4FO2jBt31NOp8r6bxtB63TqBTmGxYm5VowhbfY+HUl3InViAKCKAI60lwPRE5zoAglasrSsqInF0qVkhcxIgnufVwQiPfUEQPKGW7wCwCcD20C2FIAjOBEHw7+HvAQCvA/gYjJWg3VxLARwPfw8DuCIc0wfwnwCM6+XOPnkATeG27lgWBUHwUBAE1wZBcK03/yNzOd33nZgWmFl8Utp2AogN2NXo3EhbFS8V7sPbb7xuMd7R/UkJOAtTV4zJ7XGxPF/OCnJTNJkyS9KxCwaZc6sarf11gJ3H1eB7UrXtZE1FZQYdnNyDDQvvwkjaL9dnhNaLpItGWSSORkzmrbfPP9ksRXRsJ8ugulheqtaB/v3OFc/JWD3DDabKPbSiaH3xU3g6JXEYXpuBtTNo6pjEX7W0WD1FLAqD97Q+8k82Y+jlQ5LKW5yZRu7EAnNvutNIJLpQKJUE5j21Zdwat/B0SuYkuGFhcaEWYpn+Riw9+qzEZzr2bkdrPmudEwP3bb11IkQG1s4g5fsWTDx/d+zdjszglB1bu8hpLllYHoD/F8CPgyC4Ty3fCOD/BnBrEASn1PJFnuf9Svj7Kphg+RtBEIwAOOl53nXhmJ8D8FS429MAmGH1fwD4fiiQcgA2eJ73a2HwfAOAXLju+XBbhPtyrFi65rK62TZ530nnlFO76f3OAbOgZoGcE2kX1NtvvC4fwG5peiz9lLh4gHKGDBmurpfQAVDS4eYy0ioZEH39K8ftIC+3c4vM6J+nj58+ezfjSFc/F7ua8In5d8h6t4kRGeAzjzyMtt46q64CMICArMnQ8QOJKWQnLPcPj6ndXfliEROdC+VaElKEbrH2pWcs640B7pTvo6lj0oIgobuLPcx15pbW6JniSutILMO6egmKZ/objfVxYoG4yDR0Ci3Dw81GWBxNJQSFN18sYvHoZkEK1teIQXoA2P2P/4LChvvFWwAYyy341C5Jfnnhy49LHQ3BH3mNaaXyOrrQJgRZLFz/hKVkkC6WWG0UzVoH4nne9QBeBHAYAN+o/wbgawAaANAv9HIQBF/0PK8DwP8D49b6DwB3B0FwIBzrWgD/CKARJmby50EQBJ7nzQPwLZj4yjiAPwyC4I1wnz8JjwcA/z0Igv8ZLr8KwD8BaAbwKoD/EgRBVfvw2muvDX66+cBs1+R9ocev7JEc+9SWcamUXflJ83Azr/5SqEq9kDSrZhb6yHXhFiukWVsQ198BqOzf4ObuA8YyWZ4vSYzEHcMlF4iPRJ++VZ/h+Ph1Xw7AuKgue71RCvLczKW2gZPGr9/fKNXpZKw9ww3w6+rLtRIR87TOR/X6YKCfWVv9381h8zfXWXUfukZF11ewRkMLMG5Lgdp63ToMpbrQsXc7ChvuR89rK0TQnC6VjGXAVORQ4JPB62rzzOKTyJ1YYFk6rLdgIJuKggT1Z6bRftUIet5YAr+uHh1HbrYAF3t39WHtg2usa5UZnEJuVaPc29Z81qoHYTU9K+v53GilhPcL080VvdOZWs37n0wk8MnkX0Y+X+eD4upAPnSFhBdCgHTeuc9mFCHxReZLRGiGGhl6N2a8FgSt+SyWHn22AiW1Gq0chwgIAJFCxSV3G120x/HIANlASZMr2FzhoZFiD605YwET8tiZwSn0vLEkst+3i7LLeXEe+rwIp8Lz0Fo9Bcro/mQFKq1VAKhcZslb82JJaAFGN55u3CTnGzZeYp2MFiYck+tYU+PX1WPDZz4H73sPVgiSleMw8Cbhvpm//yO88OXHRchSiLlCfOORI3h2hZ2B5VbR6/vFe+ki8PLe6ay8dX0NOH71lPUs6CZXyUQCy8Zuw9Kjz1oKJl2W/Ca5/98rqgkQXBgB0nnnPuMyqR/H8SsaxQ1yuBkWPDaFS3FmGrfs2Hle53ihye09TYrS2PiCai3PtQBcdxL3JdbS4IvPWwxcj9G7qw+f/7s11jq365xbW6GrtuPckBrvysVFcrebrXq7mmYeRXFdAd3jWUJPpSi3bC2grbdOBMotO3bilVP3l4WFwpdy5+8KP+t6hevbeuuQO7HAVLy7mYgulhVsq4zMX7oiKktIu/rcKnXAuLQWj25GItElgoUxD20RZAan5N117wVgQ9RrS4RzdYtCNQqBttis6+TcGwqkEy0HZLs4MMbzKUBqWFjvMd24fa/8Lmy4X4RHzxtLsORKU0x02cg7AIwmlulvlBeq9bp1s7pDLnVivGLkzTLibCJRKTyAsqXAICNfJh3cjiJaDsWuJolF6BfTz07gstfL8OQ64L32wTUCceGm364cLzNZDVUu98wJdvMDQKqrGS+Zi/DQmWEkxm2kWptxCqeuQs41VEoON5fh1jUtGStKVTrPgXPW59Yz3CAxjpcK95njP50SrCltObjH0KSD5ACk6hubxozw2DQm2WfJW/PYsPAuwbLidWUh4O7jx0Ug8VyxaUwC8m29deXCQaAcJ7nimNyrEy0HJDW79bp1JisrJvNKU2s+i/arTGyC95XPqSW4VH0PYBQUjXWmt9PKEZcB5eedTbDYIdEVkqTzGYSvWSDvEf3ks6fwm9+aL/8LNz0Mb/4wgukm5FoXATAB11zrIvTu6sPOe76CpW8/VvajKtcWW3Be6lT1IXa0dfqU4yhK29Lanuv2Ien4g36R9b6z9b7Wy69ZPyHaqsSyHM1U7xNlDUWRnjf3qZi7YpbM3nIbGlWzbmajihhNGJsgUKIm1oYw46oaRfUb5zlHXT8uP5pKmLTiW/PSfIlxDHHRhdYHAEtDXzy62bh9TixAZvFJDKydMfuHLX3dOBPdTa35rLyXpKhnU1uhGlq+wnU4B+L1i2o6FYcHNpdjZAanENzwt2c1lziqWSAhvR+AhVp4FDbcj8JNDwN+AcF0kymoGpwSGANquQCQe2sZMv2NJtjL9NFLMBNLNzrSH8DuD21ReJ6ZoXeMYA0FaRTRVyyasdaYFTHF1S1AI+Pq3dUnc9JMkRqh7miniwEPfOGQjHH4pTR6v3MAKz85hrbeurLrwyECDp4NkZHQvckKbanbCK9Zy9YCcqun0DPcgFt27JReHC78SRTxfvBbM/+KhIKZaQy9fAhNHZOS0cR+Hvli0RIeOsvI/Sbir1geKj1YXLmk7jROlwzQYeHpFFJbxgWRmO6tbW+2VzBQnb4LAJdfdbW5r5vGJPYVVXyptXt0pzH08iE7tR7A8Ssa7aJAlAsbW/NZKTjkdWnNZyX1txq5z4cOwqd8H8vGbqvYZ67C43zRh84C+eEPf/i+pcUVNqgH9NRHgfk/B4qqaMzJttCkGcDFGkg/OLmnAs8IgNUvgQFevX7lOHA0lRAEVJcyQ+9gYNWSWG0+jlx/c5wG7loB1TR0vU772HUw3E3Xdec8V6tDU5wWGmUVMJ4hy5TAY3wijslQcNBNB8DqRaKPA8CqoJ5rzMZdxh4lLpKwtZ2KS3xi/h1YcM+IBLiZzcReJbTEJDal4jVRVqiO0eh7SWsD081A/TiS399plD/AZLKFloe2QKrd22KXQeh9/Moecw2zBuqd50GBonuLuOS24dXPghubqbYv8N7ykZoF8j7TLzfthlc/Aa8+fMnqx5FrXYSeN5Ygt6oRuVWNOH71VIW2lelvrKiyveezW8/z7Cvp7Tdej7QoCirLhsJEvxCu8ADKL9zRlI3KKud96qMVCLKaVo5DqsV1bAKAVZAF2PAh3E6PqzvpkbRlo6u0dbEZx+ZYmhG74xxN2a+V1vJ1nIAfoKyxu1DggHFXUfPHpjGMpMuVzSRqxAcn90QydE1aeLCqXMbRbWFDd5muGnfHjRJUDPAKDEgYU9DHyfQ3mtReR0Dmn2zGwck9OHn3Eol1tGwt4ETLAanIp6DI/P0fmXmEMZJbduy0WtNuWHgXil1N2PCZz6Gttw6Z/kZzL9n/5OVDIjwG2hagcNPD8q5mBqeA6WZsPHLEcl/xfnfs3S7Fg6T2q0ak4p6urc4796Gtt06ULFd40Nrgb1oduriQlFs9VdWq1cCN50sJrQmQd0m/3LQbhZseRjDdhODUUgSnlsKrn5CHsP1jR+QlEa2R+EYhHpAbtHNzzt9vIhT5wcceNZXbjz1aDmwrgafdUZnBqQorRKOLklzmpdeLNlVv+7m4D90GR1MGfnvJWLEiKOnGQHQBnZtWu3Ic8RocARJRDponEl2C4JryfYvhacHB+bIgzb0GURAkDIa6aaua6FPXhWh6DM3YXYahr/uSMeNOS/m+CJ98sWgwuNS1al96Bslb8xZTd4WEfgb08t5dfda6QqkkcSUKYF0cmVs9hdSW8TIa8ZZxceGmfB8vFe4zTaBuzQt6MQAro6nzzn1IJhISLH/l1P3oOHKzzIEuq4OTezCwdga5E7n4Q50AACAASURBVAvkGrPKHAAw3Yy2wRE7zuEXjAcBxkLWxGr7wvVPSNwEgB03CbsVsqKex0z5vrwrACRdFzDPMp9n/nYFDsfKDE5JUSzfk0x/o62gngeqCZB3ScHE75iHzVmWGZzC8OWfkYIoUnFm2mRbqara1uvWyXoXzfW9JKLLWh+dNhliJ7Fyly+G1npWjhvLw/UTA3abVb0MsC0Xl/SLpxFruZwMXafW6jTeuQSP+7+bw6svVPaX0OfOsSXe0Qy7IE2BCOr9OV9q9lFBZS5jxbn+CCMmHIpiAmScblaXrpQGKhMWdAzmcLOpptaZPjpQz/EJ1Q5AmDuFDONHcVYiU583LLzLOn/CxWDTmAXdDhiBuXh0M1aOl60WCmw+K9KRMax4b9laKAMtdqdRKJUMU900JnEZPQ7jFPli0VTbh0JK9zXJrZ6SRJeNR44gMziF3f/wBnDqo3h2xQpZR3LxxX7zW/NFKRxevlH6mnDb9fduAwDpIPmTz54qn696PvhhfxGXWvNZsYox3Yx80eCe5VYZ5SD5g0+f9wScWgzkXVBhw/0YXvx540f1CybuobVpv4Bc6yKriIwVpRUZSqrQC8C7qgWJzH4K/cb9381h5z1fsTOQwh7aAKS7XbUYATNNVo6bRkD071bz7QLRbp+zIV6bVTfcaGlu7jq3rzePzbnqfSriHRHHjHJ56a5/ZMb6GHGZXO5/N9c/Kh5BYkqu27kwrv6iWq2Ae37JhMl40jhg3M/1vZ/NtYqqg5AxdOfD2ag7XTWGwjiFWwFvVcMXi1Y8Q5/zynHg8n8/gmC6CV79BIJTBrZv85KTApII2AWhQLmPPAC0f+wIkgfvKBcnojKOkfJ9rL93m1XpzrnMU8pTHLEswLV23m8Ui1oM5D2kwvVP4JebdgOAER4AUEyKNsCbm2tdhAfGxiQHH91pTHQuxIJ7RkSLomuFVki1/tVRxH4V2qrI9DdWaDAUEKt/PyPuKWqdGiY8TnhQq2SmCeMBsz3wyUTCEhxuPAIou6qiMraopfHl8LOmUZE+rtbklh59Vn7r89BzjYIn0edI1wA79nEZ/dW8BjwXfpdKWTkG96O7wj02LQt9HqytiGWoIXOPuubaHaXPhww36trq9HERHhEuENftt2SsKHEpF0CSMSp+54tFg47rl7sHtuaz0kFQX9+qtKnc6EnHb/h7oG2BCCXWg6y/dxval55Bx5GbTb1Jdxq5t5aZ8ULrhdf0cDPw7IoVlvDw5g9bwgMALnu9UVKoi11NlnDItS7C41f24HTYH6Rj73ZrPS0h3TekNZ/FynGI8Niw8C4rLsJtMoMm/jG8fKMlPFK+j0NrzlywxJsPpQB5N6m8heufAOrHrfoOwLhbtMun540lKHY14cCIiW9QSPjZCRSuf0KCZXSV0B3DilaXCEOuO+HR0tB+2JXjxl2hyU3xpKvFasyTLYPYaaZAZkqtmsV0tEC4jSb9v1AqVQSV5ZqtnjJxiVVlV4tLumNby9YCenf1iVuCjIrX7Jr1E1Wz3FK+L0LBdWXRvcBzza2ewnN/1ivr88UijqVtvM5Mf6N1rdxq+pXjxk/vMnzWk2jS8Qwy9valZyzQwqhgthbmKd+viFGQyTP2wWQEcfuxf0lYgc0YRKFUik3Bvuz1RlEGiP7rdvij+4hMlu42VyPXc52NopIR9G8XG+uFLz+O4FO7LFRgKks6VgIYJcaKdUw349kVK4xLS7lwcycWyDOm36mWrQXZjujHL3z5cdlv5bidpksaSnXJc59MJHBwcg+WHn0Wbb1l4NelR581iunqKcEL0+c9F2ie94s+lALkXKlw/RPGtzndbFpTMjd82gRXB198XrR6wDxYjBUcfikt649fPYXLr7parA2tEZOpu3EK5pcDEH9raz5bzigJ89gPNxsrg8dK+b5Ae+t9AYjLjNXAZCpkNpn+RoGwSPkGVZXWVDKRkKwq7U4BKpkBO7aRNGOazZ3lVvW6CQb6WBzLLRhkGiirt1vzWesFPdxcfglZELZy3CQzMPaychyWNt+azyK3uoxhpLNlrHqOCKIQd7enJdWytWCaHYUxCd6vOCarA/McVwsWbX1d9nqjhd2kr5fulJfyfZRKlRluejvAgcGHbdUUu5rKjbFgmPeJlgPyLET5+atR3PmfLpWseBBrZkb3J+F970FLOHI7iZWQ/IKxPqabrJjmD37jN+T5L3Y1VVT+F7uaLKWjfekZgzwRNgyr9izo82c2HBMM2Ns95fsIPrULrfmsWCfaVXwu9UbvJX0oYyDA2UMkd654zkAgTDeXs6ZCbW10f1IA4YibUyplxRe/YeFdBu/p5UMCfZ1bPSWgaTr334qRxGArucif4oMNx7UoRGJl9sZpJ5hd7DJgdgR00xk4xPihtkzf72x1DlEuBtdPr8eI86kT9dZltm29dRhevtFgGKkYhFujwlgFj6/HWDJWRKlUWY1ObZ2MkWCBgmzrnKe7LCpXP7IuIsZSqqiNcO4/kWHjhHXcvAg2yPiJnkPc9tplRBTp06USMn//R8h96duY6FwoSpDG+GrqmLRbNDt4Vik/GmhQzz/u3KqdI2CDMwKw8ObiinR7d/Vh9+dVMsypj1bcHxd00rIWHTcclb1j6aciazqq1YN07N2On3z2lHVtNiy8K7K2hzGzwtOp9z14XouBnCNJ50CYynHUj6P1unUmmyrUZP3sBA6tOWOY73QzLntrSnoDACb76fKrrpY4BzM0tGnPF2yic6ElPIShKwuCAqPY1WT5/AfWzsj2mf5GbFh4F1Z+cgy51VOSDUNrQLtzcicWyMvBHg2AYcTtHzsiWiyXc1tm5jAnHqh0Z+nMH/cFiMKpAsqa2bKx23DZW5XxEZryOgaxchxYni9V+PwlCyikZCKB0f1JcRtyGRkGm0vRdbQ8XzL1OzHnRmIGjWbK/KYriTGvKOGhmY+2EPW6ZCKBzd9cJ1ZfVNYbYJQEjuH60ykY9RyiXJfzEgmbkYdzmehcKN0JqWC4sYl5oQWQvDVf7jOyaQypLeOirfPa6zawpCVjxXK2EezrPpvgtFx8WnjoZc7vtQ+uKQuPMJaprYNIhYnYY+p4ek5DqS551zL9jZZAiKoHIb22Y18FNhxre9yGVm29dZiXSFxQ6KOaAImhwk0Pm3gHTfPQdM2tMg+DX1ePpW8/hp7hBmQGp7Du1V8al9Vwg/Rj4Et82euNki4rDxz7Xc9MG3dTKJBkffjg0x2gX0Ruc8uOnQLTAEAClsWuJhxacwYHJ/dI/EE/6LnVU2KJJBMJyf0nI2XLTwDoec3AWLsFX3TxMPvqtR37ZA78uMxBw2jogDoFGoP/Q6ku9O7qMy1Fw/gIa2iYWaTTYt3xgLLAo8Uk91UBGnIuTBUlk79mfbmZlHYBaYbtxgdYo6LvRbGrSWBGaL25MQzGKPS+boyGGu1zf9YrSgBQidYKAOhOy/kABrKFwfmzoSVjpvaC14TaLq0Mxkk416aOSZwulaxOjfPC50nHZjYvOwagnDihg9Q8B1qGLqhg3PkyQH86dAFJ+2Hdu37xSXnWxfUcZl8RCQGnPgr4Jk1YM3wr8WPQuKncToYkPT+tUGhyA+T6m3ElbqMLCnktAaMs0k12IakmQCKo8859yL21zGDcDL2DzOKTBnkzZOr0p+beWmY0eJV5BYTZTScWmBqP0FcupEz55K15CZQC5mWXuEbYn4BWCN1jQBk/Cii7Dvji0jqhcNDVqW5wm99kBLrj3Oj+JFK+L4ijLiNmnASwK7Q1uczBgrJX1DPcgNNh4RkZx9oH10QGcTP9jSiEAW+SdoVFaasa9oP00N+W6xp0HUf/d3OVB4VtLbnuN8C+HiR9X+Iyq1gk6SYu6N8p38ex9FPY/M111r4UaHSjah89FQkeO7Vl3ArGR5ErgK9Zb+JhfD51TYYrLPkc6eVk6Pr63J5OozWfxe6HflRxri4zdF1c7jFJtKoKYSxk/b3b7J4k3WnkVk+h8HTKFDg6leWbFwWmEdfqKaCYjAxK81oSUUKn6ZLcmAa36RlusCxSxhzdYDqX5YtFqR3hclosVCbyxaIp/EwkIjG+zhd9aGMgQGUcpPPOfaIB81v7ijODU8aNpXypbv2DLvRyYaYBlDugLT0jsRTdOlT7j9kjJLP4JIaXb8RQqstqdMSaDcAwjKVHn61Iw6XWFlXzMBfMJgqtaki5mh4YGxMmoWs14vLcXZcEX6o4/7i7L3P7B9oWWPEdHo8Up6kx5uHicLnaro7h6LqParhIGqMqDpvLHSNKy46Nc4SpsFHH07GfuLRl93iaGGtx50cFo9r1ccfUtRPuOrdOJer+M+5VDQeK7io2Wao4L+26Cq9Zx97tklUJv2DcV2EtyVw0+7iMsiiKGnO2/V1eRCJPOp9dTGsxkFmocP0TBo2THclgXkr2QRBgtdCVRH9k5537rHoOIIS02DQmuEKt162TfG8uP7TmDIoz08gsPin9Jfxs2XWSvDUPwEC7504swLH0U+jd1ScvYlPHJAbWzqD/uzk0dUwad8/qqcg0TyDaV3vZyDtAd7qcQRS6A4pdTYLzQywv7UuP02ABYPdllyHl+9K7QK5vqJ3GxUhWjhumdaLlAB6++68qUlI5r6hzy60yfnUKDLpX3O14T0nJRAKlUraihsJ1KbkxHLf+I4q05eHeE41FpVM43bRorcVyuZWUsGVcqq6Zacf+45KZFD7LnI/Gb6rGKJnt5lpHy/Ml61pwDGrFXKf99Tp+5p6HKzyGUl1IJLoqnpPh5Rsj50nXJ9+Xg5N7kBl6x6rg37Dwrgq0646925H70rexedkxbF5yUoSHe269u/osd5L+TQWT/3Uav5sZFXWdo4SHa5VUA1QcWDtT9V08H/Sht0Bmq54G1MMyOIXdD/1I0jv5UkRm1ehGN6yKjoMp0dW/qu3n8PKNVlU10Udd7R4oa3luJlaUVhhXgR2lSS4ZK+Khv+3D5m+uk2UHvnAIN399rdQK6ArvOK1c1yLMJZsp6vq747lZMbp3dcr3pf+DWyFdDfIkas7udZ4tAy2q8lqvB+Itorj1lqsnbPU6L0wI0JXp2trQ2n1cl8a5aNpRVhKAimPHJRlwOQW1FqB6u5XjJl7IIDZrHqLeUT13t8Mf0RXYcVBnQwFhe4DDJ6zxXLiSuOMR48rPTlS0unWf07lWl0eRO1actcLn/P2mWktbVAoQFuIJaqhqd4lNY4Yh/cFm0wpTpe6ShBE5GVMuE69I+3MFiWprCxg31rKx26wHhgJi1Q03StGh/h3FsPjQ6ZdNC5/ZGClfyKjWskvGihhJG2Gy9sE1lssozj1GVwRTijWDoQtprkztbJlfNcYft04Lg7htdFpt1HlHCei4c3G/o2BIxHUFlCHK1Tq3zW01mosgjTufqH3J7F1BwsZTcRR1Xc5G4DFNPpHokm6fKCYFXshqTzvkrA/p+JJFsc9HlBDL9DcC83+OXOuis3JlAXaDqtmUo2rElP/zQTUXVhUaXr6x/JApAbH69zPmf30ZKRTdaTHpdc8E5p+3XzWCnuEGgSohfDh/N3VMSnCcH6tACcasH3zxeavo73CzOR4LBFu2FsTdRt8yq4yZpZRIdEnaZMr3pf+BdmtxW/elXzlu0mijmBi7xWlyNS2+AOK6gxEYudVTOPCFQxVuo1dfaKqocAcqm+7wurpuKT3/qEJF94XUrqzZXFEp37cquTXR4okTmvp84gSeu5z/XaFtUURNg2RobRpD+9IzkUkI+vmoJjz4TOiMIE1usWbK9/GTz56qsCzyRQMeqElX8GuhoKFRDjdX3ntuD6CcfQWjCLI17fDizyN3tFUYNFPbV46HlsrRViQP3iE4dTj1UWxeFODyfz8ic3MpSvjlVk9hePHnAaDCUqAbimnu7rgDbQsqYGA0xT2PbuGljvFdKLrwM7jA5OZoA5CXkwKC+Dmt+SySt+Zx+KW0xYD4u2e4QTKzLKYb+qYBgzm09Oizsg8Fz6obbgRQblXa1DEp8RIKLUKhtC89U2ZMm8aQTCRwulTCqy80YfHoZok3HE0lJMi+eHQzEolyWqz2Qbu+dsC4buK0qpG0L/vpojZAYTKFL/hQqgtHUwlB8QUgfcf5n64Q+un1C8TiPr5szBgj8din1fUmsyezdEkzT44ddT+ZmqtTdKsJmzgrxnXZ6BRiMmptfUSRxBdU4FxnYenjpXzfqpJ3j6GzpaKOl6ySfBA1R8a72JXTfZ7YZpZxrONXT2Ek7VtxE8DcN/fe6/PSc2ZRIwBJ4SWT7jhys8lcbF0kqcWHmwHUj6PjyM0oXP8ENi8K5Bi3p9PiiqoaqA+pY+929O7qK+PgwYbT53uz+49/r+JcWL/Bc61muTA2yfPSdUtAJfz/haAPtQDZsPAu0zM5Ake/NZ9F73dU//Sw3aVGLBWIBEAKzzqO3CyZSyzSa71unQQfNeqtpAaeWIChVBeuWT8hwUKppp6ZFnj1oVSXzBkou2a47TXrJ6xWrVqIHUs/ZVkNrs8cqPRLu8FoCgFd5BVLIbw2YDQlCh1NrgZVzSXlMmddP8G6DVfTJ7PkeSWVi02P6wZ53YJJN0XXZaCz/XePyfEYX9EMd8lYMVIgyGfLeKSWz235f7Y5ALD6c/C72NVUYU0yHVcLq6jxNQqte1y9PVOnXRftaSdOERXsp4KSf7LZ9EsP6z2Wjd2G3IkFONFyQMAKaT3ni0XjuvILpuNg/Thu/9ePW+cxW/tZEqFE1j64RpJLMv2NePuN1wHY6biEI9GUWz0lhan6+Jr4HNPycYXavDBx4kIWEJJmFSCe513hed7znuf92PO8Ic/z/iJcfq/neT/xPO9Hnud1eZ7XpPb5a8/zfuZ53k89z8uo5W2e5x0O133N8zwvXN7ged7j4fI+z/OuVPvs8DzvSPjZoZYvD7c9Eu57bo00No3ZsAcKW2rnPV8xIGthHwGNg+MynInOhaZG4fonBP8q09+I4sw0jqWfwuFm061v1Q03WsV/TPFNJhKWRuJqxASsG3lzjxQdtuazwuQI+dHUMWk9lJynrtKOWg/YL3qUv5mYUTr7BLBf/KOpRIXmH5dNFOVLT/l+ZHUyKQrZV39XY5xzAZ1ze19HUZzLabZtXQHmWhC0VrR7L+pYcXEUl+S5iSEdQ0k6QkPvN1dXiet+5Bhu0B2odN/w2WJRaaFUwomWAxXJH6JIhErcuj7jLj7RcsCq3OfzuXLc3FPpFAoAfgErPzlmgYTOJZkGKNdqaXcSlb7WfBYbjxhX2FCqCz/57KlIvK/DzeV3Rl9z3b8livSzeTEID2BuFkgRwJeCIPgtANcB2OV53m8DeA7Ax4Mg+B0ArwH4awAI1/0hgFYAGwH8g+d5vxKO9XUAnwewIvwwN+9PAfwiCIJfB7AXwFfDsZoB3A1gDYDfBXC353m/Fu7zVQB7gyBYAeAX4RjnRt1pY22EMQmm4S19+zFTJHhiQbkqPNymd1dfGZYiFChE6my/akSquv3shAlqOi9y7sQCcVPp7Cs+cNpCkRsxMy3a8uCLzws6LBkTA9kHvnCo4kV2C9808aUl8aXlXHTlN79zq8vopfNCqyTl+6K9zgtjFXyZ3XNh4Rtddm6mmJ5/tRaxJG19RK2vpjlr2v3QjyzhONdgvSadHaTnRys0anseZ8PCu2IZiGbQPA8eQ1seHKupY9KqDOd+3JfME4BYaiwS1AWV+aIpbGNqbJwF6rrrdN0HLUVeG7qw3P2ZYOHCtaR8X5QjmfemMVHG8kXTk6ZtcASj+5PSWvlws0nzDqbNeXrzh4FiEpeNvFOBqhtH2jrxsxMVbqdEotxJ8K1f+6+yvYYZAuxnOkqZma1l7aFrfhWZ/sbzknU1V5pVgARBMBIEwSvh75MAfgzg8iAIDgZBwDfrZQBLw9+3AfinIAjOBEFwFMDPAPyu53lLACwMgqA3MKlfjwLYovZ5JPz9zwA+FVonGQDPBUEwHgTBL2CE1sZw3U3htgj35VhnTcWZaavyObd6ygTW31omjWx0Djm601j74Jpy4ZZyaaE7jdyqRgvQL3lrXqyUoVSXsVYWnxShUSiVxKoYSnVZ2Ezuwy0ovChXmwMmCF0olXC6VMLaP9gsLzLhUVhn4EJu8Hz1MmrA7ouig9cp37cQid26D8Je5ItFHFpj8LW4LX23ftaGX+f+t6fTFhONahGr4es1ub5yd+zTYRq0u5609sE1GFg7YzFmvW01AeSuIzMEotNgOb6eMzMDo2peHhgbk6A2t3ez/YByZTYbU2lG7FqCbIzlnp9GPU75Pl748uPyLB5LPxV5XbRlpeftXgNu6xYLElKfCogWdge+cEjOTcew1vU1iIVUuOlh5FoXSQyS1sfGI0dM1lVI3vzhqmm7bnW5hmXXhY4bFt6FoVQXSqWslU1FWB9u556/Jv38xgXVtVWWWz31njXEey/orGIgoWvpGgB9zqo/AfCd8PflAN5S64bDZZeHv93l1j6hUPrfAD5SZayPAJhQAkyPdVa0crwcLNd1BXLjw0Y2GkrdakGrGDwhTjgGH/R1fQ0WzpU0jQqtDy5jSi77CWhijKV96RkMpbrKQXkFRdKaz1pNchaPbsaJlgMSJzncXKnN04dLyheL4qNnERUZOI/Jl33lOKygvGYi85QPW6DSVzUKNAyvEfeNmkvcCwUYrU9nPUWlAGvXWsovFybOlnLJbDG9bxQD1nPX/+NgyjXUOrfltQQqNV03QN52z9HY4Lf+37K1IJl6u48fr7g3/B7dnxRgSXcsV6Do83cr/KlY8FmeTcjGWXS0gvQxeW1u/vpaLBu7DS1bC2jrrRM35/DyjaLwuHBCh5uB5Pd34tmfrpNK8+DUUqt2YzaX5eVXXW3Nl/VgJC1QKER4PRnr0AqLa2G48DH6uZNe66vL47Tms++qn9F7TXMWIJ7nJQF0ArgjCIJJtfxvYNxcFLtexO5BleXnsk+1sdx5f97zvB96nvfDd955p2L9Q3/bV5ESqWs7SFqgMH2WvSbQnUbvrj6pWmcchZpg8gefxtDLh2SfZWO3oWe4AcUu00CKnQopcOgWYy+Fa9ZPSF8IPkzUsAiCaM0xJNZ7aM1v2dht1ks6lOqyNGVSyvex9sE1FrPhC07IEB1cdn3zroYJQDJjWIhFgaotHp5fMpEQyBbNmEbSvhScRaXMknRyAdfpQD7Pn5lQ7rnzm5lCcYzPdZnli0XJOoqLVbiCgde1cP0TVZmvi4Wlx5K+HOFx6brafdllltChYlPsasK2N9slTdk9p2qxFn3OrfmshZWV8n20DZyscIvqsaMozkKiS3Sic6G4hAbWzuCLhz4msY8oAfiNda8BgACiDqxaYlJ3HUie3KrGCiGiY3y0CLVSkPz+TlkXp4y05rNSk8JtqJgwRjib8NJjt/XW4UTLAVx+1dVV9znfNCcB4nleHYzw2BcEwRNq+Q4AmwBsD8oVicMArlC7LwVwPFy+NGK5tY/neT6A/wRgvMpYeQBN4bbuWBYFQfBQEATXBkFw7aJFlWbr3d/aX9YKQsafGXqnbGVQICh4E9LQy4fEeln74BoL/woAtr3ZXg7QhUH4oZcPYfDF57HqhhsldRcIAep0Wh5beIYZWEAZII+M7WgqgfalZywID66jD9llbvphdjNPXMYGlM1nzewphNyXvdo4AKyOgppcBsDeFRyLjInHczU1UlT9hzs3/udYR1MJS3sGysxsyVhZGES1jNXbR33HbRtnxbiuxHyxDGvu3kd+CFffsrUAPzsRGZzVwfumjkm09dahZWtBsqbcY7pCTjN3/bvY1YQTLQcwL2Eai7X11hnMqlWNVv+UOPcfGSkFGreXTCt1vFt27ETPcIOcrwX7o+5dpr8RbYMjeH7fnQCMhdKaz2L38eORbqtMfxkI1eo8uNq2HjQVrn8iMmtLC57f/NZ8JA/eEdloLF8M63Wmo4NdtFQ0JIr7bFwsNGslehhveATAeBAEd6jlGwHcB2B9EATvqOWtAB6DCXpfBuB7AFYEQfAfnuf1A/hzGBfYMwD+RxAEz3ietwvAyiAIvuh53h8C+HQQBP9nGEQfAPCJcPhXALQFQTDued5+AJ1BEPyT53nfAPCjIAj+odq5uJXoJDZ7wqYxY4aGvwEFUxIKkN7vHDD+YVV9HhWnAFDuTvbGEhtcMdyeD6cFtRCOGwVaR9IapwbQW3XDjQJ94hItB8JfREGGczuX4jRRoOwmWtfXYPXCcBtXUTMdaFtQcSwNZLhy3DB1ogzzOriNdsjgXeEzFzBGF3AvTvDEUdQ9yfSXmSZda67rKy4+A5SZNBstucxbk4ZKYSICg8Z6W95v/mZDqd3Hj1tIyRTYUfA2eq46i8qdd9R/Chn3edTgl/MSCatZVRQAZjUomkx/o5y7e4zZAEDjYFJcYi9yt4mbiziR6W9E8geflm6H7pxc6BPAFipR58dxGWAPPrVr1vm+H3TOUCae510P4EUAhwHwivw3AF8D0ADg38NlLwdB8MVwn7+BiYsUYVxe3wmXXwvgHwE0wsRM/jwIgsDzvHkAvgUTXxkH8IdBELwR7vMn4fEA4L8HQfA/w+VXAfgnAM0AXgXwX4IgKOfHRlCcANGBS/dB7f9uDqt/P2P15cidWCBQERVIp2FG1857viIdCK31ing8ycJym9/AgCouG7utQjBQ62JXuGopqslEQqBRiEBKtxWryqOEVRSWj2a6Lk7UXMl1g2hhQ9+9Fg7ui67n4AZm3eNQwH1ldBS3p9NVuwFqoc05xQnUKAZfzeVD0phgs41b7byiBJIrnNz93PupLT2grIywURSXATCFoVvGRXEhBpYrLLjuE/PvwDOPPAygjDDNtGEtsDhvvgOpLePIP9mM4sy0dQwKTRfHjfdJw6iM7k+W39uI924uwqUaEQ5I99TRCS2zpYvzGYxC/Hbnp9edD9TdOKphYSFegIy8uccwIoWDJJCeuQAAIABJREFUZVkYCrKEDz+h1C1AxRMLrEytKAtFQzBTcPG4dJtpYaGZ5dFUKAhePiQvWpwVpN0M+kUkLlGcBhy1jAzH1axdhqS3jdLA4iiKsblYYFzOVNg4vCm9XZQ1wdTjgVVLIs8r6rz1cfS1qUZRTN4dA6gU4BxbXz+NM6atD46trR99jGqWK2AYvWbM8j/ieef2cYKLwoPKjG6h687bVX50q10Xjp77tmwtiGDRc3HhY2bD94pyU0VtE7VOAynyPDJ//0cVBZRcXrj+iYrjuFDsmqqBX15I4QHUsLCq0uGX0lbQnBAhWnhkrjhmtbF0iw81VAH7kLuk60ZEeMAcq/c7BzCU6sKx9FNo2VoQfCEdF2EacGrLONp661CcmbZqKTTcNB9optLyRdeNaUhRvnstUOirLpXsNp8uJEaUECK5cSaSDpRyOxaR8aWhi4lCQbu73Hnr7aJoYNUS5FoXCfNhAac7zuLRzRVZYK4giIv1RM2J+2h4FMCci47xcF5aoOjrrIUHr5d2Her5yPy709LKV2cCUlgQrw0IGXfYfpbEdfqceD9H9yete8oqaR4jXyxKzIUJJ0A5xZjCo623ToQYxz0dpqW7Daw0AjDvnUZ/0PPL9JeD5BZoahWKW8+6rkx/ozD73Je+bTXOAsz96rxzH3KrpwQlWJ7/+nHLAtFw8LpO6GISHtWoJkBc2jSGwy+lrbTbzBXHpJGU1qr97ISVtpu8NY9Da85Y6L0aeVdrdppa81ms/QMTLJ3oXCh+8HyxKL1EDjebFrYUKrpOhL+5j9ayqO2dVppNVPBcf0e5UuYlEhXIvppcIUQGyCD8oTWmexoZk2bO2vI4fvUUenf1IV8sSpyCL5ObguxaIZxzVABd+/H1/lE1JgAkHTNOSLjCJKoojtvp33HwKPoc3PhJx97t1nmkfF/qIg6tOSOQLu49kPlvGce8hGlTnOlvRMvWgjDw4sx0ZS0Ok0n6GyX7D4AFYCjPn9s4LRxzHl1Svm+1XiUMPeC0WQ7fF20BMUWdFfXFmWmrGNEi347NEAMOKKf3kqFnht6psArOhgbWzmDdq7+0XFY6XpMMkwpIVlq+X4DX9CMAdpxuKNWFy96asoRdpr/xohYeQE2AADCwAMWZaQv9lmi4gHkANYxJBYXop3zgkz/4tGwv3yw4VPuTweoHiVXmbiFZaz6Lt994HaP7k2LdaFNaMzCayNr1oXt8aytEWxBtvXWxwV6XYboMUAMD8v/pUknaf+qWp2SSbuMmzu/mr6+V/3p9lEuMx4xzKVGj5zeh2edKceO6WVtRQXteE9cyi3IVusfSwf2obCmm9LK+x70OrPTnb71vW2+dpN62bC1IU6q23jpkBqeQvDWP0f1JDKydkXTrlq0FFGempXYEMM90ZvFJtGwtoKljEsWZaeSfbBaLIbP4JPLFckpxy9aCFSTX89PZixXxxVCgtGwtWFawVoRyrYssq4yWgisoMoNTVjYWg/Au8f6SkScTCTneJ+bfgdyqRqzra7AEHIBKIFWUBVexqwmHVi6WQLrb7dQVghcqYH42VBMgIfEhJVOWLJewQlx6TEfAaLfmswbyHeah6FzxnOy/7c12dOzdXrZm6NrqTiNfVAVralw/OyG9yOnWOtFyQJiUW+RGbZIpkfSJV2sh6/7Xc9EMTbtbtKYbJ1BY1exq2lq4cDxXCOme7DxenIuI5M5Fz4nQ79py0XPjNdPrXEavoUP0OvZhcAWtntdI2q9Iq9WuqjiXH4+lwRZdAeEKf/0/GVobmopdTVZbWN27ZaJzobQtSH5/J9a9+ku0Lz1jBEoIQ6Ndqd9Y95pxnV41IpYD71lm8UlxVbEu6nTIZCnIKFT87IQIMrph2Z1To1UzoA5Aim1Tvi8xBgCCawWU348oaJColF232ZReRuZPtxRgkm469m433oZQWLnw9npMHksLl0x/o3FnhRYHIVYuNaoF0UOKy8TSZK2LCJJLzEQJAzdwqbe9Zv2EtKjVRM1EBzYBWIHG9qtGTB55/bixkLrsntNWdkupZHXr06QzSuYlEtIoit86UEkf/uFmu1kVgIpGUTpLSwMgkvSYp0sl8f+++kKTFYjVhX9kgFb2WridKyyjAum9u/rw+b9bEwu7rhkwUO5x4mba6awg/ud5u+O52+rto1KdOY57H91AeRzpILSbrs1UXgBo/9gRU1wHoG0gVGqmmxF8ahcSA19A97+tju2gWZyZNimsqslaFGijzlw8tOaMQPfocWQ7tyFbODatkUx/I45fPYVSKWulcrvXw03emGsyh94uM/ROZM2Im9gQN25UlpcbgI963tzEkZR/froNzoVqQfRZSDMJ8bnql8JB4KUlcc36CVvL0S9TaGVQQ+HLTAbowoiTNJPMP9ksL6IWRJg2cZDhyz8j89Zz1bEIoIxtpCFZUr6PEy0HsGSs3CNCQ4O4gUpaDr27+gTIkcsPrTmDxaObReOmdZFMJPDQ3/ZVMG3t5y+UTC+TkbSP9qVnIkEHT5dK6BluqAhWukF4vU5nVqV8X/qQaHItEO5LYcpr68K4aKrG1Hn/M/2NFbGnKJRbN3mBFt2hNWcsi8O1iGh9RlkeHFfXegBG6LcNnDTYUG8tE5fJsytWCNBnaotqphZS+8eOiMXNY/h19WXrXcVCiHY9L4x/ZRafNMkfM9NlsMfwneH/nuEGiZXxurO/iWawo/uTVoygmvDQVd9RPWL0fq7w0O93satJEj0Au9BQ7m9YIOhmfFHpAWzAzUKpJHESfU/zxSJeOXV/xVwvJqpZICEdnNwjbWX7v5uL1NYjrZNwH0u4OBoI93O/o/bVJFpKzHZ82Bh0l+NXqXUgRRVRaWtJF0m56buAnVoax0Dj+qCTCcdpcO51to7/ZDMyi0+KNqctmChIi6j5ueehrZwo7T+KOvZuF5C9OBcarRcKELeVrztPwC6qrOa+02NEPV+AbbFSsPC82gZHMLBqCdoGR6Ttq9VTPCaNFfXjwHSzBKkZROe3TvV1a2mWjBWl57m2rHqGG8rzC1N1tYWpSVvao/uT0e2jHUSIOAtfjweYe5r70rcjn8tq1oe+boDtOqMy6M6DXoSeN5ZUTTvmfC90PKRmgcyB+CKs/v0Menf1Ge3CgTDR3+z3YeWFD04B082mj4iTWmilSobj8sXRQTqmBguT2DRWxufiXEOf8uj+ZEUAV6d1RlFc7+q23jpcs34Cq264EcGndllZTToQzZeD6Kka7t0lpq3qjoT5ooFDEeq2Ozy67p6RtC/QLJkrjok2R79+XNpuvlissBbcBAEXL8t1PUVRyjfotOvv3RYbx+Dy9qtGkPJ9gaKotj0Q3RKXpJGUtRWihQbHZppuyvdxzXpzPdsGTso1w6mPmrhX6yILXw2oTGPV6bc9byzBwNoZNHVMoqljUixxWgw8JscjRMno/qQIDz67xa4m5E4skBoPQVdQWVhy/PDc/Lp6uUd+Xb0p6lXvpHYh0+rP9BsQT3SnjZBQ56eftc4Vz8UqNdqSseIYihgvAUxWGVGd268aqRASfnYCmDYJB1FwKW5SDIsyLzaqWSCK3n7jdfzmt+bj8St7yg9iqP2TWPjkVsVuWHgXvO89WM6qCP2oWlvR2ycTCazraxAYhqgqVreoytU6geq9DNwagdn859UYW9z21JhpkZwulfDJ5F/adS5Vjp/yDXyHBedShSiUCYI3mwbnWjNREDHJRELm7M7TFThaADBOxOJMTbRQZrt+jB1FZb9FCZtq1pSOt2hmyt+ZxSfn1LIVKD+/4rtXjFks7LA6XQtcXaNRMcewPopIDiQd5wOiWxhYscXwndTH0nA+WqFy3zlaCoQckfPVkEURiTLcH4AlQFzrZ9ub7Sjc9DAOXfOrAu/jWixu3NSdsy5o1vHQW3bsjJzX+aCaBTIH+s1vzUfnnfsMCOLMtLEoFp+UzBBSU8ckMoNTZV9vVxO87z0IwLx4mcEpyagg2i4A6W8O2IIi09+IwtMpCXYDEM2S/c/lpQxjF6tuuNEKkJJczYVUwciU1q/96e521VJedcyEMZRCqRTpt3VbteoxTrQcwETnQmlTq2MAJGvf0MccJTzc2ECccNHFX4VSSQSezjiLmiu/9bkT+0jPM/elb4uLJo6Y+eZaPvr8eSxtSUXV0OhKcBaXstCUzLea8JBr1m3gXnDqo7KOKbq0NJm0Qcr0N0r9hggCVTOi5wfAyqoCyrUfOpuJVg/fA2waE6s+s/gktr3Zjt3Hj8uxgMpmTzxmVGbVLzfttjpf6mxI3aCtY+/22IwtfT2TiYRJ/rj+CavuRMdLrOuprLqKFPBQgLXms+WGdXX1OPjYozj42KO4mKhmgSiKa9Ty+JU9dl56dgIde7fLcq21RPqP1XrBAXIyT6JiK64mFIXVFccgZ8s+idN2dfZVVFZQtfnMxcqJ2y7uXLgt4yDagiBV08o1JAStpE/MvwMHJ/dEZm9Ru46aYzXr5IGxMdyeTs/5GugxogAU3W30ubrb6WPShSp4bUpzn3VuTqxNNOoQO01iOmGMQWNmARArRxfx8b1hZpW7XlsR2m2oK9I59sbfOIRf7d6NzhXPmfnFxDlcBAm2mNbxkgfGxvD8vjsrLEd6BuZqqWmKi3XGYW9F8Qo+r7RMlh59tpztBgCbxi5IcWHNApkjFW6q9DWyBsSvq5eskM4795lUWjL6UKO3brbG1gr/ywsX7uPmkJN00yqSpZ2p/7NllWjiw6cZ0Wnl0tHZV26Pibj5uJkl1Ui3ySXp7CFmqfE3hUeplJWYBeMhUd0V9TyIH0aisKC1oSuIqWnyRW/rrZOYFK0C16WkGZ+LbuueYxRxTPa5cIWTPq4rLLTlkX+y2cTkBsv+dyBsSqUgSfQ+FdZg6I4SS7s7bYpjr38CuRMLJGZBIeHX1VtpuX52AsWZaREOrPPgvcydWIDUlvEKhpl/sln66rT11slYbb11VlV6ZvFJIzzu3GfiLmFcMMpq4TtanJk2CBLhmJuXHZPjauHB+0xrYWDtjHXvXLh4fY869m6X/a9ZP1G2mEIqdjWJANPLALtansQeIoApZhZ8vbAdxMVGNQtE0YJ7RkxbzFWNEmhmemGhVCpraHX1Auvems+W/fcMuFOLc8EZo367pAQSNo0ZjeSleL9sFJ0NkKGbKeVq/ACsGhJLa3Lww84VCr0qhS2FdabU6P6k3JNq460cBy57y0CHA3bdRZw1EXce1WIacZba2dwHfQySFhouuceiRQzYeFBR2UaAfU+1QqLB/qIYnHbltl63zgB/OplYAMoZRio7i9TWW2cJGiZiyP1UaLzr791mLA62OHg6heSt+Qr4eV4TrcG7cZvk93ci96VvV7QeiMpoi1o3F7Kg8RW/YPyJ1phb07PxyBE8+9N1BnMPEMGXWT6EntdWwM9O1NB4LzTNWYCEuFck6UURwrMzayRzxTHkVjVawbnh5RvL/UTUAyTuBKDcdySsqgWqB8M1RaUvukwv6sHXLqDM3/8Rcl/6Nj6Z/MvYeEXceHzBdc8Sl1FWc/XEQcRHpfXyWIQRJwIymVHbwEkcuuZXK9KJeTzGk/b8+tci+z7EpRlzDFKc0GAAfP2926qm9JLORqBoi4eMcSRdGaiW+wFEp4SrJJDIZ8xJEuF2OtXcamGgajwqetyEY31j3Wu4/V8/Hqsxk7HrwLsbRGegm0KRkPAAIl27bkDdz05YBYGZoXeAUx/F7n/8FwzcvdyyGOOufRRVvYdKodLvNcfT89Q91DceOSLWlT4nN/MSMLBLF4JqAgSzCxAAeKlwX0WMgi8erY11fQ1iWlKTc6ujATveoX2xbrU6utNG85hujvS9VsQHqmSKVKM4v75LeptqloWu9q6WaTJbzYS7j5ulovud6P9kqqdLJemnwnm4TKWaUHOX6RqXanOeTcjwGp2NFeKOC5QbQ9HykjhOGFCNzK5SjIeptsevnqq8lyHT19XfWlvWTKxCGXKyFGUMZWXranMX44qC45YdO+G9+Hfy/BMdwU3rdZ/5lG+alLEuJUpAsokTYfw3LwpwezpdUQflPmf6GNWeWV0bw3OPiufxeWwbOGnFQ3RGm4C2Ata10ud/oayQmgDB3AQIs6kAVAQD5aFzYUyc/ynfpHYCwMm7l0gO97Y322XZwccetc1b3UsEc296ExWI69i7HXf97P/C2gfXRDIw/VJoTUlbB1GC5RPz7xCLRb9UUVYFl+uANxlCXAOsKHcCyRUsbkziwBcO4eavr8W6vgYcv3pKemxEkXuecemycUFtd87cJgpuhP7zcw3MakZnue+eTpUZvwMYKMw0ZOK6kZNWbtb1NcTCo7hW5/p7t4k1QNLxCUn1VRSF0hsVZKZbh1hc+jhRacEV5xlD2gJ5YGwMB97xgGKy4r1yCy2jrkMUMKN25VJI9ww3xKb6R84xfM91fInjuNbext84hFLbN2PHej+pJkAwNwGi4yCsFuUDRy0FQDnmMYsloB9062GaQ5ZVnHCo1obT9YvrylrXWnIZpGjtoYuK4zEzizSbXzgqw4vjk65ZP2F1NOR2TK28PW16WFz/05+i+99WAzAgflyuhUPvrj5s/uY67D5+HH/V0hKJo+VWRUdloGkfuhvXcM877hwBG0uL+F1zQQfQYzNTDCi3y9VB5WoIBpZWHFNRPhdcLR0PwfyfI3e01RIWFa4vJUDihIe2EBknab9qxCDRnvqoVeGu3w/XKgUqXXLMhLPmznqW8JuCRMOVzMbkK66Lw/QBlON04Xut3a/EIKvwIsDEkZYefVYw7axMuIvEfQXUBAiAsxAg7CTmWAVAuR+yW6QVJ0i0lcIHo3dXn/HLr3guVouMqgaOS+F1GdhsrV4ryAnqU9P16+oje1UDNpaPiw4cl/ZLxhpXOc6sqef+rBcAsPOerwjmVlTPdQAV0BuzxWNofTB11nVXzSXQzrm6BZRRVph1jasoG64V5/rN2wZOIvn9nShc/wSSP/g0Xvjy41XhYGajqGdMCxY5V/YGWXwSmP9zA3uiXF2oH0furWXILB9C7mhrpevFFQLKlUUryGv6kXEzVbEq4t4zCg03/TYOPNSiOdyTdX0NRni64IrdaXQcuRmPX9kjsTndm577V4Prkfc+qkUEYLkCL6TwAGoCBMDcBQgAywqJqhqtgN5QbiwgWoOSbUmKcfOBj9VUXc1EZZcMtC2oqIauFrtwg9ZS0xJqU6kt4zjwhUPyAnJ7Mlpd1KYzodztNLOdS/90Fshd9nqj+OurMQI3PuUimZ5tQHs2qyOKrBqMWayMc4mHkHTVfRQWUxQumXufo3C/3PlZQtCJY2x7s72s9Fw1Iv76avVM7vug3VaAXYUeu+8c0BaE2YfkKmSblx3DgWPLrKy02cZmokQF1pYKjOuxAFTPDlTvuzu2rt+5mAQHqVYHMkciE05+38AGaJeTny03e4oLakteelg5qytOLbM03Kf3OwcAAKt/P2PqSEKXARkYM4kEDyv8rSlfLFp+cmD2lFr9sklBZEhLxooVwgMoC455YXKAbsUKmPTMdX0NVp0C50I/chRxzkTtza02MQwKFF0xTGJnPRKtCY43G+OnlQPYdSzczz0HoHwv+O1Wq88mPCoofBbi6kXImFxmRxcQifUsrvDQ27KGhhR1PwqlUlk5CJ/P5K15Oe7jV/Ygs3zIYFC9tUxQdfVcWA/lPvfJW/PW+VBZyRfLaNUu6eW6Pki3qyUwY6FUEiwq1yLOrZ6yhAcA9H83F5uVpq/R7n/8F/nvCg++p7oepVAqITM4ZSlPrO7XTemYOccmV8OXf6ZcQ6atvoucahZIBB2c3CN54+LOikD8dLNNXB+v62LiMm0dzBYMjKpm3XjkCIKJ35mzT90N9gMo4xg58Q6NzQTYqa7aTUMGpWMLUUybmVquBeJq69rScNF/3XiDm2bMrB29bVxgfzbi/XOtpiht9FzrBObi4iBl+hvFxQNEZ6qR3GXVqqrj4iBW3Eyl8AKQGgX4BfS8ZuZDl1T7x47IMqCclAGEykr9uMQ7JBvRfSbnQK7m39Qxec4JCprikIj1++fGlESQDE5h8xLD7G9Ppyuy11gvo13VgtarCo/19c0dbUXmimMIbvjbd3Ve7xXVLJCzpONXNJpskLDvQe+uPrnp295slyI/9jxg7jo1kG1vtovGRG2DL/dlrzcK4q7bJ0BTx97tWHXDjea4083o3dWHZCKBZ1esqHgQSaINKk1KOrzpHPVNY1Z7XMAIAw1ZkfJN9z7djY5EjVfHD7QFoDXgw82h9aLwtwbWzlia69oH11RYT+z7zfOMsq7ounIZYVSvDaA6tlfK92W/KJcbK5m18HSpWvU5NWXeszjYcBItUqahag3cFR4de7eLRabHp3tH3xOgsqslSdygocu0opjQLyDXugjtS89YXQRFoGQnBP133au/lBgChYaGFQFM8JnHk7mH74Zl2YTk3pOJzoVyjrR63HsQlVFIkmsV1pi4gqh96RnznjqdDNkBkYrd7f/6cQngkxeQhlJdghzM88udWGDFkqRq3i8AxfC9nJ5DZe4FppoAiaLudJlJhVrH2gfXyMP1k8+eQms+i8MvpW24hjB3PreqUUAZdWyED7bu5EaKYiadd+7DUKrLHHf+z7H2wTWW64nH1A8rX0wr/qK6usmyMIjHtqMkXdB1OsxmYhooyQUO1MIiKvBc7GrCROdCA5WhXABkNMWuJrTms1YsodjVJEIlXyyDDjI9msccSnWV3Xxq/lEuKKCyjS7HcaFV9L4cPwrrSsOWuAF5lzi3qOC1fj7o8tBCoue1FeUsp/pxUxAa3s9kIoHcl76NtsEydDxhTajURAk71yLksdniliCimcUnkVk+hOT3d4qgGF6+UbCtSBRgR1MJgfDInViAXOsibHuzXdLYtSaun+dkImHeISplMR0R+Uy5cClNHZMWaoF1njGBar4/mcUnI5UxzqfYZWCKeG2TP/g0AGD3Qz8yG4fIuRR+PcMNlrWvjyfXnBZH/bhpEzwzjdzRViNE5v/catp1sdKsAsTzvCs8z3ve87wfe5435HneX4TLt4b/S57nXau2v9LzvCnP8/5X+PmGWtfmed5hz/N+5nne1zzP88LlDZ7nPR4u7/M870q1zw7P846Enx1q+fJw2yPhvtFP2zmQTk+ULAnl2x1KdZlYiE5j7E5XuBA679xnZWrJg01sG8enG0eZwSnJAons86wZ0vyfAyi/ZBVaHPG36uoxvHyjoLamfL9cQAnDDJbnjctq/b3bLC2OsQ8ScYuKXU3ClPj/dKlktNWrykCVn5h/B4pdTXj1hfL8hlJdyAxOlRFIUWbuK8chDDYqhVkH2SmgXI2bRDeXXk/Lg0i8pJTvW/EX7YoEbKEfFcR2NeE4NyWtUAC4/qc/NYxEBXu1y9Svq0duVRmziVZNoVRCrnWREVLdafS8sQQp35cmVlHV//qaSBZbaBHQShUrpFhuNJYZnBJUhtzqKVEMOH6hVMK2N9vtd2HFcxV1JACkn0dm8UlMdC604iO6v7p+jhk34bm2Lz0j1yA26yl8xvW7Q/yzzcuOWbETHpPzZ3yDwpIKIgDs/uPfk/F6hhtkGyJvF2emZZmb9swkhNxby3D7v37cCOvlQwYJuZj8wFggRQBfCoLgtwBcB2CX53m/DeDfAHwawP8Xsc/rQRD85/DzRbX86wA+D2BF+NkYLv9TAL8IguDXAewF8FUA8DyvGcDdANYA+F0Ad3ue92vhPl8FsDcIghUAfhGO8Z6RFDex0laBt2WG3pHfrfmsBM37v5uzXEjULAFY2kim38Cf8AF1NVIyN2nD6TxI2n3Vu6vPerlyR1stLZnzXDke7sd5bBrD4IvPW/EXPzuBlZ8cswLn+WIRL3z5cbQNnBQmJJ8nm5Evmna2biDUz06gZWsBhVIJw8s3YqBtgbjC3n7jddlu1Q03omVrAQ+MjWH48s8gkegSQczjHG4229H9ExV7cCHOF49utqwp11qKCphHwbe03XMUm7+5TrYDYAXv1/U1CLijy7w0Um01SiYSQHcahVLJ9CJXWX/aVaTjBW6WGLVfpl6zAE8DZUYlGdC9pecg7QvC8aTB000PG2Ey3SzB9ZXjZctKNHCg3LBM4bqRxHXT31gWiqun0L70TLm+JHTzAGULmufsMvio+McDY2OWsPDr6pEvFuE1/UiWdd65D7nVU5GwJhSkdI0Vu5oiscHoliJPIOk6GKscoDuNzPKh+AA5YfSnm625Xqw0qwAJgmAkCIJXwt8nAfwYwOVBEPw4CIKfzvVAnuctAbAwCILewETuHwWwJVx9G4BHwt//DOBToXWSAfBcEATjQRD8AsBzADaG624Kt0W4L8d618TeBMevtjsKArB6fdAaIQNf++AaKzBIzZJmdjKRQMeRm9Ez3BDZ95vUNnDSaIVhGjEfXNeaoGvN0mw3jUUyOpc5pnzTqY6uLQqMV19oEmgQXVCXW9VYwbRp2mtGSSbVms+KC+xEi8k0+//Ze//guKozTfi52pYUGdnTEbKMHcnGZuTMrGL0eR0BRmEJTHA7kcjQaFLZjSshVR/FkDW1ExJ2k++PFMrkn8x82XFqyswkFKmCTJksmzVioBXcmAQocISjeFjZ6MtixXZsKzaWNUqPrVhY7tX9/jjnee97zj3dlsEkmZTeKpdb3ffHuefee95fz/u8zXdMAYUWjLz8AjpvugWA8Tze/H4jvp0x37NPvO89cJ792D37h+jQFPMi2b4zqYXWD21xgfW9Bb2Nv4/+XOyaqWj1VoOI+iiqEAVGJl9yay7UIuyMyS62zXdMofHjk9gwVOsoDO0Z+OMngov3UPcO53lJs4PZJnzyFz3ONb/2krmOxpoaDI7Xo2/sNhkTPQRnTlQPHd2Dg9fgcMYBTjc/5/mz80UUoy/3tbQ4hhYXbIIRNo+NOdv779b03By2T0xgem4O2b5x7ExQAAAgAElEQVQzjoGk8y251aMSpsuNzEjoyu9NT2W8/brXpZYmt+yso0gkpAUAi44hns3iuce/67Bj/K7JJeVAbGhpPYC91bfE6iiKXoui6KUoim6y370PwLjaZtx+x9+OA0Acx2UA/wLgSv29t8+VAEp2W/9Y71iIvV5xqCGBKfJFmE3gdxpp4SSvaXXR9bbWUvfeeuxs341MvuSEbyiCzPCoFrSHQNGNoyolCSvi0K1QqehFmV4DXX4uVE6MXo3L9zzeY3MBIy+/gNLOJZh+ulkWNCCxJkdefkHGnsmXRAHQw9gwVJsKQ131iWnHeu4/cSJIhsjeGlwcdZMqCj2W3Z8bEuWpk+P07uh9ANUT5CGocSWh98m8SXPG0IIzRwCY54nQT8befREP14ZE/cLCaVWTEwrp8fwaSbhn/RVuCPfUYhSPr0Lx1GIMjtcnVD4qrMRn5qpPTJs6Ef1cKxpyeupOZ0Fr3ZN2PpMvCTwYvRNB2hFKJl9C10dywnPlzI39jihHwn0p8blW55g6l8Ln+ctXXYXccINjIDmh3t4Jozjswk+UWXkgiw37zga9jPt+8oEkB7romIPCkrqaRccM5UrHUqB34rfeD72azFuBRFHUCGAngM/HcXymyqYnAayM43g9gC8AeDyKoiUAosC2xBBX+u1Svw+N+54oin4aRdFPT59OP2iVZN0UgLqpJJygXqrBw8uTBBfrP1S3QX7PfZwHySbb9MIryIxAfqOSFauL5qpWP2uxYw0lmPmScDHN9p2RbYa27nXGoZPWKLQ4oYU3v98oVlu274x4YrnR09JutTmTQbbvjHgh3A+AJMuLXTMVLWnKfS0tEqYB0gs8PQvtnVBxPPwVg2i752vXY9pSTbAv9+7PDQn+X5+T4Sp/Ic4NN+C+lpZ5KxEu8tNzc1I3s7N9t4OAovdRjeWAvcn9jnt7rj/vjFErRs7J0Na9ct1kQwAMGinIaWVDuI01NShfmBVPI9t3Rvp4vPn9Rqy7cULyBU5FOo9lFUZP63nJnWTyJQdOXqkuBEj6jPA96Wk9LxQl7MsBwMkZ8lh8xgh04dz0tJ5PKRF61sVTi533dMNQrVMUmRtuADLTsj8p7AcPLzfPfdtRx7OgR8fKff3d5vfvMeuKzX/okODvqsxLgURRVAujPHbEcfxktW3jOD4fx/E/28/7ABwCsBbGS2hVm7YCsD0pMQ6gzZ4rA+APAEzp7719JgFk7bb+sfzxPBzH8QfjOP7g0qVLQ5sE5UCTtQgYByYWvG4KnTfdkjSJUbFYPigsIGSyWtMV6IeconMTvqX0dkXDdvV3ftEXLdNM3lCsvMdapN1762UcrJDnAnXb328MWuOZfEnCRn5CU1NBMGQy8vIL2DBUm3b3rTS+cifWTSV0JdwXgBN2eo+3gOrt/CK7h7+SKD8WE/I4uWVnZSy3/f1GJznfWFODPdeflwWfohV+NYpwfRw9dwIYuGNKvAEW3eVWjwbvIZ8l5l1Ys0Hlphtl6blgDmt6bs7hRAOMp0FAhcC9rSegF/Ppp5uRyZcEZZj7b/8RqJuSY7EXR+MrdwYLbjP5kqCwQpXcFxO2sb191VFsn0ja9G746hFMf+jJVAhOCyMGEiItGAOENCRsU02lJx6TuleD4/UmMT7cIO82Yc3cL7fsLHrWnJRaMmSmxZikR4dyo1Eklg4GMF5RsbNBohxcF/5Vh7BsvuE7AH4Wx/HfzGP7pVEU/Rv7eQ1MsvxwHMcnAZyNougGe8zPAPhHu9vTAIiw+jMAP7J5kiKATVEUvdcmzzcBKNrfXrDbwu7LY10eYSjKehK0WoqdDRh9dY8k02VbJBj34vFVYs0QSUI0S/GL33O7FgYk5FH4isf3AnyRF1f91tN63s3ntB3FW3NzhhIbRlFMlsvILTuLfRsviMWq0TwAZNHi9bHGA4UWs0jZDnl+2Gv4+aIzvky+JAsJLUsgCQftvH+HLEh7rjcWMj2I5RNu0rqxxlSuN9bUYPtEQhWhpbGmxlEKGx+6HkeaTbHdVZ+YllzT7d/uxu7PDTlz7Oc5BJKt4uy0SCsZAFTCldiRp+fmkFtmwAq6tkKfk4uaVGYzDHRh1ilQ9ENWVKIcty52oycoSWtrfDjPi72/YiQNN6D4xe8ZZFXG9Qoy+ZJwRHFsABIj6dRiOR63r+Rl+YbKfS0tyI2exn0tLbivpQWbx8aQG24wzNOv3HlxBmt7nje/3yheBBXa4OHlSUEw61MohFbX1iXwd/u9H7IrnloMZKZxoq0B05u+KQoGgHgfAIyisKSXQBK6ZsiS6MN/7SGsbgCfBnCrguZ+LIqifBRF4wA2AhiMooirw78HsD+KohGYJPe9cRwTI/M5AI8A+DmMZ/Ks/f47AK6MoujnMGGvLwOA3e9rAIbtv79Ux/oSgC/Yfa60x7i8oovx6GWMnpaHcPBgewqip5N6mXwphXLSfS2AhMogJNq6LX7xe+b4dlG7/dvdzkso4/X/VsWD+zZecH7vf3i/gX92JvUEWllMP90sYR09Zn19QvVgaVkmy2UnFKFx/vRktLCeQaOJ7t2zVuakOZMRBBZgizDhggLempvDqok/xckWA8elJ6CVHiuNqZz2PbhaFidhgFXIL3ogIch0Y00Nvv7mm3IsQkBJST5ZLqfCWTppTO/JD81xG4Zz+NzoOhsKG2wRDaXpyKv1MqG3okOu0gANCrKqmXgBMabolTORLggxqPome3w++74XIl6O7d8CuCi67RMTyI2eRm70tHPPpGWvTVgDwBWFfpnXEMTbebcC7zONGO115EZcYITvzfsFgAzREbWJ3gkUj3RgxaEGU1FOdmQA0aLxBGnFv6lEFFcWYDqRZmrrpO/L76IsUJlUkOce/y5yy86i/9EXsfGjtydx4kXHpMWkiEpC+sy6kphTTWH6tm0xvaYDzKHVKEFCVAv+/v5DqGO7w88XsfGjt7t9R4YbxLpn1XD/3x0WfPvgeL3Z76Hrk2ph24lRjqGI4GSeLD11cybjEDM64sE72TWOtSwAML7sHsn3zJeehHQnkmBXtNqaSlx3k0zRiliql4tRtVyUpt27H/o8DjW/pg3xtvXHxsUuVODpkyXq8WmlQBSQhsqyIRQ7QAKGdv9AExxwiJzXeiTxTV/Bc2e+UbGdrDMXVWhLNOU6jQD9uTzgtVOYh+j9qbxS+RVV7Ov/pgtudU7HoavXEF2vn4cOUQFGYcSzWUFyFjsbDDXRbBZRXQm72tsNilApdRRafuukigtUJpcomz71GTS+cqcsfKIAlPUAWDSUtab4oOlEHGO+hGE6oScAKLQ4i2tokWLCs9Ji5SzOvRMmwVlokZguYMJHXR/JOS/w0Na9KHbNoHtvvdBeDB5sR/89Cc9WJl9Kemdby5E9ximalZVIIkKQAVNsRSoY393X0v93h815y43y73Nz3xYrmPmHUB6JFj29GdKnvDU3h3U3TmDyqSZBiGXyJRQ7G5y8DovY5N5dmJU+DpXuC1CdQFGu0WMc4PVo5YHeCezbeKE6gZ72MBVcW35Twt9CbQG4oLGaWhLk9u/Jp5qQqa0T5cEw1NDWvUKBUx7IItd2FI0/ulssZHqHfkhK5tUzXHKjp10vu2OpABIo+jM9+PkqDx5LvHwFBHDmo5ryWGvgvpIbsSgx8aw8xgfUTWFwvD55D7pmUDy+CtGicVEe48vucQywXe3twLmVAjEebR7Auhu941pZ/NWTeO7MN+Tfb1sWPJAq8oPHHhF3XlsUtLQpnTfdYnqEBCwUAM73ubaj6H94v+sxeC9WpQZEzZmMg2SilZ1aSFTxFq1Nh1YhUNwFuF0QHZLHKpaj36RKjxVAKlEaahUc+uxbfjxmNe9Mo5G0xwZAvCwd3uk/caJq4rvSGENyUU9kPlJQzYjKSQdBLmSDB9ulQND5zZsnivZI/Gtha1w9n5vHxrDrDQNbppfB+0aPTd9H32PSnod+D3T9hNwT22PD8RC8udRzun1iAs8cXYXGV+7Ezvt3ONfGY7B9LY9x+6qjzrH1++Ncc7ubawpFFBz4MAkkVbM5Xn9P63kZow6fRYtMBQNJUOm1A8ZbIVMDDRuH1r2a1zZseseffXB5xW0uhyx4IG9DpADwlTuFQJHICMZLM/mShFikNkRZ4pnaOkm+AeYB0fQHrLplQpQhhdBi9NbcnIxpslzGkWbTGAmAoEqY8JdqXl19DjiV6ECSnO/btgXFzgbxkAh/HNq6N0XZokU8NC9eTwgu4/0SW1dUD75Hsn0iifszNp3tO4PtE2ZBemsuoSYH4CgM/q8/Awatc/uqo/j6m2/KgrlhqBbLJ8q4d89aOT/HqS1iQmQba2qcWL+fFyH/1HxEe09O7ZAKf/iFf5naOhQ7ljrtXbtf+3WSy0CYwiWkPIi4C4UCf/rHf2y2vzArQAgemwtlprZO4NmNr9yJ5jum5NntaT0vix7fA6Kb6EUDEOQSADxzsjKghAt3eSArhYHTm77pXJv2WOJzrfJ86gpzotu0McNri0vXOufUSX+tcAFIpTwhyj5DBKvOfeUBwIStAGDRMcOEvGExTlxjcmfrbzbHIgjnxDXJO7vuRjOflUhAi10z2Nm+u+IcvtuyoECqiX0Rdt6/A2cfXI7ccINZAJgIhNurgbw+AHDwrh2J0lAEcYBJwnHxCxUJ5kYswZtaqAjPBJJw2vTcnHTsI7OuVmxacRC1o4/ZWFODl/7LEyaUY2nr/VzFxo/e7tYFkMOr0JIOxwFitfLln3yqSaxOB1HjJW3LA1nc95MPpI5X2rkE97W4vETaAtcicNzhBkm8PnNyMZ45ugov7Lhfxtb/6Is40GRa5HI/hqs05Lp7b72AALSC0J8bAwsxRStHLuoMW4m1rpBNKSXEkJX1JDUp4ODh5YIQJPRbV9trEdgq4FCbcBwdk3kxSmTs1nPQipOV19NPN8sCuWGoVhSHoKs86Guxs8EpyHRktsmZJz0PDpyWv3mdAZ05y0w7VC8OnbwaU0/reWHLdvb3jCP9O0EBmqfM35f30bkeKhmGvsuNgjw80GTAA6+9ZM7D5+HAj5OcDcEiB35cWYlU81DebVlQINVE3ZjFXz1ptL1dAARxARebz8XwwI9dJcOXgBZoaecSZ4HQsGGBA6sH1KdxyI3MuEqFKDEVQyflAhd6/SJyAd4wVOtQS+tr4ougCfb0tfTfY6w38nFpZcr/c8vOOqgdhpL4cm6fcC1WCiHAGh6qw086ZKXrH1ivwdg3MtNy33LDDej9wLCZJ4v2ojU+bb07fxHRtB0h0ksNndVj5/VTaTuLs79g2uZMFIHoqvyJLM7qHum5DikPH8bL8dIz1CgsXrtY1/Y8fC6E0sYWv3Fh3LfxgktJwmfZil+/449NF/rp7WU7W6Guv9dMw0KvriiGeD4WfmpPhsjInffvSANhdFFw74Tz7Pmes35PyOkFALnVo67SVTDd+FwrkJlGbtgkzvu2bcHJlowDsKkYLeidSPJRniF4KXU0l1sWFEg1saElcUdVbNQJZdmYKMNHmXwJQ88+I5aZflCfuHpQXHu9aGjcOcM3+pyabhtIuKmch6duyilE5IK78aHrDTTULgjlgazUOWgUDus6OAbt6eiCSgAJzUShRazLUAzeCaEVWhyFVx7Ion/FiuTlU27/8PNFJ+QBJNYzhQqje2+9oIZKO5e4rU2VxVo8tRi72tuFmt9ffHld26973SlSk/0DYSpauqFwEWBzB2q/zWNjMrda2et9NuxLChpTdQaB7f3x+Pknfq//f0sbHmrREkgz83jW4yQ8m885ryn1DCpEU6U5c8ZWSOhMygPZVI1UCAzAPAElN2zqswTMgQS23v3ar928jQonO6I8Yn0MzodmBWBEQQAZWrkDjtLAbBP2XH9ePDE+j7ve6MbBu3Zgw76zCfRfHYM1IJSOybxUzft5mUy+9FtLqC8okCqy6VOfkQdq+tZHMPTsM6kFQi+4/D83bPIc46s3p2ozmBtpfOVOs23b0cSTYKzTQ9sACe21WHi6CMsKcxgbhmpToRWtoHpaz2PjQ9e76CokdSsO9h8qLux5CCiYquk3v9/oFAlSmOQVT0FThcMNRwHAnvVXyO/ME+n9SzuXONsTRaVZUoefLwp1iu9VMRRE0QpLe1CMnXNbXbcRYvXVyXp/Yffhzrva24XIT1vuPF5uuAGDh5fLdcp9o3XaOyHfhXIxrGPxixn5LFDRksBRRFnguZEZJ/lNZS/PnFqA+7ZtSbxfZYmnaj+4v1IYFBphPiRW5k2FJDUogvU3upqf2/SsHcPkU03SR57v2r6NFxzDLRSGdTwRfb3W88+Nnkamtk6iCEJ0mZk2RInHVznQ3emnm516L+Y4DjQBmG0ST17fjwNN7jwzz0peL46LebuQd/ybkAUU1kWkZt+fG9fT0ivHs1ljRWiLw0c4VRCinKiEcsPhtqL6WENb96L/sx8W5FeqJmPZ2ZSVF0QEeVh3PQafNjt4HSrU5jCmeogqjeQK5SlCY2ysMT3WBX1l2576oQ2Nxe9pPe+gbHg8vTBd9YlpTD7VJAvufOGfIQldSwhpVhGpZedNkDs2Zq5rUfTc8n9pkGSVNWA8yw1Dtdhz/fmLdjX0+5Rw7kLwXuZKUqzLngcURKbZ/IiEuFQoS6O1JPdD0d8F0FyXKlTOpMV30IQUXcsSEI1s01Xnuo21zxrMeg/HO+LfXjvc8kA2qa+B+87wPeuYzONoyz8691f3o9H1OetunMCKQw3vasX6AgrrbUo8mxXKgfhcK3BupWkvqqwY/YLxs4S+7Eu0bgpCkMaHWfiACi0JOsezvPo/++EkXKZqMoaefSZBhRUSni2f4oQIFI6XPUsYpy12zWDo2WdcWuzexNob2rrXUSgky9Pb+V4Q56Dagq0XMOYfcsMNZoG1VDA+Z5RYwoDkOfzjkf47ky9hw1Attl/3ukO94ou+X+WBbEVCxNC1aGu/qgVo50/QTCoMqeG4DvTbLlbixalOeySb1GPS53+PLbgMNbnK5EvYc/1593lTaK6Q8iD6SIc1OW9ynN4JCc8w7yWtWnVSnMrHg7lrZeH/rUW3lvbHiUILCq93IT7XKjQqVB7OPn4NjXcMIHnetPKRnKb6X5h4x+tN7rJguhGyb0puuEGUx7opsw6sv7mEh7+yV/52lI5VUKPNA1g18acATPiqb9sWbBiqle1WHEqYmA/8uKViqPDdlgUP5CISDX1J2DGJ32bSU1s42iJIVbuqBVgs/5EZU1hUutZ5wYafLyZKo9CC7de97uLkK3gH3E4sSLvd9okJbPjqEQAmF0IFs/Gjtwe9F20hDj37jFSuV6pzcBaFCtZtSHTtBov1tIIIWbmsVNb7c1zaOutpPY89158PQlWreglQFdzaKlRj/vqbbzr3QyuA1HF9j8J6dz5MlNtufv+edE2Cd35K99761DyzEZiv7HStDgDXi61m5VtLHTDFhbwGfY9YTa+9hqAHUaG2wofKUip6wupaUzVGgWeG1fHVhO8wAPdeKfFDbvK9rkhX32kDTV//uhvNgk8vg20NnDmp5H15Ye3yQBadN92SMHMX3r2K9QUP5G1KVFdK+GoKLQZ2qF4kJtcONBlLQT988tBp60rVg2jlQdHKA73pIqtgTYba7pk/35Oy0JhP4EKy8aHrxXuRWgyNIrOJUl25Ts4riV8X0i18ATj5CIqOx2vvRIeFqFTpPYQ8gWLHUudYkqQHpEI9kzf8XKWdSxwyRc4JobvMrThd7uxxcqOnHeWhWX/ZI4Lio+Acb1SRCIrlfmEWvR8YTqC1zAtcmJUiPj0+X9jjQ/N8+b/70n/PtY5n2/WRXAptBqR7ppQvzCa9XDwPwU82a1AInyFHlLeqWQ70XDoQdBhPxs99UJgj4nwLWaHdrm/bFpQHTNtknV/SsnlsLPFSFBiG2/LY7DqayZec1sy5tqPG41UteIli07kZglPKF2YNksrWaI2+ukeOxbyd031SCdeWjhu6nXdv5OUXEnhvb8Lc+4PHHsEPHnvkXU+uL3ggFxFWo+vcATmDAKQ8C20N6Za0/Y++mCiHauJZGYCJkfo5AS0VrWobRghxZwGoWA3vWFsqxk2PRCvQkNfgH0cvrsPPF9F/z7UJHX5gP/JzaWRTtu9Min3Xt8K1NQyYQkDmVvx5CuU0/AroS60uD3kt2uM0FzudqmVI5QUQzm1p0W2HK4YKNUQcSHmStOJDqC3H86uQU3PGGHjW5BiBnEPwGVMSqlDXop8tzh8X/3l5wXa8ja/ciekPPekYPj7XVePHJ6WJlNTsWMRXbvWo5ETJYh3KickcerlImbdTi+VY1bx9PT4i+RgBee2lrKOUJXw3MoP4pq9Un4+LyIIH8jblY3fdDUBBAK114XMWpRAbhRbTVOb4KhS7ZrDxo7cnBYQB608kgKUvdjY4L5mfLxF3X0ulRHihBV0fyRkrVJ8T7ks5/HwxYWy1CwA9F55PNzMKLQK0KGlNM4ejlaFe3DU7bvfeemc8uu7DR19xO608MvmSozzYxIrbTz/d7MxheSCL21e5BX0XW4T0IshKfi1Cv26fBcw2ifLQqCRKbtlZSZTrc4fo4f1q9VDHQVq6AGTR0p6Lrh0h8SKviTDi8kBWlKnURAybTonCpWWPLwuk/SfWdO9EUtmukFxsFevL0Na9uK8lXKjKMWXySZEjvR/Sz4e8YH9/jpd90VPzpq5LOhDCKA5dtyOAmt4JnLhmxlGSw88XnZyKbqPL94K5x9yys65hwfumnk/txco+jID8WOVaLZxfGyXR0JeqzsnblQUFMl+xlbZsJcvex87CzWSptRAE2mpDFOULs2bh6nVpRHzhAx6UQosUxXEbktxx36GteyV2rZPsGp7IJKMWeeALLRL2IkTRb6LE/hO65qLaNWgruZKnQiWhk5c6jMOcx+B4vYS7csMNohhIhcLFT5+HcFv5XhVp0TCYT0MoXj+P4ysvLrS50dP40BtvGNinbTCkRVuzPWtOyoKm4bV+EZ5/v7SHpptm0dtxCtQAoUIJ9isptEj3vfJAVsJ/JBEE7DNvk8Sf/EWPo7AFnnth1ihB1kuEwqP22ejeW++CTOw1s65o34OrnSFK+BRJjYZOlGta/krigFxsPx8NFGBIiu+If68oJEjlteSGG4RMksekwcV3atcb3SljDXB7ytD76LihW+6dePpe7kxCZDaZn6mtM1Xt1pBh46sTbQ0pr/dyyYICmY/QquqdwOirexIUkwdtFV4rC9eUB6h3wul3zUpW3b8ghCzR1AV+bYa2mjT9SCZfwsaP3o5n/jyJrxIOLIt674RLlKiOM/TsM+Jd+SEKPvQaEcXKcm0paeHf2ycmHAuWYwWS+PX2iQlHIdHT8NFYPa3nBcFU7JoRtNGXr7oK5YFsxRa3OmZO61aHC3SFsy/Ml/jhBSoGWoiMfQ8ebDc8S4ovSdfY5NqOCh3Jvg2LnVoTv1mVnkd/fqlI9XaDh5cLcutiUFjHI1aLlQ7R0uvmIqYtWz4HIWCAnw/SOS65Prv4MtE9OJ50fAwpdKLs9Llkoa+iOPR4uP3gwfbkXtsWAmwqxXeEc6NDrhz7iWtmEg/T1mfwnc3U1jnv77obzXvHOi/Ow8aHrkfHZF54sQbH65EbPe3w63HsOpzMe9BxQ7e5ntkmJyrCWpVi1wxOthhmgx889kjV+Xk7sqBA5iMMK1kJucka4ihwTSRW0xNXDzoUz37OQXc4o2j0SPHU4jQRXyAUxoRditPK+zuTL4nnwoeUSfb+R190koCcA/FalEUpFCChAjLOi7XuBcUWqPDO5Eu4d89ap5aD24WUCJD0cddV6N/qPiiWue8dTc/N4VvdB+U6dbX59okJhx1VS3MmI0oqNXYdtvKhqNzeFpWRbK88kE2FJbWH9B5P8XHx0As3Q1b+c8btMrV1qZyRDlnRW6JHnFIAyrvWln+mtg59Y7eJ96FDXvQIWWAnzAUKwhwKtfGea4i7D7woD2QNDU0m3f64EqBApOBW8+tqdwlXdix18h581/R3UjAIhe4quPQvB5qSgkpSj6y7Mfm84lCDSbYrY4pILCbrBQ6tDBkaKuKJ2HGMvrrHKD/1jJUHsqYex77bb36/EZ033YJMvoRfHj6E6IcPXbY2uQsKZD6iYtV+Ixk+mGIpeCgp6Va2dszt/6COS3QHH7xKlpT2WPhi+nFiydEovh4JaSgLBjB9v/X+t/39RgBIIJ8Ft2pYu8xV5woJwmb7xIS7+Hcm1d2++JalltLOJY41pqvEs31nJJR1X0tL0IKnfPmqq0SZCl8Wx2bnzUcHAWbRpaICPO+mQk5LKC5mm5yeKQy56eS1398dSEg1e9aOpc7x1lzS9zw33ICe1vNyXFq7+hx+op3WqfzteaONNTVyDN3aNtd2NNX5L5MvOVQ5vM7QcyL5Fo+t1gcRhCC6u9rbDaS+kCbX9MXP1/iic5W61wcAUZCAWbi1Ze94gAVTxMd5pMdx4prEE+lpPS/KY/3NyXPNZ+PENTPovOkWHGgCWo/sAgBsWvKAeLosZtT1Q4x+MJwuZQa2WFPDgGkMjbz8ApozGYw2D8h3l0OJLCiQ+UjvhENZIpC6ybw8iMyJpHh2qBB0Iypad9azyQ0bHp9Qr3R5YCuEIrRnkQq9qGM7+RZ7rOm5OeGF4t8otMiCxLHr+D09Cq1YHHoQvmwF43Hc19LiLl5WKVXrKijnV5LJl4C6qYR/yHotrHvQhXW7PzfkvOi5YRPuyo3M4OtvvmkUENuj2munMqmWQNeKzSFYrKT0GW60L7ZfEc/EtR6nzmUUO814oroEWg0kzMxasRO1lhtuwJHmGtnOhzILpQaNH2UE+TkrvSBSip0JI7XzLFyYFahqaL4AlzrG57PS5xbjQhlXIrNNzrYhqDM9erIsUAHqJLSuz5G21J5yYFErIwaSmLbeBZA00UKhRTySA01J9EDzZJW4BLQAACAASURBVK045LI+AIZld7R5AB2T+dTCnhuZkS6ofM7KA1npJjny8gvGWLCEobllZ5Nc0khSU8J3acNQrZPPGhyvf8cw3wUFMg/ZtOQBh9uGLmfrkV2m+1/vhPOQ++gcAKkHB0gWXmke0zuR4mfSSChHAlavXvSEBM4Ll+lxVeoSqI9DCDGFeYBP/qJHrFa9vbPw0gOy3hAXrEqQY27rY+jl2J0NjjLKDTc4FjsXEyLMqOQGx+ul9zup4X3EVGrs6pihxLOjgPz8j3dveM99WgqfGFLySVB05IUWxKVrZSHI9p0RBeMrNIYHtYLqf/RFOdfgeL1hXrZ9zTUUOySMnXMx9J8T/V3PmpPSGEngqfa+y3Ou5lz3UNEeo18IyzCd7wXr63bOZRPjzOOUL8yKMvGL/vg33xUSFcr1UVl5iKigMBRs56VjMi/PCGHvJ66ZQePHJ1HsmjGAFWWYjjYPIJM3tUHFU4sRZfdj8PByM7ZzKyUfI4SOFvCw4lADUG6U92bFScOSoRPpNLYcj5PcYzBM429XFhTIPGXw8HJ5SGl5sXkMCi2IFo0nJHRc9Hsn5HedIygPZNE3dpuTpKNoRlGNvNCWokY4+VYTgFR4AIUWPPDz/+wsWDvbd7ustGocfdu2JJZ4IFZP+GM1tJiOF9++6qhTYKlDUXp7B2ZaMFX1PvhAh690wlWLHi/DOkLJgoCnFhr/cINDl++fRy9qXGRkHrmYFMI9uKmUOJf8TiuYyXJZcjyom0L5wiz2bbzgIK/8hDrJKPV5bv92tykGfKpJvErG0HW4TuakkBAeasZczqtfawOYxUhaENh50YzVuu5EX59/3ZwX/VyFlKVf/AogURYH25P3D6pw18vn6bFLUn28Hqibkt44kptpO2osey74do5yy86Kd8ZEOGBCWbpIkKGrA02Jwtv40dtTxhdg8nlDzz6DuHRtYpTWTUkOhpEPecbI/Fs3Zd57G+nQoT/eQ/3cd9zQLceY/tCTiF7+Gt6OLBQSzlN8BANfPB/BwxoHHzXBRWbTpz6TuI0aXkv0FikQNPmcOs7Qs88kfFhb9zqFfb7kRk9LMk2Pg649Y73zKdpKUTwUXEqO8kBWoJ2OKOUZElKZ+IWCPqmfXmg473puCO/1UUAsKvO7F+aGk5anl1Iw6BeE+dfYnMmYfADHrTisKl1/8LqV8vELFFOLQ2jOlAXP3I0uPOP+mgJGdzwU71fdu81jY/jpH/+xc30AUsisiyG/KD4NjZy3gkckcFZPcWoDyB+LkwQn8s0TvsvStnr1KFBuTNrLaig8TPHg+LJ78L411+C5x78rSXLKuingff9sWuXq59J5zqwCGl+9WRBX5QFDJEqFQOE4pPUtuflu+ooJd9VNAZlpDB5sT4ooPYSorEnqGRBP0RJBCl3TcJqYcaGQ8B0KvQ6nJ0bdVKLVZ5uA2aaUNe9Y6b0TRnlYCy+37Kyp12D9iPVqfFeT0nzHlNBQDG3daygqvJCQkxT2itac2hAkSfkvX3UVgHBdiiBjet0GO3xRdTJTd9sT0YuJF+phNflVn5iWmL4OqWlvQy+yHP+3ug8m4RFPketcSXkgm1jzVgbH60VpahSPT9dOYQ6F4xLPsJBUFpcHTP1Eru2o5Dx8JJR/zGnb44T/dH+NTG1dReXhi69wCSmfLJflHjGcI1JocSx8JsLFm7LGBp+fKwr9ZnzsfWM9Gdax6Jzexby8dVPJPfPJHrX4z6SPNON3Ov+ix8Z5LF+YFZSdPLNqf1nkVcJcj1GHmwYPtmP01T147vHvAkAwxBeXrpW8hnhBOsfZOwEsOpbwWCHx5KLsfhOJmG0CMtPYPDYmkQJRgLNNxqhVvUf8vCHP07N2TOYt13YUqJuSRLxcr4KbR9n98y48XFAg8xSnDsMu4JhtErdVwzW1Zeojn4AkJiohGL3I9k6gb9sWtw+EFXnReifQ9ZEcGn90tyyyRFMNjte7yCwqmN4JSaiKUrNjqmYhc8HxF2peh3zWIQ1tJSoIJRc1zgmT33oR44vChU97D/4CTGgw6zsy+RL2rL9C6kfIo8SK56+/+aaMNWTlhkIslOm5OUlWiuL0QpOAYQnet2FxcF797oU6PKZRVdpo0NT4UkdRW5caP/d1FB8tUHW9klDOl5z+GdrQkTCNFT4/O9t3o2/bllS+z88npSDgAbkYwSGfGYaAde0QQ8VAEssXPiutHGzOgIskn62+bVukEFCj13IjM6a6/txKRIvG3TGqcFPIw5F5oiw6hrZf/bU57rKzJidie/9wbvd1Jt4QczQ9a06i8HpXouzPrURcuha5YdPFsGftmNSsZPIlFI+vMn2HNEgHcIwaCesBxsvoNFRB4nko2Tw2hng2i/Fl98wrN3JRBRJFUVsURS9EUfSzKIpGoyj6C/v9J+zfc1EUfdDb5/+JoujnURS9EUVRTn2/IYqiA/a3v42iKLLf10dR9IT9fm8URVerfe6KomjM/rtLfb/abjtm9w20Gbt8ItBYAOidMJQc4/WC+84NN+D25WeRGz1tXnRl3fgWK1/AoMUA89IQUVMJ7kiLn4qIYa1MvuRwXEkBIZLFP5MvOdXr+rwUbf3rffWCpD0SWVQKaZJFB57bmy4oDAnHzDwElYIW7v8eUoYgUUoAcO+etc5+zxxd5Xg/PL7+v2KlNozlqUN3fi1PJl+SlrG+CBKMif9CAjfu27YluTYNF7fHZ5iv2NkgC1El2bDvbBIKUbkLftYL++RThm6czc1S4UYNy1XXvWf9FYlHrowFyUv4IIKBbMU5DQm7NnJfLqakEyoeX+UQGALJeyGFlcoj0oWvueEGPHH1oNOYqbRzien7cXg5ft3bj2LXDOLStUI9wuQ48yBafNQlQQfFjqX45ZUmpHTimhmMvPwCTrQ1JFDwQguWTySthR0uLoUYE2E7CcDAduumZG40NBeLjpk1yKshyS0766wlH3rjDaPoO20eZdExYNExxKVrEdWV8Ef/sAjTm76JXx4+VPVeXTQHEkXRcgDL4zj+pyiKFgPYB+AOADGAOQDfBvBAHMc/tdv/WwDfA3AdgBUAngewNo7j/xNF0U8A/AWAVwH8AMDfxnH8bBRF/wnAtXEc3xtF0X8AkI/j+JNRFDUB+CmAD9rz7QOwIY7jX0VR9D8APBnH8X+PouhbAEbiOP77atfyTnIgAPDcmW+Idd/1kVwSQ7SNgQDzsLHxFOOogMlXcB/CK4tdM46LToqSUAVyyGJmTJN5ERbIhcRf1PXfvKYQ2WOlPENoXOImqyS3H15zEF6BvIWWag2pQtenY/jzkVDzJC2O1+XFlJ2cTZVkuVDK623sAqthvY01NQk/F1AZnGDbCQR/9xQAc11+Lm3z2FiKNl7m76mmZHuv1kkn0bkPvw95oBdDeVH0c1seyBor2yKPOF/a4xDSRAuzJSeUzn9omK4WjqVv2xbjUY3dBsC+e7bxEwBg0TFEdSXJYwQ9Kp13ySdEqyeumRHD0jE8AVGEzjXYGg82hmLth5You1/Yu3Ojp03nQ/t5fNk9aD31cOKFWA+Fcyh5E6RDvZhtMtvbWhKGxBpfuRP/+9Pn0HrqYXP8a/7w7eVA4jg+GcfxP9nPZwH8DMD74jj+WRzHbwR2+VMA/z2O4/NxHB8B8HMA11lFtCSO46HYaK3vwigi7vOY/fw/AfyJ9U5yAHbHcTwVx/GvAOwGsNn+dqvdFnZfHutdla6P5LDxoeuRyZdM3+ILswahZeGDqJsyFBZWGB7Y+ND1+Fb3QUG3sCJ55/075B+QhinSyvPzB+yPrK1RX3lUgpU6oTW7HxFZlWLsemw6Rh+yNjUcVdODkLtIH4/jCFmoTq3FRYRhLz0OAA41SGNNDbZPTEhoq5q3AUBI6QA4XkcmX8L0081icTd+fNKZT128p1FFTn6sd0IaXeWGTfW2juFTJGxXaDFzmZkOKg/t5W4eG3OsWlnErXdwRaHf3dk+D5IcV3BRzi0XyJ337xCqdP1sOl5m4H8aSjoMyZoF/dz2fmAYxY6lAlPV4SrJtVgR5JdVHj1rrcewejQ1P4K2snOws303yhdm8cTVg9jZvju5L7aqO6pTSq8uCfUJElBDdGvrHCJQEhvKu2z3J2sueieEe0vDbV97yTyzojwYXuKaYr2LqK6U1IYAeOTBLyOqKwWVHGlORHEMNyQFiLbLqhi69nzjqzfLcQHgj/5hUeq4lEvKgdjQ0noAYZpMI+8DcFz9PW6/e5/97H/v7BPHcRnAvwC4ssqxrgRQstv6x3rXpGMyj561Y3LjDjQl7iYT1v0P70fx1GIMHmw3bLzKfWYNAgDHYk0tkApKKb97i8bN/+8nARjYr24WRG/Csfy8UIv+nBtucLwg31oMeRiyoNgwi299du+tT+pQLKyToRAnNKH208lj5jQY+qBC8sNPWvw8CT0h3Y1wem4O97W0SLX69olwZzqKju3rXFZzJpNYu1YRaHnLQjX9fSXPoGsLUJ31V/pu08v1Y91IwjZczHe1tzvWuPYQcsvOppFyejwq9MPr5dh5PIZOdTfC1HV6wnPqueJCC0BCv7va22WedN6D8X6K9jRoREV1JQOPtzF/5hQy+RJyq0ex5/rzDgBAeojYPh7ifcw2IS5di3g2K3UoApmtm3LGQiZgDdIQwkgrfI4y+ZJDuEjoOgtnCfdlBfr4+z6V7L/omLn3NieCsgmFjS+7B/33XGvyJCMzST7E/i7Kz/5W7JqRindRTLNNDlij7Vd/jQd+/p/xjT/8W8Qb/wpnH0wj1yjzViBRFDUC2Ang83Ecn6m2aeC7uMr3b2efasdyBxNF90RR9NMoin56+vTp0CbzltFX9zg4az+xvnlsDBsful64ceTF9Sx+J2YMdwGhxaWtUFaz5kZmJNew8/4dxnroTegmUGhxciFanOSiUiis6agmXMyFXbiC8BxOD2m49Sy8Zk2Pwe85X5qGPbTA61oI/7vuvfVu6MlKT+t5R8l0v/Zr9K9YASDs/QAVSBU/PplUdwc8ATmWp7T1AtxYU5OAJACx+PV8OXNiC8PKA9mUsvH5sJzzXpg11njBUO/7RaL6/FIfosasr0PyCtxeb6e9Y9/bDc0NP6tapsbnPu/U1vBa5TsbxpLQi/XouJjLe9G+22mtUDy+yiyOHUvR/dqvE9ZdC3ftvOmWJAdQN5UsvABwbiWWT9jnb9ExUTA06Dpu6HYq3TXRY+8HhuUwOudXPLXYFOeOKyPr1GKcuGYGD39lL05cMyPXyIJluRfWI5bcBYDWXz5ujmHva+svH09CWEqKnQ1oPbLLQPu7kvBVsWtGPI6OyTyQmcbchm/jwX/4flXFQZmXAomiqBZGeeyI4/jJi2w+DqBN/d0K4IT9vjXwvbNPFEUZAH8AYKrKsSYBZO22/rEcieP44TiOPxjH8QeXLn3nlMbFU4slNishH/twx7NZx9oGEgslJDpfACSIFqJJRAH1TiC3ehT9D+8XayE3etrEse0L2//oiwmLri1i0y8zq851yKtnzUk5lhZ/Qe1ZO+Ym59X49f86Jq4XHB8F5BdQ+Qs1F3vtRci+gfPzHIRj0mPRYRNdoT09N4fbl5+VEFZKSRVa3BdNfV/auUR6MITkze83SnhLGw9aidIr4rVrK9opcssn9TWVFmZd9+EoHvsMDR5sR27Z2Yr90+X8ww2SpNbKnHOoCw195JGg66xxksmXUl6inmdN7Mhn5omrBxMPV/FUafgpYa6anYHjLx5fJR0dCeklTYko386GpA0DjLE2+uqetGdnrfb+R18Uj6Hxuc/Lz+OrN5t9mweA3gljyAEpOK0DgLFJ6lzbUQP3V4ix3LKzWHGoAfd8zbxfxeOrMPx80ST2mRxnXcqIyqlQqdk1AZlpYLYJ48vuSbwWrfRgkvs63J4bmTH5E1jlE/Bwq8l8UFgRgO8A+Fkcx38zj2M+DeA/WGTVagDtAH4Sx/FJAGejKLrBHvMzAP5R7UOE1Z8B+JHNkxQBbIqi6L1RFL0XwCYARfvbC3Zb2H15rHdXdCxbuf2Z2jqML7tHFs6Qd0Fhv4qhrXudvEJoURIlc26lWcAXHTMPCi0l6/0whyFFdorjh0nKwfF6B+8tUm40D+ZIGpcPIMUO6oefnEN53hXgeiJ8gX1LU8fS9WI/OF7vxJcrSSZfQrbvjCFW/G//UZK9DsJJidM/3r+GC7OGndW3rqGSuBXyELz/XAj9xVYvrI01NaKMSO2uhTU4jNdXTEar5LlW1vzsP4M+5U0mX5LwTrFrRog9M/lSyjtl6Kdv2xY8cfWgOw41fn/OtcIQ5akMF600dC8MGXNng+QO+P3m9+8RD4BjK1+YlTntWXPSQR7yf0mKq3eheGqx4R6z/7DomAMqmf7Qkyh2zeBEWwNqagaAzDRyIzPomMybMJBS8FF2P+JzrRL6irL7JfyE2SaTC7RhLr4T9AIONJnr3vjR2yXhLnTtvmd9bmXibahroUIodix1ywtg32GuHVb5FDuWmjUlMx30XqrJfDyQbgCfBnBrFEX/y/77WBRF+SiKxgFsBDAYRVERAOI4HgXwPwD8fwB2Adgax/H/scf6HIBHYBLrhwA8a7//DoAroyj6OYAvAPiyPdYUgK8BGLb//tJ+BwBfAvAFu8+V9hjvrjBWXGhxw0z2BX7kwS87cVsdrqEwiZ7Jl5yugDrGzu0AONZCeSBr0BcdS8M04gp2Ofx8URbc/s9+OOEb0lTW+oWBS88R6kne/+iLKUSOFvE8eD2FhP/Kv05/MWRYoJpy4jVW2oaW/c77d6D4xe8liCH1cmvvShMNyjhGT7veEtxiylAYx//bD/8A6doP/VkrBx9kUAnhpc+lw4OkftH7hEJ0/ncaUUYSRy268r/xlTuDzNDVRHNU+ffOCXFemJUYPY0qrcij7H6TL1k9Kh6Hfqa10k5VndtjnLhmRkAdkofQ3jvM4svteP2AWeBXHLINmmabBEKrK/x3tbfjRJuF4Ns8AyMXja/cid4PDKOn9TyGny+a/Meak2g9sgsrjs8klDtWWTp8XV4yn4t9sWtGciTFrhmQG6tjMm/mPTPthOmiReMQWnxSoNhrjjf+VdX76MsClcklSjT0JYwvuwejr+5JKo0Lqh+0gnv68MlKcEANmUxBW9Wxc6Onw53FCuHe5xR6IIQZOl6PtzCFvgv1+g79rpVLSHxoJ+eD48uNzGDP+itS1ivpOEJ5pNC5uJBykas074QJO+PyckTBudVw2ULS0zpEbcLPIUiy43UGFmANww1J6Nnynx+fnNARTzlVo4+RezYyg8Yf3Y0nrh6cV+9x/3kSpWAT3FzkfZoVAPK7GGCEm1oPXMJZnK+2o9JuNjivFioLmAS+fmd5D0lLovt9NN8xhX+36POm8vwSaVqotNbdOIEVJw3ktqZmwITG6qYweHg51t9cwoqTCTS3PGCo3yXhrqrNRey+ZOvFuZWJp5GZdkNR2qug16K8l6iuhF1vdGPTpz5T8XoWqEwukwwebMfIyy+YuDKhnFDWuarmbaypwSd/0SNIp0rKQ3oOFJK2olr4IBY7liYxUGWJ88ULhVyApL+HH86QxUdBbUPFjb7yEO+IlounPDiukKWp/9fjA0zsNxRu6j9xQsZHYeIylOjO1NbhiasHBcKrsfghBJd4HKrCWuaYpIBWiMCSbXonBEYq4jELcCHW527OZFKLXHkg63RNbHzlzsr1IMMNKeXRt22LQ53B8+n7oMfAcJQuovSBCfzNn+tQaMwXP5wG2LybysPpfBnrH6S3uVUQ46s3m6TzwXYUj6/CieXG+ud7IzmkzDRybUdNGJN5EL4TVoHOzeWx4vgMcqtHE2hr21ETQuqdMMiwQktCT3JhFpPlMqIfPoR1N6b771SSE9fMON4hYCz81lMPY8VxF9whsF8L7e9ZO2a2sQpBKOUVrHzw8HITCqdyoJKZbUqUh0WNAUhgyRYoMDheD5QbEdWVcEWhv6ryqCYLHsglyg8eeyR5QbUHsnrUJS5U4lvoQGJxiYUZsBBTRWOqcCll/YWSrH64JVA5rUVb4Noqv5jXUkn0MQA32Z7tO5MU2Vm5WGEfRfI8VvkyuUgiS30tKQv7qab0PNN6944RtNoRtvxDormudPMnGXvreenj4Z9Pzxn3dwoT/bEE7jHPp4nyxJvTc2PPy+tnQWYoTKg9O99o0AaJNjq0V7R5bEwqqnWIifexPGA6D+qE+OB4vRQXSs2HIh31ST01u66+TvHo7HFZ8AeYZ2P5RNmEp+z96bzpFoerSq5nxORCfDoW34PNDTdg38YLUjTM34XMsNZ0d3zi6kGsv7lkig91MaMlSUS5EdGicTNvmWljSA4bMtBnTkdJUSHvNbdhEp/hKnop9u/G5z4/L6QVsOCBXF6xDwix3+ULs+bmeFXA4i3YBJhGmNCyFTKzXkVc552LMU9SpIv1F6CNABJ6B+c37/iphL23AGmL0y8g9I8d8nw0Akojyvh39940FXto0QrF7/dcfx654QZ8q/ugLEI+lbkgghhDt8fX9CAiRN08vD/9mye+AtVhCn+s7FXCEJJWNuRvCoW1BNbrQZk1TYqjlK2n5ECD7TaD4/VSj8RjZfKlpA0r76PNffSsOelwk62/OWnolMmXML3pm0mzIjUPzpxoWDGSgtHyQDaoPABIj5KeNScRn2t1Y/8wnr+uJfLzHlqJabZhXqcQI1q4cvHUYqkW75jM483vN+K1l7LO/ampMcqDfcz1PFF5sCiP7WhpfFFpEga8birJz9DT6hu7DQfvMjU1K47POIq32DUjCz2VR7GzQTyJYtcM7t2zVrwNx1DQyoPz27HUqVC/FOVRTRY8kEsUMnBq+gKgctxfHopCi9Mq098GABp/dLcTtyedwGjzgBST6apSbscOZdXoHLSl6YxLH6eCl1Ee8GhCCi6tfNXrVkLPo3tvwkPkW7/agkud1xMeb/rpZrlGP9dwKXQogFECb83NBSnm5bqUV+h7aPOVEFpKQ2Tn4+V1TOYx+uoep6gxdQ7PoxTxjIuU2Nh/aO5DrM0+DY/26gCIl0i6DHobeg561pyURVMTAPL6Nr9/jySkq+X8/Dn42F1347nHvyvHYaX64MF2yeucaGvAay8l8zW0dW+Q2ickPoWQn+PT35NWhEgtzDYJpXtu9LShZKdXrTwKc4Ak/xNEU/q5DvtdVFcSgkTWjcQ3feWi16VlwQO5TJJbPZqCTPoFdg6Shr2MeycS2KPNX0hMebYJg4eXOz3TB8frsfP+HQkixdJRCzvuiEvuCEBiy0KzbVEcocUoxKBaSTL5kiGBKyQ09BVpU6z4FibHqhdkxojLA9kkdKTmVnffo/eipWfNSeGP4gLMym0AQKHFieMDVYoGPQhzJl8KKh7CSfXc+PBiXTMxH5FFVFHkk3jRF+3hsQ4BgDMmnbegVyJQV+av2PCrCi0K7zmF1vYTVw86FDzTtz4iOb7csGGNdVodZKbNYmrrMKhMdL1ET+t5o5jLjUA5CbHJnC47i11vdIsXQfBFRZob6533tJ5P9fIhpJbe6eDh5VhxqMFBPfnKw+8UikKLQ8XC9zk33ID1NxvDUteJ8Z4QIhyfa5V3ZLR5wHgsVqFhtsmtzSLsVoWz/JyIewMbDXTYKpR41tzz1l8+jsHDyy9ZeVSTBQVyiUKYm4as9n/2w1IpnhtuEIWiF3gnVm1fWkmIKdI4AOJ2OyEPu1DxnKRSkN7PXcYylgpvJuS9Rj96odcJQT6wobi3QHpt+MyneGd4zsnxeH/zOpozGZMcRrKo+VXp3J88UZpbSh9TlFRv0t+bkFANaGBorLGmxtCM8JoVeEDTpocURzXOLH2tudHTcn06Fu4rv5BS1wpUswqHQmrFL35PmFx1Pgaw8ORCQtWv28cCcBc3ilIUemw6LMZ8QArk0dkgNTdYdAyF17scbiWKfsYGDy83SsYrYpVEcG/ShkDqOdR8ApDaJzm+qlOSyno1Bp13JOKKzx6/k7nwaydUQR6V24qTpyU0mamtkyrxubm8Uw0PQPJOrOniu+qz8Mo9IUrKFgdSsQJA4fUumXehLyF/17mVSeiLiXN6I7NNTofPyyELIay3Ic+d+QY2LXnAaUhfyW0F0qyzoUR0qCugDo/4ISbArR1xoItAyiKdLJedsEIlWG4oDOFc26nF2H7d67jvJx+4OPa/GvxXwWMrJeY1zJbhpEqJeX3cFFtuQDQslVLsbEgl8n045kWvWc2fZq6tKjq06D0/PpRWXxe3rQQRBuCEsCgX6x5YDSghaKoKYTsy/RJy7oSw9LUpY4nwXEJwez8wnGILDs0NYHILr70UABLYkC8Nrc3v34Ndb3Qj13bUTYDbfTpu6JY2tJpdW5+D7L88B0OIAFKdRtlro9jZIJBgeiwyXjufTKBzbjtvusVEHhT4ITQHfL5krq0yZsiK31GRzG34dmpO5ysLIazLLNEPH5LP+oUTWgMkFpG2Moa27g3WM9zX0uLSihRa0LN2TB4WnTTXyXgKE4YMS8jCWGiRHgRyrAod7nIjM45l6lfxMul/X4tX5xA4Tm5kRvrEU4QWY8Rak9bKY0MfPWflgaxAXzP5kvTQYHjnYjkCei9atMel948Wjcu5dXGhs2Bp6zcEXPAAB82ZTEIRrq7fGROh2JbjKUSfohWDDqtpWPh7NDTXU6wslHMg1NY6JwWJ73VqOLM+Jvf3Iby5kRlsHhtzaU/KjUkRGxKvh8+Gw5hrLXIenwgs/9xs3ibfF1qSvAXzR70J5T4VEgDE51rNOTPTjvLgPIy+uge5ZWex7sYJDB5ebu6L/UeWXOa+1t1oziEKZ9lZsx74z4X1Wg782Mzx3Fwer71kFAYjFpl8ScbT03oePWtOJsgv5fXwH43J3LDpZZ4bThLr9FIIVNg8Nia/pRiYL5MseCBvQ2hp+JYfLYHtExN45ugqqfokggLwLHxVGMgFRjrsGAAAIABJREFUd1d7uwP7nS9kFvCgq3TX7QMXZfeLVRey3v1zhTyeVM9sb2z6AdcY9krWdSXJDZuOaUKqWGhx28P68NqLVGtXPI9a3DV8VV8z4LEEVIBcV4L8agn14agmoTkOhUJD+wFwngE9zhA3mz7P5rExFF7vqjqf2qvm83VFoR/Tm74pFjDOrZTnjs+3fhfEUkdiIOniPr9Cv6f1vAsUschChp70c49Fx1A80pGiknEKPwFsv+51PHNysaNsOHf6mAAcoykETOEYx1dvlmJB8fiPr8K6GydcyvZFx1KFwZxLzh/nRgwPzysRYIIqDozqSqYxlDVm49K1qR7nlyoLHsi7IH5CmA8DW61itsm4khrWaKkDygOm1SThvqSQBiDkaI6XUTAEf76Vk7KqVey42DUj/ZS18nDgxBVCQSFEFq3zigWH2nvpbEj4nQrpbnh927aY2L4HB26sqcHgeL0oD8azffJBPXbCdXURngYp+DkE8RY8unatPEJ5GcezU0IvopI0ZzIOhNUfSyjvpL0sv4CSBYyVziPHDiGVFE+XT/fO8+xqb095IbxOjqfYZZhsSdexq70d07c+4pAOsglSbtg8C7ve6Ba4bm64AetunBCKD97nwfF6eSY0PxZhz/zeh/nqhX5wvN5ZmDP5kswbYbQEnNy7Z63xOEj9ruaF+9KrF6/Enkv6aiB5T4pdhmTxtZeSd714fBVybUex4lCDkztlPUdu9LTQ2Re7ZowHVm5EsWvGzXGqaIReN1A35VxvPJt1EFnvVHlUkwUF8jYkN9zgtIoF0pW6ABJeGvtwEGlS7EyqiEniNjhenyIy0/0C0DthHhJvEev/7IfdwXkKRlu8unqZC5A04QksjPqYGntfqaJetvNCX1KXorYVuLL6jSEavXiHFBu/y/adkcWofGFW9kXB0JezcI5CMIAeP8NXvvjXwHnlYuOLHmdzJoO+bVskpCP93Tvd8BUAp/mWFm2c6PHqVqz6fCi0SEMoQXIxme+JBhjoedbHFRgpXGUMAKibQt+2LQIJFaK/zDSmP/RkOlxie2iwYjy3ejRJUvcmtOy54QbzPPZOYNOnPoOhZ5+RQ5CNl4u5BmDIb1ZIBim/24VZ6kgszTt/J/GizA/vr/Y4CMGFyVGgd8LQrVsDyX//M3nbr/x9n0Ku7Sj2bUjqVrQippBBlyhHXTsGJKjLfRsWi9IWoIJFufmgBeCd5T3mIwshrLcpOoEeCifQihUX3rah1G6/PARWcsMNTntJHQ7SXkworCGVuYEEfsrtDSTTdcLcP1Yq9MTajXmEpFLggCoJY31tTGZXCuMxoQykPUGKfvn8ZKTMj805kX03mBz2Q2QVwkcXmw+dVNdtSecrOsEfTPYzvOPNl6Yq0VLxegEn1BWq9nfqPFQrVNY3RIvGcUWhH7/u7Rcjhtvqd0CecRvO0bUrHEeu7WiK90quW4WjpEJdhU/9+qhKdVI9a06aEPIb3eHwpH9em2hnWFK4sxAG1Oj3EHA9fH0PdF2X39pWakf4N6vTAbfa3IaxLqfyWAhhXWZxwg5M3CksOF9iuvCNz31eLEImFB3lMXraPGCW8lmfg9Ygj+t7OrQedYJNhNQGnhVLKKVsa70ffSw9VgApJFJFT0T9/8zRVSn+IFm07f5Ep2gkDak79GI4tHWvhKOyfWdQ2rnEgfYObd2LbN8ZZPKG2p1WW4hdVq673AicWykJTT/vo+c4lHAOLS6hQjsm1SnFjqViyVcTHeJiF0rOD88vFq3lgdJjpKIJFQT6XgdFQ6IBU+DK65S2sHZswvRqqcBZHBfPZjG96ZuIZ01PEeZA+JxtHhsT7qfB8XrnHmjWhPKFWZxos8aT6vEBAOidMIy5bUcTep9TJp+hlQfH7XsqPCa98MLrXWnvUj3zPD8bfK2bsvsMZLHiUIM8x+tvVpXvVhwWbPWeZvIlnLhmRt4R3a8kky+h/9EXZT9RFrNNojwcZl0YJeO0432XZcEDeZvyg8cekUWFVdm+pUvLas+6ZejeW+9QLqfgjacWJyRzZNO0nkfKkiHs0VqFoQQ9YBdqxf2vPRphQVVWepBR1/M2gh5BwWMerlLxXhF+q46jpTyQxbe6D0obWrbLFQgur4uABGU5V4KD6mP7sX7NDusgzbziUdnf57Oy0lhTI3mc+Xhql1oxr69Bsw28nePo6noHwEHr3C7Mco9VojoZSGPinWhwiPrsK8snrh5EprZOGHIBQ5XO98SpkbALP9ly/WS4eEvKYtcV68712Gpwn7kB8PJG9hwOOzalkLDsHvhxZXZmvq/jy+4x0FzOmS0IDIFmygNZ6Wh4/L3/VVBZgtBkJTqJEheNm7yHPSblikL/ZaErASp7IAsK5G0KQ1gVKdatbB4z1o00mAmETHSIimEC50Xw6kDEHc5MJ3QMoZDY6Gk0Pvd5TN/6iOM6VyO701J1sQ9IVdRQlW3mIxxz1QVSKQ/WS1RbvMsDhvmUyjg0biek4teCeAqPC2So9qMSUWTHZB4jL79QcU40+WFFBFgVqRR+5GepeSgYQlAaHPI8WiNE1z9w3qK6khD8Cc2Gt/Az/EXR9z833CDQXPJS7dt4IalZsgoAdVNyfk357oektl/3Ou7dszYJYynaFF6rhKmAiuEtejhOa2Y99/Y50NREqfcTSEJpysDTIhQmlkplbi4vVemV3lNAhZbZhRAQVt3pTd+Uv4HLlwNZCGG9S6KVR4jqeVd7u7j1AND/d4cFqcLYJx+Soa17hdAOQDApphWFKA9bP5Aq2is3GuUBCKIDcB9oJhhT57BSKf9QkRbd1qoIksbbv5ryIMqFos/BMWs0FoXoo8aPT0oIi9sVu2awfWKi4nhTzblC4/KTqnasfWO3idJgfkMrD33OSnxeIbZXLZPlsusNXUR5NGcykvNwwo+w99sujo01NQaRdHh5gpI70iEgj9xwAzYtecB8781PT+t503yIqEFYuLbK6QjayNJy8N5SKfdt24Ioux8rjs8IhXqxa0aIJzVSSkNsT1wz4yClaKmXL8zivp98QMJRgA0bsd0rAMw2Jcqj7agoL+2BlC/Mov/RFx1afADiWaybSkJp//vT50zTJvtO5kZPO0pRN2sDVB1W1wyi7H60/vJxo6Bnm7DiUANaf/k41k1BuhM676lKkrPuRisPhgyjulISdfgNyIICeYeiFzJ2GEwxYRJlZbf5dW+/LNx6/9u/3S3bEwbMbQRRo8JaTvUtx6POHS0adzwbgTIOJL3bWTSlF/YUAskTLtD+gg+kF9sQRDX0vWbtpUwHaEcACDVHbth4JCyU1L3GeUwA+PJVV1VMtOuCMf8a5bPqFa7j01QYVB4+3Ulp55KKFCg+ii8kgoLyYcsVpFq+gxL/yVZThDY35yDyyhdm0XFDtxQ1om4K0Q8fMi0KGKIkbxlht0BCs4HEU9YhvmLXDHBuJXrWjiUenf39ikI/xt/3KefYfJ7X32xQTJLDWHMSudWjKQr1uHQtcm1H0bN2zMxTuVG8Dyog5lB8zjL24aBCICJr40dvTykV7v/aS4bmndXio80DCeWIBkUoLrB1U+Yfw1m54YYE3n9uJRpfuRMnrjEG4IpDpmVu6F5zXSh2Nhij9NxKoNyI4+/9r4jqSuJ1NP7obpnfd1sWFMjblE1LHnCRKEigvL7FpusmMnlb5GOrtLXbS9cdSOKdPMf0rY+Y31RvZL7YIcoIAAmlRGeSSNYwWJ0o9ccrx9eiSApTdSpWCNfkcXj8UPtbIIGIarqOkGiuqreUd9G9t96pZNfCSnY/5OUohwpwYfndWv/FrnRdDoVeh4+K8r+jlAey6PpIzqnD8I/J65vPGClOi17FECAGQ9cMfvDYI6IAeE84522/+mv3gLR4rddCuKuutxBmXb8uQ3kbxa4Z8dR5DZwzkoWuvznpIZ9rOyqLu8yF9XAAJBXnPJ9VYsJ0y2S9DWGtOG4YFIafL1Zsd6vrTEIFhdpwaD2yyxAT2hoNNmY6cY0pgDzQhMT4G5nBay9lcaAJokwBGNCAfcenP/SkGaN9Zg40JfU+TmhsRNV/UGab8Ef/sAiAqf/o/YM/wNkHl2Nuw7cvW/6jmiwokHcgYm3MNkmuwynyUdsx0csHQnIigdqR3MhM4oYuOiZuLvsaC0pKhTMIKQQSOhXnOFD485EZCZOFchJyXTbeq8kUqbSk+EqxvOpaEOc4cPMCIahtpb/ZVZCffeRVsWvGsab50pHN9mIJ5dzoaWcuqlr5gfCRQ9+hRKNu5i3zzG3Qq+H/fmwcQCo5TC+KVnamtg4723cDgHQBjEvXSkiIRockhAtJOwEeL1NbB8w2OdBv3oee1vOSK9F1JBolyPP3bdsiCkPXaFB0TkJyUkSFrTlpnneSMNqiRmGkRVLr0/+f1pjjtR0V5t0QvJfzJ7/rXBjc3Ih4BLNGSeSWnZV3v2MyL4qKHuy+jRdS94rzLderCgd12EvQVorKPf6TrfJuRXUlvLDjfvwmZUGBvAPh4qErvSl+4iw33GDi7faBaPzR3Y4Hoq0MiZ3a9pNOkv7cSilkBNyipF3t7dg8NoYrCv3J2Lxqa39sUtkMhD2O3gnnoWz8+CTKA6bnuF80mMmX0Dd2W2qecsMNUvDHbfWCqyvYQ8LGXfoa/MS8iKW4np6bk5e1UoMouSd2Pr7VfdA5bm64QfiinLnxEtm+8gDcBTwEu87kS2i+I53jChWZVRJ6N6FiRI3Molc4OF6fQi2xQJT3UVeLh3IR3L9v7DZBLPlU8UBS8FnsWOoUoTa+cmfqfk/f+ogcT0KfuhWsp4zX3TiRbDvbZMI5dVNmu8x0iuE3PteKwfF67OtcLgpKFxWyYHHz+/c459VhN4rUbVivi17BieVLsW4KQlff/+iLGG0eMJ6VfU/W31xKvMRCCwYPmjVj38YLAmTRot/L3HCD0+ODyqRm35+L4fib8jq0LKCw3oF89dOfMPBddfN1aKZaeMgpwoJXWGRd8f5HX8TGh643bUDJjaPaXAY5cXzkh4K66qIl3zWuhJQJCX/XYSlaQUNb94ql56PTfM+jWgFk6Hx6Dv1CLEJpK4694DZrCm1HOGuo2AxAykOoxLZbCb3mM+tm8qUgOuudINfk3LqRlLoWSur4ygpPQVv9Qj4fsqrrhAJwZyCNUuL7QojwuhsnsPYxM596zIQLjy+7RxqrCdvu6lGcWL7U0KoTSVcwjbA2DNU6LWudeQGQWz0abFpFpavRkP67rQsgfagwZf3NJczNGYRd5023mKp1uMaTzAHb9XqAB/9vKTLOTAvq6uyDy7H4qyffdcWxgMJ6F4SNZAiBDb3kqUIxG4YCILFanUzP5BPKCzZtoktuNkggk86iq5SHFjawkWN7Hg+3cRZ31QYWcMNTAKSnwM723Zj+0JPy0gO2EU/HUrfVJo9r50h7EdpNryT6xS0PZHH7qqPOWItdM+Kl+BYjYMNgH59MLP9MJhXyApK4uIS0FGlfNa4rzhHDbaHcEABTC6TGjUJLxQI//36EChYrCYvxygOmGx/H/slf9CShJzIBK+Whz6cpZjSE1/G82o4a63lkJuWVaToRKRa0wh7nmdo6gdEeaEqMkKs+MQ30TqD5jimTXO5YitHmAfMu9U6YUHDbURSPdODAj1sEPcYw24Z9Z6UAj94vxwRYRWoT+859ZT+ZAVNk23nTLaanDp9ZotVsSE+/S7xfnTfdAsBQto+8/AIytXVoPbLLHKO2zikwlOPa6nEnWqFC4aJMVDhaexu/aa9Dy4ICuQyioYMUP1nIOHCxs0FI1OLStU4CPMRHJQsc457nVhqlUG50ci2yCGemUzDd0GLO/fjgO+SIXnJdHnS7QMg1XZhNx3K7ZhKcvKUc95VoaBzVRF9jJl9yqFGI3vHHK3kbpNFZuvd6sWtGEDO8RqEW93IIAFLJc+1tlHYuQWnnkspdIHWVu16MdWW3f+0MowXyIzo0R+XqP4tSr9R2NOmICUjTslTdjlpQddV3yluz4IzJp5qcLo2SsPeAJDqc19N6Hji3MvEIrcFCslAq1Q1DtXjtpYTdgZ0PG5/7vJME1/kKc8BpbHzoeqNcumacEByJN4unFqN4pCMxZpRSzdTWoaf1vKFrZy8VBUqQcw4kHTX5/tDToKy70QAwCP9dcdw8A0y4i3JggbHyPFJFwZlpIDMtTe1+F2RBgbwDEZy8LQqk6M8aoeUstouOGauD/dArEN8B9kFSyXPuE2X3m5ivxYVHi8YF3SH5Fe2ZBDwUQY5VoLQQ+Kr3vX5p/OIwopaoaPy+GEyGVmo4pRUOa2MuRcoD2XQysZoFr7w5XSuhjxeKzQNpRJfP5qqFbMH+YsxcSLFrRpQCt/HrEZzcgSZctN0ni0c6nO1EUVqlSJQTrWif+Va3dZV+NAHlJfBeACgk7V1JhLluyjzT66ZMOEcf48Q1SU3S5vfvEXLEwYPtjiKSPIpl7D3R1iDP1Cd/0eMoIP4rHl8ljAQcm74u1guVL8xi3Y1uoy1BD9pixU2f+kzwfukQH4krdSGu/v+1l5KeIowu5IZNQysqF16r9kD0/+QJi+pKv1PKA5iHAomiqC2KoheiKPpZFEWjURT9hf2+KYqi3VEUjdn/32u/vzqKopkoiv6X/fctdawNURQdiKLo51EU/W0URZH9vj6Koifs93ujKLpa7XOXPcdYFEV3qe9X223H7L7ht/Y3JPoh0wtrsbMhXWBYaDHJW+YIZpvMi5GZxuaxMWNtLDpmFlK2/Sw3Sg/oYqfhIIrPtSKqMw/lrvZ249EoV1fipjbh5hQ1dSb1IDq84Cdx+WL0bduSWGh2oRRX3FqQqRoBJX4yX4fqfGGXNcCE8Yhe4/jKA1k0ZzLGa7AvsJZvdR9MH5TUKirBKuNkaMCGJUSZ2KZHIdgv58j3Gip5C4BZ8EPKRdPIB1FjF0FnOVYxk/4cr6Ztt58HDy9H8x1Thu3Zq9vh/Sb0NpjMp8ekFC2bJtEDXXF8Bgfv2oEDP25xajc4t1Q0LOyT9ssevX95ICveEhdjelLB9qyqoRTHWOxskALEntbzmH66GT2t55POgDZEqVFWmdo6PHfmGxK60ogtP+TH66EX6ytv6f3u5T70NoBBVPHfpiUPOOSLuZGZ30hdx6XKfDyQMoAvxnH8xwBuALA1iqJ/C+DLAH4Yx3E7gB/avymH4jj+v+y/e9X3fw/gHgDt9t9m+/3/DeBXcRz/IYBtAP4KMEoKwIMArgdwHYAHqajsNtvs+X9lj/Ebl5R1ohZk/sZcBoVQv1Q/6HMrTb7j3Erg3EqjVGabTOW6dcvptUR1JSGt2zw25takMIxFj0PFTnW4TOckGO7yk9oSimvfbSxFhkj0ouYtcKFeISHhCxUstlNKkIpWW4OT5bJjHfNFJPvvzvt3BBc/vx6BSj64UBL1EhCG53Q+Rte9VBSvml1/Zk+TVLikAuzZhx378+7kMhQZYKa2DpNPNaXqHkIhLQcarM4nyXN1PetvThLEJ9oacODHLQYxpYpXUWjBikNmQWdnynVTJsS27sYJE24qtKBnzUmBHFMpcfH2r9MJu1mFA0A8LXoAOuFPhaWT65ybnjUnU8+0RrP5IAui1fS9yuRLTluCntbz5pqVkjnQBHzsrrvxsbvulmiGlvimrxiFsvGv0Piju3+ruY5KclEFEsfxyTiO/8l+PgvgZwDeB+BPATxmN3sMwB3VjhNF0XIAS+I4HooN9Ou7ah99rP8J4E+sd5IDsDuO46k4jn8FYDeAzfa3W+228zr/uyW+tR1aPJ0Xz4aWiE2PFo2n0Rbqc5TdL3QkpAAH3KYx8WwWUXZ/opC48DFvYsNcQOIJcNF0xq/w5Xqx1guZeE2FFgm3+HNQNSmuFkeGbIKV06SgoBJcdCwI4ZXEtf1O50c4jpCC0iE1CSG0JcqgfGFWEryyjwotMJTi97Gv1LxK31c/TAVYC1Yt9hpUcTGlxMXMh+jyGgAEE8n03iodX54PRUsjubBFx5Lf7GJ7oAlJUtwqD3of62+2IU67iK841CA1JPy84pCdK96HuikndLjuxgmBI7/0X54AYHqRd950i3h+mdo6jK/ebBSPhdpS6ZBihLkdQV4NZLHuxiTvJ/QuhRZ0TOaTKnkt7Kez5mQKtUZhoSGpSdiNEIWWikqjkvwuKg/gEnMgNrS0HsBeAMviOD4JGCUDQL9Jq6Moei2KopeiKLrJfvc+ALp7z7j9jr8dt8cqA/gXAFfq7719rgRQstv6x/qtisbFUzL5knlxCy2yMDKBTjbO8kDWQWgxlBLPZhO6CBZH2YVe896QjZMi/bUt3UGlsdL7ELfaLtiyqKjCQBaHAQB6JwT55FtavjgJe6+REavFne2HG5L+EovGzX62/oX/mJ/RCXKdONfi9zkHIMyxevHUiVldJc5r1t3yQlLsmkH3gVPOdwzp6QR6KEy1b+MFh9X3Ysg0PU4/bEYlEVrUdO/xixYuqpzZuimIwigPZFE80pHc60KL5AsIwMi1HcWBJtcjX39zKcm9AM4zF2X3O892sbMhoXG3xoxuBztZLmPn/Tuw+KsnpRIbMHmF0eYBpxd88x2mNoj7M4lOxcNwloxfQYiZFGcfc5m7QotBXCmjS36z0nnTLThxzQxGXn7Baca26VOfqT7v/4pk3gokiqJGADsBfD6O4zB3hJGTAFbGcbwewBcAPB5F0RIAUWBbFqFU+u1Svw+N+54oin4aRdFPT58+HdrkHUkKnaIW4xQZoE0uh/pTkLW02LFUqs83jxnGU6n94MOqPA/dC0C20clyKqQKjKAcrzS1scdjkpufATiJQn3txVOLxTWXQknv2kPJSIqujZAqXBWCY/9oLDpmvqubktoPSnkgm/IG5Pw2UUkOLT12DQbQ8xOqmRCUVpXF3a990ecJ5YYok+Vyiq+rUjK+OZMJw4WJMDq+ylyTH1okSed82Xxnm2T8Qi1iz0HSQc7Tc49/10Gq+dXkr72UNXQdbUeFYben9bwJiepFmDxWww2SV9FV7g7liM2H7Lx/h+Tp1j6WFPdyPLpTo/aYRpsH5HgSkiKyynpvPOeBJjVvVpGMvronFQZcN5UYUa2/fFy8KirWS/E6/jXIvBRIFEW1MMpjRxzHT9qvT9mwFMNTEwAQx/H5OI7/2X7eB+AQgLUwXoJuCt0K4IT9PA6gzR4rA+APAEzp7719JgFk7bb+sRyJ4/jhOI4/GMfxB5curUy7/nZl05IH3Fi1bd8JIG1pFlqkahRQRYWkjbBKo9ixFCg3Ii5dmzCeqtAVidO4nfShPrcyseIU144WjfYAjFLQSefBg+1BZIpuIypJ1JEkJDA4Xu+EhUL8UxdbRH2kGsEBRKEQwhxSwN/qPojGmpqKXkgmX3JCZTpWTQWjF5H5CueS5/XPz5oTp9FVpSpzL/mdazsqY9EK+c3vNwafLb0/Y/8ATEjMFgNeChU8vQWNdmIBX6a2Dl0fyZm+6DZ/IaLJEa3w2Rk8vNwo/tkm6fuBRccQz2bNs04PxBbo0VuQZ45NoTxvADD9RXa270bfti2GlfiOqTRrwLKzsv2mJQ/IOXgsfl5/c8mB6uq51eCDntbzTk+ZFYcakj7mlkSVNTG/b8oDmB8KKwLwHQA/i+P4b9RPTwMgKuouAP9ot18aRdG/sZ/XwCTLD9sw19koim6wx/wM9/GO9WcAfmTzJEUAm6Ioeq9Nnm8CULS/vWC3dc7/25RKyCJa1uidQDybxfaJiSTuziIsi8wiJYoskqrbGxdNR7HYPtRkIY1ns0IXITQoKgeiz0sU07171gatal4LQ1e6YEonn8mlFOqpIdevkvaVpBLlCJWnD3XU4a/7WlowPTeX8kJSykAhyfg3oPIIXYoufB6LLedNn1fnXEhPzt4k03NzKHbNVGTp5bWVL5iud5WMEW0pp8KGdgHvWXPSwGStR8DtNOW7z6clYxg9LbUqnTfd4iiI4pGOFA+bSAUqf1J8AMD0081GKdhnVowhff5lZ3HimhkX7VRocYgbdWU8FXXzHVPYef8ObNh3VgyGdVNIigDVc/7cmW84NCk6AX/gxy0pD49GhvZYiqcWm/tEXiyGqtRxG390N+I/2YrfR5mPB9IN4NMAblXQ3I8B+DqA26IoGgNwm/0bAP49gP1RFI3AJLnvjeOYMZXPAXgEwM9hPJNn7fffAXBlFEU/hwl7fRkA7H5fAzBs//2lOtaXAHzB7nOlPcZvRfSLMrR1bypOTroGJqE3fPVIEv7pTFxcwE265oYbTLKdbVfZYZAsqcOmoFBeCut5TH/oSSn08gkVnUQhLLGctaA0CkuHDYqnFjtWVvmCaQO6eWxMuKd8IIBGm4hiDeQP/IXLL44DkjyCVn4838XIEnUOg2PXsGO/EvlSKr59IQLM93QaPz4poUKOhWEVLRyLQw0SuiavwLHYNeMU0uWGGwwpYmba4WjjcTXl+1tWCesaFOY4ygOmuO9oyz9K/iDXdlSqwdffbJhpcyMzEuJhspvj72k9j86bbnHGvP261w0NSVsDisdXSR6Q4UmOc8UhhWq7iDKffKrJFCE+leRQKJK8VmSgvlcBqGedCtmG63RtjBSJ9ho+ro4buk0OU3srdl++AwfvStPd/L7IAhfWZRBW+1YTbfX2bduCne27xXoUThzVvY3tW522oZoLy7fK2SeEYSTWfrC1qIb5QtG+2zBClN0vi43kRex4pCudb2n2Jq1uQ9w9TuU1whxUIbp1bqOT6Y2v3Jmq/K6WVwmJM0YvtMFQDUNHxeOrkm59nqTGXGjB9utex30tLUFuK25fqWDTOT+vq4IH5OdGNIcTkIS+dFvaStcBpDslck79/9dNmYVYjCFyRg2rbpZqDjtu6Mboqx45IXNZgHQudHJRtjukbum8Z/0VeE9NDTYM1V6c4djr2Ni3bYu0zfWNgxQvmoU8c0zlAUMYuvP+HQnnlz1/xw3Q5+yQAAAgAElEQVTdQkNPiLE+Hudk/c0lHGjC70XoaoEL6zcgumAw2P/CPsA7798hLxoTdX4IqHtvvYOiKnYsdZPj/mfb+Y2JdCK0WCOCuilTP7JoXEJaLBYrdhlUWG5kxlR+E0nGBP25lQI71kVruRHV5VBVclNo5QsKDaiqPPT2stja3tWahiOTLznQXV9SxX02hKZpVuT74cQDFK/QJoB5P/wwmOa04r4MYbGni7bmp59uToUAU2NePepeTwWLW9BTlisKcCujASRNwhhm6WwIhsw0hJrINi6ePa3nkRs9LWOam8sjkzcV1+idwPDzRXNsFgBaobXuU3oABmmGciMGD7Ynlr6qYiczcvFIh9z76aebDV1K14ww8NILSgkXchum3Nm+W+Zr3ZRhENZhP51LYR5Pf7ezfbfcL3p5RGYNjtcnKDKbH9TPbSZfSjW/+n2UBQVymaQ8kHUKBoWlVbvJvS51gk9Ox+MA1rOwFekOSkV1gGNRYbHT1IuwI5kWn2Y+PteaeCV+z5LOBvR/9sNmDDZxTeVTeL3LGSMZg/3CNkGgvXJnUnw1kC7Wa85kgol2CbHZcA8XrEy+5LRqJfOuDnnxs+8JZfIlDB5envBKIQlFVPIIUuSJOkHt7ZPqQNk1I9d21Semnd+o/GRfC3TQOYBK6CsNY/aJGENkjxre6zSbsuLMvwV/aK+ueKQD66bMvRp5+QUJSXVM5rHxo7ebMa0edRLT/vlJmpiprTOdIzPufOgug7wuFhNy0QbgkBcKvFeFi3wOLw1T3rTkATmHrjZ3oM9kj9CcWnBRdJnaOkTZ/Un9jD3WOmXLiZFg56Naruv3QRYUyGWQTUseEIuMwoZGubajKWTO0Na9qbyJprcGkOQ7bM5jaOve5OWbbRJCRUIe2XudHsWu9nbxGhjeEloEkjr6nRNHT0voSofI2Kedi3EmXwJmk0pmilYYvsfAY1HeCqCIxCNQtSda2B9cL8J6EUx5BkheaF9ZpI7PBZB1KjrPcJGaCU0Lw/HLmJ9qSpErOg2xlOIQBekpA36vSfaY7OUCza6MPqpIz4MW7SE11tTIs6Ch2c13TOG1l7LYsO+shIGKpxYbkkE7Z/Qm5DzWs2DuoHikQ1BLwnelRKP+pJe49QDXTYWVqa8MxHNSnhhzkeumgOiHD6Fv2xYcvGsHOm7olqJGnTSnJ6X/OQWdNkxI6hXt7aw4lIRxdfgxN9yAf7fo86nx/z7JQg7kMonOg4gVV6E/gmDbubADqQfPlyi73zTOASRG7Fja1hOhRTt4sN1xqSvF31Pfq9zG4Hg9/v/2rj84rqs6f1esbWxkozhCtrAcW6ZSWwx180OxjZOWkMRrIgWyEZkJdsdugaGhNm1C05mkmZLMdJgpnaGeYWwIlFJCakoSFEFikSwJuJ1gjKLyw3E0kCiYGAscyxqzxKLG9ta3f7x77jv3vvvermRbUrTnm9Fo9/289+7uPe+e75zvDDxdtLXeub+Y+3zTUO5twOJbxjJrdPOxsfzGLLcuA61eqJ1EVvsgf36IV/HDUTnfQNsA2M+LJu3RctlpA+digu44n1thyA8es59LEBnnElaOFqJEORKipCd2AHsvfQPGHmuMxtQzWjQ2Ic5j1dXXYLCxNxGd5vAZjb3RZ3B0vm0jtcW223AFAItCYsEhxMFRAAfneejaxD/x6zn5R56hpz7kCiXbHvp92VodrAgWgR5wiN+xmfPf8/pAPB/xPrPceimO7P3R+TMqSZAjjQMRA3Ke4BPp9KXeMTKC2/a2u4RjgCDlRF6mi4QSBfl/uBUN1bzhOLLF2++3z2pnGUVh343hGwzAnYBD17TtNpMG3542uTux+p5Rcyb5ceQx+IaJgwwbJ+UT7Ut5AKBjskh83gcqxWuTNQN9bszloggiZsBooq+vq4sMA5ts964+hVLPAuezaeh+1RoQAKlj1ZjLYdErN+Lo4sfxO5PJT4aEalgATO+K8QRUKAkA9j+zx07UtN9qqXEDUiGyjSZun8vh9/cnbdsultxHhaT84A1KOm0dPYsD32uyhoQCWXzQ96y+ri46Z2H8+XAjcsOWD2X2ayZBSPRJwL6t/Y58OxDlB1AeReJJaneTlTEJuUlI4NAiUBMZiH+s5JqiHBGrexUwSDyMuO/FNkuYOhFQph/+aiP0o3P2Gx8wrXzIvQIAT31kn23rvq39cT4Dm+QppLR7+ybraulsOWVLjxJ8//KOkRGHX+CTO5dbyRVKkT+eCfQB3iqC99NzqZGB4YERPvgkRpIv/HPwy9n6qwL+npf0pe9RqWeBDUwggct1P/qtbTO/Pn2WlGA3Wi5j/zN7nOz3XKFkXVM8E5uHva66+hr8vLEOX7j3Lgx+fy8Gni46xoOCQoodJ6NQXk8C31H+Zd917pJyVHSZEeK/DycYwrg+0TUSke3mHMoLobyNsbNnrZEifrJ76HoncZDagK4RrBwt4PXmu/T248Bl827H+o2bIw0r818gBuS8g/MK5BOlqIwEukYsEc0nXeeJ+fRCh/OgnAviJjgZ2Dc8B93bN0XZ6Aa+vHp+YK6j+QSY+HezAulsH3Kiq/ynbOI5/P5wtxsZHeo7X3FQoEGx4yTW7lwdvB6R5D137Iok0A1/QedSf35nQmOJY7pr8eJgSDCNg99nG9FjYM/1eJCQmB6P3nK2BwpkLb5lzOFtyr0NeOWRentNG7FnrsUNLm+HM8azZseZ5eV6ewytAHh0FRkuEiCkNnEDzAMMLEHcNYL1Gzfb+w429qLUs8AS6B3X5a2CbmfLKRsdVe5tiFxCzEbmlx5yvzMBw/v2d8QyKdx9ZJMTPZViGq/Ft4y5Eu4DUaGr/MDcWCSRZ5IzMUx0jeDSP410tij7vDGXw5IVb8Fl825H8/I70bz8tR+Ge6EgLqzzBKqPDrh5D/YJjoVV2uV4wI9rY85Zfoejb2XCWm1sP5N44K4oe3/A+p0dnz/tIzkV+sEaxV/ueuL1oTlvc95gfvydK47YdvqgJ+esPJJQzXHHjeZxN1n5Fs412Pjx7QCcseGhzL77igwId30F3XmBNvBcId52yqugIlIW9H3L4KdSc2J4PoxZBVDeA8/AJq7Cuq1mH4+5C7omopWEangOT76wzsl7sq4vfnzXiMPt+G4rur/lSUxfg6tAlhNCHEdobLq3b5q2SrfTCeLCusC498FHAMQ/eIonp6dXf/LyQx990t3maZAbinITOrwKcV0j2PfE45EsfKDWBQBHEsMxHLubrEAhta3vxTa7arET8OFlNgfAr5+e9rpakPuB5LedtrFjQsaDJEII9JqixYDYvUcTIh8DGj/SJ6OKgYm+nF5ow3EpwazcG4kz/uDy+XGElyeXkR+Ya91PJGPCr0v7SBwxDf7qiYd6q9nRdynfOhgJFbYO2lXQytGCHSe6D4G3sXzmtCMi6YS6AjbvgYe6FlfNdSK+hpdsxI4rn49Wg0Yvi65BIeB83O3KmZPi3C1lHihoH0VJUQa7XTkyQ8X/88/xzT+ba3NI1i+400qpr19wpxiPc4SsQM4jvvnAFzDwdBFrd64ORhb5ESkhOCQ4i9rhT2ac2AXcH2bivpzXYCVkU6OyUsrMEiFfrcz4eODzLjwb2O8DP4f2EULkNjfeDd2vxkZm/8ko25wibowBaLzpOF55pD553cca7RM0lR+mUr08ki4UdVZfVxdnU/OVnSHDx7MK6WwfclaZnSuOJFeePPSVPWyEQp8bc7mID0JsZIdbN2Dw+3utACNfeQbvYbDh9/di9/MdbjZ/66B9sOnevgk9d+zCytEC6up6Y+KcrwYR8x+hiCwgrjmScE21Dka/F/NbK/c2CFdxniBRWLjwBoQisezkHJDLCL7nbqvQJM/dYL6xmDUb3UPXO2GJfHL1XVL3r3sxCoGlpzwzIYUMB3Eilh+p4MJKMz6ZCEQ6ZRlG/p4Mgh/W64ejpkqCsNUYH3vftZUfPJYQ+7PXBuxn2HjTcac8LbnkCAkOwFw/05XFZDS4JAkZQMf157tIAdS/Z7SigfJdQFaqw7hPyaBwV2xC0NDc164aKOCjXI/i4WVO5BMfM9te3z3IVhY8z4RHbNGYUptmagjtdIC4sCYJRBwDcFcKLPEI8OQ2ukZiN0VuzHGFhKKUCLlCCfnWQVsPobN9yArpdbacilwzhngn1dzb9rZHNcZNnWmaGClTm/fDf8rkLrVyb0PC5ZMm/ZHoL8EjRemp3CHVDXlKnAER5rweNjce3H3FiWEuLcOPAWCl6HndEh5pllCKNcERDgnvGalcwVVm9sOb80sP2THhvE1o7PqG50Ruo8PL7DFWKbl9CMVVc4NP2vlFJ2xyZWj8nXt57ScpkeHWDVEWupefxCsbcmPSd7AZw0s2xkmwp6PQ5LGrHkXPHbscoUU618rEG3VoMprceJALiowHLwVLkVGCyYcYkPOJ3bEENP9x+hMSEC/DEwRgud5WUwPiTOM0QvS+zxy08hY8C73YcTLKTF8Vu4VsJrM5jreTOA76IVOpTsoc5hM2TSTr+mNXU6h9fMKh+5FeWLk3Uqm1kTODx6zxpUnSGgAzuY2dPYvb9raj3NuAnjt2YV3/HGtQQjIm1C8glpbhSr78GJ6JHeJ1qE08HJvCpml/KGEyV4hqgDgFto7OR/HwsmQ7SPnVPHDwVQp9hxIRcP97CbC7Cd/6ypejdhg3m/9948W3/JK6+UUnIgNrwnUpOZBnnVNAhxUdZCsewso1UZb2/mf2REoFB5vjiozGEBz4XpNVsrXRXmDcBQ8hNli/cTP0tVsj3kJCaKcVxIV1HvHNB75gl99O1qrnTvEn3PzgMajZJacsbaiKn++a8ZP5uCovAGwYGoIu/ZHDKfCIHn+yDPnOufsmNcHP8CuVOBJ+vp/VzFVdHf++kUzxo5hIKZXcVyFhRoAVMvKqKYaSHC0Cbq80txofx6ARDbj1qK/ElzTmcmgeKTvJdAmVXRZk4agle5X/gNiFlV90oiqOhbviHB4qkHVdPDrfriIosslvq+WBDJleXPmmpLvWU9YlwzdT62a81iEurEnADVs+ZH8ouVmzse+Jx2OD0tvgTgYMVEiq78U24PRC3Pf559zjaFXAS68yCQV7nY4oqzw/eAz5gbnRCsTPQZn3C/sUyyc9igwjlww9BRP/4bjmEK8ubMTOweaKBDvPcfHF7Kid3HhQUa0044HdTY7x8COobCRWwOjRNqfOOx2TlijJVpdOomUKwQ/Aup2ccTARRSRwOFouuyVT2b0o0ZFcZhzEr/iJelaF9+j8ysbDnMeDCZyQYcar8FUElWqlVQdvq81BWXooCjFm0VXoGrGFovKLTmD9xs12VSHG47WHmS0VOQUonzmNnPkfaUiZCZo9ofnuLSK61dsGUGxrQx7vBAb4hOsWGorcMECZhdsCtAKJFE+jY5nOljEafb1twEo3pNfhAw42o2zul196CMXdy5CblZxUix0nAcpVGZiLPlSHtImW8ijsk/bphdgxcsjyG6WeBVEAQAHoAWlRxa6tYH92N6EYyrVh4KseX7KFrx7s07h3HgflqjirPbZKdHSoukbA5TdpRUZj7RPVne1DKCJ6kq8fuh4gscqukej7xsaSciY6W06hiMhtSDlKIcKegiMACp8+nXBP+Str0pnCz58EWoDiUbZqIiNdAHAYlvy3dTEWAM3LgdrxfcxciAvrPCMRicUQelKlH6+aNxyJJTI3EHfDWM4EMdns6AR5EUVALN7nJ+iF3DF+GzcMDeHJtrZU10xWv6o51nf/UFIcD1smP/uOK58HAGx79m1Rv1ii5Q/WnsHjf7nXkdJPaw8Pn/XdV07QQJr7ynNJOhFDvqGqlKAYuJd169FxnjZUInIpJRrKXi+jkJRzHOeqWNEkLm1C7rJgIqZ/vUUnZDUxwyAurElEWo4FfzrjT4xq3nCkX5VmPFhdBJq8+obnROT5ohOxBDy7b7k3Kp9LBLHPdyTqaFMbzfWrNR7Ur2px/7oXE9s6VxyJ3Cbl+kg2nudWnDmNbU1NuGvxYvve1p3uOInRcjnVeHBXE6Exl3M4IA5O2PvXyxVKCTkO+zoQgcVDdPMDc51aJkSI+6u6vuE5yLcOonzmNFauWeckP+aXHoojvxjhDCTHn/ZTYamQvEoI3HhR2K5N8jQ5M1Y7zASMcDcU/YnxqB2IATnP4FxBwlh0xVXvBp4uIlco4b4v/ReebGtD/XdvTuhW+ROczQQ2kxBVRaOnaZ4NzWuYU6Z1WoSRDUvlbTUThO+/57VNQnpQfML2qzICsDkogMuf5AolIDeGvZe+AT+4PJ7IaAxKPQtiwn3RiXBYsNfHXCFZA4SSBP2QZd4eH9YlsyowTt4x/vuxs2fRNzzHuq644fY/39ys2TbqjSr62YqPh5dFelNGp6yzfSjxEEC8gm8g+w42ZyriFjtOWjWClWvWJfg1qudR7DgpxkLgQAzIeUbCvWHgTzBrd65GfmAuOq7LJ0Ty6Do8/BHwVEjNsQmjQCKGLOGMVhNExJPx4SSz31YSxiOlVwLPufANJd9WX1eHsaseTYyPM3H7KrxevoV1D7HwaHLn+bVQeNv9MUlcE0l5ECdAYX/cLz9sNo0056vAhOifAZcSSTNWuVmzHePP21U8Oj9WYjY1wxPXIc00oytl22hWKzyc2GmfEfXc/8weW7CK5D70tVttzoVAwCEcyAUA8SChyYyii3hIrfMkGvCnA+lyJWkGC4ilIxLusCo4kGrdV5X8/QS/kBGFohLsNdKKKjHfv1NXw2t32nuOUMhvpT5UGg8/xDrNFcb3kYyIcx4C3AfguDDr6+qwrn+OI6VO+3wxRF+E0ZeLIYhxEGRBpEwwNQaEJrvxaE/xyYhH0KQhZBBCJHg1eQt0TNfbBgDAJiM6BDRXUa0SPukPMFKaFfChcNyEWiviid7RTzJ9CCnxcvD93Jhl6ZI5bfX5khTjnTCMFYwwJ/T9MeH/V119DVp++RWnmh/PsSDdKj93wzFGXXGNcIFgPBASfbJh5Dd4HWsgduHY3AomyU7obDllXTfk6vLB+QsrK2GuSW4rIKnMG7pOyK+/+/mOuIQuuw4n9McDK09veCByzVhCubfBTvAN3a9a+Y64QU02wzoUfpxlPPh+ADbJjdqVhsabjidcWLzAVVo/edvSOBMfNt+DjCP/P2s29j+zB8NLNroh14YvKZ857WSG89ocJPOxfuNm65ISCM4XKhoQpdRSpdQepdRPlFKDSqm/MdsXKqWeUkoNmf8XsXPuVkq9pJR6QSmVZ9svV0odMPs+rZRSZvscpdRDZnu/Umo5O2eLuceQUmoL295qjh0y51YfCjQZSHlC55xGWhSPnaSpAhu5KgIJbCSxThNdZ8spR4yRV0jkE7ffBu7v59cJhYFWG7JL1+V9t4S0CUv2qwoCsEWk6HyKPvJ5C/8e4wkn9svJcsMOmKJEAWmSUHVBPqb1dXUOj5UrlLBva7+Vg/fb7fSJBVkAiAMZjCH9gwfnOaGzuVmzrX4UiQkSsa2v/gcxFoILjmpWIGUAf6u1/kMAawBsVUq9FcBdAL6ttW4D8G3zHmbfrQBWAtgA4DNKqdeZa30WwIcBtJm/DWb7BwH8Wmv9ewC2A/ikudZCAPcCWA3gSgD3MkP1SQDbzf1/ba4xLZD5tMm0jbLOc/azyc53j3DXCcCe9OGuerjv279+yLDwCTIUTUXtDUV18fd+PxzXSqFkJ+nEeJgVXILEZtwAN6ZAciJPQ9rnQ+eQzDoQa3fRPr9aoB91N3b2bEJ4cO3O1VYy3W9D2kMEBwVLPLS8D7lCKREFRa8FgslGRQOitT6itf6heX0CwE8ALAHwXgAPmMMeAHCTef1eAF/VWp/SWv8cwEsArlRKNQNYoLXepyPi5cveOXStrwG41qxO8gCe0lof11r/GsBTADaYfe8yx/r3nxYITaZZIaCkEEvHpU3GCdeJ5/6iCc2PjOLb+FM2Ye/qU869+fm2/KcBTaq5Qsm6z6ySKkOIN0iUizX94uHBQEwMk0uO2kNJhdQvDv7er3nhR0Dxcquj5bItvUsRasTFcP5p39b+RBZ3MC8EySgvH1kCmfxa3P0kkVCC6YZxcSDGtXQpgH4Ai7TWR4DIyACgmWwJgMPstGGzbYl57W93ztFalwH8BsDFGde6GEDJHOtfa8rB1UL9VQWfxPlE7ecrAO5TtNU3ohXG7iaH5K3/7s3YMTIS8yfmHn49Cm6AKO+ECGb+JM8nNz8RjU+qjovLCEUSyNAASMrYe0/cFB5Mqx3LkbBKhblCCduamhJuL9/g+bkoo+WyQ5qjayTSnqoAn2OJpGnc+5LOWRoccpy5IP3+Ez/h/MmqQjDNUbUWllKqHkAPgNu11q8a+iJ4aGCbztg+kXOyruU2RqkPI3Kb4ZJLLgkdckHhE77+UydF4ezb2o+1774RpO+UK5Qwxh92WW2RYqGEcm8Uhkkf4NhVj2JbUxO2NZ0EcBJgLhIe6dOHZBQW3afc22AVcDky5TBMWKpPHgOuoUHXCEA+f2Yso6JQ8UqEwo77AMBwQdTHcm9URMovb+vzONwY+6snvq8xl8Po1xeGM8mrQBRhVwr+iPjDQn1dHcZY/9dL8p1ghqCqFYhSahYi47FLa03ZYUeNWwrmP/0KhwEsZae3APiV2d4S2O6co5TKAXgjgOMZ1xoF0GCO9a/lQGv9ea31FVrrK970pkBVuQuELHkPvvogV8fanaud2tRp59nre5Oc77biyWhAki8gOQq7MjCrjL6DzXEyWhXws5ZDpHham3lorZU4MdFWaeeWehY4IcVZYwJkZ4yPlssonzmdmlznE+v+ypCCG3y+hX+GN2z5EN5R/zHrgpJaFoKZhGqisBSAfwPwE631v7BdjwGgqKgtAL7Btt9qIqtaEZHlzxo31wml1Bpzzc3eOXSt9wH4juFJigDWK6UuMuT5egBFs2+POda//7RApVDXED/gJ8jtGBlxJklOKPsTI01a9P/G5hP2OOJAnGNNNT0yWiQnkiuUUlccQVeNZ2xs5BLnZpicdyj0FohdWKHQXQIn1alffhCBj0rJhdFK76zz3ncrcuI8PzAX6370W6etdD7P3CaDIRDMZFRMJFRKXQXgGQAHANAv7e8R8SAPA7gEwC8A3KK1Pm7OuQfABxBFcN2utX7CbL8CwJcQ6Yw/AeCjWmutlHo9gAcR8SvHAdy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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "penn_raster = rasterio.open(raster_filepath)\n", "show(penn_raster, cmap='terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can use the `land_type_area` option of the `weights_method`. We also need to pass the raster file with the `raster` argument. \n", "\n", "Other options are available for the code of the pixels types. Since this function dram inspiration from the NLCD data, the default codes are 21 (Developed, Open Space), 22 (Developed, Low Intensity), 23 (Developed, Medium Intensity) and 24 (Developed, High Intensity)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting to Harmonize the year of 2000...\n", "Harmonizing extensive variable n_total_pop of the year 2000.\n", "Harmonizing extensive variable n_white_under_15 of the year 2000.\n", "Harmonizing intensive variable p_white_under_15 of the year 2000.\n", "Starting to Harmonize the year of 2010...\n", "Harmonizing extensive variable n_total_pop of the year 2010.\n", "Harmonizing extensive variable n_white_under_15 of the year 2010.\n", "Harmonizing intensive variable p_white_under_15 of the year 2010.\n", "Time taken (in seconds): 16.739511728286743\n" ] } ], "source": [ "t0 = time.time()\n", "harmonized_nlcd = harmonize(raw_community,\n", " target_year_of_reference = '1990',\n", " extensive_variables = ['n_total_pop', 'n_white_under_15'],\n", " intensive_variables = ['p_white_under_15'],\n", " weights_method = 'land_type_area',\n", " raster_path = raster_filepath)\n", "t1 = time.time()\n", "print('Time taken (in seconds): {}'.format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, the output of the function is a **single GeoDataFrame** with all interpolated variables of all source years with the same original name but with the addition of `interpolated_` prefixes." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geoidgeometryyearinterpolated_n_total_popinterpolated_n_white_under_15interpolated_p_white_under_15
042101000001POLYGON ((-75.1478 39.9486, -75.14919999999999...20002666.16720537.1358671.307928
142101000002POLYGON ((-75.15900000000001 39.9536, -75.1594...20001391.0143456.9484420.461179
242101000003POLYGON ((-75.17749999999999 39.9551, -75.1776...20002694.41334998.1519883.749538
342101000004POLYGON ((-75.1782 39.9523, -75.17919999999999...20004295.45540840.8584520.943535
442101000005POLYGON ((-75.15170000000001 39.9517, -75.152 ...20001303.1763952.7655460.136141
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" ], "text/plain": [ " geoid geometry year \\\n", "0 42101000001 POLYGON ((-75.1478 39.9486, -75.14919999999999... 2000 \n", "1 42101000002 POLYGON ((-75.15900000000001 39.9536, -75.1594... 2000 \n", "2 42101000003 POLYGON ((-75.17749999999999 39.9551, -75.1776... 2000 \n", "3 42101000004 POLYGON ((-75.1782 39.9523, -75.17919999999999... 2000 \n", "4 42101000005 POLYGON ((-75.15170000000001 39.9517, -75.152 ... 2000 \n", "\n", " interpolated_n_total_pop interpolated_n_white_under_15 \\\n", "0 2666.167205 37.135867 \n", "1 1391.014345 6.948442 \n", "2 2694.413349 98.151988 \n", "3 4295.455408 40.858452 \n", "4 1303.176395 2.765546 \n", "\n", " interpolated_p_white_under_15 \n", "0 1.307928 \n", "1 0.461179 \n", "2 3.749538 \n", "3 0.943535 \n", "4 0.136141 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_nlcd.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing both methods in terms of the values generated for all variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see in the graphs below, both methods produce similar results." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'NLCD (area)')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(harmonized_area.interpolated_n_total_pop, harmonized_nlcd.interpolated_n_total_pop)\n", "plt.title('Interpolated Total Population', fontsize = 20)\n", "plt.xlabel('Area', fontsize = 18)\n", "plt.ylabel('NLCD (area)', fontsize = 18)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'NLCD (area)')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(harmonized_area.interpolated_n_white_under_15, harmonized_nlcd.interpolated_n_white_under_15)\n", "plt.title('Interpolated White Under 15 years Population', fontsize = 20)\n", "plt.xlabel('Area', fontsize = 18)\n", "plt.ylabel('NLCD (area)', fontsize = 18)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'NLCD (area)')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(harmonized_area.interpolated_p_white_under_15, harmonized_nlcd.interpolated_p_white_under_15)\n", "plt.title('Interpolated Per. of White Under 15 years', fontsize = 20)\n", "plt.xlabel('Area', fontsize = 18)\n", "plt.ylabel('NLCD (area)', fontsize = 18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Constrained Checks (overall population)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1517550.0041874615" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_area[harmonized_area.year == '2000'].interpolated_n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1517550.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_nlcd[harmonized_nlcd.year == '2000'].interpolated_n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1517550" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_phili_2000.n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "95054.00082107751" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_area[harmonized_area.year == '2000'].interpolated_n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "95054.0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_nlcd[harmonized_nlcd.year == '2000'].interpolated_n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "95054" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_phili_2000.n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1525811.0035805448" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_area[harmonized_area.year == '2010'].interpolated_n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1525811.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_nlcd[harmonized_nlcd.year == '2010'].interpolated_n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1525811.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_phili_2010.n_total_pop.sum()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "64390.00004099" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_area[harmonized_area.year == '2010'].interpolated_n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "64389.999999999985" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonized_nlcd[harmonized_nlcd.year == '2010'].interpolated_n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "64390.0" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_phili_2010.n_white_under_15.sum()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-75.280266, 39.867004, -74.955763, 40.137992])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_phili_2010.total_bounds" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }