{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminary study of early-2020 mortality data over Italy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prepared by [**J. Grazzini**](mailto:jacopo.grazzini@ec.europa.eu) in collaboration with [**F. Ricciato**](mailto:fabio.ricciato@ec.europa.eu) ([**Eurostat**](https://ec.europa.eu/eurostat), Methodology & Innnovation unit B.1)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook aims at reproducing the original study by F. Ricciato published on [CROS portal](https://ec.europa.eu/eurostat/cros/content/preliminary-view-2020-mortality-data-istat) on **April 16th, 2020**.\n", "The study deals with early reports on the beginning of 2020 mortality in Italy and is entitled:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\"\u001b[1mA preliminary view at 2020 mortality data from ISTAT\u001b[0m\"\n" ] } ], "source": [ "COUNTRY = \"IT\"\n", "YEAR = 2020\n", "PROVIDER = \"ISTAT\"\n", "print('\"\\033[1mA preliminary view at %s mortality data from %s\\033[0m\"' % (YEAR, PROVIDER))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**_update_** :\n", "* The \"original\" dataset (referred to as *comune_giorno*) used in the study above (access date: 16/04/20) are no longer referenced (*i.e.*, \"visible\") on _ISTAT_ main page dedicated to death counts ([\"Decessi e cause di morte\"](https://www.istat.it/it/archivio/240401)). However these data are still available for download ([source](https://www.istat.it/it/files/2020/03/comune-giorno.zip), last access date: 8/05/20)\n", "* The \"updated\" dataset (referred to as *comuni_giornaliero*) is obviously more complete and contains the last updates ([source](https://www.istat.it/it/files//2020/03/Dataset-decessi-comunali-giornalieri-e-tracciato-record.zip)). It comes together with other aggregated datasets (see webpage above). \n", "* The current notebook will give you the possibility to (re)run the analysis on any of the datasets above, the updated dataset *comuni_giornaliero* being used by default. The use of the original dataset *comune_giorno* is considered for reproducibility purpose (see this [static version](https://github.com/gjacopo/morbstat/blob/master/docs/notebook_A_preliminary_view_at_2020_mortality_data_from_ISTAT.pdf)). **The selection of the adequate dataset is operated in this [cell](#dataset-choice)**.\n", "* The ingestion of the datasets in the notebook is purely metadata driven. Once a dataset has been chosen, there is no need to change anything. Instead the metadata files provided together with this notebook will contain all the necessary information to process the data (see [metadata/](https://github.com/gjacopo/morbstat/blob/master/metadata) directory). This informs the addition of new fields (for instance, \"TIPO_COMUNE\") change of naming of some of the columns (for instance, from \"TOTALE_20\" to \"T_20\")." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**_disclaimer_** : \n", "* The purpose of this notebook is mostly didactic.\n", "* The data used when running this notebook are fetched directly fetched from the provider (*ISTAT*) website. While they are always the latest available/updated, they do no necessarily correspond to those used in the original study. \n", "* The methodological approach adopted here is purely descriptive, it involves no statistical modelling. Note that the methodology is actually not discussed in this notebook, refer to the original publication to this aim. \n", "* The notebook does not aim at performance either, still it is generic enough to be repurposed for different similar datasets as long as metadata are \"descriptive enough\".\n", "\n", "**Table of Contents**: \n", "* [Setting and checking the environment first](#Setting)\n", "* [Data ingestion](#Ingestion)\n", "* [Data preparation](#Preparation)\n", "* [Figure 1](#Figure1): Map of ANPR municipalities included in the data set.\n", "* [Figure 2](#Figure2): Daily and cumulated deaths for all municipalities in the data set.\n", "* [Figure 3](#Figure3): Age distribution of total deaths in the period 15-21 March.\n", "* [Figure 4](#Figure4): Relative increment of 2020 over baseline in 15-21 March per age group.\n", "* [Figure 5](#Figure5): Empirical cumulative distribution of excess deaths in 15-21 March 2020 per age group.\n", "* [Figure 6](#Figure6): Daily and cumulated deaths of males aged 65+.\n", "* [Figure 7](#Figure7): Total deaths in the period 1-21 March per individual municipalities.\n", "* [Figures 8-12](#Figure8): Daily and cumulative deaths over individual cities.\n", "* [Figure 13](#Figure13): Total deaths in the week 15-21 March by groups of municipalities within the same province.\n", "* [Figure 14-16](#Figure14): Daily and cumulative deaths over individual provinces.\n", "\n", "*note: cells need to be run sequentially!*\n", "\n", "Concerning data extraction, while the latest available version of the original study is from April 16th, please note:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last update/running of this notebook: \u001b[1m2020-05-08 10:26:52.948267\u001b[0m\n" ] } ], "source": [ "from datetime import datetime\n", "print(\"Last update/running of this notebook: \\033[1m%s\\033[0m\" % datetime.today())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting and checking the environment first" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run some setup necessary to import the dependency(ies) required to run the project... First, some generic packages, including a few to handle date/time data since we deal with timeseries:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os, sys\n", "import json\n", "import time\n", "from datetime import timedelta # and datetime above\n", "import calendar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following, we will take care of setting the ready-to-run environment even when libraries/packages are missing. This will ensure you can always run this notebook, in particular on a remote platform (_e.g._, [`binder`](https://mybinder.org), [`Google colab`](https://colab.research.google.com/notebook),...). However, you should probably consider running this notebook in a virtual environment (`conda -n env` or `virtualenv`) so as to make these installs temporary and/or isolated.\n", "\n", "Essential for the running of the notebook, besides the basic [`numpy`](https://numpy.org) package, is the [`pandas`](https://pandas.pydata.org) package use for common data handling and processing:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "try:\n", " import pandas as pd\n", "except ImportError:\n", " try:\n", " !{sys.executable} -m pip install pandas\n", " except:\n", " raise IOError(\"!!! Sorry, you're doomed, you won't be able to run this notebook... !!!\")\n", " else:\n", " print(\"! Package pandas installed on-the-fly !\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# %%bash # testing google-colab for instance\n", "# [[ ! -e /colabtools ]] && exit\n", "# `which python` -m pip install pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the [`geopandas`](https://geopandas.org) package is also used as soon as basic 'geoprocessing' (simple vector data ingestion and map representation) is involved:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "try:\n", " import geopandas as gpd\n", "except ImportError:\n", " try:\n", " !{sys.executable} -m pip install geopandas\n", " except:\n", " print(\"! Package geopandas not installed !\")\n", " else:\n", " print(\"! Package geopandas installed on-the-fly !\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You will also need to import the [`pyeudatnat`](https://github.com/eurostat/pyEUDatNat) package that contains various useful functions/methods for metadata-based data ingestion: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "try:\n", " import pyeudatnat\n", "except ImportError:\n", " try:\n", " # import google.colab\n", " !{sys.executable} -m pip install git+https://github.com/eurostat/pyeudatnat.git\n", " # !{sys.executable} -m pip install pyeudatnat\n", " except:\n", " raise IOError(\"Sorry, you're doomed: package pyeudatnat not installed !\")\n", " else:\n", " print(\"! Package pyeudatnat installed on-the-fly !\")\n", "else: \n", " from pyeudatnat.base import datnatFactory\n", " from pyeudatnat.io import Frame\n", " from pyeudatnat.misc import Structure\n", " from pyeudatnat.misc import Type, Datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last, we will use the [`matplotlib`](https://matplotlib.org) package to render the various illustrations of the original study:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "try:\n", " import matplotlib\n", "except ImportError:\n", " raise IOError(\"Guess what: you're doomed...\")\n", "else:\n", " import matplotlib.pyplot as mplt\n", " import matplotlib.dates as mdates\n", " from matplotlib.ticker import FuncFormatter, MaxNLocator, IndexLocator\n", "finally:\n", " _FIGSIZE_, _DPI_ = (7,4), 140 # just some default display size/resolution inside this notebook...\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data ingestion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ingestion of the data is entirely defined through metadata files. Namely, the `JSON` files in the [metadata/](https://github.com/gjacopo/morbstat/blob/master/metadata) directory contains all the information regarding source file location, format, fields, _etc_... is described in these files (see resources listed in the [\"Data resources\"](https://github.com/eurostat/losstat#Data) section):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "DATASET = {'original': \n", " {'name':'comune_giorno', 'meta':'ITmetadata-original-comune_giorno.json'},\n", " 'updated': \n", " {'name':'comuni_giornaliero', 'meta':'ITmetadata-updated-comuni_giornaliero.json'}\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following, **you can chose here the file you want to analyse:** \n", "* **'original' to reproduce the results of Ricciato's study,**\n", "* **'updated' to analyse the most recent data.**\n", "\n", "**Select the dataset of interest by modifying the value of the variable below:**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mThe analysis will be run on the 'updated' dataset ('comuni_giornaliero'\u001b[0m)\n" ] } ], "source": [ "SELECTION = 'updated'\n", "try:\n", " assert SELECTION in DATASET.keys()\n", "except:\n", " raise IOError(\"You selected a file that is not recognised - must be any value in %s\" % list(DATASET.keys()))\n", "else:\n", " SOURCE, METADATA = DATASET[SELECTION]['name'], DATASET[SELECTION]['meta']\n", " print(\"\\033[1mThe analysis will be run on the '%s' dataset ('%s'\\033[0m)\" % (SELECTION,SOURCE))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proceed by downloading the metadata file. If it does not exist, we download this file from the `github` repository:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Content of the metadata file 'ITmetadata-updated-comuni_giornaliero.json':\n", "\n" ] }, { "data": { "text/plain": [ "{'country': {'code': 'IT', 'name': 'Italia'},\n", " 'lang': {'code': 'it', 'name': 'italian'},\n", " 'file': 'comuni_giornaliero.csv',\n", " 'fmt': 'csv',\n", " 'source': 'https://www.istat.it/it/files//2020/03/Dataset-decessi-comunali-giornalieri-e-tracciato-record.zip',\n", " 'enc': 'latin1',\n", " 'sep': ',',\n", " 'datefmt': '%m%d',\n", " 'index': {'reg_code': {'name': 'REG',\n", " 'desc': 'Codice Istat della Regione di residenza.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'prov_code': {'name': 'PROV',\n", " 'desc': 'Codice Istat della Provincia di residenza.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'region': {'name': 'NOME_REGIONE',\n", " 'desc': 'Regione di residenza.',\n", " 'type': 'str',\n", " 'values': None},\n", " 'province': {'name': 'NOME_PROVINCIA',\n", " 'desc': 'Provincia di residenza.',\n", " 'type': 'str',\n", " 'values': None},\n", " 'city': {'name': 'NOME_COMUNE',\n", " 'desc': 'Comune di residenza.',\n", " 'type': 'str',\n", " 'values': None},\n", " 'city_code': {'name': 'COD_PROVCOM',\n", " 'desc': 'Comune di residenza (classificazione Istat al 01/01/2020)',\n", " 'type': 'str',\n", " 'values': None},\n", " 'city_type': {'name': 'TIPO_COMUNE',\n", " 'desc': 'Comune per tipo di diffusione (1=Dati fino al 15 aprile 2020; 2=Dati fino al 31 marzo 2020, 3=Dati assenti nel 2020)',\n", " 'type': 'int',\n", " 'values': [1, 2, 3]},\n", " 'age': {'name': 'CL_ETA',\n", " 'desc': 'Classe di età in anni compiuti al momento del decesso',\n", " 'type': 'int',\n", " 'values': {'0': '0',\n", " '1': '1-4',\n", " '2': '5-9',\n", " '3': '10-14',\n", " '4': '15-19',\n", " '5': '20-24',\n", " '6': '25-29',\n", " '7': '30-34',\n", " '8': '35-39',\n", " '9': '40-44',\n", " '10': '45-49',\n", " '11': '50-54',\n", " '12': '55-59',\n", " '13': '60-64',\n", " '14': '65-69',\n", " '15': '70-74',\n", " '16': '75-79',\n", " '17': '80-84',\n", " '18': '85-89',\n", " '19': '90-94',\n", " '20': '95-99',\n", " '21': '100+'}},\n", " 'date': {'name': 'GE',\n", " 'desc': 'Giorno di decesso (formato variabile: MeseMeseGiornoGiorno).',\n", " 'type': 'str',\n", " 'values': None},\n", " 'm_15': {'name': 'M_15',\n", " 'desc': 'numero di decessi maschili nel 2015.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'm_16': {'name': 'M_16',\n", " 'desc': 'numero di decessi maschili nel 2016.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'm_17': {'name': 'M_17',\n", " 'desc': 'numero di decessi maschili nel 2017.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'm_18': {'name': 'M_18',\n", " 'desc': 'numero di decessi maschili nel 2018.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'm_19': {'name': 'M_19',\n", " 'desc': 'numero di decessi maschili nel 2019.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'm_20': {'name': 'M_20',\n", " 'desc': 'numero di decessi maschili nel 2020.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_15': {'name': 'F_15',\n", " 'desc': 'numero di decessi femminili nel 2015.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_16': {'name': 'F_16',\n", " 'desc': 'numero di decessi femminili nel 2016.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_17': {'name': 'F_17',\n", " 'desc': 'numero di decessi femminili nel 2017.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_18': {'name': 'F_18',\n", " 'desc': 'numero di decessi femminili nel 2018.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_19': {'name': 'F_19',\n", " 'desc': 'numero di decessi femminili nel 2019.',\n", " 'type': 'int',\n", " 'values': None},\n", " 'f_20': {'name': 'F_20',\n", " 'desc': 'numero di decessi femminili nel 2020.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_15': {'name': 'T_15',\n", " 'desc': 'numero di decessi totali nel 2015.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_16': {'name': 'T_16',\n", " 'desc': 'numero di decessi totali nel 2016.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_17': {'name': 'T_17',\n", " 'desc': 'numero di decessi totali nel 2017.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_18': {'name': 'T_18',\n", " 'desc': 'numero di decessi totali nel 2018.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_19': {'name': 'T_19',\n", " 'desc': 'numero di decessi totali nel 2019.',\n", " 'type': 'int',\n", " 'values': None},\n", " 't_20': {'name': 'T_20',\n", " 'desc': 'numero di decessi totali nel 2020.',\n", " 'type': 'int',\n", " 'values': None}},\n", " 'nan': 'n.d.',\n", " 'desc': 'Descrizione e tracciato record dati comunali giornalieri.docx'}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "THISDIR = !pwd\n", "META = os.path.join(THISDIR[0], 'metadata/%s' % METADATA)\n", "try:\n", " assert os.path.exists(META)\n", "except:\n", " !if ! [ -d metadata ]; then mkdir metadata; fi\n", " !wget -O $META https://raw.githubusercontent.com/gjacopo/morbstat/master/metadata/$METADATA\n", "with open(META, 'r') as fp:\n", " metadata = json.load(fp)\n", "print(\"Content of the metadata file '%s':\\n\" % os.path.basename(META))\n", "metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `datnatFactory` method, simply define the data structure:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data source: https://www.istat.it/it/files//2020/03/Dataset-decessi-comunali-giornalieri-e-tracciato-record.zip - file: \u001b[94mcomuni_giornaliero.csv\u001b[0m\n", "Example of data field - number of female deaths in 2016: \u001b[94m{'name': 'F_16', 'desc': 'numero di decessi femminili nel 2016.', 'type': 'int', 'values': None}\u001b[0m\n" ] } ], "source": [ "MortDatIT = datnatFactory(country = \"IT\")\n", "dIT = MortDatIT(META)\n", "print(\"Data source: %s - file: \\033[94m%s\\033[0m\" % (dIT.source, dIT.file))\n", "print(\"Example of data field - number of female deaths in 2016: \\033[94m%s\\033[0m\" % dIT.meta['index']['f_16'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually, we already define some metadata variables that we will use in the remaining of this notebook (note that this info could be directly inferred when ingesting the data without setting it directly into the metadata file):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Some basic metadata information: \n", "- field types: \u001b[94m{'REG': dtype('int64'), 'PROV': dtype('int64'), 'NOME_REGIONE': dtype('\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
REGPROVNOME_REGIONENOME_PROVINCIANOME_COMUNECOD_PROVCOMTIPO_COMUNECL_ETAGEM_15...F_17F_18F_19F_20T_15T_16T_17T_18T_19T_20
001001PiemonteTorinoAgliè0010011902280...0000000010
101001PiemonteTorinoAgliè00100111001130...0000000010
201001PiemonteTorinoAgliè00100111103050...0000000100
301001PiemonteTorinoAgliè00100111202040...0000001000
401001PiemonteTorinoAgliè00100111203020...0000000001
\n", "

5 rows × 27 columns

\n", "" ], "text/plain": [ " REG PROV NOME_REGIONE NOME_PROVINCIA NOME_COMUNE COD_PROVCOM TIPO_COMUNE \\\n", "0 01 001 Piemonte Torino Agliè 001001 1 \n", "1 01 001 Piemonte Torino Agliè 001001 1 \n", "2 01 001 Piemonte Torino Agliè 001001 1 \n", "3 01 001 Piemonte Torino Agliè 001001 1 \n", "4 01 001 Piemonte Torino Agliè 001001 1 \n", "\n", " CL_ETA GE M_15 ... F_17 F_18 F_19 F_20 T_15 T_16 T_17 T_18 T_19 T_20 \n", "0 9 0228 0 ... 0 0 0 0 0 0 0 0 1 0 \n", "1 10 0113 0 ... 0 0 0 0 0 0 0 0 1 0 \n", "2 11 0305 0 ... 0 0 0 0 0 0 0 1 0 0 \n", "3 12 0204 0 ... 0 0 0 0 0 0 1 0 0 0 \n", "4 12 0302 0 ... 0 0 0 0 0 0 0 0 0 1 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are the fields? It should be consistent with the `metadata` file we introduced earlier..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fields of the data: \u001b[94m['REG', 'PROV', 'NOME_REGIONE', 'NOME_PROVINCIA', 'NOME_COMUNE', 'COD_PROVCOM', 'TIPO_COMUNE', 'CL_ETA', 'GE', 'M_15', 'M_16', 'M_17', 'M_18', 'M_19', 'M_20', 'F_15', 'F_16', 'F_17', 'F_18', 'F_19', 'F_20', 'T_15', 'T_16', 'T_17', 'T_18', 'T_19', 'T_20']\u001b[0m\n" ] } ], "source": [ "print(\"Fields of the data: \\033[94m%s\\033[0m\" % list(data.columns)) \n", "try:\n", " assert set(list(data.columns)) == set([v['name'] for v in metadata['index'].values()])\n", "except:\n", " print(\"Mismatch between metadata and actual columns in the dataset\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data preparation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get rid of those records with no data, _i.e._ with `NAN` values (_e.g._ '9999' for this dataset) in the `T_20` column of total number of deaths in 2020 (_i.e._, data not yet collected):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field of total deaths in 2020: \u001b[94mT_20\u001b[0m\n", "- value of NAN mask: \u001b[94mn.d.\u001b[0m\n", "Number of cleaned records: \u001b[1m666643\u001b[0m - Number of fields (unchanged...): \u001b[1m27\u001b[0m\n" ] } ], "source": [ "T_20 = dIT.meta.get('index')['t_20']['name']\n", "print(\"- field of total deaths in 2020: \\033[94m%s\\033[0m\" % T_20)\n", "print(\"- value of NAN mask: \\033[94m%s\\033[0m\" % NAN)\n", "data.drop(data.loc[data[T_20]==NAN].index, inplace=True)\n", "print(\"Number of cleaned records: \\033[1m%s\\033[0m - Number of fields (unchanged...): \\033[1m%s\\033[0m\" \n", " % data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage, after having cleaned the data, we cast all the fields (columns) to the right type, if this has not been done before:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "if no_cast is True:\n", " _type = {t.__name__: t for t in [type, bool, int, float, str, datetime]}\n", " for v in dIT.meta['index'].values():\n", " data[v['name']] = Frame.cast(data, v['name'], otype=_type[v['type']]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the data cleaned, let's have a further look at some basic information, for instance concerning spatial coverage (information regarding province and cities/municipalities for which data have been collected in 2020):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field of city names: \u001b[94mNOME_COMUNE\u001b[0m\n", "- field of city codes: \u001b[94mCOD_PROVCOM\u001b[0m\n", "\n", "Cities/municipalities in the study: \u001b[94m['Agliè' 'Airasca' 'Ala di Stura' ... 'Villasimius' 'Villasor'\n", " 'Villaspeciosa']\u001b[0m\n", "Number of cities/municipalities: \u001b[1m6855\u001b[0m\n" ] } ], "source": [ "CITY = dIT.meta.get('index')['city']['name']\n", "print(\"- field of city names: \\033[94m%s\\033[0m\" % CITY)\n", "CITY_CODE = dIT.meta.get('index')['city_code']['name']\n", "print(\"- field of city codes: \\033[94m%s\\033[0m\" % CITY_CODE)\n", "\n", "comuni = data[CITY].unique()\n", "print(\"\\nCities/municipalities in the study: \\033[94m%s\\033[0m\" % comuni)\n", "print(\"Number of cities/municipalities: \\033[1m%s\\033[0m\" % len(comuni))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or the actual temporal coverage (prior to the year of study):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temporal coverage - Data collections considered: \u001b[1m[2015, 2020]\u001b[0m\n" ] } ], "source": [ "years = [int(\"20%s\" % tot.split('_')[1]) for tot in data.columns if tot.startswith('%s_' % T_20.split('_')[0])]\n", "ystart, yend = min(years), max(years)\n", "nyears = len(years)\n", "print('Temporal coverage - Data collections considered: \\033[1m[%s, %s]\\033[0m' % (ystart, yend))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a further look at the time series and the dates covered by the collections in the various years:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field of day: \u001b[94mGE\u001b[0m\n" ] }, { "data": { "text/plain": [ "0 0228\n", "1 0113\n", "2 0305\n", "3 0204\n", "4 0302\n", "Name: GE, dtype: object" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DAY = dIT.meta.get('index')['date']['name']\n", "print(\"- field of day: \\033[94m%s\\033[0m\" % DAY)\n", "data[DAY].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually, this is special coding of the days in the form \"MonthDay\" (\"*MeseMeseGiornoGiorno*\"), as described in the metadata. We introduce some basic functions to make date format conversions easier in the following:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- date format: \u001b[94m%m%d\u001b[0m\n", "The 'day' field GE is described as follow: \u001b[94m'Giorno di decesso (formato variabile: MeseMeseGiornoGiorno).'\u001b[0m\n" ] } ], "source": [ "DATEFMT = dIT.meta.get('datefmt')\n", "print(\"- date format: \\033[94m%s\\033[0m\" % DATEFMT)\n", "print(\"The 'day' field %s is described as follow: \\033[94m'%s'\\033[0m\" \n", " % (DAY,dIT.meta.get('index')['date']['desc']))\n", "\n", "def get_daymonth(ge):\n", " try:\n", " ge = datetime.strptime(ge, DATEFMT)\n", " except ValueError: # deal with 29/02 \n", " ge = time.strptime(ge, DATEFMT)\n", " except TypeError: pass\n", " try:\n", " return ge.day, ge.month\n", " except:\n", " return ge.tm_mday, ge.tm_mon\n", "def get_datetime(ge, year):\n", " d = dict(zip(['d', 'm', 'y'], [*get_daymonth(ge), year]))\n", " return Datetime.datetime(d, fmt='datetime')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to understand the purpose of these very basic methods:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Today's date is represented in 'datetime' format as: 2020-05-08 10:28:36.946628\n", "If today's date was present in the IT dataset, it would be represented in the \u001b[1mGE\u001b[0m field as: \u001b[1m'0508'\u001b[0m\n", "\n", "What 'get_daymonth' does, is simply return the '(day,month)' formatted date, whatever the input format:\n", "- given today=2020-05-08 10:28:36.946628, get_daymonth(today) returns (8, 5)\n", "- given today='0508', get_daymonth(today) returns (8, 5)\n", "\n", "Then 'get_datetime' retrieves the matching '(day,month)' of a given date in any other year:\n", "- given today=2020-05-08 10:28:36.946628, get_datetime(today,2019) returns 2005-05-08 00:00:00\n", "- given today='0508', get_datetime(today, 1912) returns also 1912-05-08 00:00:00\n", "Note in particular for the leap day:\n", "- get_datetime('0229',2000) returns 2000-02-29 00:00:00\n", "- get_datetime('0229',2019) fails as we could expect...\n" ] } ], "source": [ "today = datetime.today()\n", "print(\"Today's date is represented in 'datetime' format as: %s\" % today)\n", "today_ge = '%02d%02d' % (today.month, today.day) # or also: datetime.strftime(today, DATEFMT) \n", "print(\"If today's date was present in the IT dataset, it would be represented in the \\033[1m%s\\033[0m field as: \\033[1m'%s'\\033[0m\" \n", " % (DAY,today_ge))\n", "print(\"\\nWhat 'get_daymonth' does, is simply return the '(day,month)' formatted date, whatever the input format:\")\n", "print(\"- given today=%s, get_daymonth(today) returns %s\" % (today,get_daymonth(today)))\n", "print(\"- given today='%s', get_daymonth(today) returns %s\" % (today_ge,get_daymonth(today)))\n", "print(\"\\nThen 'get_datetime' retrieves the matching '(day,month)' of a given date in any other year:\")\n", "print(\"- given today=%s, get_datetime(today,2019) returns %s\" % (today,get_datetime(today,2005)))\n", "print(\"- given today='%s', get_datetime(today, 1912) returns also %s\" % (today_ge,get_datetime(today,1912)))\n", "print(\"Note in particular for the leap day:\")\n", "print(\"- get_datetime('0229',2000) returns %s\" % get_datetime('0229',2000))\n", "try:\n", " print(\"- get_datetime('0229',2019) returns %s\" % get_datetime('0229',2019))\n", "except ValueError:\n", " print(\"- get_datetime('0229',2019) fails as we could expect...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the `DAY` (*i.e.*, \"GE\") column, we can find out about the first and last days represented in the study:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Period of data collection considered: \u001b[1m[1/1, 15/4]\u001b[0m\n" ] } ], "source": [ "dstart, dend = data[DAY].min(), data[DAY].max()\n", "print('Period of data collection considered: \\033[1m[%s/%s, %s/%s]\\033[0m' % \\\n", " (*get_daymonth(dstart), *get_daymonth(dend)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Considering the temporal corevage (over >4 years), we introduce a year of reference to define the (maximal) length of the time series:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A leap year for sure: 2000!\n", "Max lenght of the time series, i.e. number of days covered by the data collection: \u001b[1m106 days\u001b[0m\n" ] } ], "source": [ "YREF = 2000 \n", "print(\"A leap year for sure: %s!\" % YREF)\n", "dstartref, dendref = get_datetime(dstart, YREF), get_datetime(dend, YREF)\n", "\n", "span = Datetime.span(since=dstartref, until=dendref)\n", "ndays = span.days + 1 # +1 because dates are inclusive\n", "print('Max lenght of the time series, i.e. number of days covered by the data collection: \\033[1m%s days\\033[0m' \n", " % ndays)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more consideration regarding the presence of a leapday in the time-series:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time series will be padded in position: \u001b[1m59\u001b[0m corresponding to leapday 29/02\n" ] } ], "source": [ "leapday = Datetime.datetime({'y':YREF, 'm':2, 'd':29}, fmt='datetime')\n", "spanleap = Datetime.span(since=dstartref, until=leapday)\n", "ileapday = spanleap.days # note that indexing starts at 0\n", "print('Time series will be padded in position: \\033[1m%s\\033[0m corresponding to leapday 29/02' % ileapday)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also introduce, for the rest of the study, an timeline index based on the longest possible time series (for instance during the `YREF` leap year):" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DatetimeIndex(['2000-01-01', '2000-01-02', '2000-01-03', '2000-01-04',\n", " '2000-01-05', '2000-01-06', '2000-01-07', '2000-01-08',\n", " '2000-01-09', '2000-01-10',\n", " ...\n", " '2000-04-06', '2000-04-07', '2000-04-08', '2000-04-09',\n", " '2000-04-10', '2000-04-11', '2000-04-12', '2000-04-13',\n", " '2000-04-14', '2000-04-15'],\n", " dtype='datetime64[ns]', length=106, freq='D')\n" ] } ], "source": [ "idx_timeline = pd.date_range(start=dstartref, end=dendref, freq=timedelta(1))\n", "assert len(idx_timeline) == ndays\n", "print(idx_timeline)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 1 - Map of ANPR municipalities included in the data set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to the mortality dataset, the geographical dataset that will help us identify (and locate) cities/municipalities in the dataset is represented by a metadata info file, namely the `JSON` file 'ITmetadata.json' that should be contained in this directory:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "GEOMETADATA = 'ITmetageo.json'\n", "GEOMETA = os.path.join(THISDIR[0], 'metadata/%s' % GEOMETADATA)\n", "try:\n", " assert os.path.exists(GEOMETA)\n", "except:\n", " !if ! [ -d metadata ]; then mkdir metadata; fi\n", " !wget -O $GEOMETA https://raw.githubusercontent.com/gjacopo/morbstat/master/metadata/$GEOMETADATA\n", "dgeoIT = MortDatIT(GEOMETA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the location and format (shapefile files in a remote zip file) of the source datasets:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source file: http://www.istat.it/storage/cartografia/confini_amministrativi/non_generalizzati/Limiti01012020.zip\n", "Datasets: \u001b[94m'['Com01012020_WGS84.shp', 'Com01012020_WGS84.shx', 'Com01012020_WGS84.dbf', 'Com01012020_WGS84.prj']'\u001b[0m\n" ] } ], "source": [ "print(\"Source file: %s\" % dgeoIT.meta.source)\n", "print(\"Datasets: \\033[94m'%s'\\033[0m\" % dgeoIT.meta.file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will load the geographical data using that same `load_data` method as earlier. Because of the way it is implemented (the package `pyeudatnat` uses `geopandas` for the representation and handling of geographical/vector datasets), the data will need to be loaded on the disk (hence the option `on_disk=True` below). In addition, because the format of the data is known (shapefile), we ensure only this file is loaded (the option `infer_fmt=False` will prevent from trying to load all the other files ['.shx', '.dbf', '.prj'] that normaly accompany the shapefile '.shp'). You could also add the keyword option `fmt='shapefile'` below: " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Geo information retrieved on \u001b[1m08/05/2020\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/gjacopo/Developments/pyEUDatNat/pyeudatnat/io.py:940: UserWarning: \n", "! 'SHP' data loaded in dataframe !\n", " warnings.warn(\"\\n! '%s' data loaded in dataframe !\" % f.upper())\n", "/Users/gjacopo/Developments/pyEUDatNat/pyeudatnat/io.py:1087: UserWarning: \n", "! File 'Limiti01012020/Com01012020/Com01012020_WGS84.shx' will not be loaded !\n", " warnings.warn(\"\\n! File '%s' will not be loaded !\" % file)\n", "/Users/gjacopo/Developments/pyEUDatNat/pyeudatnat/io.py:1087: UserWarning: \n", "! File 'Limiti01012020/Com01012020/Com01012020_WGS84.dbf' will not be loaded !\n", " warnings.warn(\"\\n! File '%s' will not be loaded !\" % file)\n", "/Users/gjacopo/Developments/pyEUDatNat/pyeudatnat/io.py:1087: UserWarning: \n", "! File 'Limiti01012020/Com01012020/Com01012020_WGS84.prj' will not be loaded !\n", " warnings.warn(\"\\n! File '%s' will not be loaded !\" % file)\n" ] } ], "source": [ "dgeoIT.load_data(on_disk=True, infer_fmt=False)\n", "print ('Geo information retrieved on \\033[1m%s\\033[0m' % Datetime.datetime(Datetime.TODAY(), fmt='%d/%m/%Y'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check the projection used for representing the data. In that case ('WGS84' or 'EPSG:32632' code), data are simply represented by their geographical (latitute/longitude) coordinates:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsg:32632\n" ] }, { "data": { "text/plain": [ "\n", "Name: WGS 84 / UTM zone 32N\n", "Axis Info [cartesian]:\n", "- E[east]: Easting (metre)\n", "- N[north]: Northing (metre)\n", "Area of Use:\n", "- name: World - N hemisphere - 6°E to 12°E - by country\n", "- bounds: (6.0, 0.0, 12.0, 84.0)\n", "Coordinate Operation:\n", "- name: UTM zone 32N\n", "- method: Transverse Mercator\n", "Datum: World Geodetic System 1984\n", "- Ellipsoid: WGS 84\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(dgeoIT.data.crs)\n", "dgeoIT.data.crs" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attributes of the geodata (including geometries): \u001b[94m['COD_RIP', 'COD_REG', 'COD_PROV', 'COD_CM', 'COD_UTS', 'PRO_COM', 'PRO_COM_T', 'COMUNE', 'COMUNE_A', 'CC_UTS', 'SHAPE_LENG', 'SHAPE_AREA', 'SHAPE_LEN', 'geometry']\u001b[0m\n" ] }, { "data": { "text/html": [ "
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41112012011007001007AlpetteNone09795.6352595.626076e+069795.562269POLYGON ((388890.737 5030465.123, 388945.987 5...
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" ], "text/plain": [ " COD_RIP COD_REG COD_PROV COD_CM COD_UTS PRO_COM PRO_COM_T \\\n", "0 1 1 1 201 201 1077 001077 \n", "1 1 1 1 201 201 1079 001079 \n", "2 1 1 1 201 201 1089 001089 \n", "3 1 1 1 201 201 1006 001006 \n", "4 1 1 1 201 201 1007 001007 \n", "\n", " COMUNE COMUNE_A CC_UTS SHAPE_LENG SHAPE_AREA SHAPE_LEN \\\n", "0 Chiaverano None 0 18164.369945 1.202212e+07 18164.236621 \n", "1 Chiesanuova None 0 10777.398475 4.118911e+06 10777.318814 \n", "2 Coazze None 0 41591.434852 5.657268e+07 41591.122092 \n", "3 Almese None 0 17058.567837 1.787564e+07 17058.439037 \n", "4 Alpette None 0 9795.635259 5.626076e+06 9795.562269 \n", "\n", " geometry \n", "0 POLYGON ((414358.390 5042001.044, 414381.796 5... \n", "1 POLYGON ((394621.039 5031581.116, 394716.100 5... \n", "2 POLYGON ((364914.897 4993224.894, 364929.991 4... \n", "3 POLYGON ((376934.962 4999073.854, 376960.555 4... \n", "4 POLYGON ((388890.737 5030465.123, 388945.987 5... " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('Attributes of the geodata (including geometries): \\033[94m%s\\033[0m' % list(dgeoIT.data.columns)) \n", "dgeoIT.data.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In particular, the geographical (vector) information is specifically provided through the `geometry` field of the dataset as a set of `shapely` structures: " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((414358.390 5042001.044, 414381.796 5...\n", "1 POLYGON ((394621.039 5031581.116, 394716.100 5...\n", "2 POLYGON ((364914.897 4993224.894, 364929.991 4...\n", "3 POLYGON ((376934.962 4999073.854, 376960.555 4...\n", "4 POLYGON ((388890.737 5030465.123, 388945.987 5...\n", "Name: geometry, dtype: geometry" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dgeoIT.data['geometry'].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will 'join' the information from both datasets by matching the field/attribute that represent the city code in the two datasets: " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field uniquely identifying cities/municipalities in mortality dataset: \u001b[94mCOD_PROVCOM\u001b[0m\n", "- field uniquely identifying cities/municipalities in geographical reference dataset: \u001b[94mPRO_COM_T\u001b[0m\n" ] } ], "source": [ "CITY_CODE = dIT.meta.get('index')['city_code']['name'] \n", "print(\"- field uniquely identifying cities/municipalities in mortality dataset: \\033[94m%s\\033[0m\" % CITY_CODE)\n", "PRO_COM_T = dgeoIT.meta.get('index')['PRO_COM_T']['name'] \n", "print(\"- field uniquely identifying cities/municipalities in geographical reference dataset: \\033[94m%s\\033[0m\" % PRO_COM_T)\n", "code_comuni = Structure.uniq_list(data[CITY_CODE].to_list())\n", "# assert len(code_comuni) == len(comuni) # some inconsistencies in the datasets..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the 'join' operation is not an actual 'join', instead we filter out the geographical datasets to keep only those cities/municipalities that are also present in the mortality dataset:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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COD_RIPCOD_REGCOD_PROVCOD_CMCOD_UTSPRO_COMPRO_COM_TCOMUNECOMUNE_ACC_UTSSHAPE_LENGSHAPE_AREASHAPE_LENgeometry
01112012011077001077ChiaveranoNone018164.3699451.202212e+0718164.236621POLYGON ((414358.390 5042001.044, 414381.796 5...
11112012011079001079ChiesanuovaNone010777.3984754.118911e+0610777.318814POLYGON ((394621.039 5031581.116, 394716.100 5...
21112012011089001089CoazzeNone041591.4348525.657268e+0741591.122092POLYGON ((364914.897 4993224.894, 364929.991 4...
31112012011006001006AlmeseNone017058.5678371.787564e+0717058.439037POLYGON ((376934.962 4999073.854, 376960.555 4...
41112012011007001007AlpetteNone09795.6352595.626076e+069795.562269POLYGON ((388890.737 5030465.123, 388945.987 5...
\n", "
" ], "text/plain": [ " COD_RIP COD_REG COD_PROV COD_CM COD_UTS PRO_COM PRO_COM_T \\\n", "0 1 1 1 201 201 1077 001077 \n", "1 1 1 1 201 201 1079 001079 \n", "2 1 1 1 201 201 1089 001089 \n", "3 1 1 1 201 201 1006 001006 \n", "4 1 1 1 201 201 1007 001007 \n", "\n", " COMUNE COMUNE_A CC_UTS SHAPE_LENG SHAPE_AREA SHAPE_LEN \\\n", "0 Chiaverano None 0 18164.369945 1.202212e+07 18164.236621 \n", "1 Chiesanuova None 0 10777.398475 4.118911e+06 10777.318814 \n", "2 Coazze None 0 41591.434852 5.657268e+07 41591.122092 \n", "3 Almese None 0 17058.567837 1.787564e+07 17058.439037 \n", "4 Alpette None 0 9795.635259 5.626076e+06 9795.562269 \n", "\n", " geometry \n", "0 POLYGON ((414358.390 5042001.044, 414381.796 5... \n", "1 POLYGON ((394621.039 5031581.116, 394716.100 5... \n", "2 POLYGON ((364914.897 4993224.894, 364929.991 4... \n", "3 POLYGON ((376934.962 4999073.854, 376960.555 4... \n", "4 POLYGON ((388890.737 5030465.123, 388945.987 5... " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geodata = dgeoIT.data[dgeoIT.data.set_index(PRO_COM_T).index.isin(code_comuni)]\n", "geodata.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We simply map the remaining geometries (that exclusively correspond to cities present in the mortality dataset) to get a visual hint on the representativeness of the samples in the dataset (samples mostly concentrated around the Lombardia region):" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = mplt.subplots(1, figsize=(16, 16))\n", "geodata.plot(ax=ax)\n", "ax.set_axis_off()\n", "ax.set_title('Figure 1: Map of ANPR municipalities included in the data set')\n", "mplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2 - Daily and cumulated deaths for all municipalities in the data set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now represent the daily and cumulated deaths for the entire population and for all municipalities present in the dataset.\n", "\n", "Simply group by date and sum the total counts of deaths per year (\"TOTAL_\\*\\*\") over all other remaining fields (*e.g.*, age class and cities):" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162017201820192020
GE
0101225317482187201417421685
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0103190016392317196517551706
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" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020\n", "GE \n", "0101 2253 1748 2187 2014 1742 1685\n", "0102 1895 1665 2295 2022 1784 1690\n", "0103 1900 1639 2317 1965 1755 1706\n", "0104 1951 1725 2260 1973 1666 1692\n", "0105 2003 1720 2252 2037 1732 1671" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dailydeaths = pd.DataFrame()\n", "for y in years:\n", " TCOL = dIT.meta.get('index')['t_%s' % str(y)[2:]]['name'] \n", " dailydeaths[y] = data.groupby(DAY)[TCOL].agg('sum')\n", "dailydeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also possibly pad the data for non-leap years on the date 29/02:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counts on 29/02 \u001b[1mbefore\u001b[0m padding:\n", " 2015 2016 2017 2018 2019 2020\n", "GE \n", "0228 1689 1509 1700 1753 1834 1671\n", "0229 0 1504 0 0 0 1594\n", "Counts on 29/02 \u001b[1mafter\u001b[0m padding:\n", " 2015 2016 2017 2018 2019 2020\n", "GE \n", "0228 1689 1509 1700 1753 1834 1671\n", "0229 1689 1504 1700 1753 1834 1594\n" ] } ], "source": [ "print(\"Counts on 29/02 \\033[1mbefore\\033[0m padding:\\n %s\" % dailydeaths.iloc[ileapday-1:ileapday+1,:])\n", "for y in years:\n", " if calendar.isleap(y): continue\n", " yloc = dailydeaths.columns.get_loc(y)\n", " dailydeaths.iloc[ileapday,yloc] = dailydeaths.iloc[ileapday-1,yloc]\n", "print(\"Counts on 29/02 \\033[1mafter\\033[0m padding:\\n %s\" % dailydeaths.iloc[ileapday-1:ileapday+1,:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that at this stage, the table is indexed by the `DAY` (*i.e.*, 'GE') field (in the form *'MeseMeseGiornoGiorno'*). Instead we want to set the index to the known dates and reindex with the actual timeline since days may be missing (?):" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial index: Index(['0101', '0102', '0103', '0104', '0105', '0106', '0107', '0108', '0109',\n", " '0110',\n", " ...\n", " '0406', '0407', '0408', '0409', '0410', '0411', '0412', '0413', '0414',\n", " '0415'],\n", " dtype='object', name='GE', length=106)\n", "Index reset to actual timeline an garanteed complete days: DatetimeIndex(['2000-01-01', '2000-01-02', '2000-01-03', '2000-01-04',\n", " '2000-01-05', '2000-01-06', '2000-01-07', '2000-01-08',\n", " '2000-01-09', '2000-01-10',\n", " ...\n", " '2000-04-06', '2000-04-07', '2000-04-08', '2000-04-09',\n", " '2000-04-10', '2000-04-11', '2000-04-12', '2000-04-13',\n", " '2000-04-14', '2000-04-15'],\n", " dtype='datetime64[ns]', length=106, freq='D')\n" ] } ], "source": [ "print('Initial index: %s' % dailydeaths.index) \n", "dailydeaths.set_index(dailydeaths.index.to_series().apply(lambda ge: get_datetime(ge,YREF)), inplace=True)\n", "dailydeaths = dailydeaths.reindex(idx_timeline, fill_value=0) \n", "# instead of dailydeaths.set_index(idx_rng, inplace=True)\n", "print('Index reset to actual timeline an garanteed complete days: %s' % dailydeaths.index) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We introduce two additional time-series for comparison, the count of deaths averaged over all the years prior to the year of study (`years_exc`): " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2000-01-01 1988.8\n", "2000-01-02 1932.2\n", "2000-01-03 1915.2\n", "2000-01-04 1915.0\n", "2000-01-05 1948.8\n", " ... \n", "2000-04-11 999.6\n", "2000-04-12 1007.0\n", "2000-04-13 1026.8\n", "2000-04-14 1014.2\n", "2000-04-15 1015.0\n", "Freq: D, Length: 106, dtype: float64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "years_exc = years.copy()\n", "years_exc.remove(YEAR)\n", "\n", "avdailydeathsexc = dailydeaths[years_exc].mean(axis = 1, skipna =True) \n", "avdailydeathsexc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the average count of deaths by week:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162017201820192020
2000-01-022074.0000001706.5000002241.0000002018.0000001763.0000001687.500000
2000-01-091938.2857141677.4285712219.2857141999.4285711765.5714291710.142857
2000-01-161918.0000001622.4285712346.7142861936.8571431855.1428571718.285714
2000-01-231850.1428571637.7142862186.2857141866.4285711883.4285711726.000000
2000-01-301850.0000001646.2857141997.7142861796.7142861891.8571431717.000000
\n", "
" ], "text/plain": [ " 2015 2016 2017 2018 2019 \\\n", "2000-01-02 2074.000000 1706.500000 2241.000000 2018.000000 1763.000000 \n", "2000-01-09 1938.285714 1677.428571 2219.285714 1999.428571 1765.571429 \n", "2000-01-16 1918.000000 1622.428571 2346.714286 1936.857143 1855.142857 \n", "2000-01-23 1850.142857 1637.714286 2186.285714 1866.428571 1883.428571 \n", "2000-01-30 1850.000000 1646.285714 1997.714286 1796.714286 1891.857143 \n", "\n", " 2020 \n", "2000-01-02 1687.500000 \n", "2000-01-09 1710.142857 \n", "2000-01-16 1718.285714 \n", "2000-01-23 1726.000000 \n", "2000-01-30 1717.000000 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weeklydeaths = dailydeaths.resample('W').mean()\n", "weeklydeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For displaying the data (likewise the figures in the original publication), we introduce our own 'house-made' plotting function to further simplifying the automated display of time-series:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def plot_one(dat, index = None, one = None, bar=False, \n", " fig=None, ax=None, figsize=_FIGSIZE_, dpi=_DPI_, shp = (1,1), \n", " marker='v', color='r', linestyle='-', label='', \n", " grid = False, xticks = None, xticklabels = None, xrottick = False, \n", " locator = None, formatter = None, \n", " xlabel='', ylabel='', title = '', suptitle=''): \n", " if ax is None:\n", " if shp in (None,[],()): shp = (1,1)\n", " if dpi is None: \n", " fig, pax = mplt.subplots(*shp, figsize=figsize, constrained_layout=True)\n", " else: \n", " fig, pax = mplt.subplots(*shp, figsize=figsize, dpi=dpi, constrained_layout=True)\n", " if isinstance(pax,np.ndarray):\n", " if pax.ndim == 1: ax_ = pax[0]\n", " else: ax_ = pax[0,0]\n", " else:\n", " ax_ = pax\n", " else:\n", " ax_, pax = ax, None\n", " if index is None:\n", " index = dat.index\n", " if bar is True:\n", " ax_.bar(dat.index.values, \n", " dat.loc[index] if one is None else dat.loc[index, one], \n", " color=color, label=label)\n", " else:\n", " ax_.plot(dat.loc[index] if one is None else dat.loc[index, one], \n", " c=color, marker=marker, markersize=3, ls=linestyle, lw=0.6,\n", " label=label)\n", " ax_.set_xlabel(xlabel), ax_.set_ylabel(ylabel)\n", " if grid is not False: ax_.grid(linewidth=grid)\n", " if xticks is not None: ax_.set_xticks(xticks)\n", " if xticklabels is not None: ax_.set_xticklabels(xticklabels) \n", " if xrottick is not False: ax_.tick_params(axis ='x', labelrotation=xrottick)\n", " if formatter is not None: ax_.xaxis.set_major_formatter(formatter)\n", " if locator is not None: ax_.xaxis.set_major_locator(locator)\n", " ax_.legend(fontsize='small')\n", " if title not in ('',None): ax_.set_title(title, fontsize='medium')\n", " if fig is not None and suptitle not in ('',None): \n", " fig.suptitle(suptitle, fontsize='medium')\n", " if pax is not None:\n", " return fig, pax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see quickly how this works in practice on a dummy example: " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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yCoYMGYKMjAxs27YNp59+Ou666y4AwJw5c7B//35s3rwZO3bswLRp02yPbe7cufjwww+xfPlyzJw5E1dddRXmzZuH5cuX47nnnsPSpUsj/txWsDKqTeTlAZ070+MuXYAzz0zseBjGKVTa0ODB2k+fPsCuXYkeGcNY0qFDYHwiJQVo3z4x42Hiz4wZdFnW/wwdSq+p3zfcYH0TpV/XuJ0ZM+yP48cff0RJSQkmTJiAunXrIicnBz179gz5vgYNGuDaa69Famoqzj77bOzcuRM33njjgefLli0DQO2ct2/fjr///hupqano27ev7bGNHj0aBx10ENq2bYuePXvilFNOQW5uLnJzc9G7d+8D+3ASzjmuTXg8JCLq1AEmT+aoMVNzUGlDK1cCUnLaEJMU5OZSjvHll2tf22ee4XzS2sTVV9OPGR98QL8fewyYN89fIKubKLWO+h0phYWFaNu2bdj+wE2aNDnwnoyMDDRu3PhAm+mMjAzs378fAHDRRRdhw4YNOOuss1BSUoKxY8fijjvusLWPZs2aHXickZGBpk2b+j1X+3ASVkc1Fasp5uJi4MQTOWrM1CxU2pCU9JzThpgkYdQooFs34IkngCVLuBiPCUTdRKlGbykpzt9EtW7dGuvXr4dU51AfWVlZKCkpOfD8n3/+iWj76enpmDRpEv7880989tlnmD59Or7++mtkZWWhsrISVVVVAKgb3/bt2yP/IA4R0yuHEGK8EOJnIcQ+IcQ2IcS7QoiOsdwng+BTzFVVQCpPGDA1kLw87bvNaUNMEnHiiRQ9/PFH4O+/gUWLuCiP8WfUKGD9evpurF/v/E3UMcccg8zMTNx///0oLy/H3r17sWTJEnTv3h3z58/H3r178ffff+P555+PaPuLFi3CihUr4PV6kZOTg9TUVKSkpKBp06Zo2bIlXn31VVRVVWHq1KkoLy939sNFQKzDKicAmAHgWAAng9I4FgohsmK83+TC6UKiYM4ULI6ZmorHQ4l39etz2hCTVDz4ICAE8PrrNFUeS0cCJnnJzQX6949N2k1qairmz5+Pb7/9Fi1atEDHjh3x/fff46KLLkL79u3Rpk0bXHDBBbjgggsi2v6WLVuQl5eHnJwc9OrVC2PGjMFxxx0HAJg1axbuvvtuNG/eHKmpqch1QV6RMIbQY7ozIZoC2AbgBCnlVzbWzwGwZ8+ePcjJybG9n4qKCgAUxnc9O3fSN91p/+F33gGGDfN/ftZZdAY+5xzgrbeCvj2pjqFL4GMWPVEfw0GDgN69gUmTHBxVZOzduxf169cHgPpSyr2JHo9TRHpeLi4uBgBkZ2fHaGTJSWUlMHw48OijJIiNeaXr12tiiI9h+LjpmJWVlWHdunVo165dgH2Zm6murgYApKi8jiTA6ljbPS/HO4RY3/fbtIRcCFEHQB3donoAXTDVRdMO4aybcLKykNquHcSqVRBSQno8kIccgqrMTCCazzFkCNLS0yEqKuDt3BlVp54KVFTA89hjkO3bQ4bYdlIdQ5fAxyx6oj6G77xDEWMX/C34+8DYIS2NYhWLFlk7ErggkMYwtYq4zTsKKmd8BMA3UsrlFquNB7BH91Pzs648HlRPnAjhi+ALrxfVEydGPyUsBERFBWTjxqi+994D25MdOkDymZapoaQOGoSUCRMSPQyGsc2yZcBtt7GtG8O4iXhGjp8EcCSA44OsMxUkoBX1ABSmp6dHNM2aNNPb55xDoYHCQqBLF6QNGxa9ON6zBwAg3n4baf37a8vffRc4/ngqj7ZB0hxDF8HHLHoiPoa+fLgUF/wN+HvA2GHzZproUI4EY8ZQxDgWjgQMw9gjLuJYCPEEgDMA9JNSWkaDpZTlAMp174vD6FyAx0PCuGFD5wqJNm+m3zoLFgDAxImAC3KvGCYmTJ4M9O1rbRzKMC5j2zZA2biOGkVp899/TzXURx2V2LExTG0l1lZuQgjxJICzAZwkpVwXy/0lPQsWOGc/pcRxaan/8lataA6PYWoiu3YF3hAyjIvZvh3Q9TRAbi5Qrx7FS9jSrWYSTyOE2kq0xzjWkeMZAIYDOBPAPiFEC9/yPVLKUuu31VKc/Ic5+GBgyBBzoeCrPGWYGocQzv4fMUyM2baN8o31FBUBV1xBBXoeD6VbcHOQ5CctLQ1CCGzfvh1NmzZNmtnxZHOrkFJi+/btEEIgLS0tom3EWhxf5fu92LD8UgCzY7zv5MNJ0ZqWBpxyCpCZGfiarxMNw9Q4DjsM6N490aNgGNsMGAB01LXGKizUhDFAv8eMoXQL7oae3KSkpCA3NxeFhYVYv359oodjG6/vy+hJIu94IQRyc3MjFvQxFcdSyuS4LXILlZXObWvJEuCEE8yFgpP7YRg30a0bueQzTJJw8MHAQQdpz9essbZ0O/ro+I6NcZ7s7Gx06NABlUl0Hd6/fz8AaiWdLKSlpUUV6eZWaW7hs8+Atm2d297AgcDixcBPP1EYQg9HjpmaSvPmVM00cGCiR8Iwtpg7F7j+eprsAzRLN2MzELZ0qzmkpKQkTYoCAFT5NEMyNS6JFhbHbmHyZDpLOsWppwLz5wd22fvyS6BxY+f2wzBu4uqr/aubGMbl3HADoA/IBbN08zV7YxgmxiRPAklN57zzgA0bnNve7t3Ud3T2bG1ZZSWwciUtZ5iayM03A9ddl+hRMIxtevUKXDZqFPDXXzSZuH49F+MxTLxhcewWioqALl2c2Zaq1v/3X+CXX/xfq0XTIkwt5KKLuGqJSRpKSoCMDPPX2rQBVq3iJiAMkwhYHLuF++4D3nrLmW3t3Ak0aUJnXb3PcXU1lUW3auXMfhjGbVx2GfDbb4keBcPYwuhxbOTee7lEhGESAeccuwFl4eZU9ermzVT+nJHh73O8eTNw7bXkMP/FF87si2HchLGSiWFczPbtWnc8M0aOJOtuhmHiC0eO3UBFhf/vaGnXjiLRxshxWRkJ4ySykGGYsPB4uAkIkzSEihyvWgX880/8xsMwDMGRYzegxKpTonXtWipxbtkSOPZYbXlpKYnjrVud2Q/DuI1DDqHiVoZJAnr2DG7R9umn1MeJM+EYJr5w5NgNSAnUqeNc5DgtjX6aNAHGjdOWl5UB2dmcxMbUXLKygNatEz0KhrHFxo3B0yaaNaP20gzDxBcWx26gfn1qi5SX58z2qqsp1FBWBlx8sbZcRY45rYKpqYwZQ4qDCYoQYqwQYp0QokwIsUQI0TfRY6qNVFcHT5Fv1oxSLxiGiS8sjt1AUREwejR5EzvBhAmUqJaRAbz6qra8f3/gkUeocx7D1EQaNADOPjvRo3A1QojzADwGYDKAHgC+BvCxEOLghA6sFlKvXvCUCY4cM0xi4JxjN9CqFfD4486J482bKd8YAIYMAT76iB7/9huJ5oIC4O67ndkXw7iJb76hG8BPPkn0SNzMTQDypZTP+Z7fIIQYBOAqAOONKwsh6gCoo1tUDwCKi4vh8diPr5TonXMYAMBNN9XFgw+Wo1078yLSxo09AFJQXEyzfXwMw4ePWfTUpGNYbLPNJEeO3cDffwNPP032a06wbx+FJAD/bnjt2gHduwODBjmzH4ZxG0cfDaSnJ3oUrkUIkQ6gJ4CFhpcWAjjO4m3jAezR/RTGbIC1jB07BJo0sXZXOeooL8aP5zQ4hok3HDl2A//+C8yZA6SmAg89FN22qqvJqcKMoiIq/lu7FjjmmOj2wzBu5LrrgntjMU0ApAAwWtZsBdDC4j1TATyie14PQGF2djays7PDHkAk76mplJQALVpkWxbl7d9PGXevvea/nI9h+PAxi56acAy9Nn3wWRy7gYoKqrKPtlCuoABYuZJE9oIFQPPm/q8vXkyuGNOnA8OHR7cvhnEj7HNsF+NBEibLaEUpywGUH1iRu1I4QmEhid+iIusW0ZmZ/mUjwba1Zg3QoQO3m2YYJ+C0CoBE5YIF2k9BQXz3X1FBFmvRWLnt3An06UOid+lSYPBgei6lZt1WVkZFegxTUxGCO+QFZweAagRGiZshMJrMxIj8fKBNGzJWadOGnpshBE2G2NnWSScF3xbDMPZhcaxE5eDB2k+fPsCuXfEbQ2Vl9JHjhg2pAYKK6ng8wKGHAjffrEXSSkuBunWjHy/DuJUmTYAHHkj0KFyLlLICwBIAJxteOhnAd/EfUXAKC4FFi+h3TaGwELjiCu0ezuslB0Krz/jtt5R+4cS2GIaxB4tjK1HZoEH8xtCyJXDyydGJY4+HWkYrIez10vP+/bVlHDlmajpVVawMQvMIgNFCiMuEEJ2EEI8COBjA0wkelx81NSK6Zk3g5EZ1NZWCmBHM6zjcbTEMYw8Wx1aiMgyLoqg55BDgttvIgioa8vJoWwDQpQtw5pnA3LnkXgFQ1Lh+faBx4+j2wzBu5Y03aBaGsURK+QaAGwDcA6AAQD8AQ6SUGxI6MB01OSLaoUPg5SUlxbqNdDCv43C3xTCMPVgcAyQq27alx0pUxpOffgKeeQZ4//3otuPxUFpIdjYweTI9v/lmio4DwMSJwAknAF9/HfWQGcaVfPght4+2gZTyKSllWyllHSllTynlV4kekx6riOhbbyW/QM7NBWbN0iYrU1Lo9G9VSBdMHOfmArfeqm1LCODGG50fM8PUNlgcAyQilfevEpXxpF8/4NpryYM4Wo44ApgyRRP4I0dqBYb33gusXg1cdhldaRimptGhA3D11YkeBRMlZhFRALjpppqRYjFsGNC1K+VTr18PjBplvW7fvkCjRtavn3UWHY+bbqLnDz1UM44RwyQStnJTjBgB/P57/KPGAJlYbtoEHHlk9NuqrPRvgpCRQYV4AHDLLfTaQw/F/waAYeJBSYnmzuIEBQXAVp2JQ/PmztzEMkFR0dUxYwLv41WKxaBByWtb9u23VA7Sv3/odYcODW5kdMghVLYyerR/dmCyHyOGSSSskBRZWYlrqbxvH7ljPPhg9NuqrATS0rTnGRlaqfOsWdRw5LnngPJy8/czwUm07R8TnIkTnftuu8HJphYzahQJw6lTA19L9qKzr7+miLAdvvmGTtlWTJpEcZ1ghXk10fWDYWIJi2PFF19QakMicKoJCADk5PjPwekjx/Pn077ee09bxtiHxZL7EcK5JiBucLKp5axaRZN6Na3o7Jtv7Ivjfv2Aa64xf83rBR5/nCYdrY5RTXX9YJhYwuJYkZJCZ6FEoMRxNE1AFJdfTkloisxMTQgrn+O0NGeEeG1DiSV1FXKjWOLItnO4wcmmFlNVRafl1q1p0ksd9lAFbG5HSsrMMTYwteKff6wbmi5ZQqd8lYaSkkLL1TECaq7rB8PEEs45VlRWAlu2JG7fDRo4I1iffBLo2JF8kwHgggtIIAOaz3FqqrN5mbUFJZaGDaPnbhNLKrJdVqYtq1uX+tMGq+ipSXi9FJZzCmWP+PffiXGyqcVs2QIcdBA9HjUK6NULWLcO6NkzeYUxAPz1F3D22SRQ7XyO+vWBlSvNX1uyBOjcmR6PGkU5xiNGAPfcAwwYQKkUVukWyXwMGSbWuOSq7gJKSoCPP07Mvk8+maLW+kK6SBk7ls6KCiGA4mJ6XFbGkeNoycvTrkZuE0sqsq1wY2Q71qSlUQjNKTwecoCpXz8xTja1mE2b/F35mjQhYZfMoi4/HzjsMDpF201xyMiwTqP/9VfgqKO057m59FwJYvZBZpjI4DO9IpGRtfr16cz//ffRb+uVV6g6Q1FcrDUB+c9/SCz36OFftMfYx+OhsAzgPrGkItsKt0W240FBgf/NoRO0aQO8/ba7boRqAU2b0sSXorQUeP75xI0nWlRjE6OjhJ0Uh8pKKospKhJ+2/vyS/JB1vPww9rEYW4uMGGCfU9lhmGIWnTVDMF11wGdOiVm38uX0xziFVdEv62ff/bvNdq2LdCqFT1WEbUpU7T5SiZ8Tj2VCh/dKJby8rTHbotsx4OxY8k41kmM9ohMXMjMpFQKxUEHUYZQshJpq+f8fFpnwACgc+dMzJmTeqDI7s8/yS9ZH4H+7Tf/m4hu3YAhQyiiHMpTmWEYgsWxYvp068SuWHPiicDhh5MnT7QYrdwWLwZmzKDHZ5xBv2++mc6qTGQIQcfYjY1UPB5q8tKokfsi2/Hg9tud+T/SU1HBMy0J4EvvGUwAACAASURBVJtvKD9XkZHhn06fbESS4qCizQqvV+C66+oELbLr2FE71QMkrM88E9i/H2jRwpnPwjA1nVp25QzCVVf5hyniyfjx5Ao/e3b02zKK48xMzedYtad++GFKfGMio149yuV1qx3esGF0Q1TbosYApT/EAo4cx50zzqAMMD3JXC6RmwvMnKk9t5PiYBZt9npF0Ah0airw+uvaa2vXkgDv3p3NaxjGLiyOFa+8AsyZk5h9V1TQxffFF6PfllkTkNJSSnRTfkBTpwJ//BH9vozUFhuxf/4BfvpJu+lwGx9+mLgUoUQTromrne9sfj5ZJDCOE6w5xfHHB/6L9elDfYySldNPB447zl7baMA82uzxyKAR6PR04KmntNeOPZYyrPr2peYjRrhBCMMEwuJY8d13iYu0OTlt26MH0Lix9lyJ47IyYPVqWvbXX85fYWpTg4wWLSjv2K3ieOzY5G4fFi/sfmenTmXlEAOMzSkefNBfpJWUkP27nmeeoUK9ZGXbNvqs/fvbK4oL9C+WmD69HDNmWPs+ezyU+aWyvvr3p6K9vn0DXQ65QQjDmMM+x4qKCuDRRxO3b6embW+4wf+5EselpfQYiM3cpLIRW7mSotRO2YgVFABbt2rPmzen+cFEsn492f65VRxfeCFw8MGaH7Mbj2EssfudU9/ZVato7trqOztypP8NJxM1KpdWnzd766302OMhu/a6dQPf98QTlFN7yinxG6uTtGhB+cHhoPyLzz4buPfeUvTt68X33wPnn08NQNq3DxTaLVrQv3zLlsBDD9FxO+II4P776QakQwdazyx3edAgdrNgGBbHiooKSms49dT4FzHpq+Gl1Hx3IuG664CbbiKXCoByi594QvM4BmLTBCQWDTLc2tRC+UY71abYaQoLyR4QcO8xjCXffWdvPbvf2Y8/pnU479gxzHJpFV4vtUs+6aTA1665JrrTY6KpqPC3IrdLbi419/j99xT07evFRx8B555LUWEzDj4Y2LiR7oOnT6dlL7xAYlrFLm66iRuEMIwVnFahqKgA3nvPmRbO4XLvvSRme/a0vmLYZfp0TRgD9HnefTf2kWPAeRsxt7Zrrqyk/O0uXRI7Divq1tW6Brj1GMaKzp2BSy+1f+OSl6fdSFh9Z195xb2zBEmKWS6tHq83MKUCoI5wVj1ekiF3dsMG+omEwYOBzz+n/IrPPgtu5927N52mFi6kiLyZx/Ijj3CDEIaxgsWxont3SsxKhDheu5bOVi+9pCWXRcoVV1BimyI9nebTsrOBc86hZf36xSY04PHQdps1c8ZGTEX29PN+bmhqUVkJvPqqs22KnaROHS1S7NZjGCveeouSV+2iOuA1bEhzzmbHxcm0JwZAYC6tkZQUcpw0IqV5UVmy5M526QIcc0xk7z3sMGDDBg9WrvSgRQs6pVtx5ZWUY7x2LdCunZXrBUWP9Q1CnnqKo8YMA7A41rjrLjqLWPXpjCWqgmLECK2bXaQY/YvT0mhqvX59KpUGgIEDYxceKCwEli51rrjRjU0tKispOvmf/yR6JOZkZpLgU+Tl0fwq4J5jGCvOOIOUUThpQ1VVFF23Ui1GBxgmIoqKBL76KuVAZHf3buDNNyna++CD+qIz4JZb/FtHK1q1AjZv1p4XFtI2gvn+uokbb4zcxEcIoHv3ajz8cNqBDnhWfP899XpSNm5WHsvXX09R6I8/BsaNQ8jtMkxtgcWx4tJLgb17EyOODzqIon2vvEIeutFgdiEfPx74+2/g5Zfp+dtvAz/+GN1+ghGtwNfj8dAV0alotBOo7oJmISw3cOWV/nPPHg+1yEpLc88xjBXvv0/R43BmgPbsId8wK9XC4jhq8vOpu9tpp2UccKY46ijg6KMpb3bcOKpzffddyosdOtQ8t7hZM622VEWLzzsvss5ziWDrVu0+NVzy84G33krFG2+kYfz44NHxPn2AO+6gY3DooYGReo+HHC5ycsiZcvBgYNo0+ldwe2oKw8SDGnyVDJMXXqAS6EQIh7FjaRr89tuBHTui25bxQq6uMJ07U5gAoOr7E06Ibj9WDBvmfGpKURElz7kl4tmsGQlkZY3nNs48k6p19Jx0EkVV3XIMY8XVV1PBqd3uhRUVlIvfrRvNeJjRvj2L4yjQnCnoXKScKQYMoMk6JfJyc+kr+u23wBdfmJdfqD+t0e3CiFtzZ7dto9NHuJgdw2DR8aoqOs1v3Eg3EAC5XqxfD9x5J/2bKI9llUaRn09OoG5PTWGYeMDiWHHRRcCECVpUMJ6onMZlyzQnhEgxi3JJSY0hJkyg5088Abz2WnT7sWLuXGeL/VQFiZsKolatooYRbhqTnv/9D3jnHf9lM2eS6qjpLF4cnhtLejrw88/B24e98QZtk4mIUM4UepH3/PPA8uXA3XeTuDUTaCNGaO57ZtjpPJcoysq0uuhwMDuGwaLjqak0OThjhv9XNzeXUjuUocuKFdQvKLBNtXtTUxgmHrA4VixfTvNQq1bFf9+qCYgTLhKjR5tHufbv16LilZWxE3Z9+zobOVYtmvfvd26b0dKzJ1nmuVUcT58OXHaZ/7LmzYF77knMeOKJlOFFjn/5hQphO3e27hp5xhnOja8WEsqZQok8M0cFM4F2ww3+BiwKj4diG3/+GbrzXCKIxqXTKmc4WHR83z6qGTYev8aNKW2lspJOCfv3hy++Gaamw+JYoZqAHH54YvYvBEWxohWWZj7NqhGI3uc4FlZuAOVsO9kwQYkcN4njefMoaVIJd7dx1FHAr7/6X+327XOvL7PTdO9uPz2qc2fKx65Tx7p9+/vvOze2WoiW72r+/VMiz65AmzmTTgdPPeXfJW7WLKo13rIlBh/CAaSkdPhIMB7DUNHx/HzKRrvzTvMUifHjaaJk9WraViTim2FqMiyO9Tz+uHXeYTxIS4teHD/+eOCyJUsCfY6dbgKi2LbNvMw8UrKyKB3ETVHa8nLyknbrlaO8nI6b/pjt2hW7GyK38dhj9m/QvvhCaxe9cye1VjdyzTXOja2WMmoUsGJFCT76qDTAmUKJPLsC7ZZbgK5dKXd35UoqIFu/nvbRrx/w1Vdx+Uhhs317dJFY/TFUn9cMOykS//sfeSFv2kSnsgULSHxbtaRmmNoGi2M9f/9NZ7B4o/xyBwwgv9VoMBPHt9xCnysekeP164HffnNue2vXUhT02GOd22a0VFRQOfhFFyV6JNZkZ/vnr3u9lPJS0xk6lNw67CZLvvUWlegD9L9n1rN40SLnxleLadVKom/f6gPOFHpRCwQ6KlgJtJkzqYZ561ZyYujfX1vHzeI4NTX6ppTqGAYTraEi8IWFwMSJgekrgwbRveG8eQgqvhmmNsBVJorRo8lAMxFWbtOnU3R0+PDoC3+OOILyp/XcdBOJYxU5Pv742HxOKam6o3dv57ap2l8n4u9iRWUl5abfeSeZiboRozh+802yK0xk45KCAs2HC6A86O7dndu+lMCkSZQiYZcNG7Ry/pIS4PXXNY9op8fHHCA31zwqOWoUiTTlz2tcJz+fAvleL0U509L8RVz79pQZt2gRRaLdFPksLo7cxi0cVAReL5D1Efhg4vmEE6j+VG8vzzC1kZhGjoUQ/YQQHwghNgshpBDCvf9yw4Y5k/MbCaedRr9nzAB+/z26bZmVcC9cSNEx5aHcqJHWMtdJqqtpnnP+fOe2+cUXwG23+Xf9SzSVlZTX61ZhDABnn03NQBT5+Yn5bit27qRo++DB2k+fPlpKgxN4vcDFF9ON5saN9t6jvLV27iQrx3HjYjc+xha5uf7RYIXRvs0sXeD55ynW4EY7sg8+oFNxrAkVgQ+WviKEe3sbMUw8iXVaRRaApQDcn7T3wAMUcUpEhFI5ZIwbR6IrGszKoT/6iFom7dxJzwsLY+PKoYrnnGwCsm0bcPDBFEF2CyeeSNHFsWMTPRJzpkwBzjrLfw739NMTG31v2NDfYsDjoTnxBg2c20dKCoW9/vjD3newupr+XzwebXyKWIyPiQo76QJu7pQXqcdxJChPY2PqChBaPP/zT+2p3WUYK2KaViGl/BjAxwAgbHjYCCHqANDPidYDgIqKClSEEfUKZ90DPPIIxIIFQMOGkPGMsEmJtMmTUXnuufBMmwZ59NGQAwdGvLk0rxeVhvGn1KkD7+GHQ7ZuTdHDww6jKowgnzOiYygEPJMnAyUl8Dp0DD27d8Pz22+Qkyej+sEHHdlm1FRXQ9Spg5SVK1Gl+5wRHbMYIDIzIV58EbJXL8ijjgKqquDZuBEpFRUB3424jmvCBKSddx498XpROWECpKEwNKpjWF6O1AsugMzKgre0NPT/8a5dSDnhBFT71jMdX2UlUoYMObBOOLjl+1BTiCZdINL0isJC2q4TKRrbtsUnrUJhlboCBE9fmTaNDFz0E08MU9twW0HeeAB7dD/xueeXEqnHHAN5wgmQXbvGZZcHqK6G9OUZi9LS2FiW1a2L1Jtvhvj1V9rPwoVImTbN+f3s3YvUO+90dvp+3z7I5s1dZeUmtmyhBEKXWrmJX3+Fd8wYEsYAsHcvPDNmQEZqsuoQ8owzINu2BQB4O3eGHDrU2R1UV5OPl12f40aNUP3YY/7jy8oKGF+1ap7DJJRo0gUiQbWnNqZoFBZG1mJ569b4RY7tYJW+0qgRZxMxjNsK8qYCeET3vB6AwvT0dKSnp4e9Mdvv8Tk3pH/+OT0/66yw9xUxVVWA+nx16yLF66Xc50iQEnjkkcDPnZ0N/Psv0nJyaNuZmYCUSLGxn7COe5MmwJNPIjWaz2CktJSc/bdssTXeuNCjB03Hl5aaHp9IvquOMnw4qYaGDYELL6Rj2KAB8PrriR/bpEnAJZfAM2UK0s2cIXxENM6KChLGaWlIUb7hwfjwQ/KyuvJKbVmPHsDKldr49u+n9BkrD+QgJPxY10CCRTyVeB4zhu6NPJ7I7cisUjR276YSCFUQOGuWfVeH7dvjGzmOFCWO3VTMyDDxxlXiWEpZDuBAYqSdVAxHUO2b4ymKFZWV2kU8PT06izUrUapCJ8qtIlZWbrt3U0jlrruc22b//lRMOHu2c9uMlunTqXmEG32DpaRismuuAf79l5bt3Qvk5JBt2U03JXZ8ffrQGM880/ltK8UyYADdqIVCFcLq+fpr/+dZWREJYyZ22EkXeOABsrqO1I7MKkXj1lvNLdDsCMmvvoq8Q1484cgxw7gvrSIxKHH89tvUQCCeVFVp4YRom4BY9fscOxY45hjNwzXSNtUFBeQWr34KCvxfLy4mo8xozTz1qGI8F6VVoLKSjuFVVyV6JIFUVdHNj97Kbc8ecifp0SOxYwNi255dhQvPOsueWpkyBVixwn/Zww9T2zDFtm0UfWeShtxccuY0np7CwarltbFQLZwWyzfdlBziuGVLd51uGSYRuCpynDCUOPZ6tWhbvGjcGHj3XXp80kkkuiLF46EwhpE5c8ixIpoOecqKq6xMW1a3LvUoVWK4qoqer1hBotYJFi4kd4iZM53ZnhMocTxkSKJHEogam14cV1QALVpQBDnRlJXFboambl26YZk1i74zVjcDym/5nXeAVq3omCk/45EjNctDNd4dO2IzXiZmHHEEnYbUZEK45OYCTz/t32nOjHBymq+9NvxxJIK77070CBgm8cTa5zhbCNFdCKGc9Nv5njuknByiXj1q6JCeHn+7q82baa4OoNzaaKKuO3dSowcjl1xC/sOqpW7XrmQbFw52rK6qqoCjjyYneacYOZL28+mnzm0zWpQAfeKJRI8kELPI8cCB1BLrjjsS79FUVkaqxU7BXLikpgK9elGIzkoY6/2Wlyyh75fez/irr8j7SqH+1kxS4fEAn3wS3TYuu4wss60Ip8Xyjh3Ajz9GN5548dlnwMsvJ3oUDJNYYp1WcTSA33w/ABXb/QZgUoz3Gx5eLwnkOnXi3yiheXPtVn3NGvJojRSrC/nnnwM33KCFUMrLgXXrwtu2xwPcd5/23Oul5/qwTGUl7WuSg3/eQYNI0DgViXYCdZwffTTxYtNIZSWJxCOOAP77X1r2zjvUEzZRTW70lJVRtDYWx62kBJg7lxSNKq41Espv+euvqY28oqKCxXGSsm9fdAJ5926KIxgjzx4P9Zq58077Oc3ff08TeG7xXA7GccdRDyGGqc3EVBxLKRdLKYXJz8hY7jdsSkuBP/9MTBOQLVuocQFAbZePPz7ybVmJ4x07aBpZneVV44NwOe00reCvS5fAoqrsbEoNcdjKDfXqaf5NbuC22yhC2aePf4tmN5CTQ55TOTlaGs1pp1Gk1A3iODMT6NYtNuPIyaEZkdJSa5s9dZOntyHQ3+QZzwH6glkmqWjRgk4dkdiuAfQVzcwMtI+bNQuYOpVqcu2Qn0+nyoUL3de1z4xt26j8hmFqM1yQB9AZdOBA4PDDgXPOie++t20DvvySHs+dC0TT6MIqypWZSRd9VQ2SmRmZp1BZGYmJBg2AyZMDBXbr1iROnBQ+ZWWUS3rDDc5tM1qWLiXRXreu+7yOS0spp7akRKtI+vBDqhpKVAdIPcOHAxs20I/TFBUBQ4eSggmWtpGXpykb402e8Rg1bw6MGOH8WJmYM38+ZXhF2ko6JYWyc8y6zR10ENU4FxQEF9/KEs7ocOHmCHJJCfDee4keBcMkFhbHAPD77xQNzMmJvxGlKgYEordys4pyZWT4J7xt3hxZ1UVVFZWBv/iiuRXX8uWUUuGkOJbSfSXejRppftElJYkejT8pKZRb3rixVjD4xRdkspqTk/jI8dNPA998E5uIu6q+Sk0NXnCqosdNmgTe5Bmj61lZwJFHOj9WJqY4IUpff10TiWYNMx59FOjZM7j4DtXy2o2wlRvDsDgmlED991/ghx/iv28V7Y122rt9e7KiMmLsAxqpz/HMmXQ1sHJp6NqVIt9WnyGUFVwwUlLCd9iIFenp7hXHUpJtW1kZcPrptEz5HM+fTyGvRDJmDOVC79vn/Lb14jhUwd8pp1DiqPEmr00b/yLToiLr/GXGtViJ0u+/918WrNtdsI52hYXAjBmBTUKM23G6a188qA3iONIuh0ztgcUxoInjli3jX4mgj/ZG6j+s2LED8LWI9sMoiCKxcgPI8WLrVor8mfHTT9RoQrlv6NG7BKgfvUuAFcrCzU1CdOpUOqu6aUyKwkJg2jSaLVBjUz7HU6cCGzcmdnwvvUTFoLEQx8rneMgQzZrNiuxs8xvJESO0mwqAVMxFFzk7TibmWPkUn3++FuG1ag+t2LrVeiLRbkQ4VMtrNxLtBKbbCfV3ZxiAxTGhxPHGjcAFF8R33zk5QKdO9DjayHFGBgl8PQUFZJ3VooUWrY00crxqFXDeedaVKPv20RVl06bA1+xYwRkpL9em37Oy3ONMrwofr70WaNcu0aPxR7lV6FNRVOT4ssvoe5BIfvqJxhiryHFKCn3GnJzg66r8ZCNvv022AoqFC4Hbb3d2nEzMUaLUKJBVhPfnn83bQ+sjicHEcTgR4VGjqGnjZ59pOctup3fvRI8gNli1BecIMmOEm4AAmjhOhJVbr170A1D1h1HchkN1tX9BnrFxx+DBVES2fHn4kWOvlyKR5eXUBa9p08B1Kiut0x9UnuewYdr2jFZwZp9HiajPPovMYSMWKHHshgI3I8rnWE+XLhQ5/uADuuol0havrIzai0fjymJFy5bkr7VyJRXZBrsRqKgwT70wFuSyW0XSMmoUfQ3OO89/eXU18MIL1pFfFdUNJo6V+B4zht4XKiK8YEF0nyXevPBCokcQG4JF/N0czWfij0vURoLp1w+4/vrENAFZsAB48kl6XFUF/PNP5NtauhSYPVt7buXp2qYN5Z+Gw8aNJKqWL6domhlVVRSxsxJfeXnaYzMrOCNSUlMRgBpuhOvNHCuUON66NTYR0GjQ2/kJQcfwySfppujTTxOfVlFWBixbRg4aTlNVRTdwffuGTquwsj388ktK/VCwz3FSc9xx5vfUZg03jZHfjz6iCSsrlItFnz70dbaKCP/7L/WlSSYuu6xmNoZMxhxwJjGwOAYoDWDdusREjgcNAq65hh57vdHt33jBt/J0VYIpHHJzSTToc1mNVFWRWLSyXVPjaNrU3ArOyMqVWkORYcOii6o7SVUVHecePawrdoDoChCjGZuKHL/+Ov0+4wz67YZId3k5CddjjnF+21VVlMP+7LP+qRFmWInjnTspfSjUekxSYMz5tcIY+ZWS3hfKKCc3F7juOv++MUY2bky+afvnnyczFzskU3Fbbi7w0EPapScZcsCZxMDiGKDwQP36iREP8+cDr71Gj+vVo6hupJhdyM08XVNSgFNPDW/bCxeGLkLr2JGKoawEvhDUynrTptBRY0BrAAJQxNotZ99PPyWB/9JL1m75kRYgRsuxxwJPPUWPV6ygv9X779PzRNz8GTn6aJqhWbrU+W2rBiOhrNwA63QJ4zHitIqkR0V4H3nE/PV+/QJzgaUETj7Z3vbPP59qOL/4wvwUtWkTWcAnEw8/bF7bbSQZi9v++19Ko5g9m/pvJUMOOBN/WBwrMjJIWM6aFd/9FhVRIxCAzqLjx0e+LTNx7PFQlLZZMy1a6/FQVDYcOnWitr+ZmdaNL1q2pGiqlQCrqCCBaNe3WC+OFy8Of8yxQnk5B7tRiKQA0Qn++EPruNioEY1z5Eh6noi0ISO33kpJfm++6fy2//yT8plDNQEBSK1cdVXgcuMN8oknxr8xEOM4ubkkisym1P/5JzByuGsXpUPYQQnEAQPMBWJhYfKJ4x07Qsci7BQ1upFXXqHLZP/+nE7BWMPiGAA+/hj45BMSbX/9Fd99O90ExGwKOC+P8mP10drJk8Pb9nff0Txb/fpkg2XG8uV0xrQSx1VVwJVXmrtZmKEXx5mZ7nGruPBCOs7BxLFKaVHYKUB0goMPprM+QDdEO3Zoudpt21r/7YzEKiXkkkv8Cy2dxG4TEID+181uVIzieP9+9/hrM1FhZatm9nX54w97LZTNmo1ccQXd+ymRmIyR44YNg09y5edTbW+yNTiprKTyotxcupHZsCHx8QLGnbBbBUBiTlVeqLNcPPedkUGP09Kim/a+4ALnx19QQKGV224jcdy8ObWGMuO442j/elGoJzWVptXtegPrxXFWlns8hb/6CjjssNA+x+EWIDrB1q00G9G6NTB9OoWz6ten1664wt42jC4nABX0FRVRNDoaXnyR5rATLY737AFWr6bGNXoOOog+u8It3znGEUaNojKPtWspapibSyJ440b/iZ5t2+w1SzVzP/B6ySHD4yEx3rVr8jVZDNYIxHhDoMftxW1ffkl/76efpufz55NbaMuWVKzHuceMgsUxQIK0YUN6HO//bCebgHz+OQma005zZmxWVnDDh5snl+Xn05nmyy/Nt/fnn8Avv9gXHBdeqJ2B3RQ5fuwx4PLLg6eYAHR1HDGCcpTtFCA6wYoV5CXcvz9FiTdv1jx/X3yRbsT++9/g21ApIatWaYLTqZSQvDzguedi63M8aFDocFCLFpQoaaRtW//Cz4MO4oK8GkZurr8I6tCBRK5eHAezcdOj3A+MAhnQ0gx++cXdgtGMRo3oHtYMsxsCgCZj3FzcVlhIFnX/+Y+2LD1du8yomxnOQWYATqsg9KkNl14a33336KEVzEXbBOSoo5x1b1ciSeUIK5Fk5XShXByeecb8dSWygwlKPV9+SfNeAAmWYL5KiaBvX+CWW6xfr6igG4p77olP1BjwT63JzqZor4ocX3xxaGEMWLucOCHu16whsR5tBNoMJeSLi0ndBOPLL4H77w9cvnGj//LnnydPL6bGcvbZgULYrjgO5YZRXU3W2/GekIyWLl00F00jZnZoHg+VpbhVWM6Zk4o2bYBXX6XeTfn5JJZnzvRPiUmGnGkmPrA4BvzFcbzp0wc44gh6XL8+8N57kW9r9WpNTIbCjk+PEkn6s8eECdSG2AzVnW3AAPPXlSi2Gznu0EFrNpKXR+abbkAdj717ga+/tl5v82ZKOLz66viMC/C3csvOpp9Bg+j5woXAO+/Y205ennbsnU4JSU/XHDScpHt3+m5KGVqNWOXnt2sHTJkSej2mxtCnD9C4sf+yqiqqP7aDcsN4803zgr9nnnFP/yK7HHqof3aRntxcyttVMZOUFLpBaNYsuKVdoigqErjuujoBhYPffZd8OdNM/Eiyf9kYMWGClh9q58LqJG++Cfz2m7bvaLxwvv3WfuHUV1/ZWy8vT6sm6dKFwixz55qvq4SZlUAvKwMuugg44QR7+968WQvJfPMN8L//2XtfvMjMDN5t7uCDKcVFJbjFA3WDApAwrl+fHBcAyh1fvdredjwe4PDD6TPGIiXkrLOc3R4AbNlC/wMNG5p3cNRjJXq3bPFvIc9WbjWebdsCzVOmTKESCrsoNwxjwd9DDwGjRzs31nixc2dwK/xDDwUmTiR/Y2WD9+yzJC7d4Hms917+6y8PvF5/h6TqahL33BCEsaJ2iONQlfevvELlyQBdMONZnT56tHaL7vGQ6WakhBPluvBCe+t5PFTYpazgUlKsbx5UWoVq3GGkrIycE/RNFoLx1FMkVgBKFLvtNnvvizVKEKelBU8RmTABePllYMmS+IwLIDGrwmBXXUUC94sv6Hm4Pt579lBurpNRY/XdiYWVW04OXbW//z60JaPV/0pKCt2UhVqPqTG0bk1T7XouuyyyEgcVRZ40iWIe/foFRqWTgebNreuqAcqO6tWLShtUjvHixWR1n2jPY6P38q+/Cng8/teslBS67Jq5l7g1Z5qJLzVfHNtpxjBgABXiAPFvBDJuHEVFAbqVtWtzZkY4rW7D6ZC3bx+dRUKJpDPPpLOllXg++WQKpdhtvaR3q1i/ngrh3MAnn9DvffusbwQAKkDs1Ml+jrUTnHOO5kpRUEDfZfV3C/e7XVzsfJ732LH0+557ois+NaOigm7AUlLsNQExYiCO9gAAIABJREFU+18xHqNEplwxcePoo/2/Mk88QfeZkZCbS5NjrVolp42b4qijrF+7/nrg+OO154WFlKqQ6Pxd5aShT6GYOLEOLrig0rQr3qhR5OR64YWBjWCY2k3NF8eqqEz9Z5hV3v/2G0XJAIosR3pWjIQ9e/zndiZOjHxb4US5Hn/cfvrI8OH2HDAqKoJPv69YQdP6dkMyenFcVhY8vzeeDBtGv0NZua1dSz5O8RTHb76pRWXbt6diso8/pufhFHx6vcCDDzo7i+L1ap0Zv/qKxLeTrFhBkXo7Vm6DB5sX3xo75N11FxVeMjWagw/2d2eYMsV+ryIzjjySJiM3bkxecbx3r3WKxKefaqdmwNzBIt75u4WFdOoLHIdAly4Sixb5p4EoTj6Zmp1yxJjRU/PFsZ3K+7ff1qbvX3qJzgp6YtUQAQgv2huKRo00S7pQvP126C5iirfe8m/3q5pMGNm1iwRtaqr5tlu0oDPTu+/a26+xCYhbPGdVu++MDOsxSUk3AU2axHfcw4ZRXjhA+/38c+1mr00bckexw/btlJLhJJWVlJgI0N/VaTs3ZeVmRxxv2uSfPqEwdhFctEjrYMnUWJSdG0D3bAsXRre96mrg5puTN3Kcn0/9sKxSJPRuh4C5g0U883dVKsXNN5u9KnHHHXVw4on0mcxE8EUXRWcUxdQ8aofPcV4ehQY2bjSvvNdPnfbvrzXlAGLbEMG472i58Ub766rc6lQbX4Eff/QX3U89Zb7eYYfRNHzTpv7NTRR79tAyFaUPRUaGdmyystzhcywlpQRMmxY8P33LFvLIbdAgujzycFmwgArx+vUjP6qNGzWf406daNbEDrt2UWGl8W8YDenpmtNJKHFcUOBvx9a8OblRBENZudlpH52ZaW7W6vFQi2tFhw7a8WNqLE2a0CRL16506rJj4xaMxo3pHuvUUzWnzmRBpSYoVIrEoEEkLHftojiHHmVpN2YM/evFM3/XmEoRCE0BGD+HntJSKoVJtmYtTOyo+ZFjgC54jz5K/7Fmlfd6gVpU5C/CrLx+nWiIAARWw0czlzdlChUj2SGchiOlpf4i6cILzQXuww9T/vTnn5uLqvffB5Yts59m8MMP2mO3iOPKSi3nGLD+e9WrR+4a9esDN90Un7EBdHzV/LDKF1Y+xytXao4f+tmQp56iH/3MiHK5cLKYcPNm4JRT6HF2trU4tlMnYIYSx336hHY2SUuzbqXdrZv22O6NHJO05OfT/e6TT1L08ZFHSOBFmy97xBE0UaKPqyQDoVIkfvhBmzzTo4oRjz+eMrnilb9r1ZRElTfosUr16N7d2QlhJvmpHeIYIJFbXW1eVKYXx7Nnk0BWmHn9OtUQAaBOa/o5qmiiVOPHA8cea29dO1PPipIS/zzsl1/WBJceFYm+8UZg9+7A10tLKdpuN81Af3atW1ezJEskxmj777+br7dunfadGzkyLkMDoDmGAJr4U9+pLl3IQcMoPq++mn70QnTsWMoPv/JK56wNy8ro7wiQT5ZVsV80N6Tp6STCQ6XuzJ0LfPaZ+Wt6L+gnnzRPv2BqBGYFXDNm0P1vNI4L+fnUcOK11+irnCjnhkgIlSKxZg2tY0ZuLrXOXrEitmPUYzXekSPtp3p07+6fOcgwtUccH3kk8MEH5q81bapFOs0q+vPytHkYpxsiNGmiCQbAfuTXjKef1hLnQtG7t/0otTFyfPPN5r1FlXC85x5z8VxaSvONdiPW+mYjQrjD59hY9HjDDebrlZbS9yg11TzMEiuUz3FBAaXDANROuqCAHPqvuCKwSFWPEqIbNtBV5O67nRubXhxffrnW/MZsDJHckA4ZQjNDjRpZt/dSBCte1Xc9ZCu3Go1V1BGI3HFBCe5EOzdEirHrnzFFIpg4BqjAzW45ixOo8RrdKHr1Up9D+i03S/Xo1o0jx4w/tUcc//orJRWZTc3n51N+KGAujj0euugK4XxDhB9+8N/f5ZcHS54KvS2708CPPGI/NaR7d//86s2bzfejhMSbb1J00khZGVX+P/dc6H0WFweKynPOsTfeWBJCHIulSyk14ddf6QaioEBLJYgHVVUkzPv00Vw1TjuNnu/ZQ7MixiJVPV4vcO+99LfKygLmzXNuXlgvjp97zvpmFaAbUlUQ2KmTvRvS77+ngtrKSv/ZHzOCiV59C3YWxzUas6ijnkgcF9zg3BAto0ZRFtYddwS6O4QSxx07km90pJexSBg1Crj9drqv1Y931ChgxYoSfPRRaVCrttxc4Nxz4zVaJhmoPeJ47lyqOjf7j73kEk3sGa2cFA0aUCb/6ac7O65zz/X3xInGQyicC/mYMfani++80z/1IzPTPG9YRY4XLDDPD/V6SfTee2/ofe7apVmQKebNszfeWJKS4l9gt3ChJh537kRqv36UmjB2LH1X+vSx39LbCQ47jK5cZvaFTZtqN2J5edoVrnNnrWqoQwcKuajeuXPnBrq3RIpeHI8eDZxxhvW6Hg8piowMKpm3c0N65JF0I7BlS+gbMLv/K066ybgAIcR6IYQ0/ExL9LgShTFKaiQSx4VEOzc4RYcO1CzS2Gxy167QDhzXXQe88Yaz0XJ91zv9Y8W//9Kp1xgZbtVKom/f6qDFgULQpPCHHyZPhJ+JLbVHHO/cSfm4ZsI3P1/Ly7RyoBg6lCKZTheFnXaafw7uSy9F3oQknAv5M89o0fJQDB/uXzxlZWF2//0UZU5LMz/OM2fS2UtfCm2F3sZNcfrp8Z2vM6NhQ/qcitde08Rjw4aQ7doFilKrK28suOQSEuRm9oUZGdp3y+MBrrmGbganTKEZkXr1qFx/7VoS2QC9xymf5sMOo659ADB/fugudunpZDn42Wf2bBTXrqUCwmiagAD++fgeT01sAnIPgJa6n/uDr16zUYVkixaRtXe0HdNCpSUkEw88QG0A9Pz0U/B71fx8KkQcPtyZTnmFhRQRVl3vDj6Yfow2c489FrkxUH4+vff00xPb3Y9xD7VLHM+bB3z3XeBrd96pia5Jk8wLv+69l3qKLlvm7LiMVm7vvBO5L244keO77jLPGzbj1Vf9haqV5/A339Dtu1WziUmT6Ew3d27ofe7bF+gmsG1bfBtqmLFpExWvKfTHwuNB9cSJgaJUCOeK2kIxdSqlF+TladFglSdvnBXp3ZtCQ2eeSetv3Uri8t9/6X9gwQKK9jqVVlFRoRUzVlaGjqhXVFBqyOrV9lwrVq6kz26n2PT++7WGJEb0qVWffBK9r5f72Cel/Ef343A3luQjN5dcPMeN04RyNB3T9II7mTuvHXUUZYgpvvmGJn2soqtmBY7R5Fvn55MQfughbZtSmudz33VXZHGIZM8RZ2JD7fA5BuiCeuKJwI4dga998AH51gLACy9ot6h6KivJKdyuG4RdjNHecCzWjBx7rHkhnBlr1thvwnD22f4V/AMHmked27QhsZiebv4Zxowhkf3ssxS1tKKggK4qu3aRQFMet8rOzcqCS//+cD1y7dK6NZWzKww3CvKMM4B27citQonS++4jsaUvvIwV48drjydPpmOu8uTr1vUX9sXF/seypISuCCpXGaCrzT//ONMQpLiYmosA9pqApKRQesjKlXTlCuVaEY7P8WuvUdGemQmtagSSlUXOK1OnxudvFz9uE0LcDWATgLcAPCiltGyBIISoA6COblE9ACguLoYnjPqLErc08QlBgwZaPWc0TRyd2o6eeB/DTp08ePXVNFx8cTnmzEnFddfVgdcrMHu2xPTp5bjkEv+b0GXLUuD1+tt4VlcDv/9eigYNwpv1KyoSuOKKTEgZPM1Qbf+///Vi//7AIESoY+bkmGsqyfK/a4dim/+MtUcct25NeZRmhWKAlud77rnmjTEqK0kkDB0amAsbDVL65xiH0+LXyO23289XDsfKbdUq/+fHHGO+n/JyWt65s7nP8dy5NO0fbL/Gpivvv681XbHTJS/WTVvWrKF8VuWcYRyTxwOMGEGez0qU3nRTdP7V4TBpEgnybt0oGpyXp72WmurfIe/II/1zyRs2JGGvKoc8HnIXceK4AUCzZtq27IhjIejGQon1UK4VShynp1vbxClOOMG6m+Rjj2k3DePG1bS0iscB/ApgN4BjAEwF0A7A6CDvGQ9gQuyHxriNI4/04vbbPSgqEgeEMQB4vQLXX18HAwdWo1UrTZAeeqgXHo88sB5AbhGHHGKvOq+oSOCvvzzIypL47rsUv+1YkZIi0aSJF0uXpuDww8Nvdx/tmJmaSe0Rxx98ALz3Xmirsx9+oGnV44/3X15RQVEsu6kIdjGKJqt8XTtceimJssaNQ68bTYT666/p/YMH+y9/8EFywTDv4QnMmUPR92Aom7FVqzSxo6KFdhqBBHu/E+zb5++E0L59oFibMIEiuMobWu9+EGvWrQues/7665RXDFD6hL5A1eMh0a8Xo08/7VzbqHnzyP/65ptDi2MpKUJ/wgl0s/XHH6FtFKur6TPk5lI1UDBWrKDZBDNf8Z076Rimp1OE2er77BKEEBMRWrz2klL+IqV8VLdsmRBiN4C3hRC3SSktIgeYCuAR3fN6AAqzs7ORHWoWx4RI3sP4E69jmJ1Np4ENG7JMHDgEtmzJQseO2rKOHf075QkBPPOMQMeO/jerhYWa64XKxc7PD9XpjhCCflS3+GeeEQCy8OWXwdNXrI6Zccxqm8YxMzXjf9dr00alduQcl5WRM3mTJuZpFXr++MO8sUNlJYnmrCznqvcB4JVX/J8feWTk1fGzZ9sTxgBFEe2KY6OAHzo0UBgDmlvFQw8BX30V+LrRL9kMo82YPlo4YgT9DSN9vxMY87rvuYcS8/R88on/d+iDD5z9zoQaX7CW4HfeqT0uKwvM4TbmKq9ZA3z5pTNj07tVtGxJ6TrB1q2s1GwUmzULbaPYqBFtd/du4Prrg4/l9det3VrKy7Xvz/PPxy/qHzlPAugU4me5xXtVG0pLLwUpZbmUcq/6AWAzH4upCcybR/fRRqwcOFS+9cyZZEhjFKz5+VrmYps2FFN5883QwtjjoYmcjRupXGH+fIoFqP21bRv5Z1TbyMujGE6y5ogzzlE7Isd161IEyOsNFDIA5dAq6tQxn7q/7DKqDOjcmXIgw4kGBsuBXb7cf6p7yhT72zVy3nmUM63vZmfFySfbKzTyegPFwZtvAn/+SRUQelR3tnHjzLelxLNZnqceJdCM0cKjjw4trtX7PR4au9NNW4ziePp08uE9+WRtWY8e/lPxV18dXLA6ib5DnhlHH03HFSAxacylVWJU5So7eezKyrRIbf36wf+Hqqq0wru8PBrLoEHBtz90KP32eoGJE4OvG6x4tVOn+P29HEBKuQNAiLt+S9TJZ4tDw2FqEMZorjqthnLgyM0lgWmcdPr558CCvVtvDT2ORx8lm3v9/lavpktx69bRi2M15jPOIPHNMLUjcvzXX8ATT1C6wqOPBr4+fbr2WBXjGKmu1oSdEhd2MLbqNVbcG8XJ7bdH3ntz9Wr75bqnnmrPW8jr1ey3FHXqmKc3KPE7Zw7wxReBryuR/dZbwffp8QADBlAqhD5auHixvbQWj4e6rzVu7HzTFqOouu46f2EM+Jd3AyQ0lyxxbgzBMLa3DsasWeZ/J+VcceaZdCNk1WY5XPSRY5WyYYXH4y+es7NDN7h56y367pWXh/ZiCiaO77svMM++BiCE6COEuFEI0V0I0U4IcS6AZwC8L6VkScD4YXSeULz5pj0HjrQ0ypxSNbj5+fQvHW5zkJSUQGEM0OlElf84IY4ByigbMyb67TDJT+0Qxxs2UKSzbl0tuqRH34zArEMeQBZepaU0tT9ggP19G1v1GnNgVbMFxbRpFO2MhHCs3F55xTx9xAxjswarwjivl4TZ5s3mU9aqXfB554UurMvMBF580T9yef759o9NZiZN27drZ2/9ggLNSzeYn27r1lpKSUEBFcBNngwsWEDd8QCaT9TfPDjpFRyKM88MnnqinwUwulWYUVTkXJ69XhynpgZvB758OYlURYMG5nO7ev77Xyr4rK6mK3gwgv2v6M8B7k+pCIdyAOcBWAzgDwCTADwL4IIEjolxKWad/rxeagpi17M5PZ3eY7RLs0uols/qlFunDl1moyUnJ7T9OlM7SJ65w2jYuZOiiB4P8MsvWkGS4v33tcetWpn7uh5zDG2joIBySPv2peWhbMJUDqxZxb2U1C5aHyl+/HEy3OzWLfzPqeyu7GCMBluxdy/lXU7Q1ftYiePFi+m3VVGhKpIKVSwF0PaN6SGPPELC79JLQ79//35KoXnvvdAFZeE4XLRoQULN5D2pdeuict068mPWt5WKpzgeMMDahUGhHFLMvKSN1K3r3NivvZauYoquXa1nSYxjsyOOP/qI/r8GDgxt5da4sbU9m94xJtIbVRcipfwVgMNelExNRXX60wvkcDv9qSyukhJ7EWOPh8oB2ralU3j79tZCvFUrOkVLSZcGp+jbN9BEiql91I7IsRLHABWL6W9fKyv9m6r362cuvq69lm5T+/enSKGdpgQKvZ2WPgdWpWro+esvbR4qXML5b548mUR+KBo29BfGgHX76Ftu0ar8zcSxikBPnOifg22GmTjOzLTfobCqiiLHdj9jsOi+nj/+IBGm3qOOuccDecgh9J6SEn8rMTsWdE4xa1ZwEal3KbETOXZS2P/wg7+VYrAwknFsdsTxunWUMGinQ97zz1v3wNVHjkNFoBmmhuJEp7+KCso8M2up7fFQfbB++7Nm0QRQr150qQ3V8vmgg2iSMlgn+nBJS6MMRaZ2U/vEcU6Of+5iRYX/tPH335sXxVVUUNTSIIhs2YR5PHSba6y4N2v3HI3F2tix9tetrLQnegoKgAsv9F/Wrh1w5ZWB6159NY3fqgmIitAvWxZa6JiJ46ws+yJz5kw6a5aUAC+/HDxVIhyHi2OOAS6+WHuPrq1S9cSJ5t3w4hk5njgxeFrFjBna1ai4OLBFt5G6dZ3rkNe6tb/gtcrvV2PTrztyZOgorrJysyOOr7jC+qZWPy4nr7oMk2RE2+mvcWOafPz9d8poNArh+++PbvsXXkin+PfeC+99wVi+HHj3Xee2xyQntUMcH3ooVaADJBz00Stj++Y+fYA77gjchrJyMwgiWzZhUtL8zwsv+OfQGvcNWAtLO4Sq5tdjV4SXlvpPhQMkmMyifu+/T+Kwa9dAIbN/PzXDAEgshhK5/fsHumnY8TlWbNhAf8sVK8hbOVSUf+hQ7W8RzOHi9de1m6e8PAqJ+N4jhw4lIXnYYf7vOf988uuNByedFHwmY88eLaqfnx+6iuWwwwLTkCKltNR/piSY17FRHOfkhL7BUGX0Ho/WmsyK6dOt00/uvBM45RR6rE+5YphaiGqtHU7EWJGfT1HYIUNoEm/q1EAhHM32L72U3Fkfeyz891rRsydZ+S9axC2kazO1QxyffbZm4da4sb/XsVGgrlxpHTlOSyNBpOyo7NqEKTFu7M5XWRkojqNpAvLUU/bXtdshr7Q0MIJbVUUFjkaeeYbE8dFHB9p07d+vuTjYSTM491yKtOsJJz1BNW2xG+X/4QcSz82aUTjD6oanvNw//WLKFBqXmhHIyAgMY1RXh3ZacAqjADVSXKxFyF96KXSFTLdu5p7WkfDYY/4NVIKJ4+HDqbhOsXNnaI9y1fQFINeKYEybZv1/9uOPFOqqqqJ0KoZhwsZYhOf1Um+kYHnE4bJiBblL/Pabc0L2xx8pc075MIcyvmFqJrVDHN9+u2ZeeOih/lO5RnFcVmZeJKSErIpKNWxo3yasvJyioMbp6caNyclcT+/eFM2z656g5+GHQ6+jsBs5LikJ9BbOygru2PHtt8Dbb/sv0zcAsZNmMGGCv3AqKCBh17596ONRXU1CN5wovxDkPPHqq8GNLo03NOecQ/nTvul3sWwZbUePWbONWBHKyq1bN+0Y9O4d2vpv6VKyQXSC0lKtCK6ggCzw1Pfc+Pf87jtyiFF06hQ6yt2pkxbJN3Ol0RNsHlZdvSsqKM2KYZiwMXO7qK7WutM7wU8/URrESy85I2QLC/1r1b1eEt8cQa591A63Cn0p6913+7+WnU32bAorK7eXX9byM484ggS30d/WipYtqZOaURzv3EnT9Pro1IABtLx9e3vuCXq6dLHvwXzyyfb8cM0ix1ICp59OZyXjcoBuuY3obbyOO87fzcGMxx/XHofjJgFQPvOVV1JnN+VL3bmzFuU3NmVp1ozSbQ4/nM6GwYS/mQXY9dfTNH1aGmTXroFOI61bk7CPB6E65I0fT9Huww8HtmwJfXN31FHmjXMiQX0Hgv09VSpFu3bUKESxZAk18pk503r7AwdqMwWhCjGDWbmVlNBMR0ZG4MwOwzC2cMLtIhhmkekxYyi7MNLIdDBB71S0m0kOakfk+JRTtP+g997zn3LNyPAXQ1bieMEC7cIbbDrYjPnzKSJpFMf16vl351PjW7IkssK/cNwqGjXyd1SwondvKh/WYzzjGfnss0CHi7L/s3fe4VFVWxt/95lkMgkJvQiELl1ExQKCXIQLCAJGAcErXlRE7ILiRUEBK2JDbFwLKnjtXWyAWFCxIoPyAUqREiJdgSSkzvn+WNmeMqdPS2b273nyJJmZc86emTNz3r32Wu8qUSLHI0fad8nr3Vt5zwycISxfj6Iiem6821uDBvStKUnGTVlOP53ywfm+L7+cmsUYRe2NRNXChX+/lmzFCmDFCu39X34JPPaY9fONFnaRY3Wx2cyZ9vv79Vfj4ksvcHHs5P3ct08b1XbiVsELLwEq4LPCyvbwq6/oPXTjGy4QCDREw+3CilhEpo1cNaIp6AU1h9SIHOfnKxfioUO1F909eygF4MYb6X+zCnr1xfy229y1lx0xgrY/fFh7+5EjZD/FiwUBapABkMgx8kY2g1fqO2X7dlo2btnS+nFlZc5aNgNKIZoshwuZ2rWViPLLL5M4HzbMfF9//qkVT2Ze0UYUFSnR7rw8ilI/8wz9z4XZhg2KmWXDhlQwFwxSlHfRIm0+qjpKPWhQ+Hs/dy6tJgwcCLZmTfi3v5n1XSyYM8f6PMjIoOfm1I3f5zNu6OIFXtTq5P184gnqK8tXGJyIY7UF4w8/eB9nRoZSuCjEsUDgmQkTKJK7eXN0c42B2ESmuaDnnQGjLegFNYfkjxyHQtqI6rZtilACKFGJC2OAlnKN8hXVruDffOOupe5tt1EkrFUr7e07dpBQVPO//9GnMy9PEfFOCv/cRrlOPJHKcu3Yvz+8kBAwjlJz/xsjn+PcXHKNAMgKzUoYG+0/L0+ZRNi9HjxyzDnpJKUYUG/BJss0eTr7bIooyzJFMTn6qKYkhbt35OQAW7fSsPfuDS8kjKeVm51vMV8ZKS01b4KhJppj/+YbJTWJT1oA4/fTi8/xo48q6RR24t/KPYS/RoFA9IoRBYIUJRI3Crv9xiIyHal9nSA5iLk4ZoxdxRj7nTFWwhhbzRg7I9bH1PDXX9rl2rIyYNky5f+vv9YuG2dnAxcYdFPlNmQApQRYdcXT8/PPJI6/+EJ7u5GVW3k5Ra0Yo7E4LfxzK47festZoVW7dkDHjsb36QUI94Q1EserVyv5om+8Afz3v87HCijOED6f/euhb8KRmUmCh4urhg3DG0BwEVy/PrlVcPRRzYKC8MlCq1YUiQdoMpFIcWxXuMlXRpw0AAGi63N8/fXK35JEee+1axu/n/oOednZ9qlMBw44f52tnF34+Vu3LnDNNc72JxAI4k6shGyLFsDzz1N7AkFqEtO0CsbYGAAPA7gKwNcAJgH4iDHWRZZlC0uAKKJuAAIY+xyrl8nLyynSa1X4c+QIRX31Prxm7NpF6Rz6iKPRsi2/MIdCFOFmzJldXEYGLak7JS3NmVvF/PnkznHuudrb3347/LHcE9bIq7lnT/oBKGVk717zY8qyceSP+wrbvR6nnUZpDmpOPZVKmwcNogj0zJm0YsBTXdQiOC+PJgS//hoe1TzuuPCIa8uWfztcMH3raCC+4pinKphx5500nn37nJ2/XseuL3ps0gSYPFn7mBNOoJx7o/dTL94lyd7pX23lZsfw4eZFe9nZNAnbsYMmcXPnOtunQCCIO7m5sUl72LqVLlNOL/OC5CLWkeMbACyUZfkZWZY3yLI8GcBOAFfabBc96tShBCJO/frWTUAyMqyFMUB5wkbi0IyiInJ20Bc2GUWOucXapk0kuk491dkx3OYcp6c78zk26lQHkNWWXjRddx39btVKSaHgvP22UpRm51csy9TpzQirrmqc9euBH3/U3ta7NyW+lZVRceRll1FeMy8MVItgSSIf3Lp1yapt+XKlMO+hh8JTalSRY/mkk8LF8bHHuo+Ue2XIEOv7v/2WPKpbtABef91+f4GANuLrBKOix169yJlFjZ2doP68++AD6+OqxbHR6o8aKzeLwYPp/GvTRghjgSBF6drV2NVVkBrELHLMGPMD6AHgXt1dywCcbrJNBgB1eDUHAMrKylDmojGG5rEVFSSAVLell5ejvOp/VlQEyedDper+tL59UbFypWaf6bKsbBMIQDp0SLONKRUVSJMkVPp8kIqL/96GrV0L9v33YAcOIPT++0CTJpC7dwdjDNLRo6gsLwcrKoIvLw8VTrxWi4sh/f47QqcbvrRhMFmGVFJi+hz4a+grLEQoPR2y7nGsaVPIFRXa13X5cnqN0tPBGjTQbCPt3QsUFSFUVgaWlgapsND89SsrA2vVKuyYAJBWvz4qdu8mezwz6tcnUafeviqiypYuhfTLL8r7MHs20q6+GhWzZ9Pz4Zx2GtJLSsBuv/3vm+RAAKFLLkEI0I4tEACbPJles+nT4ff5tMcuKoL00ksIXRn7OWGaLKPC6rxs2RKoXRtszRqw5csR0kdzDWAdOxq+F6bUqoW0Nm3ANm4Ek2XIkgS5bVuwRYtQrsrvlyQJKC43PrIyAAAgAElEQVRGSLXvvz+7X38dNnljxx4LubTU1JXFV16OUGUljXXiRMtmOmkXXIAKfb4/P866dWArVkA+80xI//sfKu+7z+kz1+DmO0sgEFQvuDg2ciYVJD+xjBw3BOADsEd3+x4Ax5hscwuAQ6qfiK232e+/k4OAipDaPs0oV1fvKqFDzskBc2rlVlGB0E03Qc7IAOO5mwcOIK1vX6Tdeit8L72E9OHDkda3L3DwIOTjj0doyBCwwkLIJ54I5rQjnN+PUJ8+zh4LOI8cq5t3qMnK0oqPykrIvDKisBDs66/N92Pn3lBSEr59FRWLF9t6JLODB8MikmztWqSdeSakxx6D3KoV2Nq1AAD5nHNQnp8PmedLc+rVg9ymDeQqIcYFHiTJOLe7qmlEQO2ZzfH7KaJcDWClpcChQ5Dbt0fIzu6sCskmnYGtXQu2bJny88svqJw9G6wqNYaFQqicPTtM1IbGjkXIJMLrM5pIpKdbrjiEBg6EXLUS4LvpJsuiPGbhB/73a1NU5M6yUSAQJA0icpzaxMPKTX+FYga3ceYAUHXsQA6AfL/fD78HM36/309OBenp2rziRx6BD6CLda9eQJcu8Kn3z1j48davh59f3OvVA4qKnI3p6FHgzDPpQl1WRts0aaK1E5MksHbt4G/cmCKePh+1z12+3HgsRmzbRtZX3DHCjjPOALp10z5vA3ylpfDVqROe/vH448D06ZTDDVCqQ3o6jbVpU2DcOO02FRUU0fX7qQHFqFHmx65TB7j0UuMGDD/+SN9a3DbOiE8+oXEdfzz9f+AA0LevUli2bBkV99k1VbnrLiXiHAqB3XUX8Mkn8GVlhY9t/XrInToh9NZb4e9Xejrl+MajoYTd+fL551QEV14O7N5tn4YBADffbP5e6V9bgM7hnTuV9JmuXZF+7rnA7NnasRUUUJFkv35hu/XddVf4MRcsoLx6swLRjh3pufn9wAsvwLT3X5XzjOnrtG8fnUOtWgEZGbafETO8fGcJBILqQffu1s1SBclNLCPH+wFUIjxK3Bjh0WQAgCzLpbIsH+Y/ACIP29xzj7aQJxgkG7FXXqE80nXrwgvl9IRCWru32rW13bus2LmTlojVVf96OzF1MdiePVQ4duQIHSM93XJ5+G/cerIWF/9tP2bJgw9qrc04+rxhdfOJ/fvDC/jUkeO6dWlyYMb69doenmo6dbIWtEC4lZvbJiKcvDxlnDwn2ex1HjMGbMcO+HjetRrGwjszJgpuU/bLL9Qa2gm8kNII/tryXF+168c11yhuK+Xl4YWM9esbp8eUlYXnJwP2dm5ffUWTRIAa+5jlpts5u/z1FzXu0bcKFwgEKUP9+tpeVILUImbiWJblMgCrAeh7LA8EsCpWx9UQDAJr1gBbtpAQ/vxzihR/+CFFZs86CzjvPLrfCsaAq69W/q9bF3jtNWdjaNcOOP98+qTdcYdye16e4nusLgZr1w7o1k25r3594OBB++O4vZBLkrPHf/opFfvp0adGMKZEIY2s3AYMUHyVCwvpPTDDqGW1mj2GcysFvTi2moxYIUnATTfR8+F2YzNnkke0nqeegvTEE+YTmXh9w9oV2fEmIE6t3Dhm4+evLXfiV7+2kycDU6bQuV1RQee5GsaMbeIOHzYueLUTxyNHKi4lhw+bpw3ZiWM+gRBNQASClOa55+JnNCSoXsTareIhAJcxxi5ljHVmjM0D0BJA7Ev3ecX8Bx8A06YpVfOtWmkjiG3akPWXGn3r47IyEolqRo1yNg4euU5LI3cEjiSRYMzJ0fq8rllDaRhcSDz3nNaKzgy3Pse1atlHYAEq4DLqBqiPHGdmKq+bkThu2lTxxOHtnM0wc8gAyG3BzrVAL44BmowYOVPYMXIkRU7541evNs5DbdUKbPVqJc0kEVRWUqMNK9Q+x7whhx1mLdU5eXlKVFj92i5aRNZ7AB1r8WLtdmvWGEeIzYS7nTi+6SYyPAXonDUTxz6fdXtp/nw7djRuCCQQCFKCO+/UNtQVpA4xFceyLL8KYDKAmQCCAPoCGCrL8vZYHheAstzLkSSy1LrrLm0EsWdP4M03tdu2aqXtSVlURBd6NS++6GwcBQVAs2YkyHfv1t7Xrh01I1ALNb+fhD0Xxxs2GCc+BYMUDec/69e7E8ebN5NdmR1mojszUyuODx5UBK+Rz/E33yhtiIuLrTuUWYnjBg2MO/bp0Qs/SaJJSOPGzpqqcLKzSaxxGjUyTsNp2RLS2rWQbYoFY46ViwdAkwbG3EWO7byOJYkiwHXqaF/bm2+mY1VWUhdCfaqMScoQMxtbvXrWBXJqKzefz3jFAyDhfN555vvh0fV69SLrRSsQCGo0995LGZX5EVsDCGoaMS/Ik2X5CQAW7ahiBF/u5U0R+HLvOeeQs0B+vlLYpU8vWLmSCvn4hdZIIM6c6cwDddcuRRz36qW9Ty8Cg0HKN+7dm0ROMEi/9VFQHhXXF0GtXm0/Ho7TJiA33GBcsjtrltZ9oEEDpS23zxcetcvLU0SlXljrsRLHTtJMzLqf5eXRjxsCAe02Pp/xZIGnwei743Gys7UtyGNBKGQvePnn4Ykn6Lx0gtMueTNnaid6Z5xBopr3jtX7hxtNogDzqPY111i/fmpxbBU5PnKECkrvvtv4/sxMym3ftIlSeJyuMggEgqRh4UIqFQmF6KvrqadEK+lUIubtoxNKXh6lTQDKcq8kUR5kRgZdHCsqwsXxpZdqI4tGuYcff+ysUO6PP5Ro3ujR2vvUIpAL3kmTqIBv6FD6v6Ii3FrOqAiqRQtqTuIUuwYMdvDGGJz8fKXZCmPUe1PNpZcqIluSrHNw+/UDLrnE+D4nkeNbbrHuwOcGfb753Xcb5zxXrQrIpaVKwxA1338fW2EMkOibPt36MT/+CDz5JHDVVeGTNTPuv5/OOTv0AvrgQVod2b2b8vrnzdPeb1Zsmp6upMCo+ekn4NlnzY+vboQzZUr4pJLDiwTNyMmhq2GPHvQ5FAgEKQW/nKlLKSZNEhHkVCK5xbEkUaRMv5Q+YQL5tHD3Ab04HjWKHBc4RsVuOTna5XYzrArl2rZVhLOZo8LateH2bEZFUDff7K6HplNxbCZiTz4ZOOUU5f+jR7WicdMm7eNLSsLdCswoKAAOHTK+r0EDe3/mG290lk/tlClTlL+NVhEOHKBoP4D0SZOUjnDqCPfUqebPKVqoHUPM6NoVGDOGxvPrr872++eflFpkh14cyzKd33/8QfZo69Zp7/f7telLfLMePbTuMJxOnayjuKGQkiDYpo15suDWrdZttkMhYMQIyvd//HHzxwkEgqRk06bwr6bKSspGFKQGyS2OAfK61S+NqltKG4ljnnPIkaRw67GcHOv8R54TfMUVxpFEgJaJu3dXjmHkqNCokXGkNC+PLOUAEjz//Ke79tFWy85O2L2b7MA4emGmj5KaNRMxwuczFzaNGwPvvWe9/XPPOTuOU9T55kbiuGpi8/c0wsgq7j//cecO4QUnRZl79tD5+MAD5n7BRvs1ELEaPv7Y+PPAxbHR5KhnT1qr1MGWLFFSdNQUF1u7nFx9NdC5M/395Zfmgr6szHrlQpLoHHNb5CoQCJKC9u3DL6c+nyhBSCWSXxwbLc8CFNkrLSW7KXVxWDBIFfGffKKI2tatgUce0W5vJo6DQbLTOu00iiBef70SSays1F6Up0zR2sgZOSqYpRFIEt3H3S6+/97exktNixb2dnTqSJyeTZuomQZHL4713shHj2rF0ZNPmh83K8va9cEs5YLz3HPRLTEeNEgRWkaCqWpi8/d0wMgq7oMPnBUSRoKTyPHevSQwr7/eeSS7fXt7kXjttdrOhTzFoXVrErVG4njHDkrZ0CEPHw5cdln4MUpKrAthCwsVET9unLkXuRPRe+mlwspNIEhRcnNp3s4vIz4fXbLcLM4KajbJL44vusj49k8/JRH800+KxRrP+/3uO7o4clG7ahXZwanp3TvctYBvf/754ZHndu1IHKhTGebN04pII0cFqxzbk08m+yqz9BAriouB/9o46kkS8PPPxvdZNQEBwq2ySkq0keMDB8wj1888Q5ZtZhgIqjCimd9bUaFMhCoqjAVTXh5CPGppZBW3dGm4W0m0MRubGr4q8vXXzoXf/PmUq2zFunXafGdZpoLVMWMoomskjps0IRGrQ3r1Vcpp11OnjrWV26FDyufrkkvM10CdiN5vvxVNQASCFGbCBOop9Nhj1CJBFOOlFskvjs24/HJa5m7SRBFtRvZv7drR8q/e9uz668PXWPTbc3gk8YMPtALyiiu03scARY/VaSANGhhH+A4fJoHOBYfbJeBAABg82Poxhw6Fez5z9PZexxxDkwIz5s/XiuPiYvOl7eJi6xSM55+PrzO72s7tyy+VdBY1koTK228nKzcjqzg7OzQr9LZ9Rik6AJ17eltCPdzD102ai5OxX3GF9upRWkrR/x07aGJ5zDHkAKOmuFi7+lAF27jR+JzPzrZOZercWYkWW6UNOfmsMCYixwJBipObS6U1zZsneiSCeJO64njxYoqchkLKBZDn/XK4qN24EXj6ae328+dT6oUa/fYcHkn86CNtEd9PP9lffBs2BFasCL89GCRv45tuov+95EcaWbSpqVXLfLqsjxzXrq0VP4xpxe+uXdpUhxNPNM9jtbJyAyiqqC6Y1BNtVwh1Cs2MGabjls85B+X5+cZFY17FMV+N4E1sjIr9ODt3WqerANoGLU5fJydj/+478j7iHD0K/PYbXVVmz6YrjL6leGEh8NJL4fs6csTYys3O5eTWW+mYgLXPcdu2wMSJlk8HAEW9zzzT/nECgSBpaddOdMlLRZJbHFv5yrZtS1Xr8+Zpm2zk5VGeJKCIWn3xGUCR44H6ztigrnc8mtuihTZFols37TKtXYQUoPFfe2347b//TgKS52Y6WVJXU1Fhn57w55/G6Q3BIKVbFBYqkcydO7XWbnoPW31x1E03kWA2wq59dP365qkmoVB4hDJS1OL4kkvcFT5yvIpjI9s+fbEfp1EjYNgw6/1lZ9P2btpZ2/kc832pBWdWFgl5n48a77zzTng3PKNOigCdK2bFi7w9tBFOfY4ZM47+q5Flil5HUrQqEAhqPJs3O2tpIEguklscW+XhcnGsf4wkkaFhgwaKqDVaXn39dePioL176QLeuDHw6KPaFImSEq3IkGVnhWM8Oqxm2zbg1FOViPYVV5D7hVPS020v/KygINwZgkcyL72UBA+PZDZsSLdx9MLn+OO1+9FHntXYRY6t8rAlCXjhBfNtvTBunJIu89ln3iLTHTpYPyczjGz79MV+nIMHwydxeho3plWPsWOdj8FO2PNVi6+/Vm776ivFS/jtt6kj3b/+pd3OzE7QqnufVRGp2ufYShwfOkSffSvGjCGR7sTLXCAQJC0tWwLbY9/TV1DNSG5x7PcbF/YAlEy0c6exgB49mgqMuKg1SlkoKTFu69y0KbklGHXW+u9/vX3KPvooPPL6++/k5XrddfT/u++ScHOKURc7PUaRbbNI5g8/aL1ply7VikG9MMrKMhdcixdbe+Y0aGDeJW/fPq1Ijwa5ucokRu9a4pRJk6xbZluRl6fYrrVvb+71u307nQdWFBeT8DNajTBjwgTzwlaAPgsZGdpJw+HDSnS2dm3gvvvC/bpNIsdynz6Uo2w2ln37jO9TR46nTSNfZCOaNgX69DF/PgC52LRsad7xUCAQpARNmhj3fRIkN8ktjs1yGgGKLMkyCTS9OH7pJa3QNBLQZsVBO3eaN9fQL0/rHR3MeO+98I5vO3eSOOZ5z336uEsncBL9NIrgmkUyQyFtseGiRUpnP6P0FqvI8RNPWC/jH3ecefezRo2su6h5YdMmer0jYfFid1Z7aiQJGD+eJipnnWWe1uHEyi0rizyKzAotjdi4kQoRzWAM6N9f25JcLY6bNgXWrAkXwn6/YQFraOxYc1G6cKHWMk6zoUoc79lj3qRn+XLyebbi5pspV/qnn6wfJxAIkhpJoh+zEgZBcpLc4tjvt44QvfaasV2TXsQ2axaeFmDXBMQI9X5lGbjwQmfbGaURLF9OAiIzk0Tmzz+7F3BmIoNj5mhg5MesF2Znnqlsa/Qa83EbcdZZ4TZ5akaPNm/ru3kzcM895tt6oU8fpbmEV/797/D24W4IBoE5c6w71Tktypw61V0EPDeX0kLMyMmhsdWurbhMHDmiiONjjqE0IL2Vm98fnocMwHfzzeaTo0ceMS8kXbBAEdtWkz8nr9OCBTQ+4VYhEKQ8vJeRIHVIbnFcUhIecVWzdy/l7OqjVIEAWVFxevakltJqzNpH88YHRmRmKhf9ykolJ9MOvTguLwduuIEEQMOGdN+nnzpvB8z5/HPr+zMyaGlZD/dj9vmUvGy9ON65UxG/Rh63t91m7gQQDFpHQL/8kpbpjdi7V9tYJRq89Zb3dArOJ58AL7/sfftNm2gy9f335o9xEjkGyEead4h0QlmZ9ZUhPx+48kr6jHBRqo4c9+5Nk0Gj9uEjRoTdVLlggfGkLBgEvviC0jOMLO0+/FCZsDZrZl7s6kQcX3AB5SULn2OBIOX58EPRACTVcHAlrcEUFJD4Pess4/vr1AHuuIOWatWRykBAG6F75x1qPqDuzNaqlXH0cu5cEh49e4bfl52tLDunpQGPP+7seejFsc+n5Pc2bEi2Zl4aFowbB/zvf6Z3ywMHmu8zL4+iiTz/Ve+W8dxzFMWrV884Ar16NU0wTj01fN/33kuRVjPOOIN+jCgqMk+58Ip6laBNG2/7OHjQ/eSFEwrRa9iwIUWxS0uNI+sZGZQg53SfTvntN8plzsrSJt81aQKccAJdNRYsoMkQPwcmTlTE8LhxNKExEscGrcDTBgwIT+PghaAlJTRZAWh/u3aRewlAqxj8GAsWkJuM0WffiTguKqL3XESOBYKUZ+lSuqz075/okQjiRXKLYzMRwWnRgsSd/gIYCGjFqN6fFSChYiTs/vjDvJhI7YFcUEAi+v33zcfH6dBBGxHcsIGKr1q0oNbGmZnefI6feMLybum11ygS6CT9o3dvoHt35X91sVXDhuH5tm3bWr83VhQUAA8+SD96YiGO1U1APvjA2z6s0kjs2LmT3muARJ9ZIWW/fvTjBCMfYTMCAZoccnGqvn3XLhLM//sf2csNHEiC+fvvgR496LbPP6dovr6lOECFgY8+qrmJGXlY80LQDRsoCm1kaXf4sGIrZ1Vw6uSz4vfTey4ixwJBytOzp5gnpxrJnVZhJ45XrKCubsuXa5dpzz+fqtU5L7wAvPqqdtujR8MbgwDkiWwmjt98U3HPKC52ZuMGkLvAyJHK/99+q+RdXnQRiQYv4thIXKoInX9+uMuEGnVeZ2mp1js3PV0Rx/v2AUuWKPcFg/Tav/uu8fK4XbFgIGDeXjrWkeO8PG/7iKRD3h9/UKtwgM6fp54yftzy5SSenWBmlWZEZiZFms38lg8dojHedBMJY4BSlXgUt18/GnODBuH7/vRT7f9m/su8EJTfb2Rpd//9SsdJKyu3vDz7CV9GBvDww+QOIhAIUpry8vCeX4LkJrkjx1Y+xwcOKGkSfOmVR8J27aIKfV5AtXdveNOFnBzjbnhG+bWcAQMUQWzn5avmu+/okzljBv2/bZsSpX3jDRICjRsrrXOdEAxSG+bTT6f/+RK5CumNNyh9pHdv430MHUq50z4fiUd1VFEdOc7OpigioF0e56iXx2XZvkFF3boUyTSiTZvo22+pI8dvvOFtH5GI4549lTSdRo1IGPKGK+r3bcAAZx3dWrZ0L45LSuh855M0tTjlk9DHH6dVgjFj6GrCz+8DB0hI79pFucBq9O91SQnkzEwYTo/y8mg/W7YohaBqQiHl82Uljn//nSZvVikoGRlUsHvKKRS1FggEKUtZGZVq6EuPBMlLcotjWTa/sPFl2vXr6X/9Mq162dlMZHfrRn7IHC4UzfjtNxIZffu6E8ennUY/nG3bFGEwZoyzfahRC1T9xIDnbwJga9daj3HuXCXKq69WUEcJjxxRXAzslsfLy+0rH6zaCHfv7qwozQ2tW1OXt/JyYOZMcmZwS/PmykTELXfeCQwfTqkVVhOLr7+myKlBkZuG114zn8AZkZVFYjIvjyKpmzZpxSmfEEqSUgA7fTqtDGRmkhht3pwcVX75xXAi9jdmraMB2v/991M6Ei8EVaO2crNqH52dbX+OXHQRpWm4eZ0EAkFS0ry5eUNXQXKS3GkVfftScZcRfJmWo46ElZSQAOCYpSzoBZokUZTXjA0bgG++ob/diOMDB8h3lcMbgACUXjBjBnDLLVqhbgUXqBzGSLB89502xcGuvfXEiUpu9ssva/OK771XiThv2KCkpdgtj/v9wLJl9s+BMWOB/M479i4cbklLo9eltJTSQbzQsqV3K7fp08nbWf++6ScWmzY5K/qbOtXexk9N69ZkuSZJVFwHaMUpjxyrrdwOHyaRe+AAFU/u2gUMGaJ0VDRr4pKZiUre2MaIESOoRbZRIxR1h7ypU82bpfh89m3bW7Wi5+ClG6JAIEgqeENZu0VNQfKQ3OJ45UpyTTDDyK8XoAu5ujW0mROE/pPy+++Gvq1/o/Y57tjRuuuYmt9+o3zlJ54gUVJWRh3pgkES2Fu2UDTzuOOc7U8/MZBlKvAbOlQrXI4etRbwCxfSMjoQ7lbx5JPUQhgITzXJyyPxAYQvj+/dC1x/vf1zmDjRuNnKhRcCgwfbb+8GSSLx5yWvm7NnD3D77d62vfFGEuhWEzog/D0wY/p0yo13SlGR0pr8mGOoec2wYcr97dpRSkedOoo45q+VnaAfNkz5HAWDYCtW0DlglIsOkLA1+0ynpyuvxapVxtsDNFGzamoCUNOSq6/WWjoKBIKUJSeHYi/5+YkeiSAeJLc4PvVU6yQh7tfbuLE2EqZvAtKvnyKi1aiLzgDaj5XXi74JiCqFwZQDB2ifmzfTxfrWW0kYDxlCQtbnIyu3++9396nNywtvbKEXLmZNQDg33KBEKvUeu+PGKW4e+v1IErVTzswMXx5v2NDe/zkYpNzVZcvCRdT06TQpiiY+H0XWy8u9p2w0bWrflc2II0eUSQZA7xsv+NRPLJz4HAeDtArx22/mAlRPZqYi7Ddtolx1dQOc3FwqGFSLY46doOfvdVWqT/qYMUi/6irrCPOIEcYtpJcvVyZrHTtSxDsYpOfJf4JBZ5OcIUMo2i9K1AWClGfhQuDHH4HzzqO4zsKFiRtLfj418BUiPbYktzhes8a6aQJAYmPPHq3I0Ivjzp2N82D1XfJ+/VWpljdCvd+9e4EdO+yfgz7yxuFCtm1bEsdffeWu4EuSqJMcb9QAhAkX+aSTrIvbDh7URgrVwmzlSkV4GYnsW26htA390nd+vnWzDJ4vPWYM5eHqRdSePdHPOQaUSLVXsVRURILLLb/+CnTqpPwvSTThq1UrfGJhNz7+2v38MzW5sEtxUB+Tu2AMHEgTRfW5tno1pbJ07EhOL/p24WYrNAAVxR49+vd5Lhu5YeipXdv4szN1quJP/tdfNKHs1YueJ//p1YvSJezex4ceIkcYIY4FgpQmP5/KHNSZgJMmJUacLlxI4rx//8SL9GQnucUxLwByS0aGVhwvXUopE3ruvlubdrB0qXlrW4CiWjzq17YtVcLboY+8cbiQ5R7HXoRbXh6JeS6+dMIldOWVir+uEVlZinevfkn/55/J8YOjd9LYtMk4H7ygQMnLNoJPFsxEVHFx9K3cOH4/8I9/eNs2I8P9t2kwSHnckqSN8l53HaUF6CcWrVsbT6Q4dikOVvA0o7p1Kd9dLY779ycv8Lp16RxnTPu5M1uhAcgfOSvr7/Oc8eYkRlZtnJYtjcXxlCnKJGzlSmDtWuNzxeez/6xwC8hYTLQEAkGNYdOm8J5JlZU0944nXKSrvyITJdJTgeQWx2Vl3hpNZGVpK+bHjzfO583I0IoEK49jgOzMpk2jv595xrktmDryxp+PWshOm+Y9qilJlNOanh4mXHzXXqtthqInK0t5/ldfre0YqLZyGzeO7lfTqhV9svXY5TnzyYKZiIqFzzFAIqluXWp77XV7M/cEI3iU9777yGdbHeWtV8/4OZ5zDkV2zbBLcbCCR4I//jjclu7hh4Fnn6X3+7PPaMJ1113a7Y1WaADKu+dNP/LyIDdvTn8bWbVxzMTxm28q9m0+n/L89OeKk/QTXmMgCvIEgpSmffvwr0ifDzj22PiOo7qI9FQhucWxXRMQM/Qd3SZMME7P2L1bG2G26o4HUJ7n1Kn0txu3CnXkbcqU8AjciSdqW/e6JS+PhJdOjFQuWKDkcBqhjhz/+KN2CsvzsYNBSqG45x5t9PPQIRIzepy8Lrx1NRAuomIljnNyKBrqpFjQiGCQvJLVua9W8CgvF2fqKO++fYoFoZonn7TvuGiV4mBHaSlFrfXi+OhREpvZ2dT2m/92wt69ymdIkhDKy4NslDKixkwcL1qkXD24z7FRjvYDD1ABoRUZGcD8+c6eg0AgSFpyc6mHEXdp9fnoq9bOcTTaVBeRnioIcWxERYXWScIsKtuzp1aI7d5NhVdmdOigFGW5EceAEnmbMyc8AvfJJ5Si4WZ/avRpJFWk5eVZRzsHDqQ8U4C+KdTL834/RRB79aL0iRkztNHPI0eo9FePnX0cQN8Qc+eSAJo2TfuNcfXVsWnakJ1N9mdeBBOPAu/cqc19tcr1tbK8a9fOOL1j0iSti4TZfs1SHOz4+mua6Dz8MHD88crt6s/ZGWfQ+emk0A8IK2qVu3ZF5axZ1qL95JOpMkaPkc+xJFHKR3a28nwXLQK2brUel9/vfSIkEAiSigkTqL3ApEnA7Nn0f7zhIp2TKJGeKiS3OG7WLLwjlxN8PrJN45iJ48ce0/aUrFPH2oFi/35ymwAowulVzOqZNIlEs9eIaSCgtawKBsGWLV+CxQkAACAASURBVAP75Rd6fmZCp0sXpcuYvhiwZUuKfJpFP9VpF2oaNAh30TAiLy9cGAPk1u5lQmTHW29RtJt3KXSDVRTYirw85THqKO/atcbC7dFHw9sxm+3XKMXBilNOoZWP9u0p31m9lqefhG7e7MyrGqDPldqSz6rDJKdRI2MbP7U4rlVLSY3IzKQx8uc7cKD1JBag4kmr3HeBQJBS5OZSBuIXXyRuDAMHUkxu3DiK0yRCpKcKyS2OL7nEWTtdPYxRrienrMxYHOvdKt5/3zoSFwpR9A1wHzm2YsYMxWrMC2lpimsFt9QaPhwsP986yrlmDTkVABSNUy/1n3UWOSKYRT/9fuPx9u8PjB3rbNxDhwIffaS9bdmy2OSJvv46TRL++MP9tnaNT6y2e+658CivWSvq/HzFrSHaLFpEftrt21MBp7qJiFocSxKtGKhdUKzQTZJC55yD0PDh1tswBvz0U/jt6iYgY8ZQCghA6Szqcy0YtH+djh71Zr0nEAiSlvbtKcZlZUoVS5YuJSfLiy6yrv0XRE5yi+N771XEqFvU+bBmTUDU4rioCPjXv6z3qbZyu+027dJ0JDRsSJFuozE6gTHFG9iNpdaAAUoBmL7IadkyimT+85/KuNTRT71HNGfRIueFiqedBtxxh/a2q65ytq1b+valqHYked08Wukm13fevPAor5k4jsRqzo5//5v8tY89lo6tvjpceKHSDrp2bWqi41Qc/+tfGrtA9scfzgT+6NFK8R2nc2dFHH/2GfkxA+GNPF580dgnWY9RTrxAIEhphg2jGulEeA0vXarEq1atiu+xU43kFsc336y0MI50Pzx9QI1aHNeqRZ8YKwIBRdT88IP3SK+ehg2dd9szgxdQubHUevttYNYs+ltv5TZoEHDtteRuMGSIcaMVo/SJ8eOtG7eo8fmAd98F/vtfpdDNiT2eF3bvpi6CXsWnJJHQbdTIXa6vkYgzE8dOXBi8sngxCeK2banZhroxCaBEjuvUoSuGU3F84onadCDGnEX+r7wyvChPXUR7+unkuQzQxEY9HieTiHr1hMexQCAIo04dqouPt9dwRQWwbh3QvTtJD7/f2kxKEBnJLY7nzgU2bIh8P6WlSqmqGi6Og0ESaDfeaO1EoI6W1q8fPSFj5SjhlEceUf7Oy0OIC1erKKfe51j9fL7/niLHb75Jkwuj6Oczz4Tv8/HHnXe4O3CACsSuvFIpdNu2zb6phRc+/5ym6pEIpsOHKU/aadRYnSagxkocx0rQ3XYb8OCDJIL1x9+2TTkPHnyQrhjcks2O5csp0lyFXLu2s86RRo4VI0Yof//6q5L3PGKEtvbAaSfBaE1eBQJBUpCfT1/hifAaLiigkqWCAvr/7ruVTD1B9ElucfzLL+66xqmRJOXM27kz3GAwGKT727Wj5f0rr6QMeascXcaoch6gaZ9d4ZFToiGO1S4MkoTKWbMg169vHeVU+xzLslZwFBZSAddJJyltpNXIMnW407Npk6FzhiH16tHrry50y8hw1tTCLdnZ9DoPHux9H23bGjeTMaOwkI6rp3ZtpWOdmkGDSJjGglWraB0R0L7vAFWI8NSIffuAs89WznM7xo/XeBH5Hn8czInThZE4fu895e8dO5R1x+nTyT2f4yRyLPyNBQKBjkR5DS9cSD2eLrpIiVafdhrVDItW0rEhucWxVys3gKyyeE5j795aIcutuc47j9oKq3Nn7ZwIuNvBdde5awphRjBI42HMmX+uGa++qpmGymedhdAVV1hHOdWR4+efJyHMx7RmDX1y27enbnl6GAOWLAm/3a3/s77QrU0bd/ZkTsnJIaHao4f3fbRpY28hpubIEeP0BJ+PHCv09Oxp7bPtlWCQJix//knn2J49WnF85ZWUcgLQBGnOHOC775zt+z//0TpblJU5mzQaieMrr1T+VjddeeopOo/5Va1xY/tjiM54AoFAh5HXsCTFrikrYN6+et48+loTraRjgxDHZjz+uBJdOv987RKrvoWxGjsngksvVcbmtYCOw0X6yJH0yXHin2tGerq2wCkQQKWdbVlmpiKO586lTzEf09Sp5GQxcqT5mIx8aLz4P/OWyB06kGiKBdnZwLffAitWeN9HixbGzSvMyMmhvG0jjLygX3kl+iEE/n6uWkXR6rPOIqNP/r4D2s9Zbi5NAI1WC4zQu5aUlDj7zBqJY7XHks+nnM89e1IKD1+RWLxYUwQYRjBIpeBnnBHZhFMgECQV+oYgAF3ye/aMnTg1i1bfcUe4YBYR5OghxLEZl16qtLXVW7npWxgDihO3nRPBK68of0e6dKsX6U79c43IyNBW9W/fjrSRI623adVK6fh30UVUbObG09fIR9atOJYkynNNTwe6daNofiwETYMGtJrg1GbOiPR0Omf033RmyLLSZEWPkX/35MnRb5fE30+OJFH45O67ldvUn7P33iMxvWePs/3rXEuYE59jgBqB6J1K1PAOeUeP0vjuvluZUIwfTykrRvDJwBVXkJ9zJBNOgUCQdEyYQJcudfwrluJU/fXLkSTRSjrWJLc4HjrUedW8nmefVXJ5ZTk8Eqxvwzt/vrOuY//8p3NxZIdepDv1zzVCbTMHOGvGkJ5ORWYAFVYVF3v39OWcfbbWQ9cJZ5xB+3/zTfqGioWg6d+fJkD33x/Zft56y/lj9+6lttxGqHNoOWPGRKcAVQ1/PzmhEKUSPfywcptaHHO3CqfoI8elpZCdTGg3bgRmztS241ZPNuvXp0nZn3/S36NH0zYA8PTT5uug0ZxwCgSCpKSwMD7iND+fFux69dK2r773XtFKOtYktzj+97+9i+NbbrEuntK34T3vPGddxw4epEhZtAp+9CLdTdczNaedphkTKymBbCeOZVkpnX3pJcWfNpIxDR3qvv2zUWFetAXN5s3ATTdFnou6cyc103BCixb0WhphVKZcWhqbXFn9+3n55Up6ED+uWhwDlBLiBJ04rnj+ecrNtoJHd59+WtuOW53D3707cMMNijjOzlZsF2fNMi/zjuaEUyAQJCVGucfRFqcLF9Li7Ny5VMIxZw4V323bRpcidXqHJIlW0tEmub/xp00LbwDglO3bqV2wFV7a8GZmUlR2zRpv49KjF+leL+L330+pAxwnkeNAgEQ1oLXHimRM993n/j2LNFrthDZtyPUgUqu0Ro2cV2+8/rrWRUSNOqeWU14eG3Gsfz8PH9Y2yHjlFeVc4eLYaWrMyJFAv37KodS5wWaYpe6oJxK//ELv18GDijjmqRTvvms9OY3WhFMgECQl+txjny+64pQX4ann6LfcQuKbH2PCBBLK99xDC65t24qc42iS3OL4qae826Wp0wzefz96YwoEKJqlztmMFC8iXc+UKdqIptPcT56XrBdmTsbEmzSomTfPuNjMjlgLmuJimrpHKo6bNnXegtrMrQJQJllqYulzrH4/CwupAQzn009JbAaD5FIPkAOFk7zvUEhT3CcPGGBfJ2A2GZo9W3lMt2501WjbFrj4Yq04BqzFcbQmnAKBIGnh4vSzz0i4RqPfGMepZVxuLmV/LlkiXCuiTXJ/659xhvdt1eL4gw+iMx6+31CIWu5WJ+bNo+hbFXLXrghNnOh8ey/CbMqU8OVtr1ZpsRY0kkQ5wJGKzx07tPm6Vhw5Yp6eYNQIJFaRY7tjt2ihpDpwdw2ned+FhRrRyjZscPbe5eUpEXg+GeJdHgGa6N1xB52XzZtru1k6SWmKxoRTIBAkNbm5tPB17bX0tRgtz2GnaRv5+VQ7zBGuFdEjucVxJL0V1eK4U6fojAegtRJJqn72UHPn0lI0p7jYWfsd/pi2bd0Lxxtu0HpEA96btgCxFTRZWSSqzjwzsv20bat4HQeDSkGZkcOGlTj+8ENtGgxAaQTxKBzTi2O/33shW+vWmrVI35w5zsSrJJGTR4MGymTotdeU+0tKKIq9cyf9jBoV3dCOQCAQVLFkCWXeuY3e5ucbC+rcXIpX2aVtJKopSSqQ3OI4EgYMoIgYEN02sscdRxZxr74avX1Ggx07tJOJ4mL7nGs1//ufOws2gL5B+BI6F4qFhdXTW5YxmghEGjmuX59eZx5p5QVlRpFWK3G8aBGwe7f2tvT0xESOJ0/2Xsj24YfkDKPGabFqbi55KvHJkLp7Ic/J7tyZViMyMpT0jUgnOAKBQFCFWZMOu+gtL7jTC+r8fOCNN+jyy9M2tm0zbgsQj8LAVEWIYzP69KEzVpYVL99o8PnnVOznVkjGmowMbQ5rw4aQO3Sw387no6lqXp77jn8jR9JEQS0Ud+6s3t6yf/0V2faM0XufkWEfab3mGvLzNWLAgPCo7Pr10em6aEdGBk3y9HjJ+9a5VchuXFyys7XPV3014j7Ht95Kpd5Hjijn02OPOT9GDYMxNoMxtooxVswYMzxZGWMtGWNLGGNFjLH9jLFHGGMRdiQSCFITL9Fbo4K7SZOABx4g2TF6NJnqLF1KaRtmhX6xLgxMZYQ4NmPpUuqIVl4e3SKnCy+k6GF1E8eBgMYlQnrzTUhqRwIzPvyQhN0772jbBjnh8GE6Zk3xlh05ktIAIqVDByrKmzXLOtK6aZN5FHXHDirsVDNkSORdF53AGPDCC/S3OvXGS963vgmIk1Qezosvmqc88cgxd6to00axiBsxwvkxah5+AK8DWGB0J2PMB+ADALUA9AEwFsBIAA/Ga4ACQTLhJXprJqinTVNul2VnEWheGHjGGVQHbRRhFrgnucXxrbd63/b886lhR3l5dAXHjBmUoBTLZuxe0EeOjx515laxdClF5a65xv0x/X4SRjXFW7Z1a2Dlysj2EQySe8LWrcDLLyuTJLNIq5k4fucd4NdftbcNG+YsTzwacIGpnzy6zfvm50AVMm+844QHHwR++834vjp1yN+Ii+OfflKambz3nvNj1DBkWZ4ly/I8AL+YPGQQgC4AxsmyvEaW5U8A3AhgImPMoym8QJC68Ogtv1w5id4aCepIut7l5gInnBCfhcNUIaYJioyxGQDOBnACgDJZluMXCgyF6Az0ynPPUY7ihRdGN3IcCFAykV2jg3jTqxeJCE5pqTNx3LUrvT6ffur+mOnpypJ6Xh7lh27YUD29ZYNBEmN+P337NWlC30Zu4Okj6klIerq2qExN48bmkygjtwqjTo6xggvMSFq0A+FNQFascL6tVZOfunWBCy6gfOb69clphLtVjByp9WlOLXoBWCfLcoHqtqUAMgD0APCZfgPGWEbV/ZwcACgsLITk4nwrVln2CbwhXkP3xOM1GzMG6NBBwhtvpOGqq8rRvLls2qEeoK+nRx5JwzXXZABg8PlkzJ5dilmzMhAKKQERn09G06bFKCy0D3o0aJCOrVtlFBZW2D7WLcl03hVavTEqYn0ltVziiymVlYCbC60en4+Kw8rLI7v46wkEKJ/5xhujt89o0Lu3ZomalZRAduI3XFHh3WFCHTWUJIr05+RUP29ZLmoB8jr2mhNtlD7SoQNNDPr2DX+8ugudHiNxHE/42HJygFWrvO+nd29lhaesDD6jtthmfPmlds1xyhTl70OHKFJ89Ci9VtznuLLSPNqcGhwDYI/6BlmW/wRQVnWfEbcAOKT6EUZRAoGOE08MYfJkEsZO+Pe/K9CmjYwlS45iypQyTJ5cgUceKYUk0fY+n4z580sd769ZMxkFBVHqvCuIbeRYluVZAMAYuziWxzHE56OEHa9wK7dGjahcNFoEAuTsUFlZvbyOV6ygyCOP2JaUOJsUPP00cN113o556aUUgeWMGkWFZurbqgNc1K5fT/97zYnm6SO8cQpPHzn3XON0iFDIPI870eJ49WqaOB46RGuK06d728/+/cD339N7n56Oyvvvd77tp5/Se9CuHb1+PXsq99WrR15IvCkJbx8d7RqCOMAYmw1gls3DTpFl+UeHuzS62jKT2wFgDoCHVP/nAMjPzs5Gdna2w0MqeNlGoEW8hu6Jx2s2eTLwzDPOHltZCTz6KHD22Zm4807g8OEMtGpFi5QHDgDHHsuQm+u8idngwcC+fUB2dhSDeTqS4bwL6XNXTIiD75NzzJbvysrKUKb3w7WgrKwMbPdupE2ciIqlS72NxeeDVFSEyp07IT33HEI33+xpP3qktDRg8GCEzjsv3OM3kZx1Fv2uGlPZddcBmZmQbcbo8/sROnQIabKMcrfPh1vlVW3H/u//4LvrLlS8/LK7/cQBNmsW0seMoX9CIZTPmgVZ177Z0Tk6dCjSOneGtGEDQl26oGLIEGDDBvhuuw2VL72keWh6KGT6mkr16tFQVPenyTIq4nROpQUCqDh0iCZ7o0Z5P5czMsBataLz7PBhyM88g3LeSMQGnyQhdPQobSvL8C1ejMq77qI7jxxB2ujRCF1wAUIdOgB+P9KOHEFFURHS0tLi8jq5+c6y4TEAr9g8ZpvDfe0GcJr6BsZYPQDp0EWUObIslwIoVT3e4aEEgtTCqTAGqDSjVSv6e+RI2tbnI/v2fv3cH7txY2DXLvfbCYypRmvXAKK5fFdaGlkhXSBAkbl69RAaN877fnSEhg8HysrAvvsuavuMBuzttyE9qBSs+778EsxJ2kBWFlBcjNDQoa6PKf3wA011OaWlkKOZwhJF5BEjEOrcGQAQ6tIF8vDh3nYkSai8/XbIjRqh8vbbKZrcti2kn3/W+mnbFNaFJkxAiIv1KipesdNPUYRHrv/6C+ynnyLb1+HD9PvQIfjc5K6npWles0p1Aa4kAQcOQOarENnZqHjxxRoZOZZleb8syxttfkrs9wQA+AbAcYyxpqrbBoHE7+qoD14gSCGGDSMjIif89ZdiVR8KkXnRrbdSdqOXFtCVlcDPP7vfTmCM68hxDJb41Bgu3/n9fvjdCl1ZhpSZ6X47zkknAfXrw1dUBPzwAy2rRwPGKE2jTZv42G45JT0dKCr6e0zlHTtCrl/f/vXLyYGvogK491743IqO0aPpuPwYoRCQmQlfdXpd1NxzDzBpEqR77oHfoljR9jUbPRoYPRp/v1rBINCyJfwLFgDdulFaSceOgNX5+9FHVGQ2frxy2zffAMcf7+opeSYrC/7KSrKTW7IEGDvW234OHAAWLKB0mlAIoUAAjj/vgQB8AJ0/paXAP/4BrFlD98kyUFgIqVkz5fz66CPgssuAiy/2/r3ggngcQw9jrCWA+gBaAvAxxnjV6GZZlgsBLAOwHsALjLGbqh77AICnZVk+HPcBCwRJRJ06JI6bNrV/bHY2lVzk55OJFYd7Hg8e7M6vuFYtZQFYEDleIsePAehs87POy2BkWS6VZfkw/wFwxMt+AICVlUVWSJeVRdGxP/6IrvVTeTkJiurmc5yRofE5xl9/OSuKy8mh7XRRTEfMnKktmnTqkJEoYtGemhf7rVgB3HSTUuxXXEwNY8wYMIDcGNTE0/l9xAj6fETqVqF2LCkpgezm/W/VSnGrCIW056vPR3Z5C1S1wF27klA++2zv463+3AFgDYDbAWRX/b0GwMkAIMtyJchBqATA1wBeA/AOgCh2OhIIUpOmTYGCAvvHAcANNwBbtkS3BfTZZws7t2jhWhxHeYkvdkR60S4spAKssrLoLsMecwxd0KubOOYFiFX45s3TtpM24+abKWr41lvuj6lrAOG4CDCZMGuAUlpKhZtmbNwIvP229rZ4vnbjxpFFWjSt3NxOjiZNot6rgLE4BrT2hCUlNDF1kxhYw5Bl+WJZlpnBz+eqx+yQZXmYLMtZsiw3kGX52qq8YoFAEAFNmzpPq9iyhb7qo9kCunFjbaaiwDsxzTmualN6AlRLfFU/MS95lNu3915BD9DS9oAB0W8C8sMPwMcfVz9xrI8cl5RQZNCOpUtJpHnIOdZ73OL007V2XKmAWQOUunWBM880327vXuDrr7W3XX997Map5/HHqQlJNCLHfIKUmQnZqC21Gc88Q81QAAqXqK8wjNE5qRbHt91G654zZ3ofr0AgEJjgVBzLsnKJjWYL6GbNRFFetIh1QZ7lEl9MOXSIBIRXCgoonzPakWMeGWvUKHr7jAYdOmit5ZxG8Xr1It9mp2tJanTd0bBrF7Bzp/v91HTy8oAuXejvzp0pbWP/fqVawwi9lVu8OuNxpk0DjjuO3sNI0jn8fqULYNeuCLmZHF12Gb12gLHtXZ06WnGcnU22cV7zowUCgcCCvn2pKM+OggISshzeAvqzz+i31xbQzZp5uxQLwompOHayxBdTImkkEQgoArFly+iNKRAALrpI8XCpLtSqRWKCU1LiTBzv3EnNGNI8uALqI8e8WUOqIUnU+KRuXYpqShKVHX/wgfk23E2FU1np7T3wyt130wpIv37A1AjSVRs2BJYvp7+/+ALSQw9ZP17NkiXKa1SrFqD3SH7ttXBxfPCgeUtugUAgiIAGDZzZz2/aFN7ANzeXvk4jiTU0by7EcbSoVj7HUSUjQzs1cwvPwe3VS+mOFg0CAeCFF4CHHiJhUF0oKgJ++knbEtnJcvn27SSSvETXx4zRbscYFfilInl5VDDGU1mOHDFvjQzQ49RtqMvL4yuOKypodWbJEopwT5zobT9lZcB//gM8/DDwj38g5Oazlp9P4wBocnBEV7+7ezfldHNyckgcV1c3FIFAUKMJhahUqXdv68edfjrQvXv0j3/RRWLuHy2qm89x1JBWrgQWL/a+Ay6OV6wA5s+P3sACAar0r07CGKAp74gRf/9b8e23ziLvWVnkU+tFmBUWaov+liwhoZ2qfPCBEgk9csR6olCvHqU1cCoq4uvfy9M6hg3zvgYI0Jh55HnpUkgvvuh827Q0RRyHQuHtvBs10ibg1a1Lgr6G+RwLBIKaQa1aVKpkx9tvx6ZwrrRUWYgTREbSiuOoFQoNGBDdQqc2bahi3mELw7hx4AD571bhc9ilDFlZlO/qpVV3KKT1nYn0PavptGih5FzbieOmTYHZs5X/s7OBr76K6fA0cHG8dCnwySfe98MYpT8AJGTd1AmobeDS0oAePZT7gkGaiK5dS2MMBqnq5cQThTgWCAQxY9gw68t7fj5d6mLRpDMrC2jdOvr7TUWEODaDMeCVV8hr9s03ozYslJZSjm4k+dCxICNDs0xfOW2as+2ysuhT3rOn+2M2aaLNCa3uPsexRi2OfT7ros0jR4B//Uv5//Bh4N57Yzs+NZmZ5MW8YQOl1kQCt1ZzmufOUYvj/fuBa66hv7l3dEkJrYZw7+innqL7Lr00svEKBAKBCQ0b0teREQsXUrnR+PGUVuGlE54VdeqQFb8gcqqZQosiZWWR5xb+8APw++/0Ew2CQaWxA49mVRd4AWIV0uuvO9uuTh368TKB+OQTbepLKvocq2nRAtixg/6ePNm62UhODvDSS8r/WVnhTUFiSZ8+VD0SzWi/2/f/2GOV1BK1zzH3juZw7+hzz6UrUnWzURQIBEmDmZ1bfj5w+eVa185Jk+j2aPKf/0R3f6lK8orjaFy069ePnpUbj2ZxnxcezdLnSSYK3oIXoNbbixY5265FC+DZZ6ndj5djqteWUj2tokkTJRHtnnvIscIKdVdC3uY8XjRqRDm8bqO9VrjdV48eSr9Utc8x947mcO/orVtpcpqKdoECgSAumInjaHbCs0LfskDgjaQVx6HLL6cuXpFQrx4t20ZDHJt1QqtbN/J9RwN1iaubqHthIYkUL96xenF8zz3AkCHu95MsSJKymjBliuJ9bMYvvyh/HzigjSTHmoICEu/RnNCcdBLkzp2dP37VKuDpp+lvvc+x2ju6a1eKwm/YQCaip5wSnfEKBAKBjmbNjMVxNDvh2R1f2LlFTtKKY7ZiBV0MI+Gqq+jiHw3rJ7NOaNUp95i3K3YTwcvOJms6L24V6pxRgFIstmxxv59kYs4cEroLFpCzghOCQXKPP3Agfuk6nTpRsWrnzrR6EAldu9LvXr3cieO+fZU8Y337aO4d3bgx/ZYkOldffRV47LHIxisQCAQmTJhAGVx6cnOBG29U4lCRdMKzok4d4P33o5+ukWpUI2UWXeRu3SK/aPv9VPqpd+v2ilE0qzrBl/Gdto7mXHaZ9yYg6sjxgAGReVMnA+PHk7/xO+84czTh6ToTJ1IkNV7pOj/9RC4uF10EnHRSZPvi+e0vvwy2bp3z7VatUlpBt2xJBXdq8vKoOoV/znJyyClGuFUIBIIYUVREDrB68vNpAfnZZyPvhGfGwoU0/7/uOir8u/9+OpYQyu5JWnHMdu501qrGikAAOPNM4IwzojMoo2hWdYIXKskyZLslfTXffedNHPfpQ68DZ82ayN+zms7WrcD//Z99ExBO3bqUrsPDEfFK18nKIreK2bNJKEfC8OFkB3jFFZBPdtFZvqJCydH+8097g8/sbCGOBQJBTMnJoa9HtSjlLhXTp5Mg3rIl+hFjXvAny/R/KETFef3707Gj7YyR7FQzdRY9pDfeoAz4SAgEgEceiczHVY8+mlWd4FHbY45B5bx57rb1Io537wbefVf5f9EibVOQVGT9emDlSoqo2+XyXnYZieI779R+I8YjXYf7HN9+e+SR4yVL6HlceSXYmjXOt0tLU9JyMjMpxcOKhg0pdCPEsUAgiBFvvAGcfbYiSu+/Pz4uFUYFf5xYHTOZSVpxHJVCoUAAuOQSYNCg6IypunPFFVQ+u3EjfLfc4ny7Y44BnDYNUVOvnrZxQ6q7VQBar2M7LriARHEi0nW4OJ4yJfJy6ylTKJXnzz/dTbLUOesVFbSeaUXHjsCsWaJ9tEAgiAn5+XQZVccqbr45Pi4VRgV/Xo6Zny9SMYBkFsdOIm92vPMOOQCsXBmdMVV3uAdMp06onDPH+Xbl5d68YyortUIwmrZgNRUujvv0sX/s/PnkFiJJwODBlIYRr3QdLo63bFGuBF759ls6f0pLIbv5zKanK+2jd+wA/vtf68cfPAh89BFw/vnexyoQCAQmGEVv9bXCQGxcKnJzqexCbdrj0zQHoQAAIABJREFU9JhcED/wAEW7RSpGMovjaEQhn3sO+Oab2PR5rI4EAiRQ166F9OSTzrcbNsxbo/h9+8iVgSMix4o4dvL633svlSYDwIMPkviLV7pOnTqUchSNroZ+P02w3E6OmjdXLASNrkB66tcHZswQPkcCgSAmmNm1qWNNsXKpACifeds2Err336+MxeqYPB+6f3/gpptin/5RU0hecZyVFXknrMGDqbApVXIUeeS4oADMjaXavfcCJ5zg/nh6K7fGjUXkuH59OufUraHNuPBCYONG+vuJJ+Jrg+fz0bGjMaFJT6cJqNsOeTk5QIcO9LcTcQzQGmd2trdxCgQCgQU8equ3axs7lur6Y+VSoR9Dv37A1KnU3Dc3l34bHVPftU9PLNI/agoeqqhqBpVPPQVfpLmFmzdTlClVchR55NhtBK9XL3L1ePZZd8fTW7m9/ba77ZMRxoAPPnD+2OJi+nv5cuCf/4zduIyQpOiIYx45vuEGJRLuhMOHKU2iY0fn4vjLL8XqhEAgiBkTJpDoLC+n/OPcXOCLL6heuF+/+I6lZUtqpGr2tWpVxAfEJv2jppC0kWPfjTdG7nzw4YfUhSxVIsevvUbrKyUlkN34HD/4IC1xu0UvjkeNcr+PZKR/f+DSS+0fx/N+AXJAadIktuPS06YNFaxGukIzaBBNxho0cDcRbdiQwh4cpxO6775zNz6BQCBwwaxZwF13KWkM27bR12UieOAB869oqyK+WKZ/1ASSVhxXzppFbgiREAgAQ4emztnx8suU7+p2efuaa7x1I8zI0H5q49n+uLoSDAIjRgC7dtl3uwsEFHH811/uoq7R4JJLSMhHOnm86iqgUSOK6rph717ySAaoJbTTPHkvtoMCgUDgkPx8QG34NGoUcOWViRnL8uXmX41GaSATJ1KHv1inf1R3klYcSwsWKJXsXgkEaMk2UpFdU/jHPyh616YN5OOPd77doUPK8r4batemZXHObbe530cywbvdTZkCLFtm3+0uM5MmMtwtgn/DxZPHH498H7ffTilMF1/szmlD7XP8f/8HPPqos+0i/V4QCAQCC5o2pYYfnNde83aJjAYDBwJXX21+/4QJwFtv0aV42zaKdfn9qRMTNCN5xfHrr0cuFgIBimb++Wd0BlXd2bmThFivXpDdJEfpC+ucEgpp0weWLHG/j2SiXj3qdsex63Z3wQXA8ceT2DvvvPiMUY3PB9x3X+T7uftuKqzr39/ddurzrl07ej2s4FH4n3+2j8oLBAKBR/hXI49bnHSSs4ansWLgQPPc4ooKkkpnnUWCuEkTWpRLdZJWHKOiIvLl08aNqf9ivHM5E8V771F6xCuvgNm14uUEg1SGe/zx7gUHY+Q3IyAkibrbcey63fE0Ckmi6Gu8ycwkURop06cDP/7o3i9ZLY537QK++sr8sTwqD9BrZReVFwgEggj4/HNg/376e/16oFatxI2FMWDxYkr30Df54EZBnAYNvDmzJhvJK46ByCPHl1xCDgy7d0dnPNWdQIDcB8aPhzxkiP3jueB4/33goYfcCw7GFJ9jWU5MWkB1w023u127qBBv/Xqq/og3WVnRWSs8dIiambglLU1Jkdi+HVixwvyxPCrPzzG7qLxAIBBEQLt25K5ZVqb1OY43CxcCn3xCcqZlS/pRN/k4eBDo21d5fFoaRZpTnaQVxyzSrl0AWWp99lnquFVwn+O77wb7/HP7x0dDcPAivPLy1HmdrZAkSjNo3Ni+290JJ5DPTrduwOzZcRvi37z7LjlGRAr3Ofay3WOP0d92Vm48Kq/u62oVlRcIBIII4OJ4504SpImA+xjzrz1Z1n4FTppEcS395f7++yNvfFrTSdorQ+i00yLfyeDBQI8eqedzvHu3tfkhJ5qCo7Iy/j691ZW8PIoI23W7e+cdapn83HOJcfp45RUaZ6Skp1ME2m0aFGNKcpwTn2M3UXmBQCCIAC6Of/8daN06MWOw8zGurKSMtm7dtLdPnEgGSKlM0orjyqeeinwnv/wCrF6dOhHNBg3ouZaUUD6pE6IlODIzyZBR4Bw+mdm6NTGNLU47jSzYIsXvp2/pF15wv+2hQ/S7stJeHLuJygsEAkEEdO9O5UqJ9Di28jEGqHBwzx6l0Sjn2WdTx6TLjKS9OqRFo3qfR6VSJXJ8+eXU5/LoUecNFaIlOPbsAS67zNu2qQpvApKIBiAAVW3MmBH5foYMofScX391v22PHvQ7J8fZ2qXTqLxAIBBEQNeuZJN25AiJ1ETAfYx9PvqfMeUSLUnkfhkIhEucOXPc284nG0nrhl/x1luIWNIGAnRW8zMr2Xn/fVpLKSmB7KZ9dF4e/Xjh5JPpd5MmwDPPeNtHqsLF8e7dwDHHxP/4r70WneMeeyzlHP/xh/ttx46lgsQ+fehHIBAIqgmjRlH2WyKZMIEyRDdvVlpBv/gisHYt1c+vXBm+TWUl5UqnMskZOS4thW/SpMj3EwikVuLNoEHA+ecD48bFT2wtXky/N28m2zyBc9TiOBGR4/R04LffIt/PTz+RhWDTpu635cWgK1YA8+ZFPhaBQCCIEu+8A/z730BRUWLHkZsL9OtHv3NzgRtvBNasIXu5Sy5RbN04jRsLr+PkFMclJWBe2hnrCQRSy/Bv3TqKHnfoAGRnx+eYI0eSU8Xhw0BBQXyOmSx07w7ceiu1NIrX+6Wmdm3g1FMj38+gQSTu777b+z4GDKDOggKBQFBNmDiRFrSqm516WhpZuXXoQFFlbuvGEeI4WcVxaWl08oTr1wfGj498PzWFggLg22/JokvtCh5L3nxTKQJMRFFZTaa0lEqNjzsuMR7RBQXA1KmR7+fpp4H5853nuRvx1Ve0VigQCATVgIUL6WfSJHKrUIvPRJOfD6j7fHFbNx5BFuJYiGNrWrQAvvsu8v3UFDIySKRed138IpHXXktR49JSIY7dkp5OhWgff5yY40er5ZPfT1UrkYjjggJKzREIBIIEo/cX1ovPRGNk8VZZqXyFtm8PDBsW/3FVJ5JXHEcqtIJB4PXXgY0b3bdFrqnwDnmnnho/B/B16yhvtrQ0MnGUimRkkEC+/vr4HzsYpDW5QYMi/3ykp9MEyctn9pNP6LcTKzeBQCCIA3biM9EYWbz5fErBXsOGyt+pSnJeTXJyEBoxwvv2vC3y+efT/27bItdUeORYluMnNNLTKee4dWsSWgLnlJRQrm00UhvcwD8fN9wALFsW+ecjPd175Pill6iFtJMmIAKBQBAH7MRnotFbvPl8wJNP0u2cRPSVqk4k59WkXj2Ezj03ou3Rtq3WENBtW+SaSMOGSkOPeOH3k41Xs2bRKe5KJXijlng7VUSjbbgavx8480xvBXk9e9I4hDgWCATVBCfiM9FMmEANSj77jH5PmKDcx1h0LOxrMsl5Ndm6FVIknrm8LTJfF4mkLXJNom1bYNq0+BZ3cXG8Zg3ZcQmcwzs3xlscR7NtOAD07g107KikSLjhzz8pctymTXgPVIFAIEgQVuKzuqC2eNPTrx9QWBjvEVUfkrMJSKdOCHXqFNk+eFvk9esja4tckygoAGbPju8xhw4lS7BI369UJhENQKL5+QiFqA119+7ut507l1I6evaMX568QCAQOID7CtdEuGNFIlxCqwNJGQpln30G3623RraTaLVFrkk0a0ZrQU8+Gb9jjhlDwujxx+N73GSAF8Ft2xb/otFofj7KyqgJiBfvIJ6z/sEHwKuveh+DQCAQCP4m1e3ckjNyXFREpaGREklb5JrIkSNkrRbP5/zEE+QZc/Qo+UoLnMGL4gAqjAOooG3Xrvi9jtH6fDRsSL1Kf/iBotBuSE+ntIpUWNkRCASCOGEnjvPzyZWjffuaGx23IvnCocEg2I8/kkhIFQu2aJGWRq1849nrcto0EkTC59gdvCiOU5OLRtetoyYgXt7/tDSKHL/4IvD881EfmkAgEKQiTZqYi+OFC6mrXv/+4d31koXkihxXRdPSeHe3V1+NfzStJpORQRHcE0+M3zFnzAAGDhQ+x27hRXEjR9L/NblolDfs8fL+165Nq0SHDoUbiwoEAoHAE6NHG9/OG5yo/QomTaI21MkUQa6BV1ILqqJpcrQsplINSaKivBtvjN8xy8qA4mLRPtoLvCgOqNlFo5GI45dfJvPQUEjxTRIIBAJBRKSlAVu2hN9e3RucRIvkEsdV0TQWLYupVKSkJL4R3PR0EshjxwInnRS/4yYDyVI0yi3patd2v+3cufStLHyOBQKBIGoUFACrV4e3vK7uDU6iRfJdTfLyEOrcmf6uydG0RDF2rNJcIh5wn2NARI69kJcH7NlTs89zvx84+2xqBOKWyy4DWrYU4lggEAiixMKF1JNr6lTKKV60SJuB26mTtkfanDkUUdYL6ZpM8l1NJAmVt98OuVGjmh1NSxSjRsU3cuz3U0HV9u3xLQQUVB9atKD24evWud92xQqqKejdW3RYFAgEgggxyim+/voM7NrF/i7EW7+ebOWnTgVuvpnq6pOtOC+5CvKqkM85B+XnnAM/z2UUOOeWW+gsjxdnnQVkZdGSeoMG8TuuoPpQWkprcp06uS+q+/RTaoLSvr2SniEQCAQCTxjnFDN8/72kEc2yDDz0kPI3kFzFeSKsKtCydi1F3ONFkyZATg5w9dXA77/H77iC6kN6Onkc79vnbduKCrIg3Lgx+mMTCASCFMI4p1hGKBQumo1uS5bivJiJY8ZYa8bYQsbY74yxo4yxLYyx2xljIpxbnWnUiJrBx4vNm6kkVvgcpy6SBLz0EhWDuoX7HA8cSC2kBQKBQOCZ3FxqlKs2/5k/vxQ9e4bCRLMkJW9xXiwjx52q9j8JQFcAUwBcAeCeGB5TECmNG1MOaLw47TSgRw8hjlMZHnrwkuvO20ffdx/w+uvRHZdAIBCkIBMmANu2UZysf3/g3HMr0KyZjNxcRTT7fCSi1ULa5wOefLLmp1QAMcw5lmX5YwAfq27ayhjrCOBKAFONtmGMZQBQK6QcACgrK0MZdzRwgJvHCrSkFxejYt++uL2G0ssvAwUFkI4eRYUkKc4VNRBx3nlEluEHUMaY69dQatECciAAVl4OhEIIVaP3QJwPAoGgppKbSz/9+gFHjgDBoITjjwe+/poWfI89VhHBgwcD8+YB111HRXnJQLwL8uoAOGhx/y0AZsVpLAID2B9/QFq+HOjbNz4H5D7HInKcuvCmPR4ix6FJkwAA0hdfICScaQQCgSCqFBYCY8dmgDFyDuWiWU1uLjlWlJYmZoyxIG7imDHWDsC1AKzar80B8JDq/xwA+X6/35PzhHCr8IYvLe3v1y7mr2FWFi2rv/IK/HXqJIX1njjvXBIMAgD8q1aBhUJAkyZIP+UUZ9s++STQvDkAwOf3K932qgHiPBAIBDWdV18FPv44DaEQw0cfUSxjwoTwx/32GzW7jWdWZixxrUQYY7MZY7LNz8m6bZqBUixel2X5GbN9y7JcKsvyYf4D4IjrZyTwTjAInHgiUFQEtmwZ2Nq1sT8mjxyvWJEUwljgkgMHgF696O+zz0b68OFI69sXOGi1wKRi0iRg2DDRPlogEAiijOJ5TKt73KrNqNlHnz5At25xHmAM8RI5fgzAKzaP2cb/qBLGnwH4BsDlHo4niAdcpJSUAGvWIH3BAsiBADVYqF8/dsflHfKSZbopcEe9ekDbtuQqD0CWJMht24LVrets+7ffpnSMiy4CnG4jEAgEAluMPY8p59io6G7AAIqxJcOimWtxLMvyfgD7nTyWMdYcJIxXA7hElmWXDv+CuBGpSPHKKacA7doJj+NURZKAO+8ERo4EALBQCBWzZ0NyuoqQn092bo0aAbVqxXCgAoFAkFpwz2O1QLayajvxRBLHydCsNJY+x80AfA5gJ8idohFj7BjG2DGxOqYgArhIqYKFQqicPTv2qQ5lZdQ6evLk2B5HUH3JywO6dAEAhLp0gTx8uPNteROQwsIa7XQiEAgE1Q3F85ha4NlZtZ1+OvDhh2QBZ5R6UZOIZUHeIADHVv3oXyYWw+MKvMJFyvr17kVKJDCm9J8UpB6SRF0ZJ01C5e23u5uQpaVRFUjbtkCdOrEbo0AgEKQgEyYAffoUY+tWCd26ZVp6GO/dC9xxB/0tSSSsjYr3agIxCwvKsvy8LMvM6CdWxxRECBcpjRu7Fyleyc6mxiOC1CYvD9izB/KIEe62401AHnoI+O672IxNIBAIUpjmzWWccUalpTDOzwfuukv536p4ryYg7AEEWryKFK/s2AHMmJEcGfyC+NOxI3DccfRNLNxOBAKBICFYFe/VRMTVRJBY/H5qvyMagAi80KMHlUgLcSwQCAQJgxfvqbEq3qvuiKuJILGkp5MwXrUq0SMR1ES+/hpYtEj4HAsEAkEC4cV7XCDbFe9Vd4Q4FiQWvx/44w9g7txEj0RQE+nXjxLbROQYAMAYm8EYW8UYK2aM/WXyGKPGTVfEe6wCgSC5mDABeOkl4M03gW3bam4xHhDH9tECgSF+PzVx+Ne/Ej0SQU1k5Urg00+pEiQ7O9GjqQ74AbwOarpkdWm6BNS1lHMoloMSCASpwRdfAOefX3MjxhwRahEklnr1gMWLgR9/TPRIBDWRigrq7vjZZ8CePYkeTcKRZXmWLMvzAPxi89C/ZFnerfo5Go/xCQSC5KZ2bSojqumIyLEgsYRCwPTplHc8alSiRyOoaaSlkZVbhw70rSxwymOMsWcA/A5gIYCnzDqYMsYyAKgrZnMAoLCw0HknQwDFxcXeRysAIF5DL4jXLHLcvIYZGenYu1dGYWFFDEcE7NrFsGWLhHbtQmje3HmfhMLCQkePE5FjQWKRJMobDQQSPRJBTYT7HB8+TL5BAifcBmA0gH8CeAXAgwCmWzz+FlDaBf+poc6lAoEg1sQjcrxoURq6dMnC2WdnokuXLCxaFP04r4gcCxKLJAFr1worN4E3ePvoJ58EbrgBaNgw0SOKOoyx2QBm2TzsFFmWHeUmybKssupHkDEGADMB3GW8BeYAeEj1fw6A/OzsbGR7yPP2so1Ai3gN3SNes8hx8ho2bw7s3x+7EpD8fOC66xRP5VCI4frrAzjnHGd5ziG9GbMJQhwLEs8zzwCTJyd6FIKaSMuWwNixwAsvJLOV22OgCK8V2yLY/7cAajPGmsiyHJa4LctyKYBS/n+VmBYIBIIwxo6N7f6tmo1EswhQiGNB9aCml7YKEkNODtC2bVJbucmyvB/A/hge4kQAJQAMrd8EAoHAKWvWUH30DTfEZv+82YhaIMei2YgQx4LE06ULcOONiR6FoCZy6BDwySdJLY7dwBhrCaA+gJYAfIyxE6ru2izLciFjbDiAY0BWb0cBnAngblBBXqnRPgUCgcApXbtSfXSs4M1GJk2iiHGsmo2Iq4kg8axfDyxcmOhRCGoijRsDF19MucfJm1bhhjsArAFwO4Dsqr/XADi56v5yAFeBxPHPAK4H5RuL2alAIIiYv/4Cnn8+tse45BJg/HiKUMeq2YiIHAsST58+dLYLBG4pKKBvxqVLEz2SaoEsyxcDuNji/o+hbf4hEAgEUaOiAnj7beDqq2N7nJkzgVatYrd/ETkWJJ7p04EVKxI9CkFNhPsc33EHCWWBQCAQJIzatclZM5Zs2UImV7FEiGNB4hk6FNi+PdGjENREuM/xpElAo0aJHo1AIBCkNLVqAfo+G/n5lAKRHyWH9B9+AILB6OzLDCGOBYln6lQgMzPRoxDURLg4fv/95OhZKhAIBDUYvdPjwoWU/tC/P/32Ul6kF9fbt8c2pQIQ4lhQHXj0UUB23v5RIPibtDRKcnv99fBwhUAgEAjiTq9e9Ds/H7j8cnXDDlrkcxNBNhLX27cDrVtHfdgahDgWJJ7SUtH6V+CNQAB45BFh5SYQCATVBB4dtmrY4QQzcb1xo4gcC1KFJk0SPQJBTUSSqBBPiOP/b+/eg6uszj2Of5+EEMIlhEsolwAKWgS0VakXzqlWnCmCBwuHHk9VOsxRpqVCO9OizshYlAq0dI6tnSm2RcXxfjqt1tvQgh5Bjwrq0SMVRbTUxBBEkwANIVxCyDp/rPdNNpsdyJtk5907+X1m9uTd722v90my9rPXXu9aIiIZ4brrfC+3cMKORFEm7Ggpuc7P99NUp5PeTSReW7bApElQVeWH40p3L3vpeurqfI2p5FhEJHaPP+4nLw0n7AhFnbCjpeR6zRp/u0k66d1E4rNnj++c9PbbMHcuTJvmn+/dG3fJJJt8+ct+SqaePeMuiYhIt7dkSXPXiXnz4PTT4cYbo0/YUVICixc3P8/Nhbvv9qO/ppsmAZH4DBgAY8bABx/4G/JycmDsWCgqirtkkk3mzIH334+7FCIigu/pVlXlu084528N2bAB7rkn+rnGjvUTigwb5mfF6+hpoluilmOJT04OLFvWPFJFY6N/rq/HJapvfxtqauIuhYhIt1dYePzImk8/7W8rqqyMfq6zz4YFC/wXywMGwPPPw0MPdVxZW6IsROI1axZMmOCXJ06EmTPjLY9kp0cfhf794y6FiEi3lzhLXnW1v5Xoi1+Ejz5q2/nGjYMHHoDXXoN33/VD26ebkmOJV04OrFgBQ4b4n2o1lrb40Y/g0KG4SyEi0u0lJsc9e8LIkW1Pjp9/3qcFX/0qvPpq50wAAupzLJlg1iz/EGmrV1/VRDIiIhng4oubq+N//MN/qfeVr0B5ebTzHD7sxzU288nxfff56anTPQEIKDkWkWz34otw5ZX61kFEJAOcf75PbAFeeMG3Ii9aFP08mzb5yU9/+1vf+lxe7idETZ6iOh30biIi2e2hh3yNmZsbd0lERLq9v/4VnnrKL1dW+l6TDQ0we3a082zdCuec45fXrIGPP/bdKsaNa56FL12UHItIdrvkEs2QJyKSIS6+GG64wS+HyXGPHvCnP0U7z9atfrSKcBrpxIGt5s/369NF7yYikt0qK9WtQkQkQ7z3nh+TGHz1XFzslxctitbvOGw5bmka6XCikXRQn2MRyW4//7kfSLMzOqKJiMhJ9enjh3AD2LfPtxyD71qxfTuMGnXqc5SXw+7dUFfXPI10YoKcm+snGUkXNbWISHbLy4Prrou7FCIiwvFDuf35zzB8uF9u7XBua9b4Kad37vTDtq1fD/fe23xbSW4urF6d3tnylByLSHbLy4PHHou7FCIiAvTr15wcf//7zV/qDRjgp5E+WV/hsH9x2Eoc9i++4gooK4ONG/3PefPSeQVKjkUk2/XoAVOmxF0KERHBT/wRzmJ3663+55o1MHeuH8Vi9OiWR5s4Wf/ikhK47LL0thiHlByLSHbr39+P7yMiIhnhpz/1rcd/+UvLrcGpWpDD/sWJ0t2/OBUlxyKS3f7wh86ZMklERFplwACf/K5fH220iZIS37841Bn9i1NRciwi2W35cigtjbsUIiISeOcd+OwzP1JF1NbgefNgzBjfP7kz+henouRYRLLbggWd36wgIiItuuaa5uQ4bA0OR5vIyTl5a3Bdne8tN2VKfFW7kmMRyW7r1sG118ZdChERCcyfD2++2TzG8bx5zaNNXHopTJ7c8rEffwxjx3ZKMVukSUBEJLtt2AAXXhh3KUREJNCvn+9XnNh1oqTEP/7+d3jySZgwIfWxVVVw7rmdU86WqOVYRLJbXh489FDcpRARkUBhIXzzm3584mQzZ/r7qDduTD1ixeWXw223pb+MJ6PkWESyW48esHhx3KUQEZFAYSHccINvJU72zDPw3ns+CU415vHSpfDuu51SzBYpORaR7JaXB1ddFXcpREQkUFgIy5ad2Hc4HPM4lGrM4yVLYOLEzilnS5Qci0h26+zR4UVE5KRuuAGeeAKcO359a8Y8vvnm5pEt4pLW5NjMnjWzcjM7bGa7zewRMxueztcUkW5mwYKW7+wQEZFOt3cvPP00mB2//lRjHh854u+xjlu6W443Av8OjAO+CYwFnkjza4pId/Kb38C2bXGXQkREAnv2+J/JN9wlj3mcPANeaamfACRuaU2OnXN3O+ded8594pzbBKwELjazvHS+roh0I2o5FhHJGGvWwGWX+eVUN9yFYx5fe61PhhNnwNuxIzN6ynXaOMdmNhCYA2xyzh1tYZ98ID9hVT+A+vp66uvrW/1aUfaV1BTD6BSz9mtLDO3JJ8mZMYNjGRZ//T2ISHcT3nAX9isOb7i74orjZ7srKYFduyA///jjMyU5TvsNeWb2czOrA/YAo4CZJ9l9MVCT8EgxAp6ISDOrqMC2bo27GCIi3V5rbrgLjR4Nn3xy/LoRIzJjTqfILcdmthS44xS7XeCceytY/k9gDTA6OO5hM5vhXPI9jAD8DPhlwvN+QEXPnj3p2bNn1KK26Rg5nmIYnWLWfpFiWFAAlZUZF/dMK4+ISLqFN9wlJsiJN9wlGjUKysvhggv884oKX50PHtw5ZT2ZtnSrWAX8/hT7lIULzrlqoBr4yMw+AHYCFwObkw9yzh0BjoTPLfk2RxGRZLm5MGlS3KUQEen2whvu5s/3LcbJN9wlCpNj8P2Sw+4YOTn+HIl9kTtb5OQ4IdltizDbzT/pXq3U2NiYsl9fuK4xuW1fTiovL4/cuAcXFInKzNekq1fHXRIRkW5v3jzfxzjsP5wqMQY47zzfDaO1/ZQ7U9puyDOzC4ELgVeBfcAY4E7g76RoNY6qvr6e0tLSlAlw2GNDLc/RFRUVMXTo0LiLIdJ648bFXQIREUlQUnLqxPaCC+Dcc+HVV1vup9zlkmPgEDAb+AnQB9gNrAOuCbpPtJlzjt27d5Obm8vIkSPJSRpROkyYk9dLy5xzHDx4kMrKSgAGDRoUc4lEWun88zWUm4hIljl40LcYr1zZ+n7KnSVtybFzbitweTrO3dDQwMGDBxk+fDi9e/c+YbuS47YpKCgAoLKykqKiInWxkOzw8suaBEREJMv07g2PPuqX770XvvPqkdCnAAAOk0lEQVQdP930yfopd5aszB6PHTsG6G7wdAg/bDQ0NMRcEpFWuuwyuOiiuEshIiIRzZrlW5DnzYMvfQmefdZPEBLnzXjQiZOApIP6FHe8MKapR9oTyUBvvOHv7BARkayzcyecfjocPQpXXRV3abysbDkWEWly4AA88EDcpRARkYjC4dwaG+F3v4u7NM2UHGeRpUuX8r3vfS/uYohkloICOPvsuEshIiIRjRrlZ8nbtg2GD4+7NM2UHItIdsvJgT174i6FiIhENHq0bzmur4dMutUpq/sct8mWLfD5583Pv/AFP9BeGhw9epS8vLy0nFtEAnV1vulBRESyykUXQXGxH6Uik4as714tx3v2wOTJMG1a82PyZNi7t8NewsxYtWoVp512GtOmTaOxsZHZs2czZMgQBg4cyNVXX83e4PXKysro1asX9913H8OGDWPo0KE88sgjTeeqqqpi+vTpFBYWMmXKlKYxiEO//vWvGTNmDMXFxcydO5f9+/cD8NJLL3HWWWexZMkSioqKGDduHNu2bWP58uUMHDiQ8ePH8/7773fYNYvEatSouEsgIiJtMGIE9OrlxzvOJN0rOR4wAMaM8V/Dgv85diwUFXXoy7z44ots3bqVtWvXAjB79mxKS0spLS2ltraWO++8s2nf+vp6PvzwQz755BMefvhhFi5cyMGDBwFYuHAhQ4cOpbKykhUrVvBoOCAgsH79elauXMnatWspKyujrq6ORYsWNW3fsWMHxcXFVFdXM3XqVK688koKCgqorKxkxowZ/PjHP+7QaxaJxZYt8M47MGQIrF/vn4uISFYwg9tv91V4RUXcpUngnMvYB1AIuJqaGpfo0KFDbtu2be7QoUPHrXerVjk3frxrDB5u/HjnZszw2xJ/+hZ8/xgxwrkf/vDEfcLjw8eqVa41APfmm2+2uH3dunVu0qRJzjnnSktLXfL1FRcXu61bt7qGhgbXo0cPt3PnzqZtc+bMcfPnz3fOOXf99de7O++8s2nb9u3bXZ8+fZxzzm3cuNENGjTINTY2Ouec27Bhg+vbt687duyYc865TZs2uTFjxqQsXxjbmpoad+TIkVZds3hHjhxRzNopUgyrq53r1ev4/+devZzbsye9hWylmpoaBzig0GVAfdpRj5bq5VOpra11tbW1kY6R4ymG0Slm7ZfOGN5/v3NmvvrOyfHP06m19XLX6nO8cCEsXIgLZsizxBnynnvO/3zmGTjnHH9r5MSJ8O67zS3J4T7hzzYqSZjWpaGhgZtvvpmnnnqKffv24Zxj8ODBTdvz8/MpLCxset67d28OHDhAVVUVjY2NjBgxomnbyJEj2bdvHwCffvopX/va15q2jR49mrq6OmpqagAYPHhw05jFBQUFDBo0qGnGwIKCAurq6tp1jSKxC78J+uADnxqn6ZsgERHpeBUVvjtFOK1CYyPMnw9XXBHv7HjQ3bpVgH8DXbHCt+GvWNGcGHegxMlJHnvsMV555RU2b97M/v37eeKJJ1o1wUZxcTE5OTns2rWrad3OnTublocPH055eXnT8/Lycnr37k3//v076CpEMlxODixbdnzNumxZWv6nRUSkY/3tb77aTnTsGOzYEU95EnXPd5FZs/yIFTNnpv2lamtryc/Pp6ioiOrqau66665WHZebm8usWbO44447OHz4MK+//jrPJbRoX3311axevZrt27dTV1fHbbfdxjXXXJOuyxDJTLNmwYQJfnnixE75nxYRkfY788wT2zJyc+GMM+IpT6LumRx3orlz59K/f3+GDBnCJZdcwrRp01p97KpVq6ioqKC4uJjFixczZ86cpm3Tp0/nlltuYfr06YwePZr8/Hx+8YtfpOMSRDJXJ3wTJCIiHa+kBO691yfE4H+uXh1/lwoAa81X/HExs0Kgpqam5rh+uYcPH6a0tJTTTz+dXr16nXBcY9BOn6M3ysjC2I4YMYJevXrRs2fPuIuUNerr6wEUs3boSjHcv39/2M2pv3Nuf9zl6Sgt1cuncuDAAQD69u2bppJ1fYphdIpZ+6U7hhUVvivFGWekPzFubb3ctW7IExEREZGsUVKSGa3FidS0KiIiIiISUHIsIiIiIhLI6uQ4k/tLZ6uwv3bicHQiIiIi3UVW9jnOy8vDzKiqqqK4uPiERE435EXnnKO+vp6qqipycnLIy8uLu0giIiIinS4rk+Pc3FxKSkqoqKigrKzshO1hi7JaP6Pr3bs3o0aNirsYIiIiIrHIyuQY/JAiZ555JkePHj1hW1caDqoz5ebm0qNHD8ysKYYikh3M7DRgCXA5MBT4FHgUWOGcq0/YbxRwT7DfIeBx4ObEfUREurOsTY7BJ3O54ejRCcLuFEqORaQbOQt/H8l8YAdwNnAf0Ae4GcDMcoG1QBXwVWAQ8BBgwA86v8giIpknq5NjERHxnHPrgHUJqz42s3HAjQTJMTAVmACMdM59CmBmNwEPmtltXWmyEhGRtlJyLCLSdfUH9iY8nwy8FybGgfVAPjAJ2Jh8AjPLD7aH+oGfNSvKTc8HDx5sfaklJcUwOsWs/bpSDMPZ/k4lK5Lj/fujNWaoz3H7KYbRKWbt15ViGLXe6mhmNhbfVeKmhNVDgc8T93PO7TOz+mBbKouBO5JX1tbWRirPoUOHAGhoaIh0nDRTDKNTzNqvK8WwtfVWpifH/QBGjhwZdzlERNqqH9DmTNnMlpIiOU1ygXPurYRjhuO7WPzROXd/0r6pBoi3FtYD/Az4ZcLzYcD2s8466xRFEhHJWCetlzM9Of4UKAGiNVH4i65o47HiKYbRKWbt19Vi2A9fj7XHKuD3p9inLFwIEuONwGbgu0n7fQZclLjCzAYAeSS1KIecc0eAIwn716J6OS6KYXSKWft1tRiesl7O6OTY+QGLd0U9LmF841rdYNI2imF0iln7dcEYtvsanHPVQHVr9jWzEfjE+G3geudcY9Ium4HbzGyYc253sG4qPvl9u5XlUb0cE8UwOsWs/bpgDE95DRmdHIuISOsELcYvAeX40SmKwzc159xnwW7PA9uAR8zsFmAgcBdwXxd50xMRaTclxyIiXcNU4IzgUZG0zQCcc8fM7F+A3wCvkTAJSCeWU0Qko3XV5PgI8BMS+slJZIphdIpZ+ymGbeScexB4sBX7lQMz0l2eFPS7bT/FMDrFrP26XQzNdx8TEREREZHWj+AuIiIiItLFKTkWEREREQkoORYRERERCSg5FhEREREJKDkWEREREQlkZHJsZgvMrNTMDpvZ22Z2ScK22Wa23syqzcyZ2bknOU+pmU0Lls8xs5fN7JCZ7TKz2y1h2hczG2Zmj5vZh2bWaGa/Su9VpldMMZxtZi+YWZWZ7TezzWZ2RXqvtGPEFK+vmtlrZrYn2Ge7mf0ovVeaXnHEMem4fzazBjPb0vFX172pXm4/1cvRqF7uGKqXo8u45NjMvgX8ClgBnAe8AvzFzEYFu/TBD15/6ynO8yVgELDRzAqBF/BzaV8A/AA/6P2ihEPygargdf/aUdcThxhjeGmwz5XAJPw0ts+Z2Xkdc2XpEWO86oBV+LiNB5YDy83sux1zZZ0rxjiGx/UHHgZe7IjrkWaql9tP9XI0qpc7hurlNnLOZdQDeAP4bdK6D4CfJa07DXDAuS2cZwnwx2D5RuAfQH7C9luBXQRjPScd+xLwq7hjkc0xTNjnfeD2uGOSRfH6E/BI3DHJxjgCvweWAUuBLXHHoys94v7dBttUL7czhgn7qF6OFi/Vy92sXs6olmMz64n/ZPt80qbngX+KeLpvAM8Ey5OBl51zibO7rAeG4/8guoxMiqGZ5QD9gL0RX7fTZFi8zgte8+WIrxu7uONoZtcDY/GzOEkHivt32xVkUgxVL6teRvXyKWVUcgwMBnKBz5PWfw4Mbe1JzGwE8GXgz8GqoS2cM9zWlWRSDG/Cf2Xzh9a+bgxij5eZVZjZEeAt4B7n3P2tfd0MElsczexMYCUwxznXEK3Y0gqx/490AZkUQ9XLJ54z3JZ4rOrlQHesl3vEXYAWJM9pbSnWncw3gNecc4mfjFOdM9X6riLWGJrZtfivUWY65yojvG5c4ozXJUBf4GJgpZntcM79V4TXziSdGkczywUeB+5wzn0UqaQSlerl9lO9HI3q5Y6hejmiTEuOq4FjnPiJZggnfko5mcTmf4DPWjgnEc+bDWKPYXADwBrgaufcf0d4zTjEHi/nXGmwuNXMvoB/88q2SjiuOPYDvgKcZ2argvU5gJlZAzDVObchwuvLiWL/H+kCYo+h6mVA9XJI9fIpZFS3CudcPfA28PWkTV8HNrXmHGbWF5gCPJuwejNwadD/JjQVf6dlWVvLm4nijmHQMvEgcJ1zbm3E4ne6uOOV6nT4O/SzSoxx3A+cA5yb8Pgd8GGw/EbES5EkGfg/knXijqHq5Saqlz3Vy6cS9x2BKe6I/BZQD9yAH0blbuAAMDrYPhAf3CvxzfrfCp4PDbb/G7A16Zz98Z90HgfOBv4VqAFuStov/CW+BTwWLE+IOybZEkPgWuAosAD/qTJ89I87Jhkar4XAVcCZweP6YJ/lccckm+KYohxLyaK7orPhEefvFtXLqpdVL2ddHFOUYylZVC/HXoAWgrgA/+njCP5Tz6UJ2/4j+AUmP5YG2x9J9UeM/xTzP8BhYDdwBycOOZLqvGVxxyNbYogfainVeR+MOx4ZGq8fAO/hx9WsAf4PP0ROTtzxyKY4pth/KVlUCWfLI67fbQvnLYs7HtkSQ1QvR42X6mXVy/5CuoqgE3glMN0592bc5clGimE0ilfHUBy7Lv1u208xjEbx6hjdOY4Z1ee4AwzCf2Xwv3EXJIsphtEoXh1Dcey69LttP8UwGsWrY3TbOHaplmMRERERkfboai3HIiIiIiJtpuRYRERERCSg5FhEREREJKDkWEREREQkoORYRERERCSg5FhEREREJKDkWEREREQkoORYRERERCSg5FhEREREJPD/ijpw0bkzlREAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts = pd.Series(np.random.randn(ndays), index=idx_timeline)\n", "plot_one(ts,index=slice(dstartref,dendref), bar=True, label='random', dpi=100, grid = 1,\n", " suptitle='-DUMMY- a great graph -DUMMY-'\n", " )\n", "\n", "tsc = ts.cumsum()\n", "locator = mdates.DayLocator(bymonthday=1) \n", "formatter = mdates.DateFormatter('%d/%m')\n", "fig, ax = plot_one(ts, index=slice(dstartref,dendref), label='random', shp=(1,2), \n", " linestyle='-.', grid = 0.1,\n", " dpi=100, locator = locator, formatter = formatter\n", " )\n", "plot_one(tsc, index=slice(dstartref,dendref), label='cumsum', fig=fig, ax=ax[1], \n", " grid = 0.2, linestyle='dashdot', color='b', marker = 'o', \n", " suptitle='-DUMMY- a greater graph -DUMMY- ', \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can use it to plot the 3 created series all together to get a first 'flavour' of the temporal evolution:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "locator = mdates.DayLocator(bymonthday=[1,15]) \n", "formatter = mdates.DateFormatter('%d/%m')\n", "\n", "fig, ax = plot_one(dailydeaths, one = YEAR, index=slice(dstartref,dendref), label='daily %s' % YEAR, \n", " suptitle = 'Death timeseries for all municipalities in the data set', grid = 0.1,\n", " locator = locator, formatter = formatter\n", " )\n", "\n", "ax.plot(weeklydeaths.loc[dstartref:dendref, YEAR],\n", " marker='o', markersize=6, linestyle='-', label='weekly mean %s' % YEAR\n", " )\n", "\n", "ax.plot(avdailydeathsexc.loc[dstartref:dendref],\n", " marker='+', linestyle=':',\n", " label='daily averaged over [%s,%s]' % (min(years_exc),max(years_exc))\n", " )\n", "\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We introduce another \"house-made\" plotting method:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "def plot_oneversus(dat, index = None, one = None, versus = None, \n", " fig=None, ax=None, shp = (1,1), dpi=_DPI_,\n", " xlabel='', ylabel='', title = '', xrottick = False, legend = None, \n", " grid = False, suptitle = '', locator = None, formatter = None): \n", " if ax is None:\n", " if shp in (None,[],()): shp = (1,1)\n", " if dpi is None: fig, pax = mplt.subplots(*shp, constrained_layout=True)\n", " else: fig, pax = mplt.subplots(*shp, dpi=dpi, constrained_layout=True)\n", " if isinstance(pax,np.ndarray):\n", " if pax.ndim == 1: ax_ = pax[0]\n", " else: ax_ = pax[0,0]\n", " else:\n", " ax_ = pax\n", " else:\n", " ax_, pax = ax, None\n", " if index is None:\n", " index = dat.index\n", " if one is not None:\n", " ax_.plot(dat.loc[index,one], ls='-', lw=0.6, c='r', \n", " marker='v', markersize=6, fillstyle='none')\n", " next(ax_._get_lines.prop_cycler)\n", " if versus is None:\n", " versus = dat.columns\n", " try: versus.remote(one)\n", " except: pass\n", " ax_.plot(dat.loc[index,versus], ls='None', marker='o', fillstyle='none')\n", " ax_.set_xlabel(xlabel), ax_.set_ylabel(ylabel)\n", " if grid is not False: ax_.grid(linewidth=grid)\n", " if xrottick is not False: ax_.tick_params(axis ='x', labelrotation=xrottick)\n", " if locator is not None: ax_.xaxis.set_major_locator(locator)\n", " if formatter is not None: ax_.xaxis.set_major_formatter(formatter)\n", " if legend is None:\n", " legend = [one]\n", " legend.extend(versus)\n", " ax_.legend(legend, fontsize='small')\n", " if title not in ('',None): ax_.set_title(title, fontsize='medium')\n", " if suptitle not in ('',None): \n", " fig.suptitle(suptitle, fontsize='medium')\n", " if pax is not None:\n", " return fig, pax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, let's see quickly how this works in practice on a dummy example: " ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts = pd.DataFrame(np.random.randn(ndays, nyears), index=idx_timeline, columns=years)\n", "plot_oneversus(ts,index=slice(dstartref,dendref), one=YEAR, versus=years_exc, dpi=100, grid = 0.5,\n", " suptitle='-DUMMY- another great graph -DUMMY-', \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and let's use it to represent the temporal evolution of the different time series for the available years:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_oneversus(dailydeaths, one = YEAR, versus = years_exc[::-1], grid = 0.1,\n", " ylabel='death counts', title = 'Figure 2 (a): Daily deaths for all municipalities in the data set', \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following, we also create the timeseries of cumulated counts:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
201520162017201820192020
2000-01-01225317482187201417421685
2000-01-02414834134482403635263375
2000-01-03604850526799600152815081
2000-01-04799967779059797469476773
2000-01-05100028497113111001186798444
\n", "
" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020\n", "2000-01-01 2253 1748 2187 2014 1742 1685\n", "2000-01-02 4148 3413 4482 4036 3526 3375\n", "2000-01-03 6048 5052 6799 6001 5281 5081\n", "2000-01-04 7999 6777 9059 7974 6947 6773\n", "2000-01-05 10002 8497 11311 10011 8679 8444" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cumdailydeaths = dailydeaths.cumsum(axis = 0)\n", "cumdailydeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and display it:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_oneversus(cumdailydeaths, one = YEAR, versus = years_exc[::-1], grid = 0.1,\n", " ylabel='cumulative death counts', \n", " title = 'Figure 2 (b): Cumulative deaths for all municipalities in the data set', \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 3 - Age distribution of total deaths in the period 15-21 March" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we set the period of interest:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "dstart = get_datetime('0315',YREF) \n", "week = dstart.isocalendar()[1]\n", "dend = dstart + timedelta(6) # ddays[-1] \n", "ddays = ['%02d%02d' % (d.month,d.day) for d in [dstart + timedelta(i) for i in range(6)]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the specific field with class ages in the dataset. That's also where the metadata information comes handy:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field of age classes: \u001b[94mCL_ETA\u001b[0m\n", "- range of age classes: \u001b[94m{'0': '0', '1': '1-4', '2': '5-9', '3': '10-14', '4': '15-19', '5': '20-24', '6': '25-29', '7': '30-34', '8': '35-39', '9': '40-44', '10': '45-49', '11': '50-54', '12': '55-59', '13': '60-64', '14': '65-69', '15': '70-74', '16': '75-79', '17': '80-84', '18': '85-89', '19': '90-94', '20': '95-99', '21': '100+'}\u001b[0m\n" ] } ], "source": [ "AGE = dIT.meta.get('index')['age']['name']\n", "print(\"- field of age classes: \\033[94m%s\\033[0m\" % AGE)\n", "FORMATTER = dIT.meta.get('index')['age']['values']\n", "print(\"- range of age classes: \\033[94m%s\\033[0m\" % FORMATTER)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this illustration, we will create a dictionary of dataframes indexed by gender: 't', 'f' and 'm'. We then proceed like for the previous dataset `dailydeaths`, simply grouping by date and age class, then *resp.* summing the 't', 'f' and 'm' counts of deaths per year (*resp.*, \"TOTAL_\\*\\*\", \"F_\\*\\*\" and \"M_\\*\\*\") over all other remaining fields (*e.g.*, cities): " ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020\n", "CL_ETA \n", "0 4 13 8 7 9 6\n", "1 2 1 4 2 1 1\n", "2 1 0 0 3 0 0\n", "3 0 1 2 2 0 0\n", "4 1 0 2 4 4 2" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ageofdeaths = dict.fromkeys(['t','f','m'])\n", "for k in ageofdeaths.keys():\n", " deaths = pd.DataFrame()\n", " for y in years:\n", " COL = dIT.meta.get('index')['%s_%s' % (k,str(y)[2:])]['name']\n", " d = data.groupby([AGE,DAY])[COL].agg('sum')\n", " if leapday >= dstart and leapday <= dend:\n", " # well... we should do something to be truly generic here... next time!\n", " pass\n", " deaths[y] = d[d.index.get_level_values(DAY).isin(ddays)].groupby(AGE).agg('sum')\n", " ageofdeaths.update({k: deaths})\n", "ageofdeaths['f'].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then represent together the series for the different years:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plot_one(ageofdeaths['t'], one = YEAR, label = YEAR,\n", " marker = 'v', color = 'r', linestyle = '-', xrottick = -45, grid = 0.1,\n", " xlabel = 'age group', ylabel = 'death total counts',\n", " title = 'Figure 3: Age distribution of total deaths in the period [%s/%s, %s/%s] (week #%s)' %\n", " (*get_daymonth(dstart), *get_daymonth(dend), week),\n", " xticks = list(range(len(FORMATTER.keys()))), xticklabels = list(FORMATTER.values())\n", " )\n", "\n", "next(ax._get_lines.prop_cycler)\n", "ax.plot(ageofdeaths['t'][years_exc[::-1]],\n", " marker='o', markersize=3, linestyle='None'\n", " )\n", "\n", "ax.legend(years[::-1]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 4 - Relative increment of 2020 over baseline in 15-21 March per age group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previously generated dataset `ageofdeaths` is used to relative increment of 2020 over baseline in 15-21 March per age group:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "for k in ageofdeaths.keys():\n", " deaths = ageofdeaths[k]\n", " deaths['base'] = deaths[years_exc].mean(axis = 1)\n", " deaths['rinc'] = deaths[YEAR].sub(deaths.base).div(deaths.base)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define the period of interest:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Age ranges considered in '65+': \u001b[1m['50-54', '55-59', '60-64', '65-69', '70-74', '75-79', '80-84', '85-89', '90-94', '95-99', '100+']\u001b[0m\n" ] } ], "source": [ "astart, aend = 11, max(map(int,list(FORMATTER.keys())))\n", "rages, sages = range(astart, aend+1), slice(astart, aend)\n", "print(\"Age ranges considered in '65+': \\033[1m%s\\033[0m\" % [FORMATTER[str(i)] for i in rages])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "that we use then for generating the figure:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def func_formater(val, pos):\n", " try: return FORMATTER[str(int(val))]\n", " except: return ''\n", "\n", "fig, ax = plot_one(ageofdeaths['t'], index = sages, one = 'rinc',\n", " marker = '*', color = 'k', linestyle = 'None',\n", " xrottick = -45, grid = 0.2,\n", " xlabel = 'age class', ylabel = 'relative increment over baseline', label = 'm+f',\n", " title = 'Figure 4: Relative increment of %s over baseline in the period [%s/%s, %s/%s] per age group' %\n", " (YEAR, *get_daymonth(dstart), *get_daymonth(dend)), \n", " formatter = FuncFormatter(func_formater), locator = IndexLocator(base=1,offset=0)\n", " )\n", "ax.plot(ageofdeaths['f'].loc[sages,'rinc'],\n", " marker='o', color='g', markersize=3, linestyle='None', label='female'\n", " )\n", "\n", "ax.plot(ageofdeaths['m'].loc[sages,'rinc'],\n", " marker='D', color='b', markersize=3, linestyle='None', label='male'\n", " )\n", "\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 5 - Empirical cumulative distribution of excess deaths in 15-21 March 2020 per age group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We compute the empirical cumulative distribution of excess deaths in 15-21 March 2020 per age group:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "incdeaths = ageofdeaths['t'].apply(lambda row: row[YEAR] - row['base'], axis=1)\n", "cumdeaths = incdeaths.cumsum(axis = 0, skipna =True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "then plotting the empirical cumulative distribution of excess deaths in the considered period:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_one(cumdeaths/max(cumdeaths), index = sages, \n", " marker = 'o', color = 'b', xrottick = -45, grid = 0.2,\n", " xlabel = 'age class', ylabel = 'fraction of excess deaths', label = 'm+f',\n", " title = 'Figure 5: Empirical cumulative distribution of excess deaths in the period [%s/%s, %s/%s] per age group' % \n", " (*get_daymonth(dstart), *get_daymonth(dend)), \n", " formatter = FuncFormatter(func_formater), locator = IndexLocator(base=1,offset=0)\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 6 - Daily and cumulated deaths of males aged 65+" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the age classes considered above (range of ages `rages`), we extrac the daily deaths for the male population (hence looking at \"M_\\*\\*\" field) over 65 similarly to what we have done for `dailydeaths`, just introducing a filter of the input data:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "dailydeaths_m65 = pd.DataFrame()\n", "for y in years:\n", " MCOL = dIT.meta.get('index')['m_%s' % str(y)[2:]]['name'] \n", " dailydeaths_m65[y] = data[data[AGE].isin(rages)].groupby(DAY)[MCOL].agg('sum')\n", " if not calendar.isleap(y):\n", " yloc = dailydeaths_m65.columns.get_loc(y)\n", " dailydeaths_m65.iloc[ileapday,yloc] = dailydeaths_m65.iloc[ileapday-1,yloc]\n", "dailydeaths_m65.set_index(dailydeaths_m65.index.to_series().apply(lambda ge: get_datetime(ge,YREF)), inplace=True)\n", "dailydeaths_m65 = dailydeaths_m65.reindex(idx_timeline, fill_value=0) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and then render the data:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "locator = mdates.DayLocator(bymonthday=[1,15]) # mdates.WeekdayLocator(interval=2)\n", "formatter = mdates.DateFormatter('%d/%m')\n", "\n", "plot_oneversus(dailydeaths_m65, one = YEAR, versus = years_exc[::-1], grid = 0.1, \n", " ylabel='death counts', title = 'Figure 6 (a): Daily total deaths (male 65+, total)', \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `dailydeaths_m65`, it is then straightforward to compute and represent the cumulated deaths:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cumdailydeaths_m65 = dailydeaths_m65.cumsum(axis = 0)\n", "\n", "plot_oneversus(cumdailydeaths_m65, one = YEAR, versus = years_exc[::-1], grid = 0.1,\n", " ylabel='cumulative death counts',\n", " title = 'Figure 6 (b): Daily cumulative deaths (male 65+, total)',\n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 7 - Total deaths in the period 1-21 March per individual municipalities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We introduce (now only) a new field in the original dataset in the form of a reference date (in the leap year `YREF`) as a way to handle the time series (where the year used in the index is actually irrelevant, only the day/month information is of use): " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GE_DATEREGPROVNOME_REGIONENOME_PROVINCIANOME_COMUNECOD_PROVCOMTIPO_COMUNECL_ETAGE...F_17F_18F_19F_20T_15T_16T_17T_18T_19T_20
02000-02-2811PiemonteTorinoAgliè001001190228...0000000010
12000-01-1311PiemonteTorinoAgliè0010011100113...0000000010
22000-03-0511PiemonteTorinoAgliè0010011110305...0000000100
32000-02-0411PiemonteTorinoAgliè0010011120204...0000001000
42000-03-0211PiemonteTorinoAgliè0010011120302...0000000001
\n", "

5 rows × 28 columns

\n", "
" ], "text/plain": [ " GE_DATE REG PROV NOME_REGIONE NOME_PROVINCIA NOME_COMUNE COD_PROVCOM \\\n", "0 2000-02-28 1 1 Piemonte Torino Agliè 001001 \n", "1 2000-01-13 1 1 Piemonte Torino Agliè 001001 \n", "2 2000-03-05 1 1 Piemonte Torino Agliè 001001 \n", "3 2000-02-04 1 1 Piemonte Torino Agliè 001001 \n", "4 2000-03-02 1 1 Piemonte Torino Agliè 001001 \n", "\n", " TIPO_COMUNE CL_ETA GE ... F_17 F_18 F_19 F_20 T_15 T_16 T_17 \\\n", "0 1 9 0228 ... 0 0 0 0 0 0 0 \n", "1 1 10 0113 ... 0 0 0 0 0 0 0 \n", "2 1 11 0305 ... 0 0 0 0 0 0 0 \n", "3 1 12 0204 ... 0 0 0 0 0 0 1 \n", "4 1 12 0302 ... 0 0 0 0 0 0 0 \n", "\n", " T_18 T_19 T_20 \n", "0 0 1 0 \n", "1 0 1 0 \n", "2 1 0 0 \n", "3 0 0 0 \n", "4 0 0 1 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dstart, dend = get_datetime('0301',YREF), get_datetime('0321',YREF)\n", "data.insert(0, 'GE_DATE', data[DAY].apply(lambda row: get_datetime(row, YREF)))\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we look now at cities/municipalities individually, we will be examining the following fields:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- field of city/municipality codes: \u001b[94mCOD_PROVCOM\u001b[0m\n", "- field of province codes: \u001b[94mPROV\u001b[0m\n", "- field of province names: \u001b[94mNOME_PROVINCIA\u001b[0m\n" ] } ], "source": [ "CITY_CODE = dIT.meta.get('index')['city_code']['name']\n", "print(\"- field of city/municipality codes: \\033[94m%s\\033[0m\" % CITY_CODE)\n", "PROV_CODE = dIT.meta.get('index')['prov_code']['name']\n", "print(\"- field of province codes: \\033[94m%s\\033[0m\" % PROV_CODE)\n", "PROVINCE = dIT.meta.get('index')['province']['name']\n", "print(\"- field of province names: \\033[94m%s\\033[0m\" % PROVINCE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grouping by city/municipality enables us to actually estimate the sum of total deaths in the period considered (between `dstart` and `dend`). We also introduce the baseline figure for each city/municipality as the maximum number of deaths over the previous years':" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162017201820192020base
COD_PROVCOM
0010011313373
0010023102103
0010030000010
0010044222024
0010062123233
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" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020 base\n", "COD_PROVCOM \n", "001001 1 3 1 3 3 7 3\n", "001002 3 1 0 2 1 0 3\n", "001003 0 0 0 0 0 1 0\n", "001004 4 2 2 2 0 2 4\n", "001006 2 1 2 3 2 3 3" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "citydeaths = pd.DataFrame()\n", "for y in years:\n", " TCOL = dIT.meta.get('index')['t_%s' % str(y)[2:]]['name'] \n", " citydeaths[y] = data[data['GE_DATE'].between(dstart, dend, inclusive=True)] \\\n", " .groupby(CITY_CODE)[TCOL].agg('sum')\n", "citydeaths['base'] = citydeaths.loc[:,years_exc].max(axis=1)\n", "citydeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is easy to operate over all cities present in the dataset: " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NOME_COMUNECOD_PROVCOMNOME_PROVINCIAPROV
0Agliè001001Torino1
88Airasca001002Torino1
148Ala di Stura001003Torino1
160Albiano d'Ivrea001004Torino1
212Almese001006Torino1
331Alpette001007Torino1
349Alpignano001008Torino1
701Andezeno001009Torino1
732Andrate001010Torino1
755Angrogna001011Torino1
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" ], "text/plain": [ " NOME_COMUNE COD_PROVCOM NOME_PROVINCIA PROV\n", "0 Agliè 001001 Torino 1\n", "88 Airasca 001002 Torino 1\n", "148 Ala di Stura 001003 Torino 1\n", "160 Albiano d'Ivrea 001004 Torino 1\n", "212 Almese 001006 Torino 1\n", "331 Alpette 001007 Torino 1\n", "349 Alpignano 001008 Torino 1\n", "701 Andezeno 001009 Torino 1\n", "732 Andrate 001010 Torino 1\n", "755 Angrogna 001011 Torino 1" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cities = data.loc[:,[CITY, CITY_CODE, PROVINCE, PROV_CODE]].drop_duplicates()\n", "# assert len(cities) == len(comuni) # remember: that was data[CITY].unique()\n", "cities.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "but instead, we select, like in the study, only a bunch of them for annotation on the graph:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NOME_COMUNECOD_PROVCOMNOME_PROVINCIAPROV
COD_PROVCOM
015146Milano015146Milano15
016004Albino016004Bergamo16
016024Bergamo016024Bergamo16
016144Nembro016144Bergamo16
016188San Giovanni Bianco016188Bergamo16
017029Brescia017029Brescia17
019035Crema019035Cremona19
033032Piacenza033032Piacenza33
034027Parma034027Parma34
098019Codogno098019Lodi98
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" ], "text/plain": [ " NOME_COMUNE COD_PROVCOM NOME_PROVINCIA PROV\n", "COD_PROVCOM \n", "015146 Milano 015146 Milano 15\n", "016004 Albino 016004 Bergamo 16\n", "016024 Bergamo 016024 Bergamo 16\n", "016144 Nembro 016144 Bergamo 16\n", "016188 San Giovanni Bianco 016188 Bergamo 16\n", "017029 Brescia 017029 Brescia 17\n", "019035 Crema 019035 Cremona 19\n", "033032 Piacenza 033032 Piacenza 33\n", "034027 Parma 034027 Parma 34\n", "098019 Codogno 098019 Lodi 98" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comuni = ['Albino', 'Bergamo', 'Brescia', 'Codogno', 'Crema', \n", " 'Milano', 'Nembro', 'Parma', 'Piacenza', 'San Giovanni Bianco']\n", "comunitable = cities.loc[cities[CITY].isin(comuni)]\n", "comunitable.set_index(comunitable[CITY_CODE], inplace=True)\n", "comunitable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and we display everything together:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = mplt.subplots(dpi=_DPI_)\n", "citydeaths.plot(loglog=True, x='base', y=YEAR, # kind='scatter',\n", " ls='None', color='b', marker='s', fillstyle='none', label='data', ax=ax\n", " )\n", "\n", "xlim, ylim = ax.get_xlim(), ax.get_ylim()\n", "x = np.arange(0, 10**4, 1)\n", "for i, c in zip([1,2,3,4,10], ['g', 'purple', 'red', 'k', 'pink']): \n", " ax.loglog(x, i * x, label = 'y=%sx' % ('' if i==1 else str(i)), ls='-.', lw=0.8, c=c)\n", "ax.set_xlim(xlim), ax.set_ylim(ylim)\n", "ax.grid(linewidth=0.3, which=\"both\", ls='dotted')\n", "\n", "for index in comunitable.index:\n", " xpos, ypos = citydeaths.loc[index,'base'], citydeaths.loc[index,YEAR]\n", " r = np.random.random() +1\n", " ax.annotate(comunitable.loc[index,CITY], \n", " (xpos, ypos), \n", " xytext=(xpos+r*10**np.log10(xpos), ypos-r*10**(np.log10(ypos)-1)), \n", " arrowprops=dict(arrowstyle='->'), \n", " size=9, ha='center')\n", " \n", "ax.set_xlabel('baseline max')\n", "ax.set_ylabel('deaths in %s (selected comuni)' % YEAR)\n", "ax.set_title('Figure 7: Total deaths in the period %s - %s per individual municipalities' % \n", " (Datetime.datetime(dstart, fmt='%d %b'), Datetime.datetime(dend, fmt='%d %b')), fontsize='medium'),\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also propose to spatially represent the relative increment of deaths with respect to the baseline. Besides computing the actual increment, we also retrieve the `CITY_CODE` index (*i.e.* 'COD_PROVCOM') and insert it as a column that we rename 'PRO_COM_T': " ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162017201820192020baserincPRO_COM_T
COD_PROVCOM
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0010030000010inf001003
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" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020 base rinc PRO_COM_T\n", "COD_PROVCOM \n", "001001 1 3 1 3 3 7 3 1.333333 001001\n", "001002 3 1 0 2 1 0 3 -1.000000 001002\n", "001003 0 0 0 0 0 1 0 inf 001003\n", "001004 4 2 2 2 0 2 4 -0.500000 001004\n", "001006 2 1 2 3 2 3 3 0.000000 001006" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "citydeaths['rinc'] = citydeaths[YEAR].sub(citydeaths.base).div(citydeaths.base)\n", "citydeaths[PRO_COM_T] = citydeaths.index\n", "citydeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 'PRO_COM_T' variable is actually used to 'left join' (`merge`) the `citydeaths` data together with the geographical data `geodata` on city vectorial representation:" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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COD_RIPCOD_REGCOD_PROVCOD_CMCOD_UTSPRO_COMPRO_COM_TCOMUNECOMUNE_ACC_UTS...SHAPE_LENgeometry201520162017201820192020baserinc
01112012011077001077ChiaveranoNone0...18164.236621POLYGON ((414358.390 5042001.044, 414381.796 5...1212212-0.500000
11112012011089001089CoazzeNone0...41591.122092POLYGON ((364914.897 4993224.894, 364929.991 4...6103136-0.500000
21112012011006001006AlmeseNone0...17058.439037POLYGON ((376934.962 4999073.854, 376960.555 4...21232330.000000
31112012011007001007AlpetteNone0...9795.562269POLYGON ((388890.737 5030465.123, 388945.987 5...0202002-1.000000
41112012011039001039BrusascoNone0...22957.401170POLYGON ((425639.220 5003889.831, 425691.001 5...2121323-0.333333
\n", "

5 rows × 22 columns

\n", "
" ], "text/plain": [ " COD_RIP COD_REG COD_PROV COD_CM COD_UTS PRO_COM PRO_COM_T COMUNE \\\n", "0 1 1 1 201 201 1077 001077 Chiaverano \n", "1 1 1 1 201 201 1089 001089 Coazze \n", "2 1 1 1 201 201 1006 001006 Almese \n", "3 1 1 1 201 201 1007 001007 Alpette \n", "4 1 1 1 201 201 1039 001039 Brusasco \n", "\n", " COMUNE_A CC_UTS ... SHAPE_LEN \\\n", "0 None 0 ... 18164.236621 \n", "1 None 0 ... 41591.122092 \n", "2 None 0 ... 17058.439037 \n", "3 None 0 ... 9795.562269 \n", "4 None 0 ... 22957.401170 \n", "\n", " geometry 2015 2016 2017 2018 \\\n", "0 POLYGON ((414358.390 5042001.044, 414381.796 5... 1 2 1 2 \n", "1 POLYGON ((364914.897 4993224.894, 364929.991 4... 6 1 0 3 \n", "2 POLYGON ((376934.962 4999073.854, 376960.555 4... 2 1 2 3 \n", "3 POLYGON ((388890.737 5030465.123, 388945.987 5... 0 2 0 2 \n", "4 POLYGON ((425639.220 5003889.831, 425691.001 5... 2 1 2 1 \n", "\n", " 2019 2020 base rinc \n", "0 2 1 2 -0.500000 \n", "1 1 3 6 -0.500000 \n", "2 2 3 3 0.000000 \n", "3 0 0 2 -1.000000 \n", "4 3 2 3 -0.333333 \n", "\n", "[5 rows x 22 columns]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geodata = geodata.merge(citydeaths, on=PRO_COM_T)\n", "geodata.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and we can represent it here:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/miniconda3/lib/python3.7/site-packages/matplotlib/colors.py:1026: RuntimeWarning: invalid value encountered in true_divide\n", " resdat /= (vmax - vmin)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = mplt.subplots(1, figsize=(16, 16))\n", "geodata.plot(column='rinc', legend=True, ax=ax)\n", "ax.set_axis_off()\n", "ax.set_title('Figure 7.5: Relative increment over selected cities/municipalities (comuni)')\n", "mplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figures 8 - 12: Daily and cumulative deaths over individual cities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's pick a city among those analysed in the study:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Analysing the 'comune di' \u001b[1mCodogno\u001b[0m in 'provincia di' \u001b[1mLodi\u001b[0m (#\u001b[1m98019\u001b[0m)\n" ] } ], "source": [ "fign = {'Codogno':8, 'Nembro':9, 'Orzinuovi':10, 'Brescia':11, 'Bergamo':12\n", " }\n", "comune = 'Codogno' # 'Nembro' # 'Orzinuovi' # 'Brescia' # 'Bergamo'\n", "comune_code = cities.loc[cities[CITY]==comune].loc[:,CITY_CODE].values.tolist()[0]\n", "provincia = cities.loc[cities[CITY]==comune].loc[:,PROVINCE].values.tolist()[0]\n", "print(\"Analysing the 'comune di' \\033[1m%s\\033[0m in 'provincia di' \\033[1m%s\\033[0m (#\\033[1m%s\\033[0m)\" \n", " % (comune,provincia,int(comune_code)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grouping by date (`DAY`, *i.e.* 'GE') the data over the `comune` and aggregating the totals for the different years is what we need:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "TCOLS = [dIT.meta.get('index')['t_%s' % str(y)[2:]]['name']\n", " for y in years]\n", "dailydeaths = data[data[CITY]==comune].groupby(DAY).agg({t:'sum' for t in TCOLS}) \n", "\n", "dailydeaths.set_index(pd.Index(dailydeaths.index.to_series().apply(lambda ge: get_datetime(ge,YREF))), \n", " inplace=True)\n", "dailydeaths.sort_index(inplace=True)\n", "dailydeaths = dailydeaths.reindex(idx_timeline, method='pad').rename(columns={t:int('20%s' %t[-2:]) for t in TCOLS})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display the total daily deaths for the selected city:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "locator = mdates.DayLocator(bymonthday=[1,15]) # mdates.WeekdayLocator(interval=2)\n", "formatter = mdates.DateFormatter('%d/%m')\n", "\n", "plot_oneversus(dailydeaths, one = YEAR, versus = years_exc[::-1],\n", " ylabel='death counts', grid=0.1,\n", " title = 'Figure %s: %s (%s) - Daily deaths (all)' % (fign[comune],comune,provincia), \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "as well as the cumulative deaths:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cumdailydeaths = dailydeaths.cumsum(axis = 0)\n", "\n", "plot_oneversus(cumdailydeaths, one = YEAR, versus = years_exc[::-1],\n", " ylabel='cumulative death counts', grid=0.1,\n", " title = 'Figure %s: %s (%s) - Daily cumulative deaths (all)' % (fign[comune],comune,provincia), \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we can process the data regarding the male population of 65y.o. and over in Codogno:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "MCOLS = [dIT.meta.get('index')['m_%s' % str(y)[2:]]['name'] for y in years]\n", "\n", "dailydeaths_m65 = data[(data[CITY]==comune) & (data[AGE].isin(rages))].groupby(DAY).agg({t:'sum' for t in MCOLS}) \n", "dailydeaths_m65.set_index(pd.Index(dailydeaths_m65.index.to_series().apply(lambda ge: get_datetime(ge,YREF))), \n", " inplace=True)\n", "dailydeaths_m65.sort_index(inplace=True)\n", "dailydeaths_m65 = dailydeaths_m65.reindex(idx_timeline).rename(columns={m:int('20%s' % m[-2:]) for m in MCOLS})\n", "\n", "cumdailydeaths_m65 = dailydeaths_m65.cumsum(axis = 0)\n", "\n", "fig, ax = plot_oneversus(dailydeaths_m65, one = YEAR, versus = years_exc[::-1], shp = (1,2),\n", " title='death counts', grid=0.1, xrottick = -45, \n", " locator = locator, formatter = formatter\n", " )\n", "\n", "plot_oneversus(cumdailydeaths_m65, one = YEAR, versus = years_exc[::-1], fig = fig, ax=ax[1],\n", " title='cumulative death counts', grid=0.1, xrottick = -45, \n", " suptitle = 'Figure %s: %s (%s) - Daily and daily cumulative deaths (male 65+)' \n", " % (fign[comune],comune,provincia), \n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 13 - Total deaths in the week 15-21 March by groups of municipalities within the same province" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We look at statistics for groups of municipalities and consider the following timeline and 'province' entities:" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of provinces represented in the dataset: \u001b[1m107\u001b[0m\n" ] }, { "data": { "text/html": [ "
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NOME_PROVINCIAPROV
0Torino1
29222Vercelli2
33732Novara3
40802Cuneo4
54084Asti5
59243Alessandria6
69855Valle d'Aosta/Vallée d'Aoste7
72681Imperia8
77343Savona9
83904Genova10
\n", "
" ], "text/plain": [ " NOME_PROVINCIA PROV\n", "0 Torino 1\n", "29222 Vercelli 2\n", "33732 Novara 3\n", "40802 Cuneo 4\n", "54084 Asti 5\n", "59243 Alessandria 6\n", "69855 Valle d'Aosta/Vallée d'Aoste 7\n", "72681 Imperia 8\n", "77343 Savona 9\n", "83904 Genova 10" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dstart, dend = get_datetime('0315',YREF), get_datetime('0321',YREF)\n", "\n", "provinces = data.loc[:,[PROVINCE, PROV_CODE]].drop_duplicates()\n", "print(\"Number of provinces represented in the dataset: \\033[1m%s\\033[0m\" % len(provinces))\n", "provinces.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to the analysis run for Figure 7, we analyse total death counts for different groups of municipalities within the same province. However, the baseline this time will be the average death count for the previous years instead of the max: " ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162017201820192020base
PROV
1449489478485475585475.2
2395051444910046.6
3757584618915376.8
4115133113124132163123.4
553695359516557.0
\n", "
" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020 base\n", "PROV \n", "1 449 489 478 485 475 585 475.2\n", "2 39 50 51 44 49 100 46.6\n", "3 75 75 84 61 89 153 76.8\n", "4 115 133 113 124 132 163 123.4\n", "5 53 69 53 59 51 65 57.0" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "provdeaths = pd.DataFrame()\n", "for y in years:\n", " TCOL = dIT.meta.get('index')['t_%s' % str(y)[2:]]['name'] \n", " provdeaths[y] = data[data['GE_DATE'].between(dstart, dend, inclusive=True)] \\\n", " .groupby(PROV_CODE)[TCOL].agg('sum')\n", "provdeaths['base'] = provdeaths.loc[:,years_exc].mean(axis=1)\n", "#assert len(provinces) == len(provdeaths)\n", "provdeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually, we will keep only those provinces that registered 10+ death events over the considered period in 2020:" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of provinces that recorded 10+ deaths during the considered period: \u001b[1m106\u001b[0m\n" ] }, { "data": { "text/html": [ "
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201520162017201820192020base
PROV
1449489478485475585475.2
2395051444910046.6
3757584618915376.8
4115133113124132163123.4
553695359516557.0
\n", "
" ], "text/plain": [ " 2015 2016 2017 2018 2019 2020 base\n", "PROV \n", "1 449 489 478 485 475 585 475.2\n", "2 39 50 51 44 49 100 46.6\n", "3 75 75 84 61 89 153 76.8\n", "4 115 133 113 124 132 163 123.4\n", "5 53 69 53 59 51 65 57.0" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "provdeaths.drop(provdeaths[provdeaths[YEAR]<10].index, inplace=True)\n", "print(\"Number of provinces that recorded 10+ deaths during the considered period: \\033[1m%s\\033[0m\" \n", " % len(provdeaths))\n", "provdeaths.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We further select some cities of interest within the subset of cites that registered 10+ death events:" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NOME_PROVINCIAPROV
PROV
15Milano15
16Bergamo16
17Brescia17
19Cremona19
33Piacenza33
\n", "
" ], "text/plain": [ " NOME_PROVINCIA PROV\n", "PROV \n", "15 Milano 15\n", "16 Bergamo 16\n", "17 Brescia 17\n", "19 Cremona 19\n", "33 Piacenza 33" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "province = ['Piacenza', 'Cremona', 'Brescia', 'Bergamo', 'Milano']\n", "provtable = provinces.loc[provinces[PROVINCE].isin(province)]\n", "provtable.set_index(provtable[PROV_CODE], inplace=True)\n", "provtable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, the instructions for displaying the data is similar to that of [Figure 7](#Figure7):" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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szrUP+N6dyJ4DNlrHA9uD26lvK6bQsK823Tr3B6evNcCmj4BUv+O90CMjC2h4X8u10hcD/Wzkhd3movuOpcC3NnLOtdLf53esB/bPP3nW8WVAlt/xI9D1ek1A+ut8tgAtAs61wK8NoL4Pe3lAuk7o4MUOICMcX9v6P9ofBjgk2OcvVrrRNO64X2Ydm2IjdxDOBiZet0mfhH4DtM6/wPudP9P67Q1R+CWSwIS/v2rRUf4Um3SZVqVo9GAUSUULUlkG2KT33Xj8H54a5WOYuvtbv5sQbn7ayPB10s6xOXdXYMVER5AV8GwQeb4OXt8wdJ9jpb3MJu/ygvzG56sXQ5y70e+YLzBxWDT5G8yfkdoRRll16nrHWscuDiLvC2BnBHZVAwfanJtnnT/B+h5xvae+bWl0Uw64vtF+x3xBv+k26Q9E3xh+8Dt2qZV+qk36E4h9YOIv6DfnndFtzdHotwQKvbhxZpi6cvHrHKE74N/4nV8LrAjw2/gwZYeqhxUEdJDi9bHycxu6M3FEE2kdCUy43bfUd4r+ZHPuVhrfW/pZx14KSHubdfzKMHR2t9KutDmXiX6DG0kfIc3K01125d+vXp0QeN1B7JsZQv8HNum7ooMy/u2E7751mp2OMMuqQgeMJOCcAKut8wfa2Dg6ivwfGnA82bomReMgmM+2mTZlMC+Ino0ED0xcbpPed66f37FhBNRJ6gN/H4d5vY1s9NP1fzbpRxGif2KT/i10PUwNZXewMthUHgYpm08Elm+/c0noh4/P/Y59gX4waxNl2WyDfqM7z+/Ye+iXUdf624ce3aiA2yLIhx5B9CrL7lYBx1PQ9+kvwvCVLy8alRe/c4+G6YdGZTpaPcAfCGhrA37zH8vnWU3Y5AtMNArSRZC/wZ4DNlrHuwcc97UHRfgFN61zQwLLvlPXGmDTb2zO+YLoF/sdyyX482w0be4c69gxAenfsI4f4XesB6EDEyfZ2OQ75x9c+Rbdjw75DIIO8FYTEMC2KSu/j7asODWVY75SanjTyRpwtPV3ic25FVhDYBxihc2xI9DDv7cAE/QolgZ0sP72ctCORiilxJrC0RU9bPtB9PDNM5TfcEblwAJNNhwDlCml7PyTZ/39VbjCRCQNPQz/ArTfWqErno+udr8LE195WWRzzu7YIOtvZ7Hfmq+X399VoOdMoTvNZ6OnHrQM+E009q+0OfaL9dd/55RX0Q8Hy0VkNvoNwSKl1I4odDbHjnjp8eXPILGfK5gBtBeR9kqpcFZL36SU+tnm+CJ0J+ZX6Ld3zan3dvUkGL45wXmBJ5RSP4vIeuAIEWmtlCoidPleirPtYSNU4wVzvwIuE70g75+Ay9FvlCLlBWCKiByHztPD0Z3MoERZD38Ms5z4dAxDd+T8+VJFOPzQGtL4LvrN/qVKqbWR/L6ZuNK3AYRqr+vuLUqpb0RkKTDKmkrlW0z2CvRDwyth6Arap1BKlYrIV+ghsnbY1e1e6DdFedb9N5A89MgJX9vSHBr5SSm1xWonevm1E6+hg4hvisir6NGli1X4Cx762qWPldWL9NOnROQT9ArvR6NHiDWX//l/UUrViMgO9INGoM2+BQVtt92Ngubc8wZYfz9wwI6w6gDUTdX5KzoY3Rn9Ftif9sRv4UXfPXq4WOuCBFBFw/vkq+ipRKtEZA66fixWSoW165tSao+IfAkMEZFkdN/xBPQUroVWspPQ7Z6vHi9sJCg61imligPsqRaR7UTWP3JrP6tXkH5wZ3SQ6XD0LoHBmIfO2ydF5DR0UHaxUur7wIRRPgfsUUptCjjmK+frlFIlQc75txVOXauPKvRog0AWAdej627gbpR295Fo2tx/okeXXYzVhlp9jTPQU2wj6Wc0VVaKRKQleoTUD0qpdU3IOw4dYM4I4ufDrL+9CLLWVVMkco0J37yxnYEnlFK1ItKcrZsCsZsL7ts+70jrE4zAjpvjKL0t6C/AUyKSj27g70QPZYolWQTvfPhW4M6OQN5r6DfO31M/p74KXfhvRg9VjJZs9IgSu3IRKn9H0HiVfH9aQl1jmoeO6v4P3TDkox8Ie6BH+ERjv91uDb6HzGTfAaXUKyJShe50Xo01rEr04jnjlFJhzwttjh0OEK4eX/5c34S8loS3jVuwAI6vbPjKcXPqfcg1JQLwtW/BfrMNHSTJQr8R8NnX6Dqsznx+BLqd5Dl0YOJ4ogtMzAIeRj9gZlC/PoItzaiHkeQN6KDEhIBjL9L0PGh/W9uihz0eCVyrlAq1ZXYscKtv/bGrl4F10sfT6IeOi4Dp1iJavYBnAh8aghC0TxGgN9xz4dRhiOweGYxQ7Vcvy5YipdRSETkZPW3nQvSbcETkC/Tb46Ye1OJ5TSj7tSKqsblPWA+C0PhhPFqac8/zPdw5sSWkXd7uQPdn6vxszaVfYH39AD2qrxj99vFs9INLc/pQkeK7Vza5HofF39DtyTXotb9uAapF5F306Okfw5CxEN0+HYvOo1bAQqXUGhHZSsPAxF4CAl/NINiuWtVE1j9yaz/roibkhXzOUUr9KCKD0ffM36HX5EFE1qKnmv3bL3k0zwGh2oNgbQg0bCscuVY/8q1ns0CC3b/8z/kTTZs7H+23C0XkNsuO89Cj+P4Z0uoA/IL8/gSWlUjaO5+fj7c+wYj62TmRgQlfYesQeMIaQdCexk6qtc6nKL2DhT+hbqTK5phP/3+UUqOaNjdu+CL0w+KgqxA9J8iOTn5pmsR6a3cmukKNUA0XpBmEbpCaw150tLM9jTuedtfgszvcBUxHom+IzyqlxvifsBYEvCwycyNHKfU68LqIZKEX9DwHPc9xvrUwXVhvHjyCL3/6qfAXlgpFxyDHfWXD1zg3p97btSPB8OkJt3757Gt0HdbboxwSs2+6Lyhku4tIUyildorIPPRDVAp6yHyochxtPYwkb1B6W9TcSH4TYEs7dFDiGOB6pdSMaGVFi1t9G0BHGge/A+ukD/9FMKdTv+jlM4RH0D5FgF47QvURIrlHRttHaar98h89+THwsYi0QC9qdiY6kP2OiPRT9rvG+IjmmhKNInhfNZvYbNXsq0dOjN7oiJ5mFXgsiYa234l+aDtBKfWpf2KrD3U08cVXBrKs0Tohsd4GPws8ay0aOwTdNp0HHGaVzZpQMtCBiVvQgYckdH36xDqXh15wsw36bfU7Ycjb3/Hl4ZlKqajeXvtQSn0NnCt6Z41j0QGKm4BXRGSLUurTODwHhMKxa7XIEZEkm+BEsPsXOHQfsYIyc9D+PRnd17gYHVAI+vKhGfiuJZz2zmfno0qpW2NgS3y2Cw2Cb4Vsux0VBmB/I/Kt0N/AeVYgI9JG+zu0g38tDmxl6SC+YU4xHbpt8T+ghYgMsDk31Prr/6be18jYRX4Psf7a3SyGRG9iHb7yYifL7phvt43BYcr32f9WmPJB3zSdjIID+i2TUup9pdRV6PmMHdEd0ETj5PVGmj9N0V0Ctl2y8OWdrxzHq9773uQMCzwhIgegy9sGvw5fqPI9mMQFkX3lbmMzZDyPfoBoaf0fimjqYVwJCErcqJSankBz3O7bUO11g1FgSu88MQs4RkSGot/Kfa3C34kgaJ9C9NaGkfYR1qBHoRwn9tv72t0jo+2jNPKTtRL+IcB6uwdDpVSZUipP6Z1UJqGnndgNuffHZ+uJEjCPzfpumzcJpgCbDrPorRGdHB7vj29I9ukOyAq3DhwC7LYJSmSiA4rNIVTfLRi+e/SgkKlsUErlK6XeVEqdjx4F0hu9m0JTLELbejI6OLHSL9i6AL0w+5XoZ5e8MM2J5toTSQ3u7WehlKpSSi1TSk1APzgLeho6xP45IBROX2sq9mU/0jYy2jbXNwLzYhE5GH1fm6+sXbicxBqRuBo42NpBJBSfoQMwjpWpQBIZmJiLHqb2Z8vpgH7TANwX5De+eUGjA46PQ29xFzbW24x/oBfMmmz3kCJ67/NgbzKiRkR62cm1bkBTrK/vBZ6zfme7t22U+PYnf9D/+q0Hp3Ho4Ij/lji7rb/dbGT55ocFbgl5JHrYaXN5yfp7jzUfyt/WRlFYa92M5eihUOcHnheRJKvz6yOY/UPR2x/ZsRt7X0SMiJwiIhk2p3zlpMwJPc3EsetFD8csAh6wykgDrPIeSYco2ZJV1/BbeXcGetegJRDXej8XHYW+3P/6LPseRN/0ZgakLwSuEJHD/dKnAvc305aQiEhPEelic7w3egcTaF6U/j30UOSzqR+qHIxo6mHcsIISH6GDEjeHORorlrjdt3eKXtfCp6sT9feWf9mk9408+Rd6lE64oyWw5ih/ig5sBI6Guo36IajhyqtEb5nWnoB7mOg5979Dty3+D5LR9lFOE5FTAo7dj24nfPdpRGSINaIuEN9bt5D3CWtdh4XUb1XnzxXW8QVB1utJFJ8DPUSvCwPUTUuaEvQXzcQKhq1AP0w0qhtWvyNcbrKCTL7ftgLusb6+5JduE9A24H6RDEwm+CigcAnVdwvGdHQ9nWYX9BeRNiJyjN/331r9d/80qdTXuyb7MNbUn5XUDxP3n5rk+//2gO9NEc21J5Ld6PW17PqDkTIXvUvCOBE5MfCkiKSKnjIXEhE5LkifKLDdifVzQCgcudYA7gt4NuqFbif3WvqaJNo212qD1qJHTo9BB4AimsYRIU+i+9HTrdF4dYhIhtX3QSm1Db3cwG9E5LbAYIuVfmCQYH5YJGwqh7XQzTj0vNKVIvIKOrPPQK8+vIXGe8K/gF4YKFf0IkHr0fv59kVvqTeUyJiAjkTfhN6T/GP0NIED0KuEH42OCjW5AKGITEZ3YLB+C/rBxzc39iGllG/xyuHAw6LXD9iAvu4D0B2dHHRHJ/CmOwBduD/GuWke/0QX+pHA16KHBbdED73LQW8F5b/n71J0A/QXq3O0E0Ap9RD6Jr4COM96yFkGHITeAuod9CrUUaOUyhORF9CL8H0jIm+ghz2eb+n6vc3PLkT7bI6I/AW9anS5Zddg9M3e1/i/jX4r/FcR6YteEPMIS+6b2O+9vMC63tfQb8hr0JHib6K4xEeBg6wysRFrNWx0vi+hYec3UTh2vdYw9AuBfwNficj76DeUGeigwVD0dYe7qO7X6HqxTEQWoEceXYCe2zgmYDieY/U+xPUVWh3a2egFTV+xdJyCbrNWoHfg8aXfKyI3oYMVn4kexrcXXf7KiHDBswjboxOBZ0RkIbpNLUIvYDQC/WB0r1LKbhGosLDenIR1Eye6ehhPXkcPI14DtBP7xZ8e959SISK+wAHUP5yebb3xBb2I2LPRGOMB325AL4b3H3RZOg8dbL1T2ewnr5RaJSJL0G+Hymm8uFhT3Ige+j3H0rkeXdcHWcdPpHG/IhS3o9uiu0SvAbAcvR7HKPSOHZcHtC3R9lHeAd4VkX+jp74MRbdBX6EfTH3cgg5iLET7tty6vlPQQZI3wrima9GLdT4jImei35T1Qd+rd9LEAqoJ4DH0yIV3RC8MXQqchp5uEcuFIC9Gv5V/WkQuQfd/MtAPEseg+0jh8Bn6HvcKum97DroMPaOU+sQv3TT0dS4WvbBpOfqedoBlx7BmXEuovpstVl28Dh3IXyt6rYj16DnzPdFldCZ6TQnQU7FKRWQx+gE1FZ1PfYBXbBY7DcZC9AJ7vv999qwXkZ/RuxwUUD9CqikWoBf8nWHVrxLgJ6WUXWDUDSxAtxlvi8gi9C42i5VSES+wq5SqsIK076Gnf32Etdg7uh88BL0uSFOL/F8EXGf1T39Av0Tpg35e20X9aL2YPgeEwsFr9bEVPSLrSxF5Bz0y8UJ0GzAmnOlNfkTb5v4THaC+Fe1zu9GOTvEPdJ0+D1gnIm9ZOg9CL/J8JfVrcF2H7jv8DbhE9MLVe9F181h0/7ELuq2OHBXldh6q4TYl7zeRbjRBtipCF9SV6EZ4O/oNSTt05/hLm/THoIfRlliOeBM9RGwmwbfiaqTXL00yei/ZxZa8cnSj+h66wW0Zpi82WrqCfYb5pe2LjkZ/jY6OVqErd56l02670GGE2DYrXPtsjqegOztfW9deaNnRaJ90K/0Z6Ian1Hdtfuc6oBfL24y+CX6NLsAHE2I7mwiuIRm9jel69A1+PToKe4idfOs3bdEjcI1L01oAACAASURBVL6xbC5CL8rzMn57IFtpD0Yv3LPDKl8r0IEPn+9zA9J3Rt+Md6If0uvKWqiyZyfP0vMKutEvQXe6/od+0xduGWzkz0jtaEK+Y9frd+4I9LzUjVae7rbKzRPAcWHapaxrPwgdyd1t5fXHBOyZHU29p+ntxkJd+xD0rg0F1vWtBe4NlqfoB9jPadgetiXEFmKh6nuIj397dBT6zd1qq9xVoRdkmgucHq5OS1auJb/JPdv9/DY+4Hik9TDqdjHSTxh+bVRO/HwS7DNzX/Mt9duRtUAH4H6xyv8qmtj6k/q93f8ZZR79Cr1qfBH6fvYu+p77tiW3jV9an58a1V2/NO3R7dFG9EPCTnRA1XaraaLso6C3u/scfe/cDjyF397xVvrfokdQrLGurQi9zdt9QE4EPuqOfpjYgq7vW6zv3UOUpaA+Cpb/IerQxiDnbMsburP8tVWGtgJT0QsjNpJl52ebOjTM75ht2bfOdQIep77PkY9+2BrblN1+dhyC7qf4ZPyADl4l2+g7F/0CpcQqZ6+ggwB2ZcfW7mC+J3TfLZTPjkMH2DdTX/6/QI/86+WX7lr0PWMjugzvsnx1FTZ92hBlZ7hlSxWNt/D0bWH9ZoTl5zZ0v68yME2w3wQrq5HkhXWuB5G1863QL2y3UN/Pym2OHnRw63HLB+Xodmk1un9xchg2DUS3R9+g+zKllqwnCNimncifAxr5OIz8jNm1+tuEfhZ9Bt0el6ODjI2ejbBpV2zShN3mBvym1pL9fJA0tr4gwq2rreOCDkAsRc9oKLH8+A+bfG6BrlefW2lL0cHyN4BLiKDOB37EUuAqRG8fuA54Vek5agaDwWCLiCj0VkzDEm2LwWBoHiIyHf2QM1Q1fKPcHJnJ6AfDFkqpUItgxhURGY0eZXG5UmpmYq0xOImIzEQvKHuwUmpjYq0xGAzhIiIbAZRSPRJryf5JIteYQETaikh6wLEW6KF7EMHWbQaDwWAwGLyLiHQALgW+iyYoISIpItLe5tR49Nsn06cwGAwGg8GlJHK7UNDzWZ4TkQ/Qi5a0R6/G2wM9z+qVxJlmMBgMBoMh1ojICPRaCaPQ6xxNjFJUK2CziPwXPQQ1FT0M+Tj0FIDcZhtrMBgMBoMhJiQ6MPEt8F/06ru+xcF+AO4GJqvG+8caDAaDwWDYt/gjetj7FuD/lFLRvpQoRc9vPhm90GUGOiAxA7hPKRXLxRINBoPBYDA0A1euMWEwGAwGg8FgMBgMBoNh/yCha0wYDAaDwWAwGAwGg8Fg2L8xgQmDwWAwGAwGg8FgMBgMCcMEJgwGg8FgMBgMBoPBYDAkDBOYMBgMBoPBYDAYDAaDwZAwTGDCYDAYDAaDwWAwGAwGQ8JI9HahBoPnEJE1QFtgQ6JtMRgMBoPBYDC4jp5AgVKqV6INMRi8gglMGAyR07ZVq1Yd+/bt2zGeSpVSiEg8Vboar/vDjfYn0qZ46I6lDidlOyXLjWXMED1xzc+qaqiohFoFSQLpaZDqni6j18u2W+2Pl11KKXbu3MnmzZsBOProo0lKiv0gbkevr7YWvv4asrJQBx/cSO6qVasoLi52RpfBsJ/gnruMweAdNvTt27fj0qVL46p0+/btdOrUKa463YzX/eFG+xNpUzx0x1KHk7KdkuXGMmaInrjl58/bYMMvkJEO3btApxxw2UO018u2W+2PtV3V1dXMmjWL++67jw0bNnD44YczYcIEhg0bRteuXWOm10ezr6+mBlauhOOO09/Hj4ejjmL7Kac0kjt48GCWLVtmRtYaDBFg1pgwGDxCTU1Nok1wFV73hxvtT6RN8dAdSx1OynZKlhvLmCF6YpafSsGOfCgq0d+7tIcjesCAvtC5veuCEuD9su1W+2NlV3V1NS+99BK9e/fm8ssvJykpiZdeeolvv/2WP/3pTzHRaUfU11dTA//6F/TpA0OGgDXSg4cegj/9ybX5aTB4DROYMBg8QufOnRNtgqvwuj/caH8ibYqH7ljqcFK2U7LcWMYM0ROz/Kyuge83weYd+ntKimsDEj68Xrbdar/TdtXU1PDyyy9z5JFHctlll1FbW8vMmTP57rvvuOSSS0hJSYmJ3mBErKe2FubMgX794KKLoLISnnwSOjacyevW/DQYvIYJTBgMHmHr1q2JNsFVeN0fbrQ/kTbFQ3csdTgp2ylZbixjhuhxLD+Vgp274Yef9ffUFDj6CDi8uzPy44DXy7Zb7XfarmXLlnHxxRdTWVnJc889x5o1a7jsssvqAhKx0huMsPXU1sKrr+qAxIUXQkkJPP00rF0LV14JqanRyTUYDCExa0wYDB4hNeBGuL/jdX+40f5E2hQP3bHU4aRsp2S5sYwZoqfZ+akU7NoDm7ZASRmkp+o1JFJToHVLZ4yME14v2261v7l2KaV49dVXKSsrY/To0Rx//PG8+eabnHHGGSFlx8sfTeqprYU33oDcXFi1Crp1g6eegssvh7S06OUaDIawMIEJg8EjtGnTJtEmuAqv+8ON9ifSpnjojqUOJ2U7JcuNZcwQPVHnp1KQvwc2WgGJtFQ49CC9lkQcdkKIBV4v22613wm7pk6dSllZGZdddhkiwsiRI+OiNxya1LNzJ1x8MeTk6CkbV14J6enNl2swGMLCm3ckg2E/ZMeOHYk2wVV43R9utD+RNsVDdyx1OCnbKVluLGOG6Ik4P30jJFZ+B9+u11uAHnogDOwHB3T0bFACvF+23Wp/pHYppXjjjTc47bTTKCkpQUSYM2cOS5cujWhbznj5w1bPO+/APffo/zt1gg8+gB9+gOuuCysoEVSuwWCIGO/elQyG/YzMzMxEm+AqvO4PN9qfSJvioTuWOpyU7ZQsN5YxQ/RElJ9lFfC/7+DbH6CyCg45EAb0gwM6eTog4cPrZdut9odrl1KKuXPn0r9/f8455xxWr17N999/D8CBBx5IepgP9JHqbS62et59F557DgoL9fchQyAjo/lyDQZDxHj/7mQw7CdEeqPf1/G6P9xofyJtiofuWOpwUrZTstxYxgzR02R+KqVHRYCerqEUHNJNb/vZrRMk7ztdPq+Xbbfa35RdSinefvttfv3rX3P22Wezfft2pk6dyvr16znmmGNiptcp0tPSdCBi8GC9kCXA/ffrERJZWdHLdWl+GgxeY9+5SxkM+zgFBQWJNsFVeN0fbrQ/kTbFQ3csdTgp2ylZbixjhuhpMj+/XQ/frNMBieQk6N8HunWG5OT4GBhHvF623Wp/MLuUUrz77rsMGDCAs846iy1btvD444+zfv16brzxRjIiHGEQrl7HUArmzyflxBNhxAhYv15/ANq2hRYtmiXerflpMHgNs/ilweARspoRzd8X8bo/3Gh/Im2Kh+5Y6nBStlOy3FjGDNHTKD+VgqISvaOGCLTLhurq+vMRzPH3Gl4v2261386u8vJyTjrpJJYtW0bHjh2ZMmUKV199taPTF2LmD6Xgww9hwgRYupTUnBx4+GG4/npo6dxONG7NT4PBa5jAhMHgEZRSiTbBVXjdH260P5E2xUN3LHU4KdspWW4sY4bwaN0aKisbHa37b+jRhdxz6RZO6FfM724/nAX/yyItrQNFRXE1M2F4vWy71X6fXUopNmzYwCGHHEJGRgb9+vXj3HPP5dprr6Wlgw/0gXodFAgLFuiAxKefQrt28OCDFF1yCdkHHOCsLtybnwaD1zBTOQwGj1C0v/Q4w8Tr/nCj/Ym0KR66Y6nDSdlOyXJjGTOER2WlXWAChvQr4oNH1vDBI9/Tp3sZ97zQlc/Wtgyafl/F62Xbrfb77Bo/fjxHHXVU3W4TTz/9NLfeemtMghL+eh3jD3+AU0+F1av1GhI//gjjx1MUowCCW/PTYPAaZsSEweARcnJyEm2Cq/C6P9xofyJtiofuWOpwUrZTstxYxgzhk5YGFRXWlz1F1Gz4heSiEkhJhm5daXdAR+49M4V7CXtXw30Gr5dtN9q/cOFCDjvsMADOO+882rRpE7fdJhzxx9dfw1FH6f+HDoVjj4WbboLsbGf12ODG/DQYvIgZMWEwhIGItBSRDiLSAUipra2Nuw2lpaVx1+lmvO4PN9qfSJvioTuWOpyU7ZQsN5Yxg2bHjh3ceeedLFiwIPQw8L1F8NVa+GotUlIK3bvAwH7QvSuk7L/vlrxett1k/8cff8ywYcM4+eSTeeKJJwA49thjueOOO2jVqlVcbGi2P559Fo4+GpYs0d/HjoW7724QlHBETxDclJ8Gg5fZf+9qBkNk3AZM8H35+eefqaqqYvv27WRkZNCyZUvy8/Np3bo1SUlJ7N27l7Zt21JZWUlJSQkdOnRg7969VFZW0qVLF7Zv305SUhI5OTls376dFi1akJmZaSujoqKC0tJSqqurqampobKykq5du7Jt2zaSk5Np166drQwRobCwsIGMjh07smfPHqqqqujSpUvYMtq1a0d5eXlcZbRo0YLdu3fXLSoVKMPnD5+MrVu3kpKSQtu2bdmxYweZmZlkZGSElNGxY0cKCgqorq6uk5GamkqbNm2alFFWVkZZWRmdOnVi9+7d1NTU0Llz5yZlKKUoKiqi0hp33RwZOTk5lJaWhi0jPT2dgoKCoDJqamrq/Nq5c2e2bNlCWloa2dnZ7Ny5s4GM7Oxsamtrbe3Iz8+ntraWTp06sXXr1gYyWrZsSVpaWiMZlZWVKKUoLy+3lZGenk5WVpatjJqaGoqLi8nJyaGkpITy8nI6d+7Mrl27GsgoLCykVatWdTJSU1PZs2dPkzKUUnTs2NHWDp+M8vJykpOTKS4upn379hQXF4eU0bp1a3bt2kWrVq1ISUlhz549tGnThurqajZv3kzLli0byNi5cycAHTp0YNu2bU3KKC4upqqqitraWioqKmxlZGRk0KpVq5Ay2rdvT1FRERUVFXTp0oUdO3YgIrRv395WRnJyMnv37qVNmzZUVVXVtX+FhYUhZfja0HBl+NrQpmQEtsN2MnztcLza8g4dOjBnzhwmTZrEpEmT6NWrF3/+85/585//TFFRES1atADakZSkqFm9gaTqGoratiS/RQrZWS0o3batURsKeqHLqqpqz7XlgTLCacs3b95MixYtXNGWR9oOZ2RksHnzZlJTU2PWlgfKsGvLv/jiCyZOnMinn35KVlYWt9xyCxdffDH5+fnNasv929Bw2/LNmzeTlpYWdluenp5O9nffsbuqivT+/Uk9/XRqxo0jqVs3avbsCSpj165dtGnTJmRb7n8/CLct37x5M8nJyQ3a0Jqamhh2SQ2GfRMxC7YYDE0jIi0B35jGdwcMGPDr5cuXx9WGqqoqUlNT46rTzXjdH260P5E2xUN3LHU4KdspWW4sYwZNTU0NTz75JFOnTmW9tW1hu3btGHPZaK4feS6HDx9Mba1QsasEMtIhNSVkfvqmctRN/djH8XrZTqT9S5YsYcKECXz44YdkZWXxl7/8hbFjx9YFAhNhV0R6V6zQi1q+/z6MGgX//nds9ESAndzBgwezbNmyZUqpwY4rNBj2UcxUDoMhDJRSJUqpnUqpnUB1UlL8q87u3bvjrtPNeN0fbrQ/kTbFQ3csdTgp2ylZbixjBr2Cf1lZGaNGjeKtt95i8uTJ9O/fn927d/PwY1PocdIJUNuP2tqleivQVD241eRnPV73RSLsX758OcOHD+f4449n+fLl3HXXXWzcuJGJEyfSpk2bhNkVtt7PP4cRI2DgQFi0CO64A556ynk9UeD18mgwuAUzlcNg8AhmWGBDvO4PN9qfSJvioTuWOpyU7ZQsN5Yxr1NeXk5hYSF79+5t8NfuWKhzodYpqlWK8spvgRuAL+qOm/ysx+u+SIT9M2bM4NNPP+X//u//GDdunO2CjYnya0i9K1fqERLz5kFmJtx+O9x6K7Rv76yeZuD18mgwuAUzlcNgiBARWTpo0KBBS5cujave2tpaEjFSw6143R9utD+RNsVDdyx1OCnbKVluLGOJoqqqqi5IEGkQwf9cpQN7crZo0YLsrCyyWmSSlZ5BdqvWlCfB6h/WUVBQYKXqS0rKy1RVHVX3u1D5ub9N5fB62Y6H/WvXruX222/n8ccfp0ePHmzbto2UlBTah3igT5RfbfV+/TXccw/MnQstWsD118Ntt0HHjs7qcQA7uWYqh8EQOWbEhMHgEbZs2UK3bt0SbYZr8Lo/3Gh/Im2Kh+5Y6nBStlOy3FjGIsW3oF5zRymUlZU125bU1FTat29PVlYW2dnZDf7aHbM7l5WUQuqWnbBrDyQJ6ypKuPWJR/ho3jwA+vbty+OPP84ZZ5zSSP++kJ9O4XVfxNJ+/4fkBQsW8MUXX9CjRw86d+6cULsi1puXB/Pnw7hx8Ne/QqdOsdHjAF4vjwaDWzCBCYPBI6SlpSXaBFfhdX+40f5E2hQP3bHU4aRsp2QlMj+VUpSWlkY91cH3t6ioqNm2JCUl0aZNm4iDCIF/09PTEZHojCgpg41bYFcBiMABHbl/1gvcO+kBqqqqyMnJ4b777mPMmDGkBNkG1I1tRqLwui9iYf9XX31Fbm4u3bp1Y9q0aRxxxBFs2bIloi0/E+XXtLQ02LoVbroJrrgCfvc7uOoqOO88CCOgEpGeGOD18mgwuAUTmDAYPEJ2wH7c+zte94eb7M/Ly+Okk05qcCwzM5Nu3boxcuRI/vrXv4Yc/usE8fBHLHU4KdspWdHKqaioiHqqg///Tsy7btWqVVRBBP//W7ZsGX1AwQl+3Aw/ba0LSHBgZ6qTk7jvwUkopRg7diz33HNP3QKEwXBTm5FovO4LJ+3/5ptvyM3N5fXXXycjI4Obb7657lwkQQmn7Qqbykqtt7pa77hxwgk6MJGR4WhQAmJ3fV4vjwaDWzCBCYPBI+zcudMMFfTD6/5wo/3nnXceZ555JgDFxcUsX76cyZMn8/777/Pll1/GdO5xPPwRSx1Oyo5WVnV1dYMAwQ8//EB6enrYgQXfX6fWUWgqiBAqsJCdnU2rVq1ITk5uti0JobRMb/OZlARZLaFrBzioC6TrN6spwJdffklmZibdu3e3FVFZWb92hCb4W9nKStifXtq6sf2MBCfsX7VqFRMnTuS1114jPT2dm266ifHjx9OlS5eE2hU2330H994Lmzez8+WX6XbggfD994GF3lFidX1eL48Gg1swgQmDwSNkZmYm2gRX4XV/uNH+AQMGcPHFF9d9v+aaa8jMzGT69Ol89dVXHHPMMc3WUVVVRW1tLekBnc94+COWOpoju7a2luLi4rrAwM8//8yqVasinv5QWlra7OtISUkhJyenWaMUWrduvX8PbS4shv+tgUMP0iMkctroTwC9e/cOKiJS96Wl7V+BCTe2n5HQHPu/++47Jk6cyKuvvkpqaio33HAD48eP54ADDkioXWGzdq0OSMyeDSkpcOWVZPoCkDEMSkDsrs/r5dFgcAsmMGEweITAB7n9Ha/7w432281t9719S01NrTtWU1PD1KlTeeGFF1i3bh3p6ekMHTqUSZMmceSRR9almzlzJpdffjnz589n0aJFvPTSS/zyyy989NFHDBs2jB07dnDLLbcwb948qqurOeGEE3jiiSc4/fTT6dGjB3l5eXWypk+fzn/+8x9Wr15Nfn4+Xbt25eyzz+a+++6jdevWdel801JeeOEFCgoKmDZtGlu3bqV///5MmTKFgQMHMmfOHB544AHWrVtHz549mTp1KqeeemqD6y4sLCQ3N5f//Oc/bN26lc6dO3POOecwceJE22G7gfm5Zs0a5s+f3+ToBN86Cs3dIcu3joJ/gKBly5a0a9cuosBCRkZGYqc9eJXScj1soU0WtG4J3btATvTDu+2W1igpKaVly5bNMHLfwY3tZyREa/+sWbO49NJLSUlJ4ZprruGOO+7gwAMPTLhdYbFuHdx3H7z8sh5JNGYM/N//QffupJeUxE6vH7G6Pq+XR4PBLZjAhMHgEQoKCkyn1A+v+8ON9u/atYtdu3YBUFJSwooVK3jiiScYOHBgg4DDBRdcwJtvvskll1zCddddR35+PtOnT2fw4MGsWLGCXr16NZB72223ISLccMMNpKWl0aVLFyoqKjj11FP59ttvGTNmDAcddBDfffcdp556qu0OClOmTGHIkCGMGDGCzMxMFi9ezLRp0/jqq69YuHBho/RTp06lsrKS66+/nrKyMh5++GFGjhzJQw89RG5uLtdccw1paWn87W9/45xzzmHTpk20bdsWgMrKSk499VQ+++wzLrvsMgYMGMDKlSuZOnUqixYtYsmSJY06ooH5edlll7FixYqw/N6qVatGiyx27NgxokUa7dZR+OWXX8zw4lhTVg6btsL2fGiRDsf11WtJ9Gj+2+tA3NhmJAqv+yIS+7///ntSUlLo2bMnp512Gtdeey233347Bx10UELtCpv16+H+++Gf/9TfL78c7rwTDj44tnptiJUer5dHg8E1KKXMx3zMJ4IPsHTQoEEq3hQWFsZdp5vxuj/cZP/ChQsVYPs56aSTVH5+fl3aV199VQHqlVdeaSDjl19+UVlZWWrUqFF1x1544QUFqD59+qiysrIG6f/+978rQD3xxBNKqXp/jB8/XgFq6NChDdKXlJQ0sjs3N1cBasmSJY2upXv37qq4uLiRvuzsbLVt27a64/PmzVOAevLJJ+uOTZ8+XQHq/vvvb6Bv8uTJClCPP/54I1sC8/OTTz5Rd911l/rb3/6mnnrqKTV79mz1zjvvqMWLF6uvv/5abdq0SRUUFKjq6uomZUWLm8rYPkdpuVJrflQq7zP9WbNBH4shJj/r8bovwrV/z549KjMzU5133nkxtkjjuF8//VSp5GT9ufxypdavj4/eIMRKj53cQYMGKWCpckG/1XzMxysfM2LCYPAItbW1iTbBVXjdH260/5prruHcc88FoLS0lJUrVzJlyhSGDx/Of//7X7Kzs5k9ezYdO3bk5JNPrhtdAXoo66BBg/jwww8byb366qvJyMhocOztt98mMzOTq6++Gqj3x7hx43jooYcayfDN4a2pqaGoqIjq6mpOOukkcnNz+eyzzxg8eHCD9JdeemmDN1jHH388ACNHjqRTp06Njq9fv77u2FtvvUVGRgZjx45tIPOGG25g4sSJzJ07t8HK9/72+xgyZAhDhgxpdB3h4FTZcGMZ8zzlFXqHjW35oBR0ytHTNlpkNP3bZmLysx6v+yKU/Rs2bOCjjz5izJgxZGdn8+yzzzJo0KCE2xU2GzfCtm0waBAMGABjx8LVV8Ohh8ZWbxjESo/Xy6PB4BZMYMJg8AhFRUVmSyo/vO4PN9p/0EEHNVhr4ayzzqJ3795ccMEFPPzww0yaNIk1a9awY8cOOnToEFROVVVVgzUpDrXpkG7cuJHu3bvXTYnw+aNDhw622ybOnz+fiRMn8vnnn1NVVdXg3J49exqlD9zpwCczcPiz7/ju3bvrjv3444/06NGj0YJm6enp9OzZkx9//LGRPifz0ylZbixjnqWiUk/Z2LZLByQ6toPuXSEz9gEJHyY/6/G6L+zs37hxI/fffz8vvvgiIsJZZ51Fp06duPDCCxNqV0QoBb/9rV7UctUq/feRR2KvN0xipcdObkVhheN6DIZ9HROYMBg8Qk5OTqJNcBVe94cb7bebI/vb3/4WgA8//JBJkyZRW1vLQQcdxHPPPRdUTuAWj3YrlivVcLHHUP5YtmwZI0aMoHfv3jz22GN0796djIwMNm/ezOjRo23fVgXbZjLY8UB7QmG3OKST+emULDeWMc9SVgFbd1oBiS6Q2SLuJpj8rMfrvvC3f9OmTTzwwAO88MIL1NbWcvHFF3P33Xc3GNmVCLvC5pdf4Lnn4O679aKWM2ZAly56rZVY6o2CWOlpkJ+LNpE3IY+dq3fGRJfBsC9jAhMGg0coLS2lRYv4d4bditf94Ub7KysrGx3zjU4osrYJOOyww/joo4848cQTm7Ul5MEHH8yiRYuoqKggPT29zh87d+5sNALilVdeoaamhnnz5jUYCfHBBx9Erb8p2z7++GNKS0sbBFUqKirYsGEDxx13XKPfOJmfTslyYxnzDLW1sP4XyEiDAztDm9YwsB9kJG71fZOf9XjdF6WlpezatYtJkybx3HPPUV1dzZ/+9CfuvvtujjjiiITaFbZfN2+GBx+EZ56Bqio47TT4zW9g2LDY6m0GsdJTWlpK4bpC5o+bz48f/Uh6VjpZ3bLgF8dVGQz7NEmJNsBgMISH3U4F+zNe94cb7Q+cIgHw5ptvAtC/f38ALrroIsrKyrj33nttZezYsSMsXb///e8pLS1lxowZQL0/pkyZ0iitb5SD/8iI2tpaHn300bB0RcrIkSMpKytj6tSpDY5Pnz6doqIiRo4c2eg3TuanU7LcWMZcj6+MiUBJqd51w0cCgxJg8tMfL/siPz+fcePGceihhzJjxgxGjRrF6tWrmTVrVkKDEhCmX7dsgZtugkMOgSefhJEj4ZtvdFAilnodIBZ6VK2irKyM6opqtny2hRPvPpGbN96sAxMGgyEizIgJg8EjJGJYp5vxuj/caP/atWuZNWsWUL/45fPPP0/r1q258847ATj//PN5++23eeCBB1i+fDmnn346WVlZbNq0ifnz53PYYYcxZ86cJnX9+c9/5h//+Adjx45l9erV9O3blxUrVvDxxx/Tvn37BtMlRo4cyZQpUxgxYgRXX301tbW1vPrqq7YjPJzgiiuu4Pnnn+eOO+5g7dq1dduFPvfcc/Tv379uwU5/nMxPp2S5sYy5lsoqvajlrj1w3JGQnAxHHa6HprsEk5/1eNEXSilEhJSUFObNm8fZZ5/NPffc02Ar5kQT0q/btsHDD8NTT0F5OZx7LkyYAP36xVavgzipp6qsilfPeZUuv+7CkHuGkNotlXGbx5HWKvqRhAbD/o577rgGgyEk+fn5iTbBVXjdH260/8UXX+SSSy7hkksu4dpr86OZSQAAIABJREFUr2Xu3LmMGjWKFStW0KdPH0CvrzBr1iyefvppioqKmDhxIuPGjePf//43/fr144YbbghLV0ZGBh999BEXXHABs2fPZvz48ezevZsFCxaglGow3HbIkCHMnj2blJQUxo8fz+TJkxk4cCAvvfRSTPyQlpbGhx9+yNixY/noo4+4+eabef/997nxxhtZsGBB3YKd/jiZn07JcmMZcx2VVbD+Z1j+DWzeAa0yobpGn3NRUAJMfvrjNV/cc889nHXWWQBkZ2fz6aef8sorr7gqKAFB/FpeDrfcAj17wuOPw/Dh8OWX8NprjgQlguqNAU7oKdlZAkBqi1RSM1NJyUipk2uCEgZD8zAjJgwGj2C2o2qI1/3hJvuHDRuGUootW7bQtWvXJtOLCGPGjGHMmDEh040ePZrRo0cHPd+5c2defvllgDrdu3fvJj8/nwMPPLBB2vPPP5/zzz+/kYzARSt91xJIjx492Lx5s+312aXPyspiypQptlNL7HAyP812oXGgsgp+3gZbdurpGznZepeN1o0XgHULJj/r8YIv9uzZ02CHobS0NMrKymjRogVZWe4c5t/ArzU1euRQejp88oleQyI3F445JrZ6Y0hz9GxduZW83Dx+WvwTN2+4mYw2GfzxtT8iImzZssVBKw2G/RcTmDAYPIIXh67GEq/7w432x9smXyfdX/cj1tZyp512muP6Ynl9ZiqHR6iqgp+369ERtbXQLht6uDsg4cPkZz1u9sWOHTt45JFHmD59OgsWLGDgwIFMnDixwfQ0t9pfZ9f06TB1qh4ZkZEBH38MNrsrOa43xkSjZ9uX28jLzWPt3LWktEjhuOvqFz/25alb89Ng8BomMGEweIStW7fSrVu3RJvhGrzuDzfaH2+bLrroIjIzMxkwYAB79uxh5cqVzJ07l0GDBnH22Wc7ri+W1+ekbKdkubGMJZSqKj1lo6YW2mXpERJZrRJtVdiY/KzHjb7YtWsXjzzyCH//+98pLS3lzDPPpHXr1kDjLYbdaD+7d7N1zx669ewJnTvrqRu7d0PXrjENSkD8/BGJnu1fbycvN481b6whJSOFQWMHcfxfj6dV58Zthivz02DwICYwYTB4hOZszbgv4nV/uNH+eNs0fPhwZsyYwbx58ygtLeWAAw5g7Nix5ObmkpLi/O0pltfnpGynZLmxjMWdqmooKtEjI1JT4cAu0La1pwISPkx+1uMmX+Tn5/Poo48ybdo0iouLOeOMM8jNzbXdVtiHm+ynoACmTIEnniDrnnvg1lvhnHP0J07Eyx/h6NmxagcfT/yY1a+tJjk9mYE3D+T424+ndZfWzZJrMBiaxgQmDAaPkJ2dnWgTXIXX/eFG++Nt01VXXcVVV10FQEVFhe2ikk4Sy+tzUrZTstxYxuLOuk2QvxcGHQWpKdC9S6ItihqTn/W4wRe7d+9mypQpTJ06laKiIoYPH05ubi4DBw5s8rdusJ89e+Cxx/SCloWFcNppZAwenBBT4uWPpvQUbytmxjEzkCThuBuO44TxJ5B1QNPrgbgiPw2GfQB3LTltMBiCsnPnzkSb4Cq87g832p9Im+KhO5Y6nJTtlCw3lrGYU10Nm7boaRugp2v0O0wHJTzOfpmfQUi0L5RSnHDCCTzwwAMMHjyYJUuW8N5774UVlIAE2793L9x7L/Toof/++tewaBF88AE7undPiEnx8oednl1rdvHli18C0KpzK8589kxuWn8TZ0w7I6ygRDC5BoMhcrx/pzYY9hNatnT/4mzxxOv+cKP9ibQpHrpjqcNJ2U7JcmMZixnVNbB5O/yyXf+fmgJdO0LLFk3/1iPsV/nZBInwxZ49e5g9ezbXXHMNIsJDDz1ETk4Oxx9/fMSyEpKXhYV6QctHH9WjJYYNg4kT4cQTE2tXHPXa6cmbkMe6d9fR+w+9Sc9K51eX/coRuQaDIXLMiAmDwSOYOYwN8bo/3Gh/Im2Kh26zxsQ+SHUN/LQVln8NG7foQMRRh+ugxD7GfpGfYZIIX8ycOZPrrruOxYsXA3DWWWdFFZSABOXl6NFw993Qrx8sWAALFzYISiTMrjjqTUtLI39dPnOvmEvxtmIATn34VK5ddS3pWdFPJTR102BwBhOYMBg8QkFBQaJNcBVe94cb7U+kTfHQHUsdTsp2SpYby5hj1PgCEt/Aj5sh0wpIHH0EtA1v+LXX2KfzM0Li4YuioiIeeOABFixYAOg1cfLy8hgyZEizZcclL4uLYfJkPVIC4K674MMP9dafJ52UOLsSpHf3+t3MvXwuT/Z+kq9e+oqNeRsBaNOjDW26t2mWbFM3DQZnMFM5DAaPYBZXaojX/eFG+xNpUzx0m8Uv9xF+2a6DElXV0Lol9DhYByMCtmTc19hn8zMKYumL4uJipk2bxuTJk9m9ezfXX389J598MpmZmQwdOtQRHXHJyxUr4LbbIDsbxoyB/v3jblfr1lBZGU7KA+r+S0uDoiLnbCj4sYBP7v+Er178CoCjLz2aE+86kbY92zqmw9RNg8EZTGDCYPAItbW1iTbBVXjdH260P5E2xUN3LHU4KdspWW4sY1GjVH3goaQMMtKg1/4RkPCxT+VnM4mFL0pKSnjyySd55JFH2LVrF7/5zW+YOHEip5xyiuO6YpKXpaXw1FPQsiVcfbUeFfHppxDBThtO21VZqT/hznQIL4gRHns27uGTBz7hq5lfoWoVR118FMf85Ri6H+P8Ap+mbhoMzmCmchgMHqHIyVcI+wBe94cb7U+kTfHQHUsdTsp2SpYby1hU7N6rp2yUVejvhx4Ix/SGdtn7TVAC9qH8dAAnfVFaWsqjjz7KwQcfzO23384hhxzC+++/z+LFizn11FORGJQxR/OyrExv+dmzJ9xyC8ydq4+LwG9+E1EdiUUZS0uDiorQn/XrN1NREX4Aoyneu/k9ph0+jS+f/5K+F/Tl+u+u5+wXzya5Q7IzCgIwddNgcAYzYsJg8Ag5OTmJNsFVeN0fbrQ/kTbFQ3csdTgp2ylZbixjYVNbqz8pKZCRDmkpeitQ0iE5Ng8XbsfT+ekwTvli1qxZ3HrrrWzfvp3jjjuOF198keHDh8ckGOGPI/aXl8Mzz8CDD8LWrXqqxrPPwogRcbNLKcU777xDjx496Nu3b9z02lG+p5yMNhl13/uM6sPQe4bSvld7R/XYYeqmweAMZsSEweARSkpKEm2Cq/C6P9xofyJtiofuWOpwUrZTstxYxpqkthY276hf1BIgMwP699HrSezHeDI/Y0RzfFFeXk5NTQ0AIkK3bt2YN28ey5cv53e/+13MgxLQzLysqIAnn4RDD4WbboJOnfQoic8/h9//vlmjiCK1a/Xq1Zx55pn069ePU045hbfeeqvOt7HUG8iqOat4tOuj7FqzC4Dhjw/n3H+d2yAo4YSeYJi6aTA4gwlMGAweoby8PNEmuAqv+8ON9ifSpnjojqUOJ2U7JcuNZSwotbWwZQes+AZ++AlSU/bZ3TWiJdb52bo1pKdH9mndOqYmBSVaX3z33Xf07NmT2bNnA3DhhRfy2WefMWLEiLgEJHxEnZcffKADEjfcADk58PrrsHIlnHWWI9OaIrWrd+/e3HfffbRv354FCxYwcuRIDj/8cB577DH27t0bM70ARVuLKNqip1B0G9yNI846gqRU/VgTLC9jVYc81dYaDC7GBCYMBo/QqVOnRJvgKrzuDzfan0ib4qE7ljqclO2ULDeWsUbU1sKWnbBiFaz7SU/T6NMTju0D7Z1bNX9fINb56VuoMFbpnSQSX1RUVPDDDz8AcOihhzJgwIC63yclJcU1IOEjorysrKzfpqJzZ2jXDl57Df73P/jDHxxdZyXSMpaUlMRdd93FTz/9xIwZMzjyyCPZsGED48aNo0uXLlRVnUlt7f8c1Vu8vZj54+YztedUFtypt3Jt070No+aMot0h7RzTEwmeaGsNBg9g1pgwGDxCfn4+nTt3TrQZrsHr/nCj/Ym0KR66Y6nDSdlOyXJjGaujtha25+ttP8sr9XSN3j2hQ9v9akHLSIhHfvoWKgyH9PSYmhKScHxRWVnJ888/z6RJk2jVqhXffPMNqampvPnmm3GyMjhh5+XevfCrX8G558LkyXDUUfDll47VEaUU5eXlFBYWUlhYyIYNG0hLS6v7HskncNRAWVkZMI/q6kXAnpB2hOOPkh0lfPq3T/ls+mdUl1XT6+xeDLx5YETXG6s65Oq21mDwECYwYTB4BLMdVUO87g832m+2C3WH7P1iu9Cft8HGLSYgEQHNzc/S0lJGjRpFTk4ON954IwMGDHDIsvgTyhdVVVXMnDmT+++/n59++ok+ffowYcKEhIyMCEbIvKyqgq+/hmOPhexsPSpi0KD68yIopSgpKYkqgOD77N27l8LCQqqrq5t9PcnJybRr145WrVpRVlbGrl27UEoBaSQlXd0sf5TsLGHJI0v47MnPqCqt4oizjmBo7lC6HNMlYjtj1Sa6uq01GDyE6IbDYDCEi4gsHTRo0KClS5fGVW9NTQ3J++lq9HZ43R9utD+RNsVDdyx1OCnbKVmuKmNK6RESrVtCyxZQWQUFhdCxnQlIhElz87OgoIDDDjuM/Px8AAYNGsTNN9/MueeeS2pqat0IiEhHTISb3knsfFFVVcVLL73E/fffz8aNG+nVqxcTJkzgj3/8o2vqQU1NDcXFxRQUFDQOLBQUULhwIYXz51NYVEThBRdQWFnZKJBQWFhIUVGRIw/D6enpZGVl1X1at25NdnZ2g2OB3+0+qampvPjii9x5551s376d5ORkrrvuOp56agIiOU2WEV9++pep0vxSlkxewoppK6gqqeKwEYcxLHcYXX/dNerrjVWbaCd38ODBLFu2bJlSarDjCg2GfRQzYsJg8Ahbt26lW7duiTbDNXjdH260///ZO/P4pqr0/79v9m7pvkHZBGQTAUeRygjIuKGO+lUH3MEFF1xQR5yfG23dN0RxX3FFEVF03FAQUJRFRRQQEdlr27Rpm6ZJm/38/ojttJC2aXuT3OB9v155QdObz/PJOec+6X1y7jmx9BSN2JGMIae2XFqKGmMeL2zfA3lZMLAPGPSQ23qLvWnTpvHqq6+ifmESmu72Z3p6Olu3buX555/n6aefZu3ataxdu5YePXowY8YMhLgCScqW0XHkaNkWPp+P119/nXvuuYedO3cyaNAg3nzzTaZMmSLbRajX66W+vr7TsxH2fzgcjvCDvvFGm79KTExss0gQTiGhqQhh3O9+nNLS0k6Pse+//57p06ezceNGAE4++WQeffRRhgwZwnPPhacRamyvf2I93zzwDQMmDWBC8QR6ju7ZKV/hxpEDReVaFZU4Ri1MqKjECfv/AfFXJ97bQ4n+Y+kpGrEjGUNO7a5qrVy5kuOOO67Vc4mJiRQUFHDGGWdwyy23kJWV1carZUYIqKwBZyMcUgBGA4wYFLEtP5ve+/z585k2bRoAr7zyCpdccgkrVqxgwoQJEYkbTTozLrxeb5sXzVlZWVx33XWsX7+eNWvWUFZWxh133AHMRpJOAj6J2HuQi5Zt8eWXX3LppZcycOBAXn/9dc4777zmgoTb7e5WIaHpEVwvofukpKRgNptJSkoiPS0Nc0MDqbt3Y3Y4ggWD447DPHYs5rS0dgsKOl1k/nzvSu659tpr2bhxI4MHD+bRRx9l0qRJXYrrqnMxzreG7ZpDgZ4cPfNoBpw8gIIx8l3wR+ozQImf5yoq8YhamFBRiRPMZnXrvJbEe3so0X8sPUUjdiRjyKndXa1LLrmEiRMn4vV6cbvdrFu3jkceeYTPPvuMjRs3otFEcEMuIaCqFvaUQYMLTEbokx/cbcOc3O5LX3jhBc4///zmtQBKSkqYPXv2Ace9++67/Otf/wLgmWee4aqrrpL/fcQIj8fT5kVyTU0NDQ0NEbyQDiDEV7K/p84ihKCxsbHN92az2Vi5ciU+n4+ePXtit9s58sgjSUhIYM6cORQVFTUf65Fh2xCNRkNai0JBuDMS9n8kJycHzz2/H++CBejvuw9+/RX69oXHH4eLLgK9vvsN2A26knvmzp3Lzp07mTx5MvoQ/j2ecBZKzSJRNDAjsAYQQE8S0hNkLUpA5D4DlPh5rqISj6iFCRWVOKGqqkqdKtiCeG8PJfqPpadoxI5kDDm1u6s1evRoLrzwwuZp2VdddRWJiYk8/fTT/PTTT4waNSrk6/x+P263m8TExM4HFQKstcEFLRtcwRkSh/YJ3q4RZiFEr9djMBgAMJlMvPbaayELE6+99homk6nVLgDjxo2jsbEx5IVRpBFCNH8z31HBoKPfu2VYsEGj0ZCent7hNP7ff/+djz/+mNraWjQaDUKcjlb7aJfjBgKBA9ZN6Oj9tvXw+/3dbge9Xk9WVlab7z/cAkNiYqK8C2eWlqK79FLo2RNeeAGmTo15QaKJruSewsJCCgtDL6Pw5+kcEqNwcVRgHWmilo90Z9AgJfGc/hrcxtROxe8MkfoMUOLnuYpKPKIWJlRU4oSkpMhMgY5X4r09lOg/lp6iETuSMeTUlkurpU5+fnAF+6YL96ZbH15++WXq6up4+umn2bVrFy+88ALTpk3D7/czb9485s+fz/bt2zEajYwfP5777ruPYcOGNes2OJ3ce8ds3ln8LqUWCyajgT69enPpFdO5fszM5uOa9F577TW2bduG0WhkyJAhXHfddZx33nnA/9aYADj99NN55513mDNnDmvXrmX9+vVUVFSQkpJCTU0NkyZN4pNP/nfLgUajwWQydap9Qn0z39XCgtfr7WTvHIhOpyMzM7PNC2Sj0UhOTk67F9GpqakkJCS0eyG9Zs0abrjhBtavXw/AhAkTuOuuu/jHP3ojhJ1vvvkmrOKB12sH7PTq9b8FGeVYHyQhIeGA91VfX09ZWRmnn3466enpOJ1OBgwY0G4Bxmg0Kmcnjvffh19+gdtvhz59cCxZQsoJJ7R/5R4D5M6R9fUHPue2u1k3bx1r5qzBZXPRd0Jfnl1gJTs/G4hcUQIi9xmgxM9zFZV4RC1MqKjECQaF/QETa+K9PZToP5aeohE7kjHk1O6ultPpxGq1Nn97vX79eh5//HGOPvroVkUFgMcee4z6+nouu+wyMjIyGDRoEADnnnsuS5Ys4aKLLmLGjBlUV1fz9NNPU1hYyPr16xk8eDA0NDJjygW8+dlHXPV//2LE0Ufh1Gn4ZetWvl69mutnBgsTQgj+9a9/8f7773P88cdz4YUXotfr+fHHH/n444+bCxMtmTBhAuvWreOZZ55h8ODBXHnllWRnZ7NgwQJWrlzJN9980+r4UGtMNPHaa6/x8MMPY7fbqaqq4o8//qChoUG2Lf6MRiPZ2dkYjUbsdjtOpxMhBGlpaYwaNYqjjjqq3W/tm7657+hC2ul0troA8rTYscFut2OxWDosJvz888/s2LEDCG7xqNPpWLlyJePGjWvW/fvfO/f+S0uD/yYnJ3fpFoeWRZWUlJTm4lkgEGDx4sWUlJSwZcsWevfuzfXXX8+QIUMOaAvFs2QJfPUV3HQTJCSgmTBBcUUJiGyOdNe7Wf/ketY8sobGmkZ6H9ubCSUT6HdcP5xOZ8TitiRS70+Jn+cqKvGIWphQUYkTamtr4+sPsQgT7+2hRP+x9BSN2JGMIad2d7Vuvvlmbr755lbPHXfccbz77rsHXPiWlZWxbds2MjIymp9btGgR7777LgsXLmTy5MnNz0+bNo2hQ4dy5+13sGjxu2Aw8MFXK5h+wUU8Mf+lNm/ZWLBgAe+//z7XXXcd8+bNa/W7tr5hlySJCy+8kCeeeILNmzc3z4Z4+umnGT9+PKtWrQq7Pd56661Wt3000XTriNvtxufzMXLkSPr06dN8ofzhhx9SXV1NYmIiw4YNY+jQoezcuZOlS5fyf//3fzz33HPNBYU1a9YwceJEzGYzN910E2azmQULFrB8+XJOOukkZs2a1a5Hv9/PRx99xN69e9ssKlRXV9PY2Ng8a6O7t334/X4CgUBzYaS01AyYOfHE8IoI48aZkSQzVVXB9RPk2gEjEAiwZMkSiouL2bRpEwUFBTz77LNccsklzReASsyfzQgBH34I998PCxdCnz7w6KOQlAR/jmOl+o+EL4/Dw/qn1vPtw9/SWN1Ir2N6BQsS/+jXnI+i1R6RiqPU/lRRiTfUwoSKSpyQmhrZKY7xRry3hxL9x9JTNGJHMoac2t3VmjlzJqeddhoNDQ0AbNiwgUcffZSTTz6ZL774opX+RRdd1KooAcEL+ZycHCZOnIjVam1+3mgwMGbYcJZ98UXwCZ2WtMwM1m3+md1799K3b9+QfhYuXIjBYOCee+454HftzRC4+OKLuffee/nggw+YPHkya9asYePGjbzxxhv88MMPYW+9OH/+fHr27InZbEav15Obm0tKSkrzRa7VamXo0KHk5OSwZMmS5tdt3ryZffv2cd999zFz5v9uSznzzDP58MMPefXVV5tX47/hhhsA+Pbbb+nfvz8AM2bMYOzYsdx5551MnTqVnJycNj1+8cUXnH766WG9HwjOdsjIyAirgLD/LI2WzyclJTX3gdEYXKhwxYrwPPh8wS/95Rr6Qgg++OADiouL+emnn+jRowdPPfUUl1122QG7HigxfyIEfPQRFBfDhg2Qlwc7dgQLE5mtt8ZVpH/k91X2fRlvnvImDVUNFIwpYMKCCRxywiEHnPfRao9IxVFqf6qoxBtqYUJFJU6QYzGwg4l4bw8l+o+lp2jEjmQMObW7qzV48GCOP/54bDYbaWlpnH766QwZMoRzzz2XBx98kPvuu6/52AEDBhzw+l9//ZXKykqys7PbjOH1eNAbDMyZM4eLL76Yfv36MWzYMCZOnMjZZ5/N+PHjm4/dvn07ffv27fTK9YceeigjRoxg5syZXH755c2FiAsvvLBTOnl5eRx77LEHPN/Q0NC8e8Xo0aP59ttvDzhGq9UesOvH+PHj+eCDD9i9ezfDhw/HYrGwfv16Lr744uaiBARv8bjpppu44IIL+Oyzz7j44ovb9Dh27Fhmz56Nx+Nps8gAUFBQgNlsxmQyyb5+QmdnoxsM8t2NYLfbmTBhAj/++CP5+fnMmzeP6dOnt7luiKLypxDwySfBgsT330NuLsydC1deCQkJIV+iKP8tkMOXt8GLw+IgvV862UOzKTi6gKOuOYr+J/Vvc8xGqz0iFUep/amiEm+ohQkVlTjB4XCQlpYWaxuKId7bQ4n+Y+kpGrEjGUNObbm0WuqcdNJJACxbtqxVYSLUDhyBQIDevXvz0tx5YLEGd9kY0BuS/neRpdUF/3w466yzGDduHB9//DErVqzg3Xff5YknnuDSSy/lpZde6pb/+vp6du3ahd1uZ9asWTz//PNMnDiRGTNmcPbZZ2O32zutabfbueOOO1i0aBEVFRWtfhfqoik/P/+Ab+vT09MBqKmpAWDXrl0ADB069IDXNz3XdExbpKSkUFJS0u4xpaWl5ObmtntMdwi1UGEkEUKwc+dO+vfvj9ls5rDDDmPq1KlcccUVJLRxQd+EIvKnELB0KRQVwfr1kJ0NjzwCV18NHexsowj/IeiuLyEELx79IoYUA5d+cyn6RD3n/ffANWTkjhsukYqj1P5UUYk31MKEikqckLnfVNC/OvHeHkr0H0tP0YgdyRhyasul1VKnadeI+o6uPoVgYN++LF+1inHmHAx5faAgF3rmQBtrCGRlZTF16lSmTp2K3+/noosu4uWXX+bmm29myJAhDBw4kKVLl2K32zs1a+LLL7/Ebrej0+nYsGEDdXV1zJ49m0GDBoV9G8f+nHfeeXz22Wdcc801jB07lvT0dDQaDffffz9ffvnlAce3t25CZ3agkGN2gxJzRne47rrrePPNN9m1axdpaWm89tprYb825m0hBJx4IixbBllZ8NBDMGNGcB2JMIi5/zboii+fy8e2D7cxbPIwJEli7H/GYkw1dvzCbsbtCpGKo9T+VFGJN8LbXFxFJU6RJOlGSZK2SJLkkCTJJknSckmSjo61r64QrVWr44V4bw8l+o+lp2jEjmQMObXl0mqp07R2whFHHBH6YCGg1g4bt3HB6HE0ulzc9cFCOHo49M5vVZSorKwEgtOXbTZbKxmtVsvhhx8OQHV1NQBTpkzB4/FQVFQUImzbF/dNRYGRI0eyfPlyhg8fzsiRI5kzZ06XdtSw2Wx8+umnXHzxxcybN48pU6Zw4okncvzxxzff0tEV+vXrB8Avv/xywO+2bt3a6pjuoMSc0RmEEHzxxRfNxbHzzjuP22+/vUs7GsSkLYSAn38O/l+S4Ljj4IEHYNcumDUr7KIEKLcvO+PL5/ax/qn1zBswj3envMu+b/cBcPiFhzPon4M6VYyLVntEKo5S+1NFJd5QZ0yoHOzsAW4CfgeMwA3AUkmS+gshqmPqrJOEWlX+r0y8t4cS/cfSUzRiRzKGnNrd1Vq/fj3JycnU1NRgMpnYsGEDL7/8MikpKdx+++0HvsBmh91lUOcAnZYpl07jv9s3c++Tj7Pu1y2ceOKJmM1m9uzZw9KlSxk4cCBvv/029fX19OjRgzPOOIORI0eSlZXFtm3beOqppzj00EMZPXo0AOeffz7vvPMOjz32GFu2bGHSpEno9Xo2btyI2+3m9ddfD/k+xo4dS3Z2Nr/99hvjx49nxIgRnHfeeXz77beYzeZO38rRVOjYv6jx9ddfs3bt2k5ptSQ3N5ejjz6ad955h+Li4uYihMfjYe7cuRiNxuZbabqDEnNGOAghWL58OUVFRXz77bc89NBDzJo1i7FjxzJ27NguacakLebNgxtugB9/hJEj4bbbuiyl1L4Mx5fP7ePHl39k9X2rsZfayRmew6R5kygYUxDRuHIQqThK7U8VlXhDLUyoHNQIId5r+bMkSTcD04HDgPD3m1MAeXl5sbagKOK9PZToP5aeohE7kjHk1O6aFNUHAAAgAElEQVSu1vz585k/fz4AGo2GnJwczjnnHGbPns3gwYNbHxwIwNZdwX/79oCeuUg6LW8seJMJE4/jpZdeoqSkBCEEPXr0YOzYsVx++eVAcH2K66+/nmXLlrF06VIaGhooKChg+vTp3Hrrrc3fhEuSxOLFi5k7dy6vvvoq/+///T+SkpIYMmRIq90u9ic9PZ3PPvuMm2++me+//56ffvqJ4447jpUrV1JYWNjpwkRKSgoTJ07kjTfeIDk5mZEjR7J161Zeeuklhg0bxubNmzul15K5c+cyceJECgsLmTFjBmazmbfeeovvvvuOhx56qN0dOcJFiTmjI1asWEFRURFff/01GRkZ3H///Vx99dXd1o1aW3z1FeTnw8CBMHkyOBxwyCHdllVqX7bny+/xs/GVjXx1z1fY99nJHpbNv+b+iyFnDUHSdO9WpWi1R6TiKLU/VVTiDiGE+lAfMX0AFwLPAd8DbkAA0zp4zVHAJ0At4ATWA+d38BoDcDNQA2R0w++aMWPGiGhTXl4e9ZhKJt7bQ4n+Y+kpGrEjGUNObbm02tSpqxfit91CBAJ//uwQwuuVJWZ3WbFihQDEM88806njmn6eP39+8zHz588XgFixYkXzcxaLRVx44YUiOztbJCYmisLCQrFs2TIxdepUEfyT6H+MHz9e9OnT54DYoXSFEGL9+vVi0qRJwmw2C6PRKI444gjx+uuvd+r9t4cSc0ZbrFy5UowfP14AIj09Xdxzzz2irq5ONv2It8XXXwsxcaIQIMTUqbLLK7UvQ/nye/3ihxd+EHP7zBXFFIsnhzwpNr29SQT8gYjGjQSRihNKd8yYMQJYIxTwd7b6UB/x8lBnTKgogXuAPoAVKP/z/20iSdIEYCngAd4G6oCzgDclSeorhLhvv+OPBT4FEoAK4AQhRI3M7yHidOWe6oOZeG8PJfqPpadoxI5kDDm15dJqU8fuBEs19MyFRBOYw783PtJMmDABITpeVHL/40K9btq0aUybNq3Vczk5OSFvHfnHP/7BK6+80uq5lStXhowdShfgqKOO4pNPPunQe1dRYs7Yn9WrVzN79mxWrFhBWload911F9dffz2pqamyxolYW3z7bXCXjWXLwGyG2bPhxhtlD6PUvgzlSwjB6vtXozPpOGvBWQybPAyNVt4l6qLVHpGKo9T+VFGJN6Rw/gBQUYkkkiQdD2wXQuyRJOn/AfcDlwghXglxrA74FSgACoUQP/75fAqwBhgEDBVCbG/xmgSgJ5BJ8DaO44CjhRDWLvpdM2bMmDFr1qzpysu7jN/vb3eF+L8a8d4eSvQfS0/RiB3JGHJqy6XVrGN3BNeQ6JkLmanB2zb8AdCr303EE0rMGfszefJkPv/8c2688UZmzpwZsS0UZW+LdeuCBYmlSyE5GWbOhJtugowM+WK0QKl92eRr6/tb2Th/I1Pen4JGq6F2Vy2pvVNlL0jsHzfSRCpOKN3CwkLWrl27VghRKHtAFZWDFHVXDpWYI4RYJoTYE+bhE4H+wIKmosSfGvXA3QTXTblkP/1GIcTvQoh1QojLgcD+x8QD5eXlsbagKOK9PZToP5aeohE7kjHk1JZLy7prL2zaDj/+GlzY0uMJ/kKjUYsScYgSc8aWLVs4/fTTqaioAIJrbezatYuioqKIFSVAxrb4/ns45RQYMwZWr4Zbb4Xdu+GeeyJWlABl9mXAH6DsjzIAnJVOrFut2EuD67ik90uPWFECotcekYqjxP5UUYlH1L9MVOKNCX/++3mI3zU9N74DDYngDh3tHyRJbU2JOKyj10YCo7Fz+4If7MR7eyjRfyw9RSN2JGPIqd1trXon7C4jt6YuWITolQe9ckGvl8egSkxQUs4IBAJoNBq8Xi8rV65kw4YNnHLKKfTs2TMq8WVri88/h1Wr4D//gZtvhqwseXQ7QFF96Q+wZeEWVt21iiP/cyS9LunFEZcdwRGXHYFGF53vL6PVHpGKo6T+VFGJZ9TChEq8MfDPf7fv/wshRK0kSdYWxyBJ0gPAf4FSIAOYQfA2kMXdMeH1evF6vVgsFkwmE0lJSVRXV5OSkoJGo6Guro709HQ8Hg9Op5Ps7Gzq6urweDzk5+djsVjQaDRkZmZisVhISEggMTExpIbb7aahoYHU1FQqKyvxeDz06NGDiooKtFotGRkZITUkScJut7fSyMnJwWaz4fV6yc/PD1sjIyMDl8sVVY2EhARqamowm80AB2ikpaVRWVnZrFFeXo5OpyM9PZ3KykoSExMxmUztauTk5FBbW4vP52vW0Ov1zdrtaTQ2NtLY2Ehubi41NTX4/X7y8vI61BBCUF9fT3JyMtXV1d3SyMzMpKGhIWwNo9FIbW1tmxrp6elYLJZmjbKyMgwGA6mpqVRVVbXSSE1NJRAIhPRRXV1NIBAgNzeX8vLyVhpJSUkYDIYDNFJSUrBarbhcrpAaRqMRs9kcUsPv9+NwOMjMzMTpdOJyucjLy8NqtbbS0Gg0uN3uZg29Xo/NZutQQwhBTk5OSB9NGgkJCdhsNhwOB1lZWTgcjnY1mt5vcnIyOp0Om81GWloaPp8Pp9NJSkpKK42qqioAsrOzqaioCKnhtFSRWe9GV+cgIIE3J536tCRcfh95kkTVn9/qNWmYTCaSk5Pb9NH0Xurr63G73eTn51NZWYkkSWRlZYXU0Gq11NXVkZaWhtfrbc5/dru9XY2mHBquRlMO7Uhj/zwcSqMpD0crl7fU6EwuT0pKoqamJqa5/Ouvv+aJJ57g0EMP5ZZbbmHo0KH89NNPGAwGAoFAl3L5/j7CyeVOp5OkpKRO5/K6zZvJKinBc+211A4fTsbll+M66ywakpPJTU2lpkX+i1QeNplMOJ1OjEZjxHL5/hqhcrlBb+CH137g5yd+pmZbDcm9kjGYDK0+lyorKjudy1vm0HBzudPpxGQyhZ3L28rDHeVyj8eD3+8PWyPcXO50OtHr9a1yqN/v786fmSoqf0nUNSZUFEUYa0x8DpwADBRC/B7i9zuAAiGE8c+fXyc4yyKH4G4c3wF3CyG+64bHmKwxUVpaSkFB1/cJP9iI9/ZQov9YeopG7EjGkFO7S1o79kGpBTQS9MiBXnmUVloUN8ZUuk4sz88NGzZQXFzMf//7XxITE7nlllsoKiqKiRfoQlt4vcEZQzYbDB0KxcVwxRUR89cRsexLERD88u4vrCpZRdUvVaT2TmXcneMYMXUE5ZbymPiKVntEKk4oXXWNCRWVzqPOmFA5qBFCXBRrD3KRlKSclfOVQLy3hxL9x9JTNGJHMoac2mFrORuDu2pIUnBnjZ7BggRGg+yeVGJPLPpz48aNFBcX88EHH5CQkMC///1vbrnlFnJycqLupSVht8WmTVBSAg4HfPYZpKXBrl0Q46n3sehLERBsfX8rq4pXUbm5EnMvM6c+eyqjLhmF1qCNma9oxo1UHDXXqqjIg1qYUIk36v78t629x8wtjjmo0Kv3h7ci3ttDif5j6SkasSMZQ07tsLRq7fDzbzCoL+RlQXZG8BEhTyqxJ5r9+fPPP1NSUsJ7772HyWTixhtv5JZbbiEvLy9qHtqjw7bYsiVYkFi0KFiEuOIK8PlAp4t5UQJic26+f9H7bFqwiZSeKZzy9CmMunQUOmPry4BY5YxoxY1UHDXXqqjIg7orh0q80bS2xMD9fyFJUjqQRYj1Jw4GbDZbrC0oinhvDyX6j6WnaMSOZAw5tdvUcjZCXX3w/2kp0Dsf0s1R8aQSe6LVn88//zwjRozg448/ZubMmezcuZNHH31UMUUJaKcttm6F886D4cPhgw/gmmtgxw6YNy9YlFAI0ehLIQS/ffwbfk9wrYPDLz6cSU9M4vrfr+eoq486oCgRLV+hiFbcSMVRc62KijyohQmVeGPVn/+eGOJ3J+53zEFFampbk0T+msR7eyjRfyw9RSN2JGPIqX2AVoMLtu6E77fA9r0gRPD2jX49m2/biLQnldgTyf785Zdf2Lt3LwAnnXQS1113HTt27OCxxx4jPz8/YnG7ygFtsW0bXHABDBsGixfDVVfB77/Dk09ClHYK6QzRODd///R33jrtLX567ScABpw0gNHXjkZnartAE6ucEa24kYqj5loVFXlQTvlYRSU8lgM7gfMlSZonhNgIIElSCnAn4ANeiZ29yKGu8NyaeG8PJfqPpadoxI5kDDm1m7UaXLC3HCzVwUJEflZwloQkRd2TSuyJVH9WVVUxatQoLrjgAl5++WX69OnDvHnzIhJLLlq1xbJlcNJJwa1xp0+H226DPn1iZy4MItGXQgh+/+x3REBw6KmHMuDkAfzzxX8y/PzhMfWlpLiRiqPmWhUVeVBnTKjEHEmSLpck6RVJkl4B/vXn083PSZJ0ZtOxQggfcDnBsfu1JEnPS5L0CPATMAwoFkL8FuW3EBUcDkesLSiKeG8PJfqPpadoxI5kDDm1G2tt8Osu+G5zsCiRlwWjD4ND+4Ip/PvjlTjGVLqOnP3522+/MX/+fCC4fewLL7xAcXGxbPqRpnHTJvjhh+APxx4LN9wA27fDc88pvigB8valEILfl/7OS4UvseCUBXx9z9cASBqJIy47An1C+OsfxCpnRCtupOKouVZFRR7U7UJVYs6fBYmp7RxSIoQo3u81o4ESoBAwAFuAx4QQb0bIYxKQ+OePn4wePfrIdevWRSJUmzQ2NpKQkBDVmEom3ttDif5j6SkasSMZQxZtlxv2lCMqrEgAeZnQuwckdG2xPiWOMZWuI0d/bt++nbvvvps333wTk8lEaWkp6enpMjmMEn4/gb590eTnw/r1sXbTJeToSyEEO5ftZGXRSkrXlJKYlcgxtxzDUTOOwpDU9i1ekfal5LiRihNKV90uVEWl86iFCRWVMJAkqRho3rQ9Pz+fPXv2YLFYMJlMJCUlUV1dTUpKChqNhrq6OtLT0/F4PDidTrKzs6mrq8Pj8ZCfn4/FYkGj0ZCZmYnFYiEhIYHExMSQGm63m4aGBrRaLVqtFo/HQ48ePaioqECr1ZKRkRFSQ5Ik7HZ7K42cnBxsNhter5f8/PywNTIyMnC5XFHVSEhIoKamBrM5uLjf/ho6nQ6NRtOsUV5ejk6nIz09ncrKShITEzGZTO1q5OTkUFtbi8/na9bQ6/WkpaV1qNHY2EhjYyO5ubnU1NTg9/vJy8vrUEMIQX19PZIkYTKZuqWRmZlJQ0ND2BpGo5Ha2to2NXQ6HZIkNWuUlZVhMBhITU2lqqqqlUZqaiqBQCCkj+rqagKBALm5uZSXl7fSSEpKwmAwHKAhSRJGoxGXyxVSw2g0YjabQ2r4/X4cDgeZmZk4nU5cLhd5eXlYrdZWGi6Xi169ejVr6PV6bDZbhxpCCHJyckL6aNIIBAKYzWYcDgdZWVk4HI52NVJSUrBarSQnJ6PT6bDZbGRKOky/l1Jn0pEwqB/1Pm+zRlVVFRD8druioqJNjbS0NHw+Hw6HA41Gg16vx+12h9QwmUwkJye3q5GVlUV9fT1ut5v8/HwqKyuRJImsrKyQGlqtlrq6OtLS0vB6vc35z263t6vRlEPD1WjKoR1p7J+HQ2k05eFo5fKWGp3J5QCJiYldysO7du3ivvvu47333gPgnHPOoaSkhPT09Jjn8v01QuXyBIsFz/z5SLffDpKEbdEiskePprFnz5jn8s7mYZPJxJ49e+jZs2eXNBISEqhcW8mqklVYvrNgyjBx2JWH8fcb/45P4wupEW4u3/9zqSu5vGUODTeX7927l4KCgrBzeVt5uKNcXldXx4ABA8LWCDeX79q1i/z8/FY5dOLEiXz33XdqYUJFpROohQkVlTBQwoyJ0tJSCgoKohpTycR7eyjRfyw9RSN2JGN0Sdvvhx37ICkReuYEF7V0eyi1VsniU4ljTKXrdKU/d+3axT333MOrr74KwEUXXcQdd9xB//79I2FRfvbuhXvvhfnzg+fLhg0wYkTcj+2u+i/7oYzPb/qcPV/twZRu4pibj2H0daMxpsizBWqs2jVacSMVJ5SuOmNCRaXzqItfqqiEgRDCCTgBJEnyaTTRX55FSVu1KYF4bw8l+o+lp2jEjmSMTmkHAsGF+jQacDQE/4XgopYmo2w+lTjGVLpOZ/rTYrFw5513Mn/+fAKBABdeeCF33nknAwYMiKBDGSkthfvugxdfBJ8Pzj8f7rwTBg0C4n9sd9a/CAgkjYSn3oPlZwvH3X0cR19/NEazPAWJrvqKt7iRihPv41FFRSmoi1+qqMQJVqs11hYURby3hxL9x9JTNGJHMkZY2m4PbN8D320JFickCUYOhgG9O68llyeVuCGc/myaBavRaFi4cCHnnnsuW7du5dVXX42PosQff8C110L//vDss3D22bBlC7zxRnNRAuJ/bIfr31Xn4rXjX+Obh74BoO+Evty470bG3TFO9qJEZ3zFa9xIxYn38aiiohTUGRMqKnGCettVa+K9PZToP5aeohE7kjHa1XZ7YF8FlFUFb9fITgefHwya/82WiIBPJY4xla7TUX/OmjWLvXv3snDhQrKzs9m9e3f8LGzpdMKtt8Lzz4PbDZMnw+zZMGxYyMPjfWx35N9Z5SQpOwmj2YhWr0Vr0Db/zpDctYUt5fAV73EjFSfex6OKilJQCxMqKnFCTk5OrC0oinhvDyX6j6WnaMSOZIyQ2h4v7C2H8ioICMhKhz75kJx44LEdacnlSSVuCdWfTQvtQfDiqGlBYL1eHx9FCb8ftFowmWD5cjjtNCgqguHD231ZvI/ttvyXritlZdFKKn6s4Pqd12NIMnD+J+cjSVJMfR0scSMVJ5SuQC1WqKh0FvVWDhWVOKG8vDzWFhRFvLeHEv3H0lM0YkcyRittjze4qOW6TfBHJWSkwt+GwrD+HRYl5PSpxDGm0nVa9md5eTkzZ86kR48ebNq0CYCHH36Yt956C71eHyuLnWPOHBg1KriGhFYL330H777bYVEC4n9s7++/7PsyFpy6gJfGvMTe1XsZddkoRCB4YRutokQoXwdb3EjFaanrD/h5a9Nb/FTxU0RiqagczKgzJlRU4gSjUf77SeOZeG8PJfqPpadoxI5kjGZttwfWbw6uIZGZBn16QErHxYiQWnJ5UjkoMBqNVFRU8OCDD/Lss8/icrk466yzMJlMQHQvYLtMVRVkZAQLETk5cMghUFsL2dmQGP55Eu9ju8l/2Q9lrCpexW8f/YY+Uc8xtxzDMTcfQ1J2Ukx9HaxxIxWnSXfV7lXM+GQGv1T9gkFE7pYbFZWDFbUwoaISJzTtva4SJN7bQ4n+Y+kpGrEjFsPrJVX8OQHRaIBeeZCZCildu7iQy6cSx5hK16isrOT+++/nueeeo7GxkTPPPJOioiJGjhwZa2vhYbXCww/Dk0/CCy8Ed9m46KLgowvE+9hu2NnA25e/zbYPt6FL0FF4cyFjZ40lKSc2BYkmYtWu0YobiTgBEcCYGCxMGLQG6t31PHfac7z86cus2xPdbeVVVOId9VYOFZUwkCQpSZKkbEmSsgFdIBCIuoeqqqqox1Qy8d4eSvQfS0/RiB2xGL/uRrdtd/B+eYC+PbpclAD5fCpxjKl0jqqqKm655Rb69evHY489xvHHH88PP/zA+++/Hx9FiepquO026NcPHnoIJkyAIUO6LRvPY7t2Vy2vFL7Cjs93MOamMczcNZMTHz4x5kUJiF27Riuu3HFsLhujnhtFyfISAAp7FbLj+h1c8bcr4mMGk4qKwtAWFxfH2oOKiuIpKSm5HfgYmAX0CAQCXH/99ZSXl+PxeJAkCYvFghACr9dLVVUVWq0Wp9NJdXU1RqORmpoaamtrSUpKoqKiAqfTidFopLy8HK/X26aGw+Gguroag8GA0+mktraW5ORkysvLaWhoaFPD4/EcoGEymaiursZms3VKQ6fTUV9fH1UNAIvFAoDb7T5Ao6k9mjTKyspobGzEYDBQXl6Oz+dDCNGuhslkwmq1UldX16zhcrnQ6/UdatjtdmpqakhISMBqtWK320lKSupQw+VyYbVa0Wq1eDyebmno9fpO+QgEAlRWVrapYTQacTgczRp//PEHLpcLnU5HRUVFKw1Jktr0UVVVhd1uJzExsdlHk4bf7w+podPpcLlcbWq43e42NRobG5t91NXVUVNTQ2JiIpWVla00PB4PiYmJzRp+vz8sjfr6+tY+AOevO2nUSvgDAWo9LhpTEvBqNVitVgwGAzabrV0NrVZLRUUFgUAAn89HZWUlGo2GhoaG5nO8pYbFYsHhcJCQkBCWRtN7aWxspLa2NqSGx+NBo9G0q2EwGKitrW3OXRaLBafTiclkCqnRlLs0Gk2r/NeRRlPOCFejKYd2pLF/Hg6l0ZR3opXLW2q0l0PLysoYM2YMn376KePGjeOpp57i2muvxWAwKD+XO504b7sN/bRpSF9+iauwEPfLL+O6/nqqdLp2NcLJ5U3nhRJyeTh5uHZbLT8u/hHzADOmNBPeBC+TnpjEIacegr3RLnsu318j3Fyu0+ma27erubxlDg03lzedF+Hm8v01ws3lTqeTtLS0sDVC5XK73U65q5zG2kYkv8T3ld/TN6Evw7OH4/P5qLZWo9FoeOWVVygrKystLi5+KaJ/oKqoHERI6hY3KiodI0lSEtB0A+wno0ePPnLduuhO0XM4HCQnJ0c1ppKJ9/ZQov9YeopG7G7H8Pmg1AKllcHZEYP7QW6mPNpy+pRZRyV61NTUsGjRIq688koAFi9eTK9evRg9enR89KfNBnPnwmOPgd0OJ5wAJSVQWChrmLhoixYsOHUBpetKuXHfjegT9Ir1Hytf0YrbnThCCD767SOKVxWz27abXTN3YTaa29QtLCxk7dq1a4UQ8g5+FZWDGPVWDhWVMBBCOIUQVUKIKsCn0UT/1LHZbFGPqWTivT2U6D+WnqIRu8sxfD7YXQZrN8Ge8uBiliMHNRcluqUdArm0lDjGVNrnmWee4aqrrmLDhg0AnH322YwePRqIk/6cMgXuuguOOgpWr4bPP5e9KAHKb4uqrVV8cMkHNNY0AnDy4ydz1car0CcEd0xRqv9Y+YpW3K7EEULwyfZPGP3iaE5/+3T+sP/BnePuxKD93+KWSu1PFZV4Q138UkUlTkhNTY21BUUR7+2hRP+x9BSN2J2O4fPDH5bgLAmfH1JTgutHpKV0X7sd5NJS4hhTaY3NZuOxxx7jpJNOorCwkOuuu44JEyZwxBFHHHCsIvvTbofnnoNrr4WEhODsiNtvh3HjIhpWkW0BWLdZ+equr9j01iY0Og2DzhzE4DMGkzEgo9VxSvUfK1/RituZOEIIlu5YSvHKYtb9sY6cpBzmnDiHq468ikR96x1klNqfKirxhlqYUFGJE/xNC+upAPHfHkr0H0tP0YgddgwhYF9F8OHzQ2pycNvP9LZXdJfTv1xaShxjKkHq6up4/PHHmTt3LjabjcbGRgoLCzGbzYwdOzbkaxTZn6tWwS23QEEBnHcejBkTlbBKa4vq7dV8dfdXbHpzE5JG4ojpR3DsbceS1ict5PFK899ErHxFK244cYQQfLHzC4pWFrG2dC3Zidk8fMLDXH3k1SQZQi9QqtT+VFGJN9TChIpKnOBwOEhLC/1Hzl+ReG8PJfqPpadoxO4whhAgScGHoxESE/43Q6KDFdbl9C+XlhLH2F+d+vp65s2bx5w5c6itrWX8+PGUlJQwfvz4Dl+riP50OIJbfubnw9SpcNpp8M03Ebldo30bCmgLoGZHDV/d/RU/v/EzACMvGcmxtx9Ler/0dl+nFP/7Eytf0YobTpydtTs5+Y2TyUjI4IF/PMA1o68h2dD+uhRK7U8VlXhDLUyoqMQJWVlZsbagKOK9PZToP5aeohG73RhWG/y+F0YNBqMBBvUBjabDgkRY2p1ELi0ljrG/KvX19Tz55JM88sgj1NTUcOyxx1JSUsJxxx0XtkZM+9PphKeegocfBqsVzj47WJiQJDjmmKjbifXYFkLw0ZUf8ePLPwIw4uIRjLtjHOmHtF+QaCLW/tsiVr6iFbetOCt3r2Rr1VauPupq+mf0570p7/GPfv8gxXjgbXud0VVRUekc6uKXKipxgsPhiLUFRRHv7aFE/7H0FI3YB8Tw+4O3agCYDGDQ/+9nrTbsokRI7W4gl5YSx9hfkRdffJF+/fpx2223MWTIEJYtW8aqVas6VZSAGPVnQwPMmQOHHAL/+U/w308/hUWLou+lBbEa2y6bCwBJkhBCcPiFh3Ptr9dyxstnhF2UAOWem7HyFa24bcWZt24ed391N26fG4AzB58ZdlGiPV0VFZXOoc6YUFGJE1wuV6wtKIp4bw8l+o+lp2jEbo7hD0B5FewtD+6s0b8XJCfCEUO6ry0DcmkpcYz9VWhoaMBkMqHRaPD7/QwcOJAFCxZwwgknIHWi4NWSqPZnYyM8+yw8+CBYLHDkkTB/Pkya1KmCXaSIxdj+cf6PfHrtp8z4ZQZpfdL45/P/jI++7ASx8iVH3JQU8Hg6Oiq4k1Kg19f4Cx8g4fP5OC05zJs0jxRDCkadsUuxldqfKirxhjpjQkUlTsjLy4u1BUUR7+2hRP+x9BSN2Hk5OcEdNtZvgh37grdstLOgZae0ZfQvl5YSx9hfgY0bN9KvXz8++OADAKZPn863337LiSee2OULWYhif374YXBmxE03Qc+e8N//wvr1cMopiihKQPTawl5qx1npBKDXMb0Y/H+Dm/swLvqyk8TKlxxxPZ6OCxOBnt/iPe8EfBeNQxSsxpO+EYACcwGppq7vrKHU/lRRiTfUwoSKShhIkpQkSVK2JEnZgC4QCETdg9VqjXpMJRPv7aFE/7H0FNHYgQD8UYn03eZgQcKgg2EDgjMkMuTZ5k1O/3JpKXGMHaw0Njayc+dOAAYPHszo0aPJyAhuEanRaLp1EdtERPvT5QquIwGQmwt5ebBkCXz/fXCBS4UUJJqI9Ni2/2Hnkzp4+vEAACAASURBVGs/YV7/eay6axUAWYOyOOuNs0jt3f2codRzM1a+5IprMIDbfeBj1Y61THjpJHxT/07yoHXccewd6J/ejWbXibLEVWp/qqjEG+qtHCoq4TELKGr6Yd++fXi9XiwWCyaTiaSkJKqrq0lJSUGj0VBXV0d6ejoejwen00l2djZ1dXV4PB7y8/OxWCxoNBoyMzOxWCwkJCSQmJgYUsPtdtPQ0EAgEKCyshKPx0OPHj2oqKhAq9WSkZERUkOSJOx2eyuNnJwcbDYbXq+X/Pz8sDUyMjJwuVxR1UhISKCmpgazOfiN9v4aQggqKyubNcrLy9HpdKSnp1NZWUliYiImk6ldjZycHGpra/H5fM0aer2etLS0DjUaGxtpbGwkNzeXmpoa/H4/eXl5HWoIIaivr8fn81FdXd0tjczMTBoaGsLWMBqN1NbWtqkBYLFYmjXKysowGAykpqZSVVXVSiM1NZVAIBDSR3V1NYFAgNzcXMrLy1tpJCUlYTAYDtDw+/1YrVZcLldIDaPRiNlsDqnh9/txOBxkZmbidDpxuVzk5eVhrazCZHOQWteA5PHi1WkIHNobi89Nklagdzqx2Wzta1itCCHIyckJ6UOv12Oz2fB4PNhsNhwOB1lZWTgcjnY1UlJSsFqtJCcno9PpsNlspKWl4fP5sFqtpKWltdKoqqoCIDs7m4qKig41HA4HgUCAqqoq3G53SA2TyURycnK7GllZWdTX1+N2u8nPz6eyshJJksjKygqpodVqqaurIy0tDa/X25z/7HZ7uxpNOTRcjaYc2pHG/nk4lEZTHu5KLt+zZw9vv/02Tz75JNnZ2SxfvpykpCSeeeYZUlJSqK+vPyCXt9ToTC73+XzU1NTInof9FRXknXoqjn/9i4b//IeMI47A8uGHJCQmkuhyRTyX768RTi63Wq2YzWbZc/m+X/axYd4Gfn3zV/xuP/1P78+Iy0dQWloqWx42mUxYrVYSExMjlsv31wg3l/v9/lafS13J5S1zaLi53Gq1kpSU1G4ebk9Dr9cDwa08bba6Zo3VO1dz/9r7WVG6giR9ElcMvoK7T7kbT52Hh1xpgKC09I9Wubzl50FncrnJZGqVQ9UtRFVUOo8khIi1BxUVxSNJUhKQ+OePn4wePfrIdevWRdWD3+9Hq9VGNaaSiff2UKL/WHqKSOydpbCvApISoE8P/OkpaHWRqcfL6V8uLSWOsYMFt9vNSy+9xH333ccff/zBiBEjKC4u5owzzpBldkQoZO1Pjwe2bIFRo4I/X3MNnHwy/POf8uhHGLnHtqPCweoHV/PDsz/gc/kYcvYQxheNJ3d4rmwxWqLUczNWvuSIa/xzeQi3O7hryjmLzuG9re+RpE/iutHX8e9j/k26Mb05Tsvju0so/4WFhaxdu3atECK6e+mqqMQx6q0cKiphIIRwCiGqhBBVgE+jif6pU15eHvWYSibe20OJ/mPpSZbYgT8XtWz4cyGyHjkw5BD421DITqe8oqL7MdpAzraTS0uJYyze8Xg8PPvsswwcOJBrrrmGjIwMFi9ezIYNGzjzzDMjVpQAmfrT64UXXoBDD4V//APq6oLPP/VU3BQlQL6x7bA4WPrvpTx+yOOse2wdA04ewJUbr2Tyu5MjVpQA5Z6bsfIlV1yRsg8Irv/RN7Uvs46Zxa6Zu7j/+PvJSsyK2PtTan+qqMQb6q0cKipxgtHYtdWiD1bivT2U6D+WnmSJ7fbC9r3QMye404bJAKYMeWO0gZzacmkpcYzFKx6Ph1deeYV7772XvXv3MmzYMBYtWsRZZ51FtArV3epPrxdefx3uvht274bBg+GBByA5WTZ/0USusf3tw9+y9tG1DDp9EOOLx5M/Kl8W3Y5Q6rkZK19yxPX/7Un8x9/I9upfGJg5kDknzYlInFAotT9VVOINtTChohInpKSEv6f2X4F4bw8l+o+lpy7FFgIs1eByQ9+ekGCEkYMgJUm+GGEip7ZcWkocY/HKRx99xJVXXsnQoUNZuHAh55xzTtQKEk10qT99PnjjjWBBYudOGDQI3nwTpkwBBd5KEC5dHduNtY188+A3HH7h4eQclsMxs47hsHMPo8eRPWR22D5KPTdj5aurcTdZNpGekE6BuQDNjlMQ6TtIM6XJHqcjlNqfKirxhnorh4pKnKCu+tyaeG8PJfqPm105mgoS322GbbuhqjZ4GweAObnNHQQi+f7UXTkOLvx+P/Pnz+e9994D4Mwzz+T999/n559/ZvLkyVEvSkAn+9Png9degyFD4JJLQKMJzpjYsgXOPz+uixLQ9bHtdXpZ+9hatv13GwDJuclRL0qAcs/NeNmVY0vlFiYvmszhzx7OXavuAkCyHYJu2Vyyk7JlixMuSu1PFZV4Q50xoaISJyTH6ZTbSBHv7aFE/7H0FFZsIaCyBvaUQaMbTEYY1BdyM8PazjCS709Obbm0lDjG4gUhBA888AD9+vVrvl3jzDPPjKmnTvXn77/DtGlwyCHwyitwwQUQoYVfY0G4bdFY28iaR9fQYG3gtGdOw1xg5rrt15HaS55tgruKUs/NWPkKN+7Wqq2UrCrhnS3voNfqueaoa7j177fKHqezKLU/VVTijYPnU0pF5SBHdxD9USkH8d4eSvQfS0/txhYiOCtiT1lwYUuTIViQyMkIfhMsR4xuIqe2XFpKHGNKxe/3s2DBAhYuXMiSJUvQ6XR89tln9OrVK9bWmumwPxcuhH374Oabg2tILF8Of/876PXRMRhFOmoLl83FmrlrWPfYOtx2N/1P6k/AF0Cj08S8KAHKPTdj5aujuL9af+WuVXfx9ua30Wl0XHXkVdz691vpldq58zNS70+p/amiEm+oZ5KKSpxgs9nUqnwL4r09lOg/lp7ajO1ogK07gwUJowEO7ROcIdGFqfSRfH9yasulpcQxpjT8fj8LFy6kpKSE3377jX79+rFnzx769+9Pv379Ym2vFR3256JFwVs1Zs4MFiOOOy565qJMW23hqnOx7vF1rHl0De46N/0m9mNCyQR6/713DFy2TaTOzZSU4E6wncFggPr6yPrqiLbi/lb9G3etuou3Nr+FRtJwxd+u4LZjb6N3atf6M1LvT821KiryoBYmVFTihLS0thd0+isS7+2hRP+x9NQqthDg84NeFyxGAAzsA3ldK0iEjCEzcmrLpaXEMaYUAoEAixYtoqSkhK1bt9K3b19efPFFLr74YvQKnWHQqj8DAXjvPXjkEfjgA8jNhWeegdTUg3KGxP7sP7bddjfr5q1jzZw1uGwu+k7oy4SSCfQZ1ydGDtsnUuemxxN8GAzhH9+SWOWMtuLO/3E+C7cs5NKRl3L7uNvpm9a3XR2PB9rfIKNnq2PDbaeOUHOtioo8qIUJFZU4wefzxdqCooj39lCi/1h6ao4tBPz4Kxh0cNjAYHHiyGFhrSERdowI0Bntjr/VPHBXkZbfakbC01+FQCDA4sWLKSkpYcuWLfTu3Zvnn3+eqVOnYpDrKiVC+Hy+YEFiyRIoKYGff4aCAtixI1iYyG570b+DjZZje+/qvbx9xts01jTSZ1wfJpRMoO+EvrEzFwaRPDcNBnC7wzt2/4v4WOWMprjl9eXc/uXtXDv6Wo7IP4JZY2cx/W/TOST9kA41Onv6GgzyFSbUXKuiIg/qrhwqKnGCw+GItQVFEe/toUT/MfMkBG5rTfD/kgRZaZCeGixSND0nA5F8f53RbvpWM1LHd8XTXwGr1crIkSOZPHkydrudZ599lu3btzN9+nTFFyUQAt/ixfC3v8HZZ4PVCk89FVzk8phjYu0u6tRaaqnbWwdAzvAcCgoLuHj5xUxdOVXxRQlQ7rkZK1/1f1ZdNZKGd395l2/2fgNARkJGWEWJoEawINPeY8eOP1r93Nlib1sotT9VVOINdcaEikoYSJKUBCT++aMu0LQ1YRTJysqKekwlE+/toUT/UfckBNTUwe4ych0NkJcHyYnQOz8i4SL5/vbXFkIgtVNQae9bTZfLjclkav65/anJ4Xv6KyKEYPfu3fTr14/MzEwGDx7M1VdfzaWXXoqxqw0bTYSAjz6C4mKyNmyA/HyYNw+mT4cWY+SvRMAf4MNTPiTjkAwu+uIiTKkmzv/o/Fjb6hRKPTej7WuPbQ/3fn0vdY11LOy1kNzkXPbeuJc0U2RujYjU+1Nqf6qoxBtqYUJFJTxmAUVNP+zbtw+v14vFYsFkMpGUlER1dTUpKSloNBrq6upIT0/H4/HgdDrJzs6mrq4Oj8dDfn4+FosFjUZDZmYmFouFhIQEEhMTQ2q43W4aGhrQarVotVo8Hg89evSgoqICrVZLRkZGSA1JkrDb7a00cnJysNlseL1e8vPzw9bIyMjA5XJFVSMhIYGamhrMZjPAARo6nQ6NRtOsUV5ejk6nIz09ncrKShITEzGZTO1q5OTkUFtbi8/na9bQ6/WkpaV1qNHY2EhjYyO5ubnU1NTg9/vJy8vrUEMIQX19PZIkYTKZuqWRmZlJQ0ND2BpGo5Ha2to2NXQ6HZIkNWuUlZVhMBhITU2lqqqqlUZqaiqBQCCkj+rqagKBALm5uZSXl7fSSEpKwqDX0/iHhXR7I9oGF36thvosM74GBy5bTUgNo9GI2Wz+n4bB0OzD7/fjcDjIzMzE6XTicrnIy8vDarW20nC5XPTq1atZQ6/XY7PZOtQQQpCTkxPSR5NGIBDAbDbjcDhwu92MGjWKHj16cMMNN3DSSSdhMpmaNZrucy4t/YPk5GR0Oh02m420tDR8Ph/l5eX069cPh8OBy+VqPr68vILs7GwqKiowGo2kpKRgtVpDajgcDjQaDXq9HrfbTV5eHlVVVQDNGiaTieTk5HY1srKyqK+vx+12k5+fT2VlJZIkkZWVFVJDq9VSV1dHWloaXq+3Of/Z7fZ2NZpyaLgaTTm0I41bb72VpUuXsnr1avr06cNTTz2F2+1Gp9NRVlbWKg9HK5e31Gg3l1dWknfuuejWrsWfk0N9cTGByy+nQQhyNBpslZUHRS7fXyNULtcGtPy8+GdGnDcCgAGXDKDvYX2pqamJeS7vbB42mUzs2bOHnj17yp7LIVis8np9rTTayuVN37fU1dlDfi51mMtb5OGWnwdNObStXF5HHSVflrDwt4X4Aj5O63MatjobiODsA2Omsd1c3lYe7iiX19XVMWDAgLA1srKymvNwW58HKSkp7Nq1i/z8/FY51O/3R+avURWVgxhJNE2VVVFRaZP9Zkx8Mnr06CPXrVsXVQ+lpaUUFBRENaaSiff2UKL/iHsSAmrtsLsM6p3B9SN65UGPbErLyyPeHpF8fy21a2trGTduHJs3bwYgIyODK664gmuuuYaCgoLmGRBtzZjY32dHx4fj6a+CEIJPP/2UiRMnYjKZWL58OZs3b+aqq66KnxkSmzfD8OHBn2fPhrQ0uOoqSmtq/nL96W308sNzP7D6gdU4LU6u/PFK8kbmxf3YjpT/zuaK/Y+PdLuW2ku5/+v7efHHF/H6vZx72LnMHj+bZFdyVPozUu8vlG5hYSFr165dK4QolD2gispBilqYUFHpJJIkrRkzZsyYNWvWRDWuz+dT98puQby3hxL9R8xTU0FiTxnYWxck0GojG7sFkYyxv3YgEOCTTz7h8ccfZ9myZQBotVrOOeccFi+eiSSNweMJfavH/lpdLUwocYxFCiEEn332GUVFRXz33Xc8/fTTXH311bG21Xnuuw/uvBN++QUGDWr1q79Sf/pcPn54PliQcJQ7yD8inwklExh46kAkSYr7toiU/+4WJiLlq6y+jPu/vp/nNzyPx+9h8rDJzB43m2E5wyIad38iFSeUrlqYUFHpPPGb1VVU/mJUVVWRnx+Ze+/jkVi0R319PU8++SRLlixh27ZtNDQ0kJeXxzHHHMNll13GCSecELaWEvszYp4CAfh1FwigX0/omdNckIh4bJljeL1e6uvrsdvtrR579uxBq9Ue8HxqaiqFhYX8/vvvWK1WFi5cCCwEhgM/R8ynnDpKRgjB559/TlFREevWrSM7O5tHHnmEqVOnxtpaeAgBy5fDwIHQpw+cf37w3OjZ84BD/wr96XP72PDiBlbft5r6snryRuZx6jOnMuj0Qa3WbIn3tlCq/0j4Wr5zOacuOBW33805Q8+haHwRh+UcFvG4oYhUHKX2p4pKvKEWJlRUVFTC4Ndff2XSpEns2bOHU045hSlTppCWlsa+fftYsmQJJ554Ih9//DGnnHJKrK0qA1s9WGuhf6/ghdZhAyAxAXTajl8rM0IIXC4XVVVVOByOA4oH4T7q6+tpbGyUyZVXJp2/JkIIli1bRlFREWvWrCErK4sHH3yQa665hqSkA7dbVSQrVgRv1Vi9GmbMCO6y0bcv/Oc/sXYWdfwePxteChYk7KV2cg/PZdKTkxh8xmAkjTy78qhED4vDQq2rlsFZgzm64GimHDaFfxf+m8NzD4+1NRUVFQWj3sqhotJJ1Fs5lEE028PpdDJy5Ej27t3LkiVLmDRp0gHHvPXWW+Tm5jJx4sSQGkIInE4nycnJgDL7U1ZPe8qg1AJ/Gwqmju/tDxU7EAjgdDq7XEho+ZBjn3mtVovZbA75SE5OJi0trdVzKSkp+P1+FixYwEcffYQQgp49e1JR8QAazfl4PKF37FZv5WifL7/8kqKiIlavXk1GRgazZs3i2muvbT63FM+qVVBUFPw3LQ3+/W+4/nr4c1HGtjhY+xOCa0k8MeAJEjISGF88niH/N6TdgkS8t8XBfCuHL+Cj72N96Z/Rn1XTVoX3GvVWDhUVFQj+saw+1If6CP8BrBkzZoyINvv27Yt6TCUTzfaYO3euAMQdd9wR1vG7du0SgCgqKhKvv/66GD58uDAYDKLo/7N33uFRVVsffs9Meu+FFjpBRDpSFBH5REUFBb3XAihgRxHlIqiYUBVFEBW7FBUsWBC8XEURKVIEQUCRXpJAeplMJpOp+/tjSExCEibJzJwzcN7nOQ+ZkzNr/Wbtk8XMmr3XTkmpuGbBggWiV69eIigoSISEhIhBgwaJrVu3VrGzceNGAYilS5eKBQsWiFatWomAgADRr18/sW/fPiGEEJ9++qm4/PLLhb+/v+jYsaP48ccfz9Oj0+nEpEmTRIsWLYSvr69o3ry5mDhxoigqKqpy3aRJkwQgDh48KJ566ikRHx8v/P39xTXXXCMOHDhQ5dozZ86IJ598UnTu3FmEhoaKwMBA0fOyy8XK9z90XGC1CmGx1BqjEydOiMmTJ4uxY8eKkSNHigEDBog+ffqIyy67TDRr1kyEhYUJSZIEjgUgjToCAgJEXFycSEpKEt26dRPXXHONuOWWW8Tdd98tHnnkEfHMM8+IOXPmiDfeeEMsX75cfPPNN2LDhg1i165d4vDhwyIzM1MYDAZht9trfT3V70ej0SheeuklERoaKgARFBQkZsyYIQwGg/DzE8LPr1ZT59m60PXO2rlYuOmmm0RkZKSYPXu20Ol0cstxni1bhBg0SAgQIjxciBkzhKj2N1gXF9t4Hvj0gPh8xOcVf1f5x/KF3Vb731hlvD0W7tJf31xR/fqG6so15Ip3d79b8XjVX6vE7jO7nX6+p8bTXX5qstunTx8BbBcKeN+qHurhLYf3lptVVC4xvKKjvAfxZDy+/vprAMaNG1ev533zzTecPXuWRx99lKZNm9K8eXMAJk+ezIIFCxgxYgRjxoyhtLSUJUuWcO2117J+/XoGDhxYxc7rr7+O2Wzmsccew2g0Mm/ePG688UbmzJlDamoqDz/8MH5+frz88svcfvvtnD59msjISADMZjODBw9m165djBkzht69e7Nnzx5ef/11tmzZwrZt2ypiqT3X92HMmDFERETw/PPPk5WVxYIFCxg+fDiHDh2q+FZo//79/Pe//+X2oTfTKiSc4rwCPvnxf9z9wDjMvtoLrvH/4IMPmD9/fp3XhISE1DpDwdkjNDQUPz8/wLEOODY2tl5j6CzV78e7776bb775BoBRo0Yxd+5cp7vBu+revlhyxt69e3nhhRdYvnw5UVFRvP3224SHhxMeHi63NOfYscPR0PKnnxyzIlJS4MknHbMl6sHFMJ52qx1JKzm2Hj1TTO5fuRiyDYQkhBDVJsppO94eC3fqN5v/mQnhzLXn0iNQf135pfm8uv1V3vjtDUrMJfRt1pfO8Z0ZednIetnx1Hi6y4+3348qKopB7sqIeqiHtx3INGPCaDR63KeS8WQ8oqKiRFhYmNPXl8+Y8PPzE0ePHq3yu99++00AYvbs2VXO6/V6kZSUJHr27FlxrnzGRFJSkigpKak4/+abbwpAhIeHi6ysrIrz3333nQDE4sWLK8699dZbNfqbP3++AMRrr71Wce65554TgLjtttuqXFs+Y2TdunUV50qzcoT9j0NC/LJLiC2/C3EiQ5TpS0RycrJo3779BWNUUFAgPvnkE/HFF1+I77//XmzcuFH8+eefIi0tTRQVFQmr1XpBG/XFnfdMddszZswQQ4cOFTt37jzv2gt9q1ndVkNnTHh7zrDZbEIIIbZu3SrCw8PFhg0bZFbUQKZNEyI0VIjnnxeioKDBZrx5PG0Wm9i7dK9Y1HqROPbDMSGEEFaTVdistgbZ8+ZYCOE+/SEh/+QLZ4+QkPrryi/NF89teE6Ezg0VpCJu+OQGsSN9R4N1e2o83eWnJrvqjAn1UI/6HzUvcFVRUVEceXl5cktQFJ6MR3FxMWEXWP9dE0OHDqVt27ZVzn366af4+Phw3XXXkZeXV3GUlZUxePBgdu/eTVFRUZXnjB49ukpDv/79+wMwbNgw4uPjzzt//PjxinNr1qwhICCASZMmVbE5YcIEQkND+fbbbyvOlZaWAvDYY49Vufaaa64B4NixY47tPg8cIfDQaaRiAzRPoKxLe/LDAtCXGRk4cCBHjhyhuLi4zthERkZyzz33cMcddzBkyBDatm1Lp06daN68OeHh4RWzN1yJO++Z6rZfeOEFvvvuO3r37l3j9eXfatZ0hIf7V3lsNrtGk7ewfft2rr/+eubMmQM47uuMjIxa+7cojhMn4KabYPdux+NnnoFTp2DWLDg3k6kheON42q129n20j8UdF/Pt/d8iaSSE3dHbTOunRaNt2NtQb4xFZdylX6939Iuoz6HXO6+r0FjICxtfoNWiVszZMoe+zfuybew2/nfP/7iy2ZUN1u2p8XSXH2+/H1VUlIK6lENFxUvwmsZuHsKT8QgLC0Nf+d2bk1QvSoBjdw+r1UrfvrX3w8rNzSWi0jTvpKSkKr8v/12LFi1qPF9QUFBx7uTJk7Rs2ZKgoKAq1/r7+9O6dWtOnjxZca58yUPLli2rXFu+LKTg6AnY+zdoNFgSopn10Qd8tGIFp0+fPu81FBUV1auY44nxdKeP+tiuPHXa2evr+xzwvpzx22+/kZKSwvfff09ISAjXXXddxe+84rVYLODrCyEh8Pvv8Pff0LMnuGjJiVfE4Bx2m50/P/uTzTM3k38kn8jWkQxbOowr7r0CjU/jvxPzpljUhFL116ar1FLKK7++wsIdC9GZdFzX6jpmDJxB/xb93erX1bjLj1LHU0XF21ALEyoqXoI3dyB3B56Mx2WXXcbWrVs5derUeR/a66J6MQAcO034+/uzatUqAgMDa3xe06ZNqzyubfZAbeeFcH63JUn6p/O9RqM5367BCOfsCT9faBYPzRN4ctKTvPXWW4waNYohQ4YQExODVqtl6dKlrFy5Ervd7rQG8Mx4utNHfWxfqMZVUmJwyRtdb8kZu3fvJiUlhXXr1hEcHMy0adN4+umniY6Olluac+zd6+gb4esLX30FcXGQlub8Qn8n8YbxtNvs/PXFX2yeuZm8Q3lEtIzg1g9v5YpRV6D1dd0sKG+IRV0oVX91XUIIJEnCR+PD0j+W0j2xOzMGzuDqpKvd6tdduMuPUsdTRcXbUP+SVFS8hKKiIrUqXwlPxuP2229n69atLFmyhJkzZzbKVrt27fjhhx9ISEigV69eLlJYO61atWLTpk2UlpZWKZSYTCZOnDhRRUNZWVnVJ+cXwZ/HIMTX8TgkCNo4GniuXLmSgQMH8tFHH1V5ypIlSxqk0xPj6U4frrTtKltKzxl79uwhJSWF7777jqCgIKZMmcLkyZPd1qDU5ezbB6mpsHo1BAbCo4+C3Q4ajcuLEqD88QT4YsQXHP72MOFJ4dzy/i10GdPFpQWJcrwhFnWhVP2Vdb2z+x0+/+tzNozegJ/Wj10P7CI22D1/m56Kh7v8KHU8VVS8DbXHhIqKlxBRzw7uFzuejMcDDzxAmzZtePnll1m/fn2N13z22Wf8/PPPF7R1zz33ALBw4cIaZzbk5OQ0Tmw1hg0bhtFo5PXXX69y/q233kKv1zNs2LCKcwEBAY4f9AbHv5Fh0CIRQs+f+aHVas+bFXH06NGKnSjqiyfG050+XGnbVbaUnDMWLlxIjx492LBhA5MnT+bkyZPMmzfPO4oS+/fDiBHQtSt8/71jh40TJ2D+fEdRwk0ocTyFXXB47WHsNkcu6Hp/V25+92YeP/I43cd3d0tRApQZi/qgVP0+QT4V/y/Z7Dasdiv5pfkAbitKgOfi4S4/Sh1PFRVvQ50xoaLiBJIkBQPln8586jtN3RVYrVaP+1QynoxHSEgIa9eu5cYbb+SGG27g5ptvZtCgQYSHh5ORkcG3337L77//zrp16y5oq0+fPkybNo0XX3yRY8eOcdtttxETE0N6ejqbN2/GZDKxfft2l2kfO3YsS5YsYdq0aRw+fLhiu9APP/yQ7t2789BDDzkuNBjRFpxrWJmWCZ07OT5ktWrqaNxXjeHDh/Phhx9yzz33MHDgQE6fPs1bb71Fx44d2bt3b711emI83enDlbZdZUtpOWP//v3ExsaSmJjIjTfeSHp6OlOmTCEhIUFuac7x558wYwZ8+aVjRsQTT8DUqZCY6BH3ShtP8Vo8QwAAIABJREFUgINfHeTLO79kxKcjuPzfl5M8LNkjfpUYi/qgNP0Gs4HFuxYzb+s8lg1fxi0dbuGRXo/waK9Hqyz3cxeeioe7/ChtPFVUvBW1MKGi4hz/AVLKH6Snp2OxWMjOziYgIIDg4GDy8/MJDQ1Fo9Gg0+mIjIzEbDZjMBiIjY1Fp9NhNptJTEwkOzsbjUZDdHQ02dnZBAYGEhQUVKMNk8lEaWkpVqsVs9mM2WymSZMmZGVlodVqiYqKqtGGJEkUFxdXsREXF0dRUREWi4XExESnbURFRVFWVuZRG4GBgRQUFFQ0UKxuozwe5TYyMzPx8fEhMjKSnJwcgoKCCAgIqNNGXFwchYWFWK3WChu+vr5EREScZ6Np06Zs3bqVN998kx9//JHp06dTVlZGYmIiPXv2ZMqUKQwZMoQzZ85UdOguLi6moKCgig4hBI8++ijNmjVj5cqVvPjii1gsFuLi4ujSpQsPPPAAZ86cwdfXF4vFAkBJSQmlpaUVNsp3vLBYLOTn52M0GomPj69oeimEqLARERHB8uXLeeONN1i7di0rVqwgLi6OBx98kCeeeAJhMGL6+wR+OgOaMsf2D7kRQbSw2zl79ix+fn6YTCYAjEYjBoOBwsJCZs2ahUajYc2aNXz99de0a9eO2bNnk5mZyd69e8nOzqZ58+ZkZmbi5+dHeHg4ubm5BAcH4+fnR2FhIeHh4djtdvR6PWazGavVSllZGfHx8eTn52O324mPjyczMxN/f3/CwsJqtGGz2SgpKSE6OhqDwUBZWRkJCQnk5eVVsVFcXExgYGCFDV9fX4qKii5oQwhBXFxcjTrKbZQvgykpKSEmJoaSkpI6bYSGhpKXl0dISAg+Pj4UFRURERGB1WolLS2NgICAKjZyc3MBiI2NJSsr64I2SkpKsFgsWCwWTCZTjTYCAgIICQmp00ZMTAx6vR6TyURiYiI5OTlIkkRMTEyNNrRaLTqdjoiICCwWS0X++/vvv+nRowePPPIIzz33HBEREbz88stkZWWRl5dXkUPrslFcXFyhozyHVtZRk43qebgmG+V5uK5cLlavJnjUKPD1xTh2LEUPP0x89+4OG1lZ9crllf8/qE8uN5lM2O12WXO5TqejYHsBQiuIuTKG1je1ZuDCgYT1DsNutzcol1fX4UwuT0tLw8/Pr0G5vLoOo9FYJYfabDYSEhIuaEMIgV6vJzo6mtLS0nrZSEtLQ6PRNNiGv78/hYWFTusoz+Xlebjcxtncs6w6uYqFuxaSZ8yja0xXtBYtGRkZNeZhZ3J55RzqbC5PS0tDq9U6nctry8MXyuV5eXmEhoY6bcPZXJ6WlgZQJYfabDbXvgtVUbkEkOrTJE1F5VKl2oyJdb179+65c+dOj2ooKyv7Z6q9itfHQ3b9pWVw+izkFIAkQWIMZXGRBITXf1tUV+CJeLjThyttu8qW3PfYwYMH2bNnD/feey/g6D8yZMiQ85q7KpZDhxz7KXbpAgYDvPCCY9lG8+ayyJFzPIUQHPnuCJtSN5G5J5NW17Vi9E+jZdEC8t/bjUVu/UaLkXd2v8O8X+eRbcimV5NezBg4g4HNBtbalNmdeCoe7vJTk92+ffuyY8eOHUKI2rfgUlFRqYI6Y0JFxQmEEAbAACBJklXjxnXEtaHX6736jZir8fZ4yKbfWAanqhYkaJEIAf7oc3ORK6KeiIc7fbjStqtsyXWPHTp0iJkzZ/LZZ58RFhbGbbfdRnBwMGPHjvW4lgZjNsOAAdCpE2zcCMHB8OqrskqSYzyFEBxdd5RNqZs4u/sswfHBDHltCD0e7OFRHdVR83/DKLOW8d7v7/Hi1hfJKsmiR2IPPrj1A4a2G4okSeTm5spSmPBUPNzlx9vvRxUVpaAWJlRUvITy6fQqDrw9HrLpLymF3EJIiIEkR0FCdk0e8u1OH6607Spbnh7PI0eOMHPmTD799FO0Wi0PPfQQzz77LMHBwR7V0WCOHXP0j5g6Ffz8YPlyuOwyuVVV4MnxFEJw/Ifj/JLyC2d+O0NwXDDXv3o9PR/uiW+Qr8d01Iaa/xvGrZ/eyo8nfqRbQjfevfldbml/S5UeEnLp8pRfd/nx9vtRRUUpqEs5VFTqiSRJ2/v06dPHlQ0KncFqtap7ZVfC2+PhMf1WGxxPg/BQRzFCCDCZqxQkPK6pBjzh250+XGnbVbY8NZ7Hjh1j1qxZfPLJJ2g0GsaOHcuzzz5LUlKS2327hBMnYNYs+Phjx+ODB6F9e3k11YCnxjN9ezrrn1pPxo4MgmKC6DelH70e7YVfsJ/bfTuLmv+dw2Q1seLACkZdMQpfrS8/nfiJEnMJwzoMq7GppVxx9ZRfd/mpya66lENFpf6o24WqqHgJ5Y3rVBx4ezzcrr985xitBooNjiUc4Fi+UUNRwiOa6sATvt3pw5W2XWXL3TE9e/Ys999/P8nJyaxYsYKxY8dy9OhR3n33Xe8oSpw6BePHO4oQH38Mo0bB4cOKLEqAe8dTCIGwO76oMuYbyT+az3UvXcfEkxPp/5/+iipKgJr/nWX1odWMWzOOr/7+CoDBrQczPHl4rTttyBVXT/l1lx9vvx9VVJSC95abVVRUVFTOp8zk2O5TVwI9OzkKET0uc2z9qaLiAoQQSJKE3W5n1apVjB49mueff57WrVvLLc05Tp+GOXNg6VJHAe/ee2H6dGjbVm5lslCaV8oXI76g48iOXPn4lbQb2o4nTz2JX4iyihGXEqGhjjYn9cHPDwqKLCz7YxmxwbEMTx7OyMtG8q3vt9zc/mb3CFVRUVFxIWphQkXFS4iNjZVbgqLw9ni4XH+Z2VGQyMpzLNeIi3Is4/D1cbooIWdMPeHbnT5cadtVtlz9eoUQTJgwAYPBwLJly2jWrBnp6elERka61I/b0Okc/SM+/BCsVrj7bkdBokMHuZU5havHszSvlKCYIAKjApE0EhqtI09IkqT4osTFnv/NZsfh5+QwmK0WbF0+ov2bszlVdIqb29/M8OThaDVabu1wq8t0uQtP+XWXH2+/H1VUlIL6FZqKipeQlZUltwRF4e3xcJl+kxmOnobfDkBmLsRGQq9O0LG1oyghh6YG4Anf7vThStuusuUqO0VFRYDjA2t5Xyr7uaVCXlGUsNkc/wYGwvr1MHKko4/EJ594TVECXDeeaVvT+Oi6j3ivx3tYTVYkjcTon0fT69FeLrHvCS6F/O/n59ittq7DYLTyzo6l8HgytqHj8df6s+L2Faz+12q36XIHnvLrLj/efj+qqCgFdcaESq1IktQGaAeEnzulA44KIY7Lp+rSRd2KqireHo9G6zeZIT0LzuY6ZkjERkJSEwhu+FZvcsbUE77d6cOVtl1lq7F2MjIymDt3LsuXL2ffvn20bduWxYsX17o+XZHMng3ffgs7dzo+6e3f79j60wtp7Himb0vnl5RfOPHTCfzD/LnyySsRNkehyavGFDX/W+1WVuxfwazNszheeBxEW7Tffsxfu+9Cq9HKpkvpft3lx9vvRxUVpaAWJlSqIElSIDAFGAc0reWas8D7wCtCCKMH5V3ShISEyC1BUXh7PBqlv7QMfv8L7AJiIh3bfoYEyavJC3y704crbTfGVtW16dFOPcfPD/T6fx6fOXOGF198kffffx+LxcKdd95Z0XHeKz7A5uRAbKyjv0pMDLRsCcXFEBHhtUUJaPh9kbEzg19SfuH4D8fxC/Xj6uevpu9TfQmMbHgRU24u5fy//vh6JqybwNGCo7SJbMOyYct4oM89SMIHbSPnQcsVV0/5dZcfb78fVVSUgrqUQ6UCSZJCga1AChAMrAFePfc45dzPa4AgIBXYcu45Kh4gLy9PbgmKwtvjUW/9ZgsUFTt+DvSHZvGOppad2rikKNEgTS7EE77d6cOVthtjq3xtekOuz8zMZOLEibRp04bFixczbNgwDhw4wGeffUbLli0brMljZGfDU09BUhKsWeM49/DDsGqVoyjh5dT3vjiz6wwrblrBh30+JP3XdK569iomnpzIoFmDvLooAZde/rfZbZhtjj9UjaTBarey5NYlHJpwiDFdxyAJ13zPKFdcPeXXXX68/X5UUVEK6owJlcqkAt2AmcCLQghTTRdJkuQPPAtMB14A/uMpgZcyakW+Kt4ej3rrP3gCSo3Q5wpHM8tWzeTX5GW+L4UZE/DP2vSiIh0RF/hA7u8PQmQxadI83nnnHcrKyhgxYgQpKSl07ty5UTo8Rk4OvPIKLF4MRiMMGwZt2sityuXU577I+SuHD3p/gG+wL/2n9qff0/0IinFNAVMJXEr5P7skm0EfDeL+rvczud9krmt1HYcnHMZX6yurLm/0q86YUFFRNmphQqUyI4D/CSFS67roXMEiRZKkXsAdqIUJj1A+lVrFgbfH44L6LRY4kwvNE0CrgdZNHVPT3bjtp5wx9YRvd/pwpW1X2XLGjhBmLJauvPZaNsOHDyc1NZUuXbq4xL/byctzFCTefBNKS+GWWyA1Fbp3l1uZW7jQeGbuzaTweCGXjbyMuE5xDH1nKB1v70hwrPcuX6mNiz3/C+wQcRJoQ1xwHJfFXkaT0CaAYzmVO4oSzuhyF57y6y4/3n4/qqgoBfUvSaUyCcDKelz/BzDITVpUqlFUVKRW5Svh7fGoVb/Feq6pZQ7Y7I5mlrGREOb+1ypnTD3h250+XGnbVbZqs5Obm8uaNWsYN24ckuSHVruQXbuS6datW6N9eoT8fJg/H954AwwGGDrUUZDo2VNuZW6lrvsiNBTuMPxAlChgsW8H7JIW6AlP1G6vem8Rb+Jizf92YWf1odVYx6cignIxWk4Q6BvIqjtWyarrYvHrLj/efj+qqCgFtTChUpksHEs5nKXHueeoeIALTcm+1PD2eJyn32KFjGw4k+0oSESGQcsmHilI1KrJg3jCtzt9uNK2q2zVZmfhwoW8+OKL9O/fH0hGq70Lb6lJAI6lGr/+CjfcADNmQO/ecivyCNXHM/tANjsW7ODGN27EbPZjrbgZm2/AuaJE3dSnD4kSudjyvxCCbw9/S+ovqezL3gcBTdFund6oHTZcoeti8+suP95+P6qoKAW1MKFSma+BiZIkzQVm1bbjxrmdO14ABgMLPajvksZqtcotQVF4ezwq9FvPFSQycsBmcxQkkppAuOe/fZEzpp7w7U4frrTtKlvldvLz81mwYAF33HEHXbt25amnnmL48OEkJye7xI/bKSyE99+HJ590fM3/4ovg4wN9+8qtzKOUj2fOXzlsmrGJg6sOovXXcvndlwNtKPaLwVRjZ6jz8fd3n05PcLHkfyEEa4+sJfWXVPZm7SUxJJE3bnyDpwaOR7IF4OfZuoRscfWUX3f58fb7UUVFKaiFCZXKpADXAlOBxyRJ+hU4CujO/T4caAf0B0JxLOWYIYPOS5KSkhK1Kl8Jb49HiV5PRFGpoyhhs0FEqGOGRLh8G93IGVNP+HanD1fadpWtjIwMXn31VRYtWoRerycgIICuXbsSExNDTEyMC5R6iO+/h2eegeRkuPVWuPpquRXJQsbeDDa8t4E/P/8Tra+WXo/14qppVxHWNExuaR7H2/O/Xq/n15xfSd2Uyu6zu0kISeC1Ia/xYI8HCfQN5GmbPLrkiqun/LrLj7ffjyoqSkEtTKhUIITQS5LUH3gGGAfccO6ozlkcMyVeFkKUelCibEiSFIxjm1QAH7vd7nENXvVBwgN4bTyEAEkiJjYWjqZDaJBjhkSE/DvvyhlTT/h2pw9X2m6sLSGKSElZyGuvvUZxcTGDBw9mxowZ9OvXz0UKXU9o6D/LC8KEjgn2RRwmma+0d6IRd9LLpyU776g6Q8KbeyTUh7zDeWyeuZkDnx5A46Oh58M9uWraVYQ3D5dbmmx4bf4/RzbZ3PzpzcQFx7Hg+gU81PMhgnyr7ppiNjs/s8Vsdvw9NBa54uopv+7y4+33o4qKUlALEypVOFdoSMGx60Y7HDMkyt/96ICjQoijcumTkf/giAsA6enpWCwWsrOzCQgIIDg4mPz8fEJDQ9FoNOh0OiIjIzGbzRgMBmJjY9HpdJjNZhITE8nOzkaj0RAdHU12djaBgYEEBQXVaMNkMlFaWopGo8HHxwez2UyTJk3IyspCq9USFRVVow1JkiguLq5iIy4ujqKiIiwWC4mJiU7biIqKoqyszKM2AgMDKSgoICzM8W1gdRtarRatVlthIzMzEx8fHyIjI8nJySEoKIiAgIA6bcTFxVFYWIjVaq2w4evrS0RExAVtGI1GjEYj8fHxFBQUYLPZSEhIqNNGlE0i4EwuWU2jsGs1BCZEYDSZiA8OoCA72ykbYWFhCCHQ6/VER0dTWlrqtA5/f38KCwtrtaHVatFoNBU2zp49i5+fH+Hh4eTm5laxER4ejt1ur1FHfn4+drud+Ph4MjMzq9gIDg7Gz8/vPBsAAQEBlJWV1WjD39+fsLCwGm3YbDZKSkqIjo7GYDBQVlZGQkICeXl5VWwYjUZatGhRYcPX15eioqIL2hBCEBcXV6OOcht2u52wsDBKSkqIiYmhpKSkThuhoaHk5eUREhKCj48PRUVFREREYLVayczMpFWrVlVs5ObmAhAbG0tWVlaNNtLS0rDZVmGzLWTmTB39+/fnmWeeoVu3bhX3RGUbAQEBQDTg2Fq0uo7y16LX6zGZTCQmJpKTk4MkScTExFTYCAkJqdCh1WrR6RzblFoslor8V1xcXKcNszkaP3MJk7SLeNK2gCgK+Ugzhq+4A7ukYafUBxAVCdlslgCB1WqrsFGehyvrqJ6HK+uonoc9lcsr26grl+fm5LJj6g4OfXEINNDh7g70ndIXbZSWwLhAcnJyKvIfSABYLFan8jBEApCTkyt7Lq9uw5lcfubMGZKSkmTL5Q3Jw1/u/ZI8cx7je4wnuCSY5UOXM7jlYOxldiSrRH5xfoUNX19txZg6g5+f48jPL6hRh7O5HCAwMLBRubxyDnU2l6elpdGsWTOnc3ltefhCubyoqIh27do5bcPZXH7y5EkSExOr5FCbTaZpLyoqXowkhLjwVSoqlzjVZkys6927d8+dO3d6VENGRgbNmjXzqE8l4zXxKH9zotWCrgROZECHlmQU5ClOv5wx9YRvd/pwpe2G2Fq8eDHPP/88RUVFSNJANm5MpU2bNhe0U/6NrLO9CdxCSQnPR7zBJNt8oimAq65yNLW89lrHFrk1oAjdbqJMV0ZAeAAAX9/zNT5BPgx4bgAlPiW1jmd94+Ht8fOa/F+JIZ8M4Wj+UY48foSss1mK1C9XXD3l111+arLbt29fduzYsUMIcWk1w1FRaQRqYUJFpZ5IkrS9T58+fbZv3+5RvzabDa3Ww52wFIzi42GzwZkcRw+JJrHQsmm1XytPv5ya3OG78vIAB4ILfQvZ0OUBrtTvrC2DwUBQUBCSJLFgwQJWr17N9u0z0GiuxWRyzo6sH1ANBli8GF55BfLy2Cb1o9/6GXDddbUWJMrx9g/WtfHb4t/YMG0Djx95nJCEEIQQSOdiUdd4XmqFCSXmz+psPLmRV7e/yie3f0JEQARpujQiAyIJ9Q9VrH65dHnKr7v81GRXLUyoqNQfjdwCVJSHJEm+kiR1lyTpCkmq/d3hud+P9qS2S5mcnBy5JSgKxcbDZoP0LNh5AE6egQD/GhtaKlG/nJrc4dtsrt+2iPW9vjKu1O+MrR07dpCUlMSPP/4IwMSJE9m0aRMazbUVa9ODgjT4+1PnIdu2katWQatWjqaWbdsy1OcHrvXZCoMHX7AocbFRdKoIY4FjE6zm/ZrT8faOCLvjS6PK/wUrMWfIhZJjsenUJgYuG8igjwaxLX0b+7P3A9AivAWh/o7/C5SqXy5dnvLrLj9KHU8VFW9DLUyoVEGSpJE4mlvuAvYC6ZIk3V3L5bcBSz2l7VKnjhrRJYni4mGzO2ZH7DzgWK4R4AeXt4VuyY4tQKuhOP3Iq8ldvv38HN8Km0xw+nR2xc81HY1pHudK/bXZMhgMnDp1CoBOnTpx5ZVXEhrq+KCj1WqRJKlirbmz1Pf6RmE0Og6AqCho2RLWrYNt2/hJc/0lV5DQpelY+9Ba3mj3BlvnbQUgsVsiw5cNJ7TJ+cVMJeYMuVBiLLac3sKg5YMYuHwg+7L3MXPgTE5OPMmApAHnXatE/SCfLk/5dZcfpY6nioq3oTa/VKlAkqTewGeADfgRsACDgY8lSbpaCPGInPouddSuz1VRTDzsdjib65glYbZASBB0aAlR4XV+0FKM/kp4264cOTk5PP300/To0YP777+f8PC6dynw1l05SktLeeedd5g3bx7Jycn88ssvhIaG8t///ve851ZehmK12vDxUch/8+np0Ls3PPUU/Oc/MGgQ7Nx5yRUjAHTpOrbM3cLeD/dit9rpfFdnuo3tdsHnKTFnyIWSYvFr2q+k/JLChpMbCPMPI/WaVCb2mUhEQO3bRypJf2XUXTmUZVdF5VJDnTGhUpkpgB0YJIS4QQhxC9AB2Ao8KEnSsrqWdqi4l6ysLLklKArFxON4uuPw84FObaF7R4iOuOAHLsXor4Scmhri+/jx43zyySdMmjSJpk2bMmHCBA4fPuxSH87iStvltoxGI6+99hqtW7fm6aefpkWLFjzzzDOyaGoQZWWwb5/j52bNYOhQuOIKx2NJuuSKEsVnilk3YR1vtH2D39/9nctGXMajfz3K7StuJ6bDhT/YyD6eCkIJsbDardy04iauWnoVv535jekDpnNq4ilSBqbUWZQAZeivCbl0ecqvu/wodTxVVLwNhXyVoqIQ+gOrhRC/lp8QQqRJknQdjiUbowGtJEmjhdo11eM4tvZTKUe2eNjtkJUHURGO5RrN4h1LNZwoRlRGieMpp6aG+O7bty+bN2/mtddeY/Xq1SxevJjFixdzww038MQTTyDEECTpn/q7O1+fq22//vrrvPTSS2RmZtKtWzc++OADhg4dWq8pw7KNp8kEH34Ic+c6eq6cOAGBgfDBB/LokRn9WT1bX9rK7+/9js1ko9OdnRjwwgDiOsXVy86FxrO8t4gzmM0eXMLjBuTMVem6dJqHN8dH40OriFY8d/VzPNX3KaICo5y2ocT8D/Lp8pRfd/lR6niqqHgbamFCpTJRwNHqJ4UQ1nNNLs3A/YBGkqRRnhZ3qRMSEiK3BEUhWzyMJjiaBklWaNkEAgMcRz1R4njKqclZ33a7Hb1eT3FxMTqdDo1Gw/jx4xk4cCBr165l69atfP/993z//fdAGBrNdGByvXy4U39dmEwmPvjgA+bMmUNmZiZdunTh7bff5tZbb23QGmaPj6fZDEuWOAoS6elw+eWQmur8p+WLlE0zNzlmSIy8jGtSriHu8voVJMqpazzrW2TwaG8RNyBXrnr515eZvnE6xx4/RvPw5iweurhBdpSY/0E+XZ7y6y4/Sh1PFRVvQy1MqFQmC6jxHdO5GRLjzi3luA/HMqBjnpOmkpeXp8h9z+XCY/Gw2yE7HyxWaJEIwYHQNRnCghtlVonj6W5NJpMJnU5XUVQo/1en05GWloYkSeedr/6zXq/H+Qlbxdjtb1BemHDn63OF7S+++IIJEyaQnJzMm2++yfDhw9FoGr7i0mP3mNkMy5bBnDmQlgadOsEXX8CIEdAI/d5KaV4pW17cQq9HexHVJooBzw+g16O9iL8ivlF26xrPhmxx6814Mn/uzdxLk9AmxIfEM7TdUPJL8wn2u/jyP8iny1N+3eVHqeOpouJtqIUJlcocAq65wDXjzv17H3CJvRWSF7UiXxW3x6O8IJGWCWVmCAmE5gmO5RrhjfetxPGsTZPdbqekpKTOgoEzP5tMJpdoDAsLIzw8nPDw8Iqfw8LCyM7OZuvWrRQVFZ2bYXAtWu37F3x9rqAhti0WC0uXLqVZs2bcdNNN/Pvf/yYsLIyrr76aqCjnp4W7UlO9sFjgo49g9mw4dQo6doTPPoM77rgkCxLllOnK+O3134hIiuDKJ64krFkYYc3O35mnvigxZ8iFJ2KxL2sfqZtSWX1oNZP6TGLBkAV0iuvEvP+b12jbSh1LdcaEsuyqqFxqqIUJlcr8D1ggSVL/yn0mKiOEEJIkjQMkYAyg9prwEFqttt7POXXqFK1atSIlJYXU1FTXi5KRhsTDKYRwFCROZ0KZCQL9IbkVxEW5tFmf2/RXw2w2O104yMvLo7S09LzzxcXF9ZilUDM+Pj5ER0fXWFQIDw8nICCA2NjY84oNla8NCwurMW579+7lySefZPPmzQD079+fRYsW0a9fjyrXuTPmDbFtt9uZPXs2vXr14qabbsLX15dhw4ahd9HX326/x/78E8aPhw4dYMUK+Ne/oBE+vbVHQmleKb++8it2i50hC4YQ1SaKJ048QXjzuneJqS+eyhnegDtjcSD7AKmbUvn6768J8AlgUp9JTOk/xaU+lDqWcunylF93+VHqeKqoeBtqYUKlMl8A8UBsXRedK06MBU4DSZ4QpgI6nY7Q0H/2tv/ll1+49tprKx5LkkRYWBhdunRh4sSJ3H777XLI9BjV49FoygsSaZmOPhJuKkiUcyH9QgiXzFIoKytrtNbg4OBaCwrO/hwYGFhnn4SMjIwGTYWdPn06c+bMQQhBixYteOWVV7jjjjtq9OXye6aetq1WKx9//DFr167lyy+/xN/fn19++YWkpKpp1FU63fI38vHHoNPB449Dt26wYQNcc02jChLQsB4J9SlkVH6eq5Y9lOaXsm3+Nn574zcsBgsdhnVA2AWSRnJ5UQLce/96G+6IxZ85fzJj0wy+PPgl/lp/Jl45kWf6P0NiaKJL/YByx1IuXZ7y6y4/Sh1PFRVvQy1MqFQghDgLTHPyWgGkulWQShUiImrefuz+++9n0KBB2Gw2jh8/zttvv82IESNYtmwZo0ePxmg04uNz8f2p1xaPBlFcAodOOgoSAf7QoSXERze4IGGxWM4rFFQvGOTm5mI0GmstKuicjJ53AAAgAElEQVT1eux2e6NellarJSoq6rwZCJWLBpUf+/n5ER8ff94sBU/cPw0dzzVr1hAYGMi0adN4+umnCQwMdLkPZ6jLttVqZcWKFcyaNYvjx4/Tvn17MjMzadq0Ka1bt3abTpe/XkmClSshOxsee8yxXGPQIJeYbkixwN+/fjMnzOb6+6gJY4GR7Qu2s3PRTswlZtoMacPAGQNpdqV715i78/71NlwZi4O5B5m5aSZf/PUFvlpfJvSawNSrptI0rKnLfFRHqWMply5P+XWXH6WOp4qKt3HxfVpRUblIsVgsNZ7v3bs39957b8Xj2267je7du/PSSy8xZsyYi3Ybq9ri4TRCOLYy9PEBfz+QJET7JAzB/uj0enR//11rUeFCP7tilkJQUFCtsxCcnaUQFBRUr90cCgsLiYyMbLT2htDQ8dyyZQsAYWE1r+Gv+q163Q3rGrM8oCb9NpuNlStXMmvWLI4ePUrbtm356KOPuOuuu+os9jT63naVHZsNPv8cXn8d/vc/iIx09JSIilJMDwk/P8fupM7Q2M1BjIVGdizcwc5FOzEVm2j9f60ZOGMgzfs2b5xhJ3HVfXEx4MpYvL3rbb459A2P9HyEaVdPo1mY+5sYKnUs5dLlKb/u8qPU8VRR8TbUwoRKjUiS1BZHI8x2QPmcVB2O7UQ3CSHUHTk8jMFgcOpDY7du3YiOjub48eM19pjQ6/W89NJL/PDDD5w4cYLS0lLatWvHQw89xGOPPXbeB9n8/HzmzJnDt99+S0ZGBpGRkfTs2ZMZM2bQo8c/a/i3bdvG7Nmz2b59O0ajkQ4dOjBx4kTGjh1bxZ4kSYwZM4axY8fyzDPP8McffxAZGclDDz3ECy+8UOE/NTWVGTNm1Po609PTiYyMZOfOnSxevJht27Zx5swZAgIC6Nu3LzNnzqRnz541P1kI2HMQggLZcPYkjzzyCLm5uRQXFzd6loJGoyEyMvKCRQW73U5SUlKNRYXQ0FB8fX0bpaMhOHuPKcl3bQUJ8OwWipX122w2Pv/8c2bMmMGRI0do06YNy5Yt45577nFq9omrxqHBdux2WLUKZsyAv/+Gli3hxAno0QPiGrbVpbdz/MfjrLpjFSadiVbXtWJg6kBaXNXCoxrk/PtUGo2JRbounWd/fpbnrn6O5Jhkpl8znSn9p9A83DMFJlDuWMqly1N+3eVHqeOpouJtqIUJlSpIkpQMvA0MKD9V7RJx7rpNwCNCiMMelHdJExtbZ+uPCvLz8yksLCQ+vuat6c6cOcPy5cu58847GTt2LGazma+//prHH3+c/Px8UlJSKq7Ny8ujT58+nDx5ktGjR9OrVy/0ej2bN29m27ZtFYWJ1atXc8cdd9C9e3eeffZZgoKCWLNmDePGjSMrK4tnn322ioa9e/cycuRIHnjgAUaNGsVnn31GamoqSUlJ3HfffQDcfvvttG3btsrzdDodTz/9NOHh4RXxWL16NadPn2b06NE0adKEtLQ03n33XQYMGMCePXtITk52PFkI0Jc6tvmUJIiOBH9fTm07xbFjxxBCEBgY6HTvhNp+7+wsBZPJhH9jv8J1Mc7eY97iu/ryAJPJ7LaYl+s/e/YsgwcP5u+//6ZVq1YsWbKEe++9t16FJlfFot527Hb46itHQeKvv6BFC3jvPRgzRjmdJj2IqdiEqdhEWLMwErom0Lxfc66aehVJA+RprSTn36fSaEgshBBIkoRA8M3f3zAwaSDJMcnEBXu+2KbUsZRLl6f8usuPUsdTRcXrEEKoh3oghABoCxQCNmAdMBG4Cbjq3HHTuXP/O3dNPtBWbt0yxGl7nz59hKfJycmp8njjxo0CEPPnzxe5ubkiOztb/Prrr2LAgAECEE8//bQ4efKkAERKSkrF80wmk7BYLFVs2e12MWjQIBEaGipMJlPF+fHjxwtAfPXVV+fpsdvtQgghSktLRUxMjBg6dGjFuXJGjBghAgICRF5eXsU5QGg0GvH7779XnCsrKxNxcXGid+/etb5+i8Uirr/+euHv7y9+/fXXingYDIbzrj18+LDw8/MTDz74oBB2uxA5BULs+lOIX3YJYTCed31JSYkwm821+nYH1cdTCcipyRO+3eXDZrOJXbt2Vfw8bNgw8f777zf4nnKVTqft2GxCfPmlEJ07CwFCNGsmxDvvCFEpFygRPz/H4Y7rrSareLXpq+Kz4Z81TJwbUGLOkIv6xOJ4wXFx3+r7xLhvx1WcKzQWukOW0yh1LOXS5Sm/7vJTk90+ffoIYLtQwPtW9VAPbznUGRMqlZkD+AP/J4T4uY7rFkmSdB3wHTAb+LcnxF3qmGpZSD158mQmT55c8djf359HHnmEuXPncvbs2fOu96v0zafZbKakpAS73c7gwYP5+eefOXToEFdccQV2u51Vq1Zx5ZVX1rjDR/msgB9//JG8vDzGjBlDfn5+lWuGDh3KV199xdatWxk2bFjF+X79+tG9e/cqmvv06cPWrVtrff0TJ05k/fr1fPTRR/Tr14+MjAzA0YuhnJKSEkwmE1FRUXTo0IFd23c4lmyUGMHPF9q2gIDzv/kNDq6794A7qG085UROTZ7w7S4f//rXv9i+fTsnTpzAz8+P1atXN8qeq3Q6Zcdshn794PffoWlTWLwYxo1rfEMGL8RcYubETydIHp6M1k/LgOcHENUuSm5ZFSgxZ8iFM7E4VXSK2Ztns+yPZQDc3/V+hHDMmogIkLdZoVLHUi5dnvLrLj9KHU8VFW9DLUyoVOZa4PMLFCUAEEJskCTpC+BG98tSAUhMrHnLsokTJ3LzzTdXbBfasWNHQkJCarUjhGDRokW88847HDlyBCFEld8XFRUBkJubi06no0uXLnXqOnToEAB33nlnrdfk5ORUedyyZcvzromMjKSgoKDG57/xxhu89dZbTJ06lVGjRgH/xCMzM5OpU6eydu1aCgsLqzyvVWITMFuhbXNIjFVMwz6ofTzlRE5NnvDtKh92u53//ve/3HDDDfj6+nLfffcxcODAejUarQtX6azVjhDw55/QubNjica118J998H48XCRNsutC7PBzK7Fu9j2yjZK80uZcGgC0e2j6flwLT1qZEKJOUMu6orF6aLTzNkyh6V/LMUu7Nx7xb1MHzCdtlFta32Op1HqWMqly1N+3eVHqeOpouJtqIUJlcqEANn1uD7r3HNUPEBOTk6N//klJyczePBgp+3Mnz+fKVOmMHToUKZOnUp8fDy+vr6sW7eOhQsX1rv5Y/n1b775Jh06dKjxmo4dO1Z5rNVqnbb/ww8/MGnSJG677Tbmzp1bcT4nJ4f4+HiGDBnC0aNHeWrSJLq3TybUYEJTZubJxQspsZigd2fQKqcgUU5t4ykncmryhO/G+hBCsGbNGlJTU/njjz9Yvnw5o0ePZujQoWRmZrqsYamrYlGrneeeg/nz4dgxRx+JV15ptC9vxFJqYdfbu9j28jYMOQaaXtmU2z65TVGzJCqjxJwhFzXFIk2Xxtwtc1mydwk2YePuznczfcB02ke3l0ll7Sh1LOXS5Sm/7vKj1PFUUfE21MKESmWOAkMlSZouhKhz7yNJknyBoYC6O4eHcNW3sStXrqRVq1asXbu2is2ff646USY2NpaIiAj27dtXp7127doBEB4eXq8CiTMcPHiQO++8k86dO/Pxxx9X0StJEgcOHODAgQOkpqaS8txzsOMAaCRonkDhgrmOD4oKLEqA68bTlcipyRO+G+pDCMF3331Hamoqe/bsISEhgUWLFlWZJeRK/a6yVWFHCPjhB+jSBRITYdQoiI2FmBiX+PE2LEYLu9/Zza/zfsWQbaBJryYMWzaMtje0VeTfZTlK1uZpqsfiuyPfMeKLEVhsFv59+b954ZoXSI5JlkndhVHqWMqly1N+3eVHqeOpouJtKPMdu4pcvA90AtZLktRfqiHTSg6uAn4EOgLveljjJUuMiz5ElM9WqDwzIj8/nyVLllS5TqPRMHLkSHbu3FnjmvnyJSBDhgwhOjqaOXPmoK++DQKOnT0asgVnXl4et9xyS8UOH9X7QMTExKAtMf7zWnx8oHNbuLIzn2z6qcb+GkrCVePpSuTU5Anf9fUhhGDdunX07t2bW2+9lTNnzrBw4UJOnDjBE088QUClZQ+u1O8qWzHR0bB+vaOHxI03wmuvOX7RsSNMmgSV+rNcCmiFlZ62nbze+nXWP7WesKZh3LX2LsbvHE+7G9sp/sOFEnOGXMTExHBWf5ZjBY7vRvo3789dl9/Fn4/+ycoRKxVdlADljqVcujzl111+lDqeKirehjpjQqUyi4ErgPHAZsAgSdJJQHfu9+FAKyAYxzaiHwghFssh1NNIkhQMlL+L92nIB+3GkpWVRbNmzRptZ/jw4UyfPp2bb76Z4cOHk5OTw3vvvUfTpk3Jzq66kmfu3Lls2LCBkSNHVmwXajAY2Lx5M9dffz0TJkwgJCSEpUuXMnLkSDp27Mh9991Hy5YtycnJ4Y8//uDbb79Fp9NV+RDnDI8++ignTpzg8ccfZ9OmTef9fuDAgSTHJpCc1IqXX36ZsrIy2rRpw+7du/nqq69o3bo1NputUbFyJ64aT1cipyZP+HbWhxCC9evXk5KSws6dO4mNjeXVV1/l4YcfrtJstSG2XamzVoSADRuwTZuGz+7djpkR8+bBY4+5RJ+3osXGVbZNhCSEc/O7N9P+lvaKL0ZURok5Qy5OZZyi76q+9GrSi3X3rCMyMJJlw5fJLctplDqWcunylF93+VHqeKqoeBtqYUKlAuH4CvxBSZI+BR4ArgE6V7ssE8duHO8JIX7xrEJZ+Q+QUv4gPT0di8VCdnY2AQEBBAcHk5+fT2hoKBqNBp1OR2RkJGazGYPBQGxsLDqdDrPZTGJiItnZ2Wg0GqKjo8nOziYwMJCgoKAabZhMJkpLS9FqteTk5GA2m2nSpAl5eXkA2Gw2MjIyzrMhSRKZmZkAGI1GMjIyiIuLY+zYseTn5/PNN9+wceNGWrRoweTJk7HZbOzZsweTyURGRgahoaH4+/vzzTff8M4777B27Vo++eQToqKi6NKlC23btsVut5OVlUXv3r3ZsmULs2bN4r333qOoqIioqCg6duzInDlzyMnJISYmhrKyMsAxwyEnJweLxUJiYiJZWVkYjY7ZD+WvJSsrC3A0vqyJzMxMCkN9+PDj5bz48su8++67WK1WrrzySlauXMmsWbNIT08nIyODsLAwAIqLi4mKiqKsrIzS0lLi4uIoLCzEarWSmJhY0ScgIiKCnJwcgoKCCAgIoKCg4DwbRqMRo9FIfHw8BQUF2Gw2EhISLmhDCIFer0eSJPLz8xtlIzo6mtLSUqdt+Pv7U1hYWKsNHx8fsrOzK2ycPXsWPz8/wsPDyc3NrWIjPDwcu91eo478/Hzsdjvx8fFkZmZWsREcHIyfn995NiRJIi8vj7Kyshpt+Pv7ExYWVqMNm81GSUkJ0dHRGAwGysrKSEhIqJitU26jrKwMk8lUYcPX15eioqLzbJSUlJCSksLx48eZPn06Y8aMoWXLlmRmZmIwGKroKLdht9spKiqipKSEmJgYSkpKqugQQhAXF1fxWkJDQ8nLyyMkJAQfHx+KioqIiIjAarWi1+spKyurYiM3NxdwLLHKysqq1Ub0/v34zpqFz44d+EZEUPL88+juvZf4Nm0cNoqLK2wEBAQQEhJSq47y16LX6zGZTCQmJpKTk4MkScTExNRoQ6vVotPpiIiIwGKxVOS/4uLiOm2U51BnbTiKqImYzRL+/qLGHAHQ2baPVuI4a3xux2zxZ7nvOHatKaVJkyZkZmZWycOeyuWVbTRp0oSsrCy0Wi1RUVE12pAkieLiYgAKCgoqcldRUVGVHOqMjer5zxM2AgMDa8yhtdnIzMzEx8eHyMjIKvnvUMYhtuVtY/Tlo7EYLbwy6BXahLap+L9Nrlxe3zwcEBCAXq+nuLjYbbm8ug1nc3n1/5cakssr52Fnc7ler0ev1zudy6vbqC2XV7dhMBiw2WxO23A2l+v1eoqKiqrkUCV/MaKiolSk6h35VVQqI0lSEI6ZEgA6IUSpnHrkotqMiXW9e/fuuXPnTo9qMBqNBAYGetSnYijSw6kzoCsBHy20T8IYEujV8VDieMqpyRO+6/Lx22+/MXv2bFasWEFoaCgnT54kNja2zh1unLXtSp21smULTJ8OmzZBZCRMnoxx/HgC4+JcokmJhIY6djutjiTsCMmxUvUq2yaS7Qf5xOc+yqRA/PyghhVnXoESc4YnyDHk8PKvL/PWrrcwWo0ce/wYTQKbeHUslDqWcunylF93+anJbt++fdmxY8cOIURflztUUblIUXtMqNSJEKJUCJF57rgkixIAQgiDECJXCJELWDUybDuZn5/vcZ+yo9PDvsOOo8QISU3gys4QG+X18VCifjk1ecJ3TT7Kl2UVFRWxdetWDhw4AECrVq2cLkrUZruhNMjWl1/Cvn0wcyacOgXPPkt+TZ/aLyL0ejCZ/jlKS2xsX7yHl5q8zrGN6ZhM8IOhP29aH0ZnDsRk8t6iBCgzZ7iTXEMuU36cQqtFrXh1+6sMbj2Y3x/8nTZRbbw+FkrVL5cuT/l1lx+ljqeKirehLuVQUfES6vMhyevRlThmSBTpQauFpERoFu9ocHkOb4+HEvXLqckTviv72Lx5MykpKdxyyy089dRT/N///R9paWkN1uFK/U7ZOnQInnjC0dDysssgJQVmzICICLdoUjI2i439H+9n8+zNFJ0sIiY5BqvJCoCP/8XzNseZ8axtFkldKG0WSV5pHvO3zefN397EYDEwtN1QUgem0rNJz4prvP3eVqp+uXR5yq+7/Ch1PFVUvI2L539sFZchSVIPHP0lrMBPQoiDtVw3DBgmhBjrSX2XKuW7aVz0HDoJ2fmObT5bnCtI+J6fqrw9HkrUL6cmT/jWarVs3bqVlJQUfv75Z8LDw7ntttsAx3ZvjXlz6Ur9ddqyWMDX17Gjxt698NdfjsJEVJRbNSkRu9XO/k/2s3nWZgpPFBLdIZrbV9xOp391QqPQbYIbgzPjaTY7Dj8/52wqaVKN3qTnpa0v8fpvr1NiLuGGtjcwY+AMejftfd613n5vK1W/XLo85dddfpQ6nioq3oZamFCpgiRJi4AJ5Q8BuyRJS4Ana1jK0RUYA6iFCQ+g0+kIDQ2VW4Z7KCmF4ECQJAgLAX9faJZQY0GiHG+PhxL1y6nJ3b63bdvG1KlT2bJlC2FhYbzwwgtMmjSJiEozDBqDK/XXaGvnTsesiLg4+OgjaNECMjLA398jmpSE3WrnwKcH2DxzMwXHCohqF8VtH9/G5XddflEWJMpxdjz9/BxLW5yhjtvHYwghkCQJrUbLh3s/pF/zfqRek0rf5rUvzff2e1up+uXS5Sm/7vKj1PFUUfE21MKESgWSJP0beBw4DbwLWHAUHsYD3SRJul4IUSijxEsaV32AUhy5BXDwBHRuB1Hh0CTWqad5ezyUqF9OTe7yvXPnTlJSUvjhhx8IDQ3l+eefZ9KkSUTVMMOgMbhSfxVbu3c7ChLr1kFwMDz5pGM7UEm64KdKJd5jrmDFTSs48eMJIttEMnz5cDrf3RmNz8VbkCjnYhzP13a8xg/Hf2Dd3esI8g1i/yP7iQu+cMNWb4+FUvXLpctTft3lR6njqaLibaiFCZXKPAwUAr3PNXlEkqSFwGxgKvCzJEmDhRBqlx8ZsFgscktwHXqD49/QYEcxokUihATV/ZxqeHs8lKhfTk3u8D1nzhyef/55goODmTZtGuPGjaNNmzYu9wOu1W+xWGDPHkhNhbVrHcs2pkyByZMh1rnCnas1yYndZufouqO0v7k9kiTRfXx3Lr/rcrqM6nJJFCTKaex41tR/ovxxbTUud/SfKDGXEOwbjCRJmKwmzDYzOpOOiIAIp4oS4P33tlL1y6XLU37d5Uep46mi4m1cOv+jqzhDF+Dr8qIEgBDCLoR4FkfR4gocxYlouQReyhgMBrklNJ6SUvjzGOz5G06ecZzTaqFVU/DzrZcpb4+HEvXLqclVvn///Xfy8vIAGDp0KM888wynTp1i7ty5+Ltx3rrLYvfHHwT8+9/Qowf89BM8/TScPAnz5tWrKOGMptBQxwfS+hxyzFbe99E+Prv1M458dwSATnd2otv93S6pogQ0/h4r7z/hrusvhN6kZ87mObRY2IKNpzYC8J/+/2HD6A1EBNTvG2cl5s/6oFT9cunylF93+VHqeKqoeBvqjAmVyvgDOTX9QgjxniRJFuB9YKMkSdd5VJkKsfX8UKIoSkrh9FnIKwKNBE3joUVCo0x6dTzwvH7nuvU3rfLIk936XRGPI0eO0LNnT6ZOncqLL75I165d6dq1q0t91IZLbH/2Gdx1FwEBATBpkmOWRELD/04upEmpjRKFXXDwq4OExIeQNCCJznd1BgFth7T1jACF4op7rHr/ifJaXU09KVxVx9Ob9Lz525vM3z6fAmMBV7e4mlA/R4VLIzWsuKTmf/cgly5P+XWXH6WOp4qKt3Fpfd2gciHSgda1/VIIsRR4EOgE/AzEe0iXClBcXCy3hPpjMMJfx+H3g5Cvg6Zx0LsztG1e7xkS1fHKeFTC0/rl/rb0QjQ0Hvv37+fzzz8HoH379rz33ns8+eSTLvXhDA22/eefcPDcxkc33ACTJ1OwaxcsWNCoooSzmso/qDpzOFvAaCjCLvj76795p+s7fHnnl2x/dTsAPgE+dBvbDa3fpd353ttyXom5hHlb59FqUSue/flZkmOS+XHUj2y6bxO9mvZqlG1vi0V1lKpfLl2e8usuP0odTxUVb0OdMaFSmT+A6yRJ0gohbDVdIIRYIkkSOGZOXOZJcZc6JmfbrCuBUiOcOgu5hY4mfU3iHDMk/F33ycar4lEDcui/ULf+jIwzNGvWDPB8t/76xuPAgQPMmDGDr776iri4OP6fvfMOj6Ja//hnNsmmd0ISiHSp0gVBQJqKXMTGtSJ6UewK/vDavYQAioioCKhXUEFRsVwVUfR6LaEIilhQUZQOgSSQQHrZZPf8/thsSNkku5uZnRlzPs8zT7K7Z9/3O+85e3bm3VMuvfRSrFYrN910k2o+vMEn28XFMGwYjBgBH30EMTGwcCGlGRn6adIBIQR/rP2D9NnpZO/IJrJNJOOXjmfAtAG1ynk26qc2/hz1ozVmqc9iWzHPb3+eJ75+guMlxxmSMoQ3Rr3BeZ3Oo+r6odmYJRYNYVT9eunyl1+t/Bi1PiUSsyETE5KarAMurzrWNFSoKjmhAC/6S5gEkpOT9ZbgOQXFzmkbbRKcC1uqmJBwYap4uMGI+vXU5KnvnTt3kpaWxjvvvENwcDDTp0/ngQcewOrBz/lanp/Htnftgo8/dq4dER4Oq1dD//6+2VJLk04IIfjzoz/ZMHsDmT9kEpEcwQXPXsDAmwYSGFL/8sSoU0/8hdHr08X5q89ny+EtDGoziFWXrOKCLheolpBwYZZYNIRR9euly19+tfJj1PqUSMyGnMohqcl7wHjgt6YKCiFeAs4FbtBalMRJdna23hIapqISft8Hx044HyfGO6dsnN5ek6QEGDweHmBE/Xpqasr377//ztVXX03v3r1Zu3Ytd9xxB3v37mXx4sUeXxRqeX5N2v7zT7j2WujVCx58EA4fdj4/cSJUjVLx2JZamnTkwIYDrBi8gjUXraHwaCHjnhnH9L3TOeuus9wmJVwYaeqJvzFqfZZWlPLyjy9jdzgHWj40/CE+uvojvp32LeNPH696UgKMGwtPMap+vXT5y69WfoxanxKJ2ZAjJiTVCCFKgP96Uf4rDeVI6mCxGDCP6HCAxQIBFucWoGEhzucVBUK0vSswZDy8wIj69dTUkO+DBw/y0EMP8eabbxIYGMitt97Kgw8+yGmnnaaaDzVo0Pbu3TB3Lrz+uvOzcuON8PDD0Ih+tXQarY0JIUCAYlEoyiwi/1A+5z91PmfeciZBYc1bc6YlYLT6dPHmr29y44c3khCWwMRuE5nQdYLmPo0aC08xqn69dPnLr1Z+jFqfEonZkIkJicQktGrVSm8Jpygtd+6yUVwKA3o4b7jO7OX86ycMFQ8fMKJ+PTXV9S2EQFEUKioqeP/997npppt46KGHaN++vWo+1FyzoF7s9u6FefPgtdecj6dOdSYkOnb0WqevGKmNFR4t5O1JbzPg5gH0n9qfXlf0ouvErljD/2LDGjTE0/q02dyvEeNq6zVf82ZqjIvyynJe+vElOsV24oIuF3Btn2tpHd6aCadrn5BwYaS27QtG1a+XLn/51cqPUetTIjEbMsUnkZiErKwsvSU4ExJ/HIBtv0B2LoSHgt3hfM3PvxgYIh7NwIj69dTk8u1wOLjhhhu48847AejSpQtHjhzh3//+d7OSEjV9uFBzp5Jq27m5zlER3bo5kxLXXeecxrFihUdJCXc6fUXvNiaEoPh4MQDhrcNRLArCIQDnqAkjJyUiI5038N4ckZHaavKkPq1W7xIN3pS32W28sP0FTl9yOnesv4OVP6102giwcmHXCzWZstEQerft5mJU/Xrp8pdfrfwYtT4lErMhR0xIJCYhJCREP+dl5XAoE7JyQQjnGhLtkk9N3dABXeOhAkbUr6cmW9Udv8ViweFwYLfbq0dNxMbGquLD3fk1tVNJTRrbqSQkqGoqQlgYfPYZTJ4M//oXdOmiik5f0LM+93+1n/TUdIqzi7n9t9uxBFqYunmqX29em4MRF9r0pD4b24HE1X693UDAZrex8qeVPLrpUQ7lH6JXQi/eufwdLutxmXeGVMSI/ac3GFW/Xrr85VcrP0atT4nEbMjEhERiEsLDw/3vtKwcDmVBVo4zIdE6Dtq30TUh4UKXeKiIEfXroenAgQM8+uijrFmzhl27dtG2bVteeeUVTW5gNTu/hx8mdsMG2LQJQkOdO280w5daOnWpzw0HSE9N5+CGg5fKMNwAACAASURBVITEhDD0nqE4KhxYAiyGSEq4pu94mkhwlXONLGjoxt8f2+v6uz6FpQJH71fptnQeB/IO0KNVD9ZMWsPlvS7Houg74NaI/ac3GFW/Xrr85VcrP0atT4nEbMipHBKJScjNzfWvw6IS2PYrZB6HhFgY1At6dDJEUgJ0iIfKGFG/PzUdOnSIW265hdNPP52XX36ZcePGORdHBM1uYFU9v+xsZ7IOID6e8latoKTE+biZF6lq6fRnfR7cdJBVY1axatQqsn7KYlTaKGYcmME5j5zT6C4b/sbb6TvNfZ+aqFGfrvUnmjqCen1Exc3dsU+YRnBAMG9c9ga/3PYLV55xpe5JCTBm/+kNRtWvly5/+dXKj1HrUyIxG8a5WpBIJI0SERGhvZNym3MdiZhI5/oRKYnOaRvhodr79hK/xENDjKjfH5oyMjJ47LHHWLFiBZWVlVxzzTX861//IjExkZiYGE19q3F+bcQRuHM+LF8O69fD2LEwcya2G24gTKVfzdSqB0/sNLRQYkNl605tOLzlMOmp6ez7fB/BUcGMTB3JkLuHEBJjjASmO2qeQ0PTGnwZAeFNLGtqaWz6RU2a2y6ampYilEpQBIojCCyVIAIJ/ng1O7+5igBLQLN8q40R+09vMKp+vXT5y69WfoxanxKJ2ZCJCYnEJAQE+OHCcOcesFXCWb2dW352StHep4/4JR4aoof+pm+comuV9Xa1/sY4cuQI8+fPZ/ny5VRUVHDVVVcxa9YsunfvDkChp3dnzaBZMc/MZFHl40xz/BuWlcPf/w4ppz4fatanWraasuNt/dZdKPHId0d4edjLWCOtjHhkBENnDiU01nhJTH+i5boUzW0XjX3EDucfZuyrY5k5dCa3nnkrQlyMXVxIoMWYl4my/9cGvXT5y69WfoxanxKJ2TDmN47EMCiKMhgYBMQA7npeIYSY619VLZP8/Hwi1V723VYBR49DuyTnrhqd20GAxZmUMDiaxMOP+Ft/c29Cm0NJSQm9e/cmLy+Pyy+/nFmzZtGrV69aZfwRD598ZGXBggXwwgvc6SjjfeUyLv0pFfr0ab5tNXX6YMeXXNCRbUfYtbaQ7hd3p82Zbfjbsr/R68pehMWHNUPpXwe1FlN1h9qfEbvDzqH8Q3SM7UjbqLZ0b9WdhLAEwDmdKlAx7iWi7P+1QS9d/vKrlR+j1qdEYjaM+60j0RVFUeKAD4BhQGN3qQKQiQk/oNbOBIAzIXE4y5mUcDggKhzioiHaPMMRVY2HDvhbvyc3ocXFJaot4pWZmclnn33G9ddfT1hYGIsXL6Z///6cccYZbsv7Ix5e+cjOhieegOefh9JSuPhiBn08m58t/SjvU7+4mvrVsqV2TIUQrL9jPaUnS+k2sRuKRWHQ7YNU9dEUzZ16YmbUqk+HcBA26G3Kh86BgDKC/v2Hc/oGH/LfRt7nzbQTrZH9vzbopctffrXyY9T6lEjMhkxMSBriKWA4kA6sAjKASj0FtXRsNlvzbxorKuBwNhw55kxIxEc7d9mINN+K0qrEQ0eMqF9NTfPnz2fZsmWMHj2adu3aMWXKFL/5brYPIWDcONixAyZOhNmzYcAAfm7khrimbdfOD95Q86ZPrVioYSfzh0y2LdnGhOcnEBgSyMUrLya8dTiKxf+jqvQc9aMH9dtR06NSGkseOISD//z2H9I2pFE+cSfktSNgyyMeadF74c+6GLH/9Aaj6tdLl7/8auXHqPUpkZgNmZiQNMSFwDZgrHAtlS/RleLiYt+z8hWVzhESroREXDR0MGdCwkWz4mEAjKi/OZqOHTvGwoULufHGG+nevTsPPvggU6dOpV27dpr79pRGfeTmwksvwT33QEAALFoEUVEwyLMRATVtu3Zw8HWtAbVi0ZSdxhIorR1ZjLCn0038QQWBzFzdnwxLO6zW1rr9am6UX+v9RXPbkQuHcPDBrg+YnT6bX479QkpUCgGfvIBlx1RspZ4Z98d2qN5gxP7TG4yqXy9d/vKrlR+j1qdEYjZkYkLSECHARpmUMA4JCQnev0kIOHDEmZCwOyA2ypmQiDLPlI2G8CkeBsKI+n3RlJOTw8KFC1m6dCklJSUkJSXRvXt3kpOTSU5O1tS3tzTq4/334f77YcAAOPdc524bzbDdnLUG1IpFU3bc3fgmOLIZYd9Ad/E7FQTyrWUI3wQMo1iJMNyv5i2Bmu2ovNxGcCMZgrovCSFY+8daZqfPZkf2DtpGtmXZ35ZxY/8biXrAYJkGLzFi/+kNRtWvly5/+dXKj1HrUyIxG/pvRi0xKj8CHfQWITlFQUGB54Vd+SRFgfxiZyKiX3fo0/UvkZQAL+NhQIyo3xtNubm5PPTQQ3Ts2JEnnniCUaNGsW3bNu655x7NfftKLR8nTzKrchbn29YRHAzht1/PsMBvCZ5wLsHBuD0auzFXU79atjyx47rxPfz9MVZf9A43Vb5AL+ufDJ4+mPuPTme9fRwnbBGUl5t7WsRfAW/bxbdHvuXSty7leMlxloxfwp7pe7h90O0EB5o7KQHG7D+9waj69dLlL79a+TFqfUokZkOOmJA0xGzgY0VRhgghvtFbjATKPf35NSsHDmbCwJ4QGAC9uziHpv/F8DgeBsWI+j3RdOLECZ566imeffZZCgsLGTduHGlpaZx11lmNvq/pdRda1XtG7cX2ysvLIS8PnnkGnn6ahx0FPG+5g8+YSKUSxHZlcKPvb2zNAl/rs2ZcTv3iXT8WdXV4EhdPNFmEnXevep+db+8kICiAQXcOYvgDw4lqG9W0g7847tprQwMW/DGapKn6FAhE5/Ws/vkk1/a5liEpQ3jr729xUbeLCAkM0V6gHzFi/+kNRtWvly5/+dXKj1HrUyIxGzIxIWmItsBHwAZFUV7HOYIi311BIcSr/hTWUml0WHyl3Tk6IsACwVYIsTrXlQgM+EsmJaCJeJgAI+pvStOiRYuYM2cOBQUFnHfeeaSlpTF06FCPbKs1X95n8vNps2IFLF7sTE6MGQNpadw2fDi3qWDe1/r09jy9Kd+YprL8MiAEhxJAZVklZ952JiMeHEFUikxIwKl26mm8rVbtkxOetDH72Y8xf3Me1/S+Boti4YpeV2grSieM2H96g1H166XLX3618mPU+pRIzIacyiFpiJXApUAQ8A9gMfBKnWNl1V+JH8jOzq7/ZKUdDh6Fb3+Go8ecz8VGQd9uEGr+4bqN4TYeJsKI+t1pKi4urvX/oEGD2Lx5M5999pnHSQkXrmkD7o79+zNrPVZt2kBBATz6KHTsiCUtDfr2hfR0+OILGD5cJSfNr8+asakbC1/j0pCmLU9uYXHHxYSIUgCufP9KJiyb0GKSEq4kmc3mzOe6O4qK6icaGmu//pjqUrc+hRD8d89/mfjmRIptxSgoBH64mm3TtmFR/tqXd0bsP73BqPr10uUvv1r5MWp9SiRmQ46YkDTEVL0FSGpjsdS40LTbnQtaHs5yJieiIky9w4Yv1IqHCTGi/rqa0tPTufTSS/noo48YNmwYDz/8MLNmzfKLb1V47TW4+244cQJGjODEjBnETZqkvh/U1a+WrZp2Tuw5QXjrcIKjgkkZmkLPv/fEstIBgKL4f+tPvfB2JETN9+m9xoarPoUQfL7vc1LTU9masZX40Hh2Ht8JDEbJ70h4C1gLxIj9pzcYVb9euvzlVys/Rq1PicRsyMSExC1CiFV6a5DUJj4+/lRCIiPbOVUjKhw6tIWYSOfPfC2I+Ph4vSU0CyPqj4+Pp7CwkLy8PE477TT69OnD0KFDCQlxzk8P0HBakGrxKC6GoCDnXWR0NHTvDmlpMHYskZWV6vhwg5r1qZat+Ph4Tu47ycZ5G9nx6g5Gpo5k5L9G0m5YO9oNa0dJC+zltd5y1GbzfGtNb6Y2AcTFxfHFvi9ITU/l68NfExcax/yx87lz8J1EWP8aixp7ihH7T28wqn69dPnLr1Z+jFqfEonZkCk+icQM2O0U/7EPvv0F9h+BkGDofbpzp43YqBaXlADzD500mv6ioiJmzZpFx44due0256oLcXFxrF+/noEDB2ruX5V47N4NHTrAihXOxxMnwubNzu0/FUXTmKtpWw1beQfyePe6d1nabSk7Xt1B3yl96X1NbxXU6UtkpPsdUxo7IiP9o83bURXelE8/kM45r5zDua+dy2/Hf2Pe6Hnsn7GfB4Y/0OKSEmC8/tNbjKpfTuUwll2JpKUhR0xIJB6gKEo4EFb1MNDhcPhXwO5DxOQWOqdrdO/YYpMRNXH9im9WjKK/uLiYZcuWsXDhQnJychg6dCgzZszwuw6f41FaCnv3whlnQOfO8Le/QY8eztfqfEa0jLmatptjK+9gHpse3cRPr/yEcAj6XNuHc/51DnFd4lTTpye6L6LaCFqMxhAB5YxZNZ6vDnxFdHA0c0bNYfpZ04kOiVbfmYkwSv/pK0bVr5cuf/nVyo9R61MiMRsyMSEBQFEUB+AAegoh/qx6LDx4qxBCtIR2dC+Q6npw+PBhKioqyM7OJiQkhPDwcHJzc4mMjMRisZCfn09sbCw2m43i4mISEhLIz8/HZrORnJxMdnY2FouF+Ph4srOzCQ0NJSws7JQNwH44i6CUJModdmxWhciObSgODsBWUkibmEiyMjMJCAggLi7OrQ1FUSgoKCA2Npby8nJKSkpo3bo1eXl5VFRUkJycTFZWlkc24uLiKCsr86uN0NBQTpw4QVSUc0G+ujaioqI4duxYtY3MzEwCAwOJjY3l2LFjhIWFERIS0qiN1q1bc/LkSSorK6ttBAUFERMT06SN0tJSSktLSUxM5MSJE9jtdpKSkpq0IYSgsLCwus00x0Z8fDwlJSUe2wgODubkyZNERUVRXFzMc889x4svvsixY8fo378/L774IkOHDsXhcOBwODh69ChWq5Xo6GiOHz9ey0Z0dDQOh8OtjtzcXBwOB4mJiWRmZmK1WoEEAE6ezMNqtdazER4eTk5ODmVlZSQmJuL6erLbHWRmZhIcHExUVBTHjx8nPDwcq91OxbJlRD3/PFitHE1PJz45meJFiygrKyOpspKcnJxaOsC5rZvLRlBQEHl5eURHR2O32ykqKiI+Pp7i4mKnjaQkcnJyEELQunVrtzpcNkJCQsjLy6OoqAjnpkaQkXGkQRuRkZHk5ORUlwUoKiqmsrKSgoICIiIiKCoqqtZx/PjxqlJJABw/nlNtIyIigpKsEjY9uok/3/oTYRd0uqQTwx4cRkT7CErKS4iqjKq2kZCQQFZWVi2dERERBAYGkpeXR0xMDJWVlRQVFdGqVSsKCwurtsNzls/KyqZVq1ZkZWUREhJCREREtY6AgADy8/OJiYmhoqKiuv8rKCigvLyc5ORkjh07hqIotWy4Pg9N2YBWWK3OBUItFkuTNjp3PnWOdXXU7Yc16ctr2HD1wzVttGnTxm3/d8J+AuiCYrfSJqwNM/vP5I4z7yAmJIbCnEJCW4fW60Mhufpcm+qHIRabTSE42JOvebDZFKxWQUbGEdX78ro2PO3Lw8LCDNGXe9sPh4SEUFBQgNVqVaUv98SGp3153e8ld325y0Z4eLjbvrxmH+rORr2+3GqloKCA4ODgRvvhxmx42peXl5cTGxvrsY1WrVrV6ocb6ssLCgoIDAys1Yfa7XaPPlsSieQUihCefSlJ/tooipKOMxExRQiRUeNxkwghRmsozRDUGTGxfvDgwWd+++232jksLIYffodOKXCa80YkIyODlJQU7XyaDLPHQy/9paWlvPDCCyxYsIDs7GzOPPNM0tLSGD9+PEeOHNFMk2vefUPbvdeNR4Ply8pg+XKYPx8yM6F/f+caEhde2OQoIi1jXtN2cLDnv+q7ftF37fjQlM6G4vL+lPf5+fWfOeOqMxg5aySturdq8nybqpPmltcCM2r2ltSvUnly65NULNxPRV7rGu1IAA23cVeb8+RcIyN9WwBU6zU6PEX2/9qgly5/+dXKjzu7Q4cO5ZtvvvlGCOHd9lUSSQumJfzSLfEAIcSoxh63dIQQxUAxgKIolaqvwOxwQGYOCAekJDmnbPTr7lzcsopIf02UNglmj4de+leuXMnMmTMZMGAAK1asYMKECdW7MugZ0yZ9l5fDSy/BY4/BkSPObT+ffx4uusjjaU1anl9N277s3lDzPZ7oLMoqYtP8TQy7bxhRbaMYPXc0wx8cTkLPBK/saLlYo8Rzth3ZRpe4LsSFxnFRt4uwCzvPWIJRNFqzwigJBl+R/b826KXLX3618mPU+pRIzIZMTEgkeuJwQFYOHMqCcpszEdE20XmjFV17QTO5HVVtzB4Pf+kvLy9nxYoV9OjRgzFjxjB16lROO+20WgkJf2tyR4O+bTZ4+WVnQuLwYejdG559Fi65BLzUq+X51bTtzU2fKylQ8z2e6Cw+Xsx3S78jsU8iA24cQEyHmEY1ucPbJIMRtsz8q7H96HZS01NZv3s9j4x4hLlj5jKwzUAGthnIvNzaZQsLi+QNUBWy/9cGuV2osexKJC0N+UmSSPTA4YCjx2Hbr7D7EARYoGcn5yiJBn79zc/P97NIY2P2ePhLf2VlJXPmzGHVKufekCEhIVx44YX1khL+1OSOBn1v2wa33QZRUfDOO/DTT3DZZV4nJRr1oQJq2nZnqyiriE//71NGVn4JQGLvRGbsn8GAGwf4rKmw0DkQxZvD7L+0G4UfMn9g4psTGbR8EOkH0rl/2P3MGNL4orNm7/PUxOyxMKp+vXT5y69WfoxanxKJ2ZAjJiQSf+JwQHYuHMqEMhuEhUCPTpAQ2+Rw9NjYWD+JNAdmj4dW+m02G6+88gpfffUVb775JuHh4WzZsoWOHTvqpumUtsamDTgXKVSEg384XuZ6u4NV1pth+HD4/HMYPdqnZERNtDy/5tiuH5dTC2KGiWKG2L9moOM7gqgkijNAONcaiG7X+M4MZv+M/BX5KesnZqfPZu0fawkNDOWfQ//JvcPupXV46ybfK+vzFGaPhVH166XLX3618mPU+pRIzIZMTEgk/iKvEP44AGXlEBoCPTpCQpzH8+NtNhvh4eFNF2whmD0eauuvqKhg5cqVPProoxw8eJCePXuSk5NDQkICnTt31kVTTTydAiBQuNaxCovi4M2gmwAFxo5VRYOW5+er7YbiEipKqhMSVir4U+nKpoBRZFuSvdgq09yfkb8SP2f/zOz02by/631CAkOYOWQm9w27j8SIRI9tyPo8hdljYVT9eunyl1+t/Bi1PiUSsyGnckgkWiIEVFZtGRVsBYsC3TvCoF7QOt7jpARAcXGxRiLNidnjoZb+iooKXn75Zbp27crNN99MaGgob775Jj///DMJCQlNG9BAkzsanDZQXEn5i6so6D2I8hPFlNsUhh99h7MrNlJY5PnnwxO0PD9fbdeNy8mjJay56QPusz7DUMcWev2tA9O2TeN1x9Ucqkj2ajqF2T8jfyWe+eYZ1u9ez4yzZrBv+j4WjVvkVVICZH3WxOyxMKp+vXT5y69WfoxanxKJ2ZAjJiQSrXA44PvfICoCunWA0GA4s5dXyYiaeHuT+VfH7PForv7KykpWr17N3Llz2bdvH127dmX16tVcddVVBAQE6KLJK+x2ePNNmDMHdu8mqHNn2L8fzjgDkpI0canl+alh+491f/DeNe9hK7LR5YIujJw9kpSzfN/azuyfETOz/+R+HvryIeaPnU+HmA7MGzOPeWPm0Sayjc82ZX2ewuyxMKp+vXT5y69WfoxanxKJ2ZAjJiQSNRECCqsy5xYLxMdATI1V1H1MSoBcXKkuZo9Hc/Tv37+fHj16MHXqVCwWC6+++io7d+5k8uTJPiclmqvJY+x2eOMN6NULpkxxPn7lFXI2bnQmJTTEiItflp4spTDTOQQiuX8y7Ue259KPLmXyJ5OblZRojiaJ7wghALDZbazdtZYth7cA0CayTbOSEiDrsyZmj4VR9cvFL41lVyJpacgRExKvUBQlCjgLKAW+Fq6rsJaOEHD8JBw8CqXlMLg3hFihU/NuLGpis9lUs/VXwOzx8Fa/3W4nIyOD9u3bc9ppp9GlSxceeeQRJk+eTGCgOl25pjF1OJy7aqSlwe+/Q4cO8NJLzuREUBC2jAztfFeh5fn5YttWbGNp16V0HteZy1ZfRlRKFNd8dA0ZKsXC35+RyEjnQp7eYLV6v9NH44uo1i/rjy1O/8z9kzkb5hAfGs/i8Yvp1qobR+85SkxI/W1cfcXsfZ6amD0WRtWvly5/+dXKj1HrUyIxGzIxIXGLoig3AtcAfxdCnKx6ri/wKeBaPvxrRVHGCSFKdZKpP0JAzkk4cBRKypzrSHRpB1b1P1rJycmq2zQzZo+Ht/ovuugi9uzZw86dOwkMDOSTTz7RXZPHlJTAWWfBr79Cu3bw4otw/fW17hj9UZ9a+vDUdnlBOQfSD9Dtom5Yw62MeGQEyQNqv1ctnWqfb1OJh4Zeaygx4Mu1vLdJBqtV28TE7tzdzN04l9d/eR2LYuG2M29DCIGiKKomJcD8fZ6amD0WRtWvly5/+dXKj1HrUyIxG3Iqh6QhrgUiXEmJKp4CEoBXgPXAMOA2HbQZg+MnnWtI/LbPORz99HYw+Axok9DsbQ3dkZ2drbpNM2P2eDSl3+FwsG7dOhwOBwA33HAD9957r66avMLhgJ07nf+HhTm3+3zhBdi9G266qd7doj/qU0sfTdkuLyxn46MbeabDM7x12VsUZBQAMGTGENqPaK+JTrXP12bzLJlQMxlgtTaw6Gm5bwmDBhdRbeTwdkSGJ+w9sZepa6fSY1kP3vjlDW7odwO779rNs+OfJSpKITgYr47IyKZ9mr3PUxOzx8Ko+vXS5S+/Wvkxan1KJGZDjpiQNERX4CPXA0VREoBRwHIhxK1Vz30DTMaZsGhZFJfCb3vBGuQcIZHcSpNkRE0sGts3G2aPR0P6HQ4H7733Hmlpafz666+8++67TJo0iUmTJummySf+7/9gxQrngpatW8Ozz/rPtw4+GrJdXljOtqXb2PrkVkpPlNJueDtGpY0ism3Dd6Jq6dTifF2JBne4ple4Xvd0uoWZ2H9yP/M2zmPVjlUAXNf3Oh455xE6xXaqLuNK4Hi+ratn5cze56mJ2WNhVP166fKXX638GLU+JRKzIRMTkoaIB47XeDyi6u97NZ7bDNzgN0VGwiGgy2mQrM3oCHfEx8f7xY9ZMHs86up3OBx88MEHpKWl8fPPP5OSksLzzz/PhRdeqJsmrxAC1q2DYcMgPh7+8Q84/XSIitLet4do6aOubVuRjW3LtrFl4RZKc0s57ezTGJU2io5jO6I0sQiuWjrN/hkxGm/vfJvJ703GIRxM6TOFR855hC5xXdyWbSyBUxdPEziyPk9h9lgYVb9euvzlVys/Rq1PicRsyBSfpCFygZqT5sYAdmBLjecUIMifogxDRBi0TfRbUgLkUMG6mD0eLv1CCNauXcvAgQOZNGkSOTk5LF26lD179nDrrbcS7MefnX2KqRDw0UcwaBBcfDEsW+Z8vn9/uPNOCAnRzreXeOIjMtK7IfiuYfgu2xUlFWx5cguLOy3miwe+IK5LHJM/nczUzVPpdG6nJpMSnur0BLN/RjzF1zrzhEP5hziQdwCAke1HMqXPFHbdsYuVl6xsMCmhFS2lPj3B7LEwqn45lcNYdiWSloYcMSFpiJ+BixVFeQooA64GtgghimqU6QBk6qBNf3zf9dNnQkND/e/UwJg9HiEhIaxbt47Zs2fzww8/kJSUxLPPPstNN91EiIc382rjVUyFgE8+gdmz4bvvnNM1nnoKbr1Ve98+4okPX4fhu2xXllWyYc4GWnVvxSWrLqHLBV08SkZ4q9OfdtTGtYimK3ae5N4a271Dq6kTRbYiej/fm/M7n887l79DYkQiL1/8smdv1gCj1qcemD0WRtWvly5/+dXKj1HrUyIxGzIxIWmIJ4DPcSYoXDzj+kdRlGCca0585l9ZLZewsDC9JRgKs8cjLCyMtLQ0jhw5wtNPP80tt9yi+8WNRzEVAv77X2dC4ttvISEBnnwSbrvNucillr6biac+vB2G38/+PRtmHuSyVZcRGhfKzd/fTFyXOK8TEt7q9JcdtfF0Ec2a5ZtCrakTRwqO8Pm+z7m+3/VEWCNYMn4JZ7Y50zPDGmPU+tQDs8fCqPr10uUvv1r5MWp9SiRmQ07lkLhFCPEVcBHwftVxtRDigxpFhgGHqL3mhERDcnNz9ZZgKMwYj82bN3PJJZdQVlbGiRMnWLNmDfv27ePuu+/WPSkBHsT0iy+ca0iMHw9798KCBc7FLe+5p1lJCY98q4CaPhyVjur/Y8UJjv5wFFuR8w46/vR4n5MSoJ5OI39GXDt3NLZrR3N27/CWzMJMZnwyg87PdubGD2/kaOFRwLm4Zc+EntoL8AAj16e/MXssjKpfL13+8quVH6PWp0RiNuSICUmDCCE+Bj5u4LUvgf7+VdSyifR0UnQLwSzxEEIghMBisXDs2DG+/vprfvvtNzp37kxKSore8mrRZEzffBP++APmz3euHxER4T/fBvFRWV7Jjy/9yOb5m7l63dVAEhsDRrNm0yCsEbXvoF1TFmri2a//bes89m3LS7N8RvQkqyiLBZsX8ML3L1BWWcakHpNIHZlKm8g2ekurh6zPU5g9FkbVr5cuf/nVyo9R61MiMRtyxIREYhLkdlS1MXo8hBB88cUXjBgxguXLlwNwySWXsH//fgYMGGBI/fU0/fILjB3rHBUBzoTE/v3wwAOqJiXc+taA5viw2+xsf2E7S05fwvo71hMSG0JFSYXzNSWQgICAeu/xdsqCO5pjw4htzCiIsGP887N/0mlxJ5759hku6HIBP93yE+9e8S69E3vrLc8tsj5PYfZYGFW/3C7UWHYlkpaGHDEhaRRFUQYDg4AYoP6VNwghxFz/qmqZ5Ofny6x8DYwcj/T0dGbNmsWmTZuI4lFnDwAAIABJREFUizu11oDFYiGi6obeiPqrNVVUQFCQczL+zz/Dzp3QsaNzPQmtfWuILz7sNjs/rfyJTY9uIv9QPgm9Erj8ncvpcVkPFMup6RoN2a679oFrfQN36yG4Xtu790j1aJrmbMrSnJg2NtqjIU3eLEDpDZ74rft6Q6NM8svyqRz9GI6BS1m0tYSLul3E7JGz6Z9s/AGARuwz9MLssTCqfr10+cuvVn6MWp8SidmQiQmJWxRFiQM+wLmWRGOTpQUgExN+IDY2Vm8JhsKI8di4cSOpqamkp6cTGxvLvHnzuOuuu4iKiqpX1oj643ftgn/8A7p2heeec/7NyGje3bGH+CMe3viwV9jZ8eoONs3bRN6BPFr1aMWkNZPodXmvWgkJX2yrqVMrO77udGGznWouDSUUaiY8tExk1EQIUZ0gdPRbjnJwDN89MZuBbQaqL0AjjNhn6IXZY2FU/Xrp8pdfrfwYtT4lErMhExOShngKGA6kA6uADKBST0EtnfLycsLDw/WWYRiMFI/NmzeTmprKl19+SXR0NGlpacyYMYPo6OgG32Mk/WzdCqmphP7vfxAVBaNHn3rND0kJ8E88PPYhBCtHriRjawbx3eK57I3L6HVFLywBDQ/X9UZ/zZv3us8DxMWF1XsuMtL7dSaaG1N3oz08mVbi6dQT1+KXntLQrht1R6HUje38TfP57uh3vHfle0SHRBP0710oJa0ZuNpz30bAUH2Gzpg9FkbVr5cuf/nVyo9R61MiMRsyMSFpiAuBbcBYIYTQW4wESkpKiIuL01uGYTBKPB566CHmz59PVFQUqamp3H333cTExDT5PkPo//ZbSE11bv8ZGUnB9OlEpaaCDrr8EY/GfDgqHez+ZDeIrqAonHnrmQy6fRBnXH1GowkJT2y7w9tpD76sM6F2TD3RW7eMuykVjU1nUQsRVAQ4p02VVpZSUlFCSUUJYUFhKCWttXNcRUPJp4bKehJbQ/QZBsFfsXA4HJw8eZLCwkLKy8tR63LIZrNx7NgxVWypiV66/OXXVz+KohAcHExkZCSxsbH11pSQn02JRB1kYkLSECHARpmUMA4JGs7vNyN6xuObb76hZ8+eREVFMXHiRAICApg5c6ZXwzl1rc/t250JifXrITwcHnwQ7rmH4IgIv42QqIs/4tGYj+0vbOeTuz6hfeB1HFQ60ve6vqrZdkfd0QhwKvQFBTaCqx54OkpBDU1N0diIDX8kGzwhryyPyhFP4xj0DN9mfMZZKWeROjKVAIu7JZK0wdvpKZ6OHJHfAafwRywcDgcZGRkUFxdXP9ecbYBrEhQUpIodtdFLl7/8+urH4XBQWlpKaWkpxcXFpKSk1EpOyM+mRKIOMjEhaYgfgQ56i5CcIj8/n9attf+lzyzoFY8ff/yRoUOHMnfuXB555BGGDh3K0KFDvbajW32+9BJMmwZhYXDfffDPf1Yvapl/7Jhubcwf8ajpw2F3sPPtncR2iiXlrBT6Xt8Xa6SV+Te1b7ZtNXUawY4ZEMH5pKU/w9PfPI1jRD7KgTEEBzqzJf5MSoBvW7t6Qkuqz6bwRyxOnjxJcXExQUFBJCUlER4erlpioqKiwpDJCb10+cuvr36EEBQXF5OVlUVxcTF5eXm1RkjIz6ZEog4yMSFpiNnAx4qiDBFCfKO3GIlzCKLkFP6Mx/fff8/Bgwe57LLL6NevH8899xyXX355s2z6tT5/+sk5MuL00+HCC50JiXvugToXUnq2MX/4ttlsCIdg5zs72ZC2gZzfczjj6jNIeSOF4Mhg+l3fD3Gzb8Pw1dSvlq2W0GcUlBdgH/Ys9sGLmL0hD+XgSPgyDXFwJGe94f49Wu0eojUtoT49xR+xKKzKMCUlJVXvpqQWRh2Mqpcuf/n11Y+iKERERJCUlMThw4cpKCiolZiQn02JRB1kYkICgKIo17l5+iNgg6Ior+McQZHv7r1CiFe11CZx0qZNG70lGAp/xOPHH38kNTWVdevW0a5dOy6++GICAgK47bbbmm3bb/V58iQMHQoXXwxr1kBiIixYoK8mHXwLhyDv6zw+nPshx3ceJ7pdNBe+eCH9ru9Xq5yvw/DV1K+WLSP3Gd4kf9xRWF7Ikm1LWLR1EfaRJ1AOjSBgUxqWg6ObnPri7aKbRsHI9elv/BGL8qp5SVosamjE0RIgp3I0hastlNeZsyY/mxKJOsjEhMTFSpxbf9bENWbxH1WHu9cFIBMTfiArK0t++dVAy3js2LGD2bNn88EHHxAaGsrMmTO57777CAhQb0i4pvX566/w5ZcwfTrExsIbb8CQIfpq0sm3cAh2fbCL9NnpHPvlGFGnRTHhhQn0n9qfAGv9+vR1GP7Ro+rpVysWzbHT0FafTZX3hOYmBYQQjHhlBDuyd3D2aWeTNiqNsR3HVg+zN8p6F2ojvwNO4Y9YuLaYVWv6Rk0qKiqwGjA7ppcuf/ltrh9Xe6g78kJ+NiUSdZCJCYmLqXoLkDSOmjfFfwW0iMcvv/zC7Nmzee+99wgJCeHuu+/m/vvvJykpSXVfmtTnb79BWhq88w6EhMDVVzvXj7j0Uv00eYgWvvf+by//u/d/ZO/IJrJtJCMeH8E5d59DYLD6X31q6lfLllH7DG+TP8HBIIKKefnHt5jabyqKopA6MpVwazjndTpPkxtHI2LU+tQDs8fCqG1WL13+8quVH7O3R4nEKMjEhAQAIcQqvTVIGkduRVUbNeOxd+9eHnzwQd555x2Cg4OZPn06DzzwAMnJyar5qIuq9blrF8yZ45yqERQEt9/u3GnDy5XC9WxjavkWQoAAxaKQfyifkuMljF8yngHTBiACBIFB2nztNaS/7pQF18gCmw0aukZu1651vfJqavIGT0cdqHW9HxlZ/5xtNqDfy9z44XRuubIDloNjgFPJNndbkv4Vkd8BpzB7LIx6I6uXLn/51cqP2dujRGIUmt6cXdIiURTlOkVR+jRRplcDa1NINCA7O1tvCYZCjXi4hmOWlJSwbt067rzzTvbu3cvixYs1TUqASvX5559w7bXQqxe8+y7ccgvs2QNLl0Lbtvpo8hE1fOcdyGP5oOX89p/fAOh7XV+m753O4DsHExgSqOn5ubOtxloGzXm/GfsMm815iMBS7IOewdEu3fnCjzcSuGY9ysHRbsu3BMxYn1ph9lhUVlbqLcEteunyl1+t/Ji9PUokRkEmJiQNsRK4pIkyFwKvaC9FAhAaGqq3BEPRnHhUVlYyefJk7r//fgB69+7N0aNHWbJkCW19uKH3hWbVZ3Y2XHcd9OgBb73l3P5z9254/nk47TR9NDUTX30LISjJKQEgIjkCxaJgt9kBCAgKIDDk1AgJLc/Pne3CQueIg5qHEKcSFkK4P44ePVHrPb4mJ9Q43+Bgzw61EAFlBJy9hFZzOmM/7/+4ftFq5/lXhGHZNx6F+kMzXKNSXMdfNVEhvwNOYfZYWCzGvPz2RteBAwdQFIV//OMffvVrRD9mb48SiVGQUzkkzSEAcOgtoqUQFhamtwRD4Us88vPziY6OJjAwEJvNRkVFRfVrsbGxasprEp/q026HgAAIDYX//hduuAEefhg6dNBPk0p461sIwd7P9pKemo693M7NP9xMYHAg076d1uA8Yi3PT03batkyU59RXlnOih9WUHHbfIg6QmJEP1648AUmdp3IWz7ulPJXw0z1qTVmjcWpqUqeTynw51QlfydMFEVh5MiRfPnll37xp9X5mbU9SiRGQyYmJM2hP3BCbxEthdzcXFJSUvSWYRi8iceePXuYO3cua9euZffu3SQkJPD222/rugCZ1/X5f/8Hv/8On34KUVGwbx+ovI2dnm3MU99CCPZ/sZ/01HQObzlMaHwow+4bhqPSQUBQQKN1quX5eWu78e0yQ+qV9eVGuznn6/Ln6RoTvo6aKK8s5+UfX+axzY+RUZCBUtqHgM+W8P3PF2NRnDcRjd2U/VV34HCH/A44hVlj4Zp65Onn2d+jfyorK3XZlcNffrXyY9b2KJEYDZmYkFSjKErdlPU/FEUZ5aZoAJACdADe1liWpIrIyEi9JRgKT+Kxb98+5s6dy2uvvQbA9ddfj93uHOav96roHtVndjYkJjr/j4uDpCTnHVhwsOpJCY81aURTvoUQHPjqAOmp6RzafIjQuFDGzh/L4DsHY43w7EJTy/Pzxra318W+jgAwep/x7m/vMvO/MzlccJheCb14+vKnuab/ZShYsBhz0wJdMXp9+hMzx8JqheJiO4GBTV+CqzlNyhP0mmJi9qkcZm6PEomRMOYkN4lejKpxCJyJh1FujmFAJPAOcLc/BbZk9L6RNhqNxePAgQNMmzaNrl278uqrrzJlyhT++OMPXnrpJU22/vSFRuvz0CHnQpannQZbtzqfe+QRWLlS0ytVPdtYo/W54QCrRq3i1bGvcmznMUbPG82M/TMY/sBwj5MSTfloLt7Ydrf2RM3j+PHCemtL1F1HoaGj5vWxEfuMCnsFdoczOVheWU5kcCRv/f0tfr7tZ/7e8+8o8rKkQYxYn3ph9lgYVb87XXa7nQULFtClSxdCQkLo0qUL8+fPx+GoP5P3q6++4oYbbqBbt25EREQQERHBmWeeyYsvvlirXHp6erWvDRs2EBQUhKIoKIrCypUrAefUywULFjBy5EjatGmD1WqlTZs2XHfddezdu1e181MDo9anRGI25IgJSTVCiOorQkVRHMBsIcQcHSVJalBQUEBUVJTeMgyDu3gcPHiQRx99lFdeeQWHw8HkyZP517/+xemnn66TyoZxW58ZGfDYY7BiBVRWwtVXQ+uqrSP9cOGjZxtryPf+r/bz6phXCYkJYdScUZw1/SxCokPqG2iGDzVQ07bLVnOHfRutz9idu5txq8eRNiqNKX2ncNUZV3HVGVcRYDHm1olGw2j1qSdmj4XdbjfklqHudN188828/PLLdOzYkTvuuIOysjKeeuoptmzZUu/9CxYsYM+ePQwZMoRLL72UvLw8Pv30U2655Rb++OMPFi1aBECHDh1ITU0lLS2N9u3bM2XKlGq//fr1A+D3339n1qxZjB49mksvvZTw8HB27drFG2+8wccff8wPP/xA+/btm31+amD29iiRGAYhhDzkUe8ARgLt9dZhxAPYOmTIEOFvioqK/O7TyNSNx8mTJ0VYWJhQFEVMnjxZ7Nq1SydlnlFLf0aGEHfcIYTVKoSiCHHllULs3KmvJh19H9x8UPz58Z9CCCEcdof4dsm3ovRkqao+1EZN2y5bVqvz8JS65Zujqbm+XVTYK8SBkweEEELYKm1i/OrxYt0f6zT3+1dEfgecwh+x+P3338Xvv/+uqk1Xe62srPSqvL+oq+urr74SgOjbt2+tmGdkZIhWrVoJQFx//fXVz+/bt6+ezYqKCnHeeeeJgIAAcfDgwVqvAWLkyJFu45GXlydyc3PrPf/ll18Ki8Uipk2b5u3peRz3xnDXLty1xyFDhghgqzDAdas85GGWQ46ZlLhFCLFBCHFQbx2SU5S3hNXdvKC8vJyMjAxWr14NQExMDM8++yw7d+5k9erVdOvWTWeFjVNeXg6ZmTBjBnTuDMuWwcUXwy+/wJo10LOnPpp0wuVbOAQf3fwRn9//OUIIFIvC4DsHExLj2ygJdz60QE3batnSsz7tDjuv7XiNnst68rc3/obdYScoIIj1k9dzYdcLddNlZuR3wCnMHgshhN4S3FJX16uvvgrArFmzCK+xrlHbtm2ZMWNGvfd37Nix3nOBgYHceuut2O12vvrqK4/8AkRHRxMXF1fv+dGjR9OrVy8+//zzxk/GQz9qYPb2KJEYBTmVQ9IoiqKkAKOBNoC7ye1CCDHXv6paJiUlJW6/pFsqJSUlzJo1i9WrV3P++efTunVrbrzxRr1leUxJcTFxY8fC7t0waRKkpkLv3vpq0qmNHdl2hI1PbeTK1VdiCbRw2RuXEX1atOrzdrU8PzVtq2WruXYa3zmkflmr1ZmQWPPrGuZsnMOfuX/SKbYTD539kM8aJKeQ3wGnMHss3K3PYATq6tqxYwcAI0aMqFfW3XOFhYU8+eSTfPDBB+zdu5fi4uJarx89etQjvy7S09N55pln+Pbbb8nJyaGysrL6NV9219Aq7mZvjxKJUZCJCUmDKIqyEJhB7Q23FZwLY9b8XyYm/EBr11oDLZjMzEyeeOIJ7r77bpKTk5k9ezYzZ840T2yys+G11+Cee2idmAjPPgvJydC3r97KAP+3saPbj5Kems7u9bsJCg8ia0cWbQa2IamvNguUanl+atpWy1Zz7Hh7zR8UbEc54x3OeD6NXTm76BDTgZcueokpfaYQFBDksw7JKUzTz/kBs8fCkx059KCurvz8fCwWC61atapXNtG1Y1QVNpuNUaNG8cMPP9C/f3+mTJlCfHw8gYGBHDhwgFWrVjU4ssBdPN555x2uvPJKIiIiGDduHB06dCAsLKx6gcyDB70f1KtV3M3eHiUSo2DMnlGiO4qi3ATcA/wPeAH4D7AS+C9wDjANWAss00liiyMvL6/FfvllZ2ezYMECnn/+ecrKyujWrRuXXXYZ7dq101uad7z5Jtx7LwwfTl6nTrS+4AK9FdXCX20s84dM0lPT+fOjPwkKC+Ls+86m6/VdadOzjaZ+tTw/NW2rZas5dgoLPSvnEA7e/e1d0jak8dvx3yitaM/yicu5vu/1PickfBmp0RJoyd8BdTF7LOx2u25bczZGXV3R0dE4HA5ycnJISEioVTY7O7vW47Vr1/LDDz8wbdo0li9fXuu1NWvWsGrVKo/9AsyePZuQkBC+//77egtYr1mzxqvzasyPGpi9PUokRsF4vaLEKNwMHADGCyHer3rugBDiLSHEHcD5wCVAQgPvl6hMRUWF3hL8zrFjx7j33nvp2LEjTz/9NOPGjePHH3/k1ltvNUc8cnLggQfgf/9zPr7lFti+HYYMMaR+rTVl/ZTFmkvW8OLAF9n3xT6G/nMoM/bP4LwF5xEYrX2eXMvzU9O2Wrb80ca+2v8VV757JYXlhfz7wn/z511/Mm3ANJ+TElard4kGb8ubGSP2GXph9liYZY2JvlWj+TZt2lSvbN3nXFt4XnTRRU2WdWGxWLDb7W7jsXfvXnr06FEvKXH06FGftwvVKu5mb48SiVGQIyYkDdEdeE0IUXNCXnV7EUJsUBTlY+CfwLv+FtcSSU5O1luC38jJyWHhwoUsXbqUkpISJk6cyOzZsxkwYEB1GUPHIzcXFi2CJUugqAgcDjjvPAgNhYEDAWPq10pTRUkF7137Hrve30VgSCBD/m8Iw+4bRkRShOa+a6KlDzVtq2VLi/MVQvDBrg+ocFRwRa8rGNNxDGsmreGS7pcQHOjhMIdG8HSkRkvEiH2GXpg9FkFBxpzeVFfXddddxyuvvMKcOXMYN25c9QKYR44cYfHixbXKurbu3Lx5MxMnTqx+fsOGDfVGULiIi4sjIyPDbTzat2/Pnj17yM7Orp42UlZWxm233VZrrYnmnJ9amL09SiRGQY6YkDRGXo3/i4H4Oq//AfTyn5yWTVZWlt4S/MK8efPo0KEDTzzxBKNGjWLbtm18+OGHtZISYNB4nDgBjzwCHTvC/PkwbBhs3QpPPFGvqBH1q62pLL8MgMDQQCqKKzhrxllM3zedcU+Nq5WU0MK3O7T0oaZttWxpdb5zNs5h4ZaFzl1TFIUrz7hSlaSEpHGM2GfohZljYbNBSIhzulJTh83mX211f/kfNWoUU6dOZceOHfTu3Zt77rmHO++8k379+jFkyJBaZSdOnFj93T1hwgTuv/9+LrnkEsaOHet2FAXAmDFjOHDgAJMmTeLRRx/l8ccf55dffgHgrrvuoqCggP79+zN9+nRuv/12evfuzc6dO6tHcjT3/NTCzO1RIjEScsSEpCGOACk1Hu8FzqpT5gycCQuJHwgICGi6kEkpLi6u/iWmoKCAESNGMHv2bM46q26TO4Wh4pGXB08/Dc88AwUFcO65kJYGZ5/d4FsMpb8KNTWlp6Wz/bntTN87HWuElcmfTm50lw1ffEdGenvhnozVqs2v8mrGTi1batgRQvDRnx+x4scVvP33twkODObdy9+lbVRb1XdNkTSOEfsMvTBrLLydduTvqUruPtPLly+na9euLF++nKVLl5KSksLMmTO54oor+Oijj6rLRURE8OWXX3LvvfeyceNG0tPT6dWrF6+//jqJiYn85z//qWfbNeriyy+/ZO3atTgcDpKSkujduzd33HEHQUFBLFmyhOXLlxMTE8OECRN47LHHuOKKK1Q7PzUwa3uUSIyGYtR5bhJ9URTlJWCEEKJr1eM04BFgObAOGA7cB/xHCOHbN4RJURRl65AhQ4Zs3brVr34rKioMO/yzOXz66adcddVVpKen069fP+x2u0df8oaJx4svwn33QX4+jBnjTEgMH97k27TQ7/2NOrVu1JurKWdXDtHtogkKC2Lf5/v4/f3fGTN3DKFxoU2+1xffrl8UPb1wd5XVYsv55sSufr0JQKl+ru75ef68047rOW8SMkIIPtnzCanpqWw/up3E8EQ+m/IZfRL7eG5EoiqG6fMMgD9isWvXLgC6d++uum2Hw2HIxS/10uUvv2r4cdcu3LXHoUOH8s0333wjhBjaLIcSSQvCeL2ixCi8BuxVFKV91eOFwE84F8X8ELgfOAjcq4+8lkfdFbDNTH5+fvV+5v369WPYsGHVyQhPf3nQNR4FBeCa4xoRAf37Q3o6fPGFR0kJ0Ea/zeZdYqJueV815f6Zy3vXvsdzvZ5j+wvbAeh0bicmLJvgUVKiOb5diQZPDqvV+0R8ZKRnQ64jIgKr/4+M9M5HU/Xmer1uuYae99Z+TYQQfLrnU4a+NJQJb0zgYN5BFp2/iH0z9smkhM78lb4DmovZY+HrGglao5cuf/nVyo/Z26NEYhTkVA6JW4QQ6UB6jcdFiqIMAS4GOuNMSqwTQhh6KoeiKA8Ck4BuQAmwAbhPCHFAT12+EBrq2Q2ekSkoKGDx4sU89dRTnH/++bz11lskJSXx8ccfe21Lt3j88guMGuWcunHddXD11XDNNV6b0Uq/NyMC6m7J6K2m3N25bJy7kV9e/wXFotD/xv70mNTDKxu++vYXrpt6b0Zl+ELNesvNPUF8fHyDI2AaGjHhes41MsJlx5OtN4UQfL7vc1LTU9masZVWYa144twnuH3Q7YRbw307KYmqGPUzogdmj4URR0uAfrr85VcrP2ZvjxKJUZCJCYnHCCEqMN8OHCOBJcB3QDCwAPhEUZTeQghj/mTRAGFhYXpL8JnCwkKWLFnCokWLOHHiBOeccw633357s2z6NR5FRXDoEPTsCT16wAUXQOfOztd8nLOqpn7XDazrhtWTG1F3N7Weajqx9wSb5m1ix2s7AOg3tR8jHh5BbMdYTyX77LshPJnGUjc+nk5v8CTZU1paRmhoqEexbwpXLBrS5mpyTWnyNKbFtmIueP0CNh/aTHxoPI+PfZw7Bt9BhDWi6TdL/IaZvwPUxuyxkIkJffxq5cfs7VEiMQoyMSFpEkVReuLcPjRcCPGa3nq8QQhxQc3HiqLcCBwCegI/6yLKR3Jzc0lJSWm6oIEoKipi6dKlPPnkk+Tm5jJ8+HDS0tIYPXp0sxeh8ks8iovhueecu2q0agW//gqBgfD66802raZ+X6Zw+KLp5P6TbJy3kR2rnAmJvlP6MuKREcR1jvNGrk++m8JfIxsaQs36VMtWU3YyCjJIiUoh3BpOSlQKj455lLsG30VksHMuSnPXLJGoixm/A7TC7LGorKzE6s9VLT1EL13+8quVH7O3R4nEKMjEhKRBFEUZhHOxy941nn6t6rVzgE+Bq4QQHzbTz7XACGBglS8rMFUIsbIJbWnA0KryO4FnhBBvNOEuuurvieZo1oNIbyeu60hxcTHLli1j4cKF5OTkcPbZZ5OWlsbYsWNVWxVb03iUlMALL8CCBXDsGAwe7FzUUsVfW9TWX/Naq6lf0hv6Vb8pTZ/d8xl/rP2DPtf24Zx/nUNcl+YnJDz17QlNjWxwnXd5uWejSmremDddvi3gXXKkYb/qtI3G7Pzzs3/y0o8vsX/GfmJCYnhz0pv1yuid7JHUxkzfAVpj9ljIERP6+NXKj9nbo0RiFGRiQuIWRVF6AV8CDuBpnCMmxtcosgnIAS7HuRhmc5gHtK+yl1n1f2PaRgH/BWzAGiAfuAx4XVGUDkKIxxp4XwDOc1kvhMhopma/Y6at+Z5//nnuv/9+hgwZwuuvv855552nun5N4lFaCv/+Nzz+OGRnw5lnwiuvwPjxPk/ZaAgj1mddTQVHCtg8fzOjZo8irFUY5y44l3MfP5f4rvGa+1abukkGTxIO3t5oq3VjrlYs6tr5+tDX9EnsQ2RwJJd0v4RIaySBlsYvA5qzZolEXYzYZ+iF2WNhVP166fKXX638GLU+JRKzYcyUrcQIpFX9HSiE+CfONRqqEc59ZrcCg1TwNQ3oIIRIAF5orKCiKIHACpz74J0jhLipSl9fnKMm0hRFOd3N+5Qq2+2Bf6ig2e8UFBToLaFBSktLefrpp/n6668BuOWWW1i/fj1btmzh/PPP1+RLW9V4lJXBs8861434v/+Dtm1h3TrYtg3+9jfVkxJgzPqsq6kgo4DvnvuOvf/bC0D86fGaJCXc+VYbZ9LA83qsmWTwZOePvXuPNHukhAu1YuGy42i7lYqrzmf4K8N57rvnABjebjipo1LlOhImwoh9hl6YPRZ2u11vCW7RS5e//Grlx+ztUSIxCjIxIWmIkcB/hBB7GilzCEhuriMhxOdCiIMeFh+Dc1eQN4QQP9awUQjMxTkKaGrNN1QlJZ4DzgXGCiGON1ezHsTFqTdsXm3Ky8tJS0tj9erVgHNY4/jx4zX9FUHVeKSnw4wZkJgIH3wA27fDhRdqkpBwYcT6tJZbWX/XejY+uhGAlLNSuPvA3fRaWvo6AAAgAElEQVS+uncT72w+/omHqE4yWK0NJxzqJhhstqa3C+3Ro61qKtWKxd6yvVyw+gIqrz8b0XYrD494mJsG3qSKbYn/MWKfoRdmj4Wn22L7G710+cuvVn7M3h4lEqMgp3JIGiISONZEmRDA399io6r+fubmNddzI11PVCUllgETgJFCiMOeOlIUZWsDL53hqQ01KSsrM8zKz2VlZSxfvpzt27ezatUqYmJi2L59O51dO1X4SYPP8bDb4cUXITzcueXnuHHw2Wcwdqyq60g0hpHqszCzkM2Pb+b7f3+PvdxO/xv7V78W3S66kXeqh5HiodcUDhfNjcV3R74jNT2VT/Z8QnhQOGx6ELbcw8JF8Sz00IYB1+Vr8RjpM6I3Zo+Fc9Cp8dBLl7/8auXH7O1RIjEKMjEhaYjDNH0DPhDY6wctNXFN09hd9wUhxElFUXJqlAHnSImrgIlAqaIoSVXPnxBC+Hw7UVFRQUVFBdnZ2YSEhBAeHk5ubi6RkZFYLBby8/OJjY3FZrNRXFxMQkIC+fn52Gw2kpOTyc7OxmKxEB8fT3Z2NqGhoYSFhbm1UV5eTklJCZWVlVRWVmKz2WjTpg1ZWVkEBAQQFxfn1oaiKBQUFNSy0bp1a/Ly8qioqCA5OdljG3FxcZSVlXHy5Ek+/vhjHn/8cTIzM+nTpw+7du0iNjaW9u3bc+TIkSZteKojNDSUEydOEBUVBVDPhiseLhuZmZkEBgYSGxvLsWPHCAsLIyQkxL2N0lIinnuOwMREjo8bR2VlJcljx5KZmUlQUBAxMTFN2igtLaW0tJTExEROnDiB3W4nKSmpSRtCCAoLC7HZbAghmmUjPj6ekpISoPavNQ6HcGsjODiYkydP4lqoMVwUMdT+NYs7bcdeZqf9+PYMvm8wMV1jcDgcHD16FKvVSnR0NMePH69lIzo6GofDUUuH61xyc3NxOBwkJiaSmZlZy0Z4eDhWq7WeDZvNhsPhoKyszK2N4OBgoqKiatkA54VgXl4+rnVtc3JyKSsrIykpiZycnGobpwYICjIyjlTHICPjCNHR0djtdoqKioiPj8eZcz2F1QolJQ63OoKCgoiPD0cIUJRTF711dQghaN26dbWNyMhIcnJyiIiIqNZeVFRMZWUlGRkZhIWFUVRURIcOcVRUuB+5U3dNB0fS99hHzEac/jGhgaHc0usW7h58Nz0e7gYoYPXsotxmU3DOlnNy/HgO5eXlJCcnc+zYMRRFoVWrVmRlZRESEkJERAQ5OTm1YhoTE0NFRUV1/1dQUNCoDVcfGhERQUBAAPn5+Y3acPWhTdmo2w+7s+Hqh/3Vl9e04U1fXl612Icafbk/bTTVl9e14UlfnpGRQUhISC0bJ0+edPblVTaa25fbbDaCgoJwOBxUVlZisVhQ/p+9M49vqkr///tm6073DRAVkdUFRZAqKDiIqLhvX3AUBgQUVGQAHR2UoqgzLqgIOj9FQBDcF2ZcgZGiOBQVBhcQRFm773uz3vv7IyRN26RN25vkhjnv16uvNsm9n+e5zzk5zX1yznMkCYfDgV6vR1EUZFnGYDAgy7L7b4fDgaIoGI1GbDYbkiSh1+ubaVitViRJ6pKGGn601HDduHfVD9d5XYmH53l2u71Lfrg07HY7er2+SxqyLCNJEnl5ee6xPC8vD51Oh8FgoKqqioSEBM0u1xEItIyk1aytILRIkvQccA8wVlGULyVJWgg8oiiK/vjrN+MsPPmYoigLVbT7F+BJfOzKIUnSRuBS4HRvy0wkSfod6KkoSsTxx746+GhFUXI66eP24cOHD9++3deEisBgtVpDtr2Y1Wpl1apVPP744xw7dowzzjiD7OxsrrvuupBV8e5QPGw2eP11WLMGNm1y3tEVFjqXboSD/+3Q8gbVs1ihty0fjdZ6LuQbhvIdRuzsl/rztf5iSnTpgBSSLR87Ew9XEUuTqekafUl4vu65K4e3wo6exTE9z2nLD+eNvOT2x9+CkU3nN53jGQvPa/R2LZ7Yr7sZuc/H6HbOovC9+SQYEzCZTO4VSf7+u2+rP3XkOgTqEsr/AVojGLHYt28fAP3791ddW5ZlTe7MESq/gmVXDTve+oW3/piVlUVubm6uoihZXTIoEPwPIWZMCHzxBHAj8JkkSa9zvJaEJEkzcW7ROQE4DCwJlYP+oCjKCVMquaqqirS0tKDatNlsrF69mscff5wjR44waNAg3nnnHW644YaQf6jyKx42G6xdC4sXw6FD0L8/HD0Kp58OmV0uj9IlAtWernoIno89GcgermUDJmzspy85jKLc6IqFErItH73Fw1tSxRPXa57HtL29pYLJ1PEhoWVMffnRFZrbMLbS9GbDGvcrjH4YPn8e6jLhs2fB8SJyfTonJYHnrAdB+BOK/wFaJdxj4XA4Qv4/1Buh8itYdgNlJ9z7o0CgFURiQuAVRVFKJUm6GFiLc9cMF8uO/94BTFAUpTrIrrns+Vr43s3jmBMKm80WVHv79u3j8ssv5/DhwwwYMIC33nqLm266STMfptqMh90O69bBY4/B779D377Ox7fcAhopOhaI9vR1Qx5NAyajQoMUQ7mSySHbqWzlYspM3Z3f7h+fHZGfX0Dv3uoVcewI3uJhtbadaPA1i8DXLAjo/EyQQCZsOv7Fr3N2BsYG6Pcv+Pn/YN91UHNSALwTaIVg/w/QMuEeC63OVhY1JjpHuPdHgUAriMSEwCeKohwELpQkaTAwHOdC9hpgh6Io37V5cuBw1ZY4Hdjp+YIkSYlACvCfYDsVDDKD8A2/3W6noKCAXr16ceqpp9KnTx+eeOIJbr75Zs1VEfcaD7sd3nzTmZA4cAD69HEu35gwAQzaGu4C0Z7ebrrjTY3MtC3lwilnMP4f44EkIiImAK1v4IPRx3zhy7a/yyJaLr9Qk/YSBy3tdjTR0LLdZFkhKqr5zA6LBfaU7GHR1kWclngaT455EhhMlbmAhMUJXpdfyLKCTie1OdtDED6E8v2pNcI9FkajMdQueCVUfgXLbqDshHt/FAi0gja++hRoGkVRdiuK8g9FUZ5QFGVZCJMSAFuP/x7r5bWxLY45oSgqKgq4jT/84Q9cffXVyLJMREQEmzZtYsKECZpLSoCXeFRVwaBBzl02ZBlWr4ZffoHbbtNcUgLUb0/PLS3jTY0MNB4gIgJqbFF8xUXc89pg9+u+buCD0cd8oZZtX1t7umZftBcDb3jbUrTl9qKeyYiu1udoGQsl+RcmvD+BM18+kw37N+BQmoqqJUQm+K3TVeLi2t4ytWWMIyKc5wjUIZTvT60R7rHQ6jfsofIrWHYDZSfc+6NAoBW092ldIGibfwMHgYmSJC1VFGU3gCRJccDDgB1YHTr3AkcgkgMOh4NPP/2U8ePHI0kSM2bMwGazaXaaqSd6vd657ef+/TBwICQkwMUXw1/+An/8I2j0GykXaran66Y4QjEzzJHLUDkXA3aWGedgJYb/cAEmXfPjvX2rH8oEVFdtexbA9Pd4NWrneauD0d4MhfaKi7pioSTtxzHiUeRBb/L+XgMzhszgoZEPcVK8f0s21GhPz9oXod5G9X8dLSaIQ0W4x0KStFn+KlR+BctuoOyEe38UCLSCSEwIAJAkaWUnT1UURZnaRdt3ACOOPzzz+O87JEkadfzvjxRF+ei4Mfvx478AvpYk6U2cy0uuB04FFiiK8mtX/NEqSUlJ7R/kJw6Hg7fffptHH32U/fv38/nnn3PZZZcxceJE1WwEmqSkJJgxA957Dw4fdiYmXnkl1G75jZrtWZpnZscLO8h9LhdzlZlTLzmVUYtG8diImA7tlKCmTx2lq7Zra9vfacPXa+2hZuFLX8d7JjiUxGpsV86DM9eDooOd0yD3IVbWnIznQN1egqOrMfWntoe311w+iSUk6hLK96fWCPdYaPVGNlR+BctuoOyEe38UCLSCSEwIXEz28fzxKms+n1eALiUmcCYlJrV47sLjP+Dc/eMjt2FF2SJJ0ghgEXAzYAL2AA8rirKui754RZKkGCD6+EODLMuBMNMmxcXF9OzZs0sasizz7rvvsmjRIn755RdOPvlkVqxYwSWXXKKSlwFGluHDD+HSSymuqaHn1KkwdChER7d/rsZQoz0tNRZ2vLiD7c9ux1xp5uSLT2bUolGccvEpnfYJuuaTP3jfbaP1vyPXMRER7d+E+4PV6l+9ha5+09/+1qLebVqtoB+yGseVUwEJ/jsFvv4rVJ2CZGp9fHt0tY+1jLfYDjS0qDFmnCiEeyzsdrsmt3719GvLli1ccsklzJw5k+XLl7c6du/evQwaNIirr76aDRs2dMnunj17yMrKIikpiR9++IHExET3a7/88gtDhgwhLS2NH374gfh4X7XP2ydQcQ/3/igQaAWRmBC4OLXFYx3wAs6ily8AXwPFQDpwEXAvsB2Y01XDiqJMxndixNc53wKXd9V2B5gPLHQ9OHbsGDabjeLiYiIjI4mJiaG8vJy4uDh0Oh3V1dUkJiZitVqpr68nNTWV6upqrFYrmZmZFBcXo9PpSE5Opri4mKioKKKjo71qWCwWGhoaMBgMlJSUYLVa6d69O0VFRej1epKSkrxqSJJETU0NiYmJNDY28t577/Hiiy+yd+9eevTowcsvv8y4ceOIiooCIC8vz6dGUlISZrOZhoYG0tLSqKqqwmazkZmZ6bcfHdWIioqioqKCbt26gSxjffddkpYuRffzz1QtWIDx7rspOe00bL16kWkwUJifj8FgIDExkZKSEqKjo4mMjGzSAK9+VFZWYrfbyczMpLCwEKPRSEJCQrsajY2NNDY2kp6eTkVFBQ6Hg4yMjHY1FEWhtrYWnU5HeXl5pzQstRa+ffFbfn71Z8wVZtKHpXP94uvpdlY3HA4Hsiy7NSAVgIqKSiIiIqisrGzmR3JyMg0NDTQ2Nh4/3rmMR5YVCgoKMJlMxMfHU1paSnR0tFsjPj4eWZZbaaSnp1NeXo4sy6Snp1NYWNhMIyYmBqs1AatVwmRquWTI+xIiq9WZA7VYrG4Nk8nk9qN791j3jT14v/n3trWo+p9Pnf7HxcGhQ+WYzWYyMjIoKytDUZTj28k519SYzRbKysqIjY3lWN0xlLgETLU9+e6Dc1mUcy3/mv8UUlXv444qHD7sXMOcmppKUVERp53m3D0lLy+f2NhYWm5UlJeXj16vp7S0FGdNYCgsbK4RGRlJbGys2w+DwUBVVRXQpJ2SkkJtbS0Wi8X9fFFRMSkpKV419Ho91dXVJCQkADEAWCxWampqsFgsZGZmUlJSgiRJzTRcY2hLDZvN5h5DPTVcY2h7Gi3HYW8arnE4WGO5p0ZHxnJJkqioqAjqOKz6WI73cdhTo7CwsN2xvK6ujoaGhoCO5VarFaPRiCzL2O12dDodkiThcDjQ6/UoioIsyxgMBmRZdv/tcDhQFAWj0YjNZkOSJPR6fSsN13Fd0VDDD08NcN68y7LMxRdfzOmnn866det4+umnMRgMzTReOT5DcfLkya2uxfXYXz/69OnDkiVLmDFjBlOnTuW9997D4XBgNpuZMGECVquV1atX061bN6xWq9/x8LTtui5FUToUU28akiSRl5dHREQEcXFx1NXVUVVV5R5DExIScDiaagEJBAL/kMJhLbkg+EiS9BecSYfBiqIUenm9B/Bf4BlFUZ4Ktn/BpsWMiU+HDRt23o4dO4LqQ2NjozuJ4C+yLPPhhx+yaNEifvrpJ3r27Mlf//pXpkyZoslva1qhKPDPf0J2NuzeDd27w0MPwR130CjLHY6HluhMe7qoLaxlae+lZA7JZNSiUZx6yak+18525FvuxsZGEhKi/D6+s3jzyVs8WiYYfNWRaG/2QFNXd070cm1B6usaO7fDR9Pksva0oen1isYKeizpgXXn/2H4ZBUWS/N2cNFSr6WOt105XDHt6EwHX8erpSPoHF0ZM040ghGLffv2AdC/f3/VtWVZ1szW25609OuZZ55h/vz5vP7669x+++3u561WKz169CAiIoIjR46g1+vJyckhJyfHb1uDBw/m2muvbWb3pptu4r333uOVV15h2rRpzJkzh+eff56FCxeSnZ2t+vV1Bm/9wlt/zMrKIjc3N1dRlKwuGRQI/ocQMyYEvpgKvOMtKQGgKEq+JEnvANOAEz4xoShKPVAPIEmSPRQfKMrLyzs8VVBRFB5++GGqq6tZvnw5U6dOJSIcFn4rCnzyiTMhsXMnZGTACy/A9OkQGQlAeV5eWE+d7Gh77li6g/Jfy7li2RXEZcZx5493ktQnSdViXuXl5QRjKYcv2+3FwzUror2cmuv1lgmIvLx8evbs6VdxStf5LZ/z5hNATIyCzSb5ldBQuh1l3Y9fc+tZt5IUlcSyy5dx14sXuV9Xqx08Y+pZxLI9/ImxIPh05n/AiYpWYpH1Wvv3nJGGSLZM2gLAC7kv8Naet9h621ZMJhOv7HyFVbtXtatx77B7mXDmBGosNVz2xmVMO3caU86Zgs1h46LVF3k9Z/vU7R27GFovdZg8eTILFixgxYoVzRITGzZsoKysjAULFrjrNuTk5LBo0SK/bU2aNMmdmHDZffXVV9mxYwf33XcfjY2NvPDCC1xwwQU8/PDDHb4Wf65PLbTSHwWCcEd76VqBVugJmNs5xkyo7mL+B4nzc9+9L7/8kuuvvx6bzYZer+ejjz7i999/Z+bMmeGRlPj8czj/fLjqKsjLg+eeg4MH4d573UkJ8D8eWiUuLq7d7RcjTbL778fnlPHhS4UkxNoBSD49WfUK46GMqb+2XYkGb9t1un48n++Mjdra5ud7s9nSdn5++wUw8mrysF82E9tdfZj6z6mUN5QDMPXcqUiVp/v009sWqN62P/VczuKp09EdSNTasUSgLuE+5qlJuMdCi7MloLVfKSkpXH/99Xz99df8+mtTXfHXXnsNSZKYOrWpxFh2djaKovj9s3r16lZ2ExISWLduHRaLhdmzZ9OtWzfWrVunWtHKQMU93PujQKAVxIwJgS/ygOskSXpYUZRWCQpJkqKB644fJwgCbd2Euv7R63Q68vPz2b59OwcOHGDgwIH07ds3iF6qwOrVcOQIPPss3Hmnz8KWWt1uzV8kSfI5A8Cg2DhH3sn5jv+w3ng7FVIK/9aPpcFmwGTr+HX7/215t5B9Wx6M9gykjba082vyeXLbk7y661Xkc23o9t7Cf5c/QnJ0crtaHW0Lz6SCS6erRUMF2iDcxzw10UosOjorYfbw2cwePttdf2D6kOlMHzLd7/O7RXRrZtOoN3ZqZoQvvMV1+vTpvPnmm6xYsYKnnnqKo0ePsmnTJsaMGcMpp5yiut3zzjuPnj17cuTIEa688krVbLS0oyZa6Y8CQbgjEhMCX6wAngS+kSTpUWCboijlkiQlAyOBR4BTgAdD5+L/FjU1Ne6iXS4UReHzzz8nOzube++9l1tvvZWJEydyww03EB0uO1Xs2gXz5sG6dZCZ6VyyERsLMTFtnuYtHuFETU0N0K3ZUgO72c7OV3ey7clt1BXWkXFOBt//Pws9hgIYO7X9YldubIOJr/b0tjSiZRz8LWjZ2T7TVmLHZTs1Na6VrwW1Bfxt2994ZecrWBwWbhp4Ex/etxBd2SAGvNO2n64kUUdoWdsi3N8jguaI9mwi3GPhKrKoNbz5NWrUKPr168eaNWt4/PHHWblyJbIsM23atGbHdaXGhKfduXPncuTIEZKTk3nzzTeZNGkSY8eO7dqFHSdQcQ/3/igQaAWRmBD44mmgL/An4AMASZJkmpb/SMCq48cJgoDnPtmKorBx40ays7PJzc0lNTXV/Q2MXq/XflJCUcBuB6MR9Hr46SfYs8eZmEhP90si3PcN9/TfbrGza8Uutj25jdr8WtLPTufKl66k3zX9uvxNTEe+LW9oaAxZ3/HWnt5qPbRFe0mVjvYZX8U22zteiSpnzueL+cfOf2C2m7lhwA0svHghZ6afScQf29dJSkpSJaEU7u8RQXNEezYR7rHQYlICfPs1bdo05s2bx4YNG1i1ahUpKSlcc801zY7pSo0Jl91//vOfvPzyy4wePZoVK1Zw7rnnMmnSJH788UdSU1M7eVVNBCru4d4fBQKtoM1FboKQoyiKrCjKVGA08DrOHTgOH/+9GhitKMpURWzrEjTMZjOKorB582ZGjBjBuHHjOHDgAH//+985dOhQs8JUmiYnBy6+2Lm7BsDZZztrSYwZ0yEZs7m9Eijaxmw2o1McnOP4nhf7vMhnd39GVFIUN79/MzN2zaD/tf2DPj1U7Zj6qqHRsj5CRAQkJjp3j/BcqutZ68FbDYmWdR4slrYTMR29vtpa3zZb2i4srMRsVpzJAUlmxX9XMK7POHbP2M17N7/Hmeln+m3XbDa7r709u57Ptbz2cH+PCJoj2rOJcI+FVj86+fJr8uTJREREMHv2bI4ePcqkSZNaFZHsSo0JRVEoLCxk6tSpJCUlsXbtWnr37s3LL79MUVERU6ZMCej1dZVw748CgVYQMyYEbaIoylZga6j9EMDmzZt58cUX2bZtG0lJSTzxxBPcfffd4VN06auvYOFCZ2IiIQE8v23pxBqFhoaGsP6Wor6+nj/Z3yFdKSYiPpWbnruJAdcPQNKFbq2q2jH1dxcNz+MDSSD7zGPbHqPEXgKsQ2pI5fd7fyctJq1TWmr5GYjrFbt7hI5wH/PUJNxjIctyqF3wii+/kpOTueGGG1i/fj0Ad9xxh6p2HQ4HkyZNoqysjPfff58ePXoAMGHCBD777DPWrl3LsmXLuPvuu7tkJ1BxD/f+KBBoBZGYEAj8QJKkGMA1x90Q7A8Vs2fPZunSpSQmJrJ48WLuueee8FnPuG2bMyHx5ZcQH+/cAvS++5x/d4G0tM7d9AWLuLjWN9o6xcGpyu/8rusL9OQMZSgWIjnw60C4VcJkCm2hwkDEtGXdA2i6sfV83mq1ERen3l2sZ/ybbqR7HLfV/Pm2alS01mg6rqi8HojBaoWl/5BQkmpQHFZwmDgpyXss/blZV6sd1G7PcKlXcqKi9TEvmIR7LAwGbX78bsuvSZMmsX79ekaMGEH//v1Vtbt06VI2bdrEHXfcwfXXX9/steXLl/PNN98wf/58Ro0axRlnnNFpO4GKe7j3R4FAK2hzZBQItMd8YKHrwbFjx7DZbBQXFxMZGUlMTAzl5eXExcWh0+morq4mMTERq9VKfX09qampVFdXY7VayczMpLi4GJ1OR3JyMsXFxURFRREdHd1MY9OmTYwcORK9Xs8FF1yA0WjkzjvvJDIyktjYWAoKCtDr9SQlJXnVkCSJmpoaEhMTsVgsNDQ0kJaWRlVVFTabjczMTIqKivzSSEpKwmw2d0ij9osvSHzhBYw5OchxcTgefJC6adOoNxpJi4qiqqSkTY2oqCgqKircCZiWfuh0OgwGg1ujsLAQg8FAYmIiJSUlREdHExkZ2aZGWloalZWV2O12t4bRaCQhIaFdjcbGRhobG0lPT6eiogKHw0FGRoZbw2pNxWqVMJmapo6eL/+H0Y4vWW2YQoGuJ7s4FwCT5LoBVpBlxacfEAVAdXUNtbW1JCcn09DQ0KYfnhoRERFUVlbSrVs3FEVppaHT6dDr9W6NgoICTCYT8fHxlJaWNtOIj49HlmWvfpSXlx//ZioTgJKSUrdGTEwMkABAbW2dW8M5xda5+7DNZndrpKen03LVYWVlFSaTicrKSgYM6OFOHrRe+SIBSosEka+pvFIbrzXHqq/AnvUMmc8uR9/9G0wFZ6B8+RSSosfqaMuG80bdaFQwm62UlZURGxt7/MNyDFarRESEgqIYkKS2fXH1rby8fLdGVVUVCQkJ2O126urqAIiIiMBisZCRkUFpaSkAqampFBUVuccSTz9aaqSkpFBbW4vFYqGqKpOSkhIkSSIlJcWrhl6vp7q6moSEBGw2G/X19VgsqdTU1GCxWMjM9K7hGkN9aaSmNtdwjaHtabQch71puMbhQI3lLg3XOOyp0b17d7/HYVmWiY2NDfpY3lWN9sbylhr+jOV5eXmccsopAR3LrVYrRqMRWZax2+3odDokSXIXUFQUBVmWMRgMyLLs/tvhcKAoCkajEZvNhiRJ6PX6ZhpWqxWTydQlDTX8aKkBzi01vWl8//33AEydOhWr1dqmH67z/PXj7rvv5s9//jOKomC1WpudFxsby759+9waVqvV73h42rbb7djtdiIjIzsU05YasiwjSRJ5eXlEREQQFxfHwYMH6d69e7Mx1FX3SyAQ+I+k1XVuAoGWaDFj4tNhw4adt2PHjoDZ++abbxgxYgRLlixhzpw5AOTn57unN2qepUth9mzn19azZ8OcOaDyNEetxyMiAiRFJvfVH8k4O4OMwRk0VjRy4LMDnPF/Z1BYVEjv3k7/LRbvswi8abZ3TFdQO6a+/HXVmWj+bbqC1erMLHibteD5nKeeS8s/FJwJiOOPlNb+tDW7o7KxkiXbl7B48wsQUcu4PuN4duyzDEwd6I5dZ9uo+Qyb5n76or0ZNlp/jwg6hmjPJoIRi3379gGoPjsAcCcmtIYvv8xmM/369aOuro68vDyioqKCYldt1LDjrV94649ZWVnk5ubmKoqS1SWDAsH/EGLGhEDgB4qi1AP1AJIk2XU69evG5ubmUlZWxvjx47ngggtYtmwZEydOdL+emZmpuk1V+e47SE2FU06Ba6+FoiKYOxeSkwNiTsvxkB0yZzh+4kLHV2yYXME5d5zD1a9eTVRSFGfdehYQGv9dN7++b+S7e33WNSVfrWUmnV0S0F4CwlPX1/KMztSxsOqq0I95Dnno8xBZA3mXwpZFfFmSxTnuo7q79TvzudcztrKsoFOh1oiW3yOCjiPas4lwj4XRaAy1C15p6de2bdvYunUrX3zxBUePHuVvf/ub6kkJb3YDRaDshHt/FAi0gtiVQyAIMd9++y2XX345WVlZzJ8/H0VRkCSJWeIQ0xAAACAASURBVLNmkZiY6D6uqKgohF62Q1ERXHABPPaY83GvXvDEEwFLSjhNai8eskPmx3U/8tLAl7ja8RE6ZK5ZdQ3jXx7f6thQ+N92UkL983zhbceJQ4cK29wBw3Xj3nI3D0+/XH6q5Wu1uRouXgT3nYI88lGkwqEY1myDtRshz/uXYGrUVVCrb2jxPSLoPKI9mwj3WNhstlC74JWWfm3evJkFCxbwyy+/MGfOHObOnRsUu4EiUHbCvT8KBFpBzJgQCELE999/T3Z2Np988gkxMTH85S9/Ye7cuT63iNTcvuf//S/k5sJdd0FGBqxfD6NGBc28luIhO2T2vruXrYu2UravjIRTEvhEfxU/6c7m+cne/QyV/76WRAAUF5ccr+ngpBObpXQaf+LR3g2/t5kRsbFNSY3i4hJ69Ur3OavBc8cJBRnbjKFw4QGkw6PRf52N7thFXm3W1raOXVdQq29o6T0i6DqiPZsI91gEeytof2npV3Z2NtnZ2UG3G252wr0/CgRaQSQmBIIgs2vXLrKzs/nXv/5FdHQ0999/P/PmzSM1NbXN8zSzFdUPPzh31vjoI+fagIkTnTts3HRTUN3QSjx+/fhXNj+wmdK9pcT3imf8K+MZPGkw98e1/UHF5b/rZtjX7g+eBHr7xVDG1B/b3paS+KoP4Yqj5znt2jDVYh3wAfwwCdDBl49BfTrK4VHYvRzuOTNDzdippaWV94hAHUR7NhHusdDqjWyo/AqW3UDZCff+KBBoBbGUQyAIEvv27ePaa69lyJAhbN68mXnz5nHo0CH+/ve/t5uUACguLg6Cl23w009www0weDB89pmzqOX+/V3e9rOzhDIeiqzgKhxcebASS42FK/9xJfccuIch04agN7X/4ae4uLjD0/4Dvf1iIGLacumFr5/YWIN7GUZcnOpuAH5c37BlcN1kDCd/64z1gVswFYxyx72t+KsZO7W0Qj5mCFRFtGcT4R4Lu91bqjP0hMqvYNkNlJ1w748CgVYQMyYEggDjqhlRXV3Nxo0bmTNnDvfffz8ZGRkd0glEwSm/2LMHFi2Cd9913kHecw/85S/Q3XuhxGARqniU/1rOuze9yx+e/AOnX3E6Q2YMYciMIRgiOjacRkVFNfs2P9A7bvhDoGLa0Zkeataz8KTl9dVb63npu5eQu4+Ew8Phu5kYSs7Demiol61Hm/C2E4iasVNLK2RjhiAgiPZsItxjEYgC2moQKr+CZTdQdsK9PwoEWkEkJgSCAGE2m7ntttsYNGgQ2dnZnH/++eTn5zcraNkRgv6PLz8f5s2Dt98GoxFmzYIHHwSNbFcXzHgoikJjRSPRydHE9YhD0kvYGp1FtDqakGjaFrL51M+2lnKouSNGWwQqpt624WxJQ0MjiYnRAUtKgMf1GRtwDHuZ3kufoqS+BN2ge52JCUs8usOXtpmUaFdbTT81oiPQBqI9mwj3WIRLjYkTzW6g7IR7fxQItII2U7YCQRhTXV0NQGRkJI2NjVg97rQ6m5QAqKio6LJvfuFwOH9HRMDGjXDnnfDbb7BsmWaSEhCceCiKwq8f/8qrQ1/lrWveQlEUTDEmpu+czsAbBnZKs6O7Rqi9I0ZbBCqm/iznSEyMCvh15pfk4xj6PMzujWPMPHrF9+KTiZ+g3/R8l7XVjJ1aWkEbMwRBQbRnE+EeC4fr/6zGCJVfwbIbKDvh3h8FAq0gZkwIBH4gSVIMEH38oUGW5VbH7Nu3j0cffZSNGzfy+++/Ex8fz7/+9S/VMvTdunVTRadN7rwTiovhww8hJQWOHoWYmMDb7QSBjIeiKPz22W/kZOdQ8F0BMekxXPjAhSiygqSXutymJhOUltY2uwZfSzmCuTNGV2LaXkh8JR08l3iYTIFJwpjtZl7Z+QpPfv0kjkuLoOBcDJ+u4Nufr0SSJNR4h6rZH9XSCsqYIQgaoj2bCPdYiOKXobEbKDvh3h8FAq0gEhMCgX/MBxa6Hhw7dgybzUZxcTH5+fk8//zzvPPOO+j1em677TaOHDnCaaedhtVqpb6+ntTUVKqrq7FarWRmZlJcXIxOpyM5OZni4mKioqKIjo6mvLycuLg4dDod1dXVJCYmYrFYaGhoIDIykpKSEqxWK927d6eoqAi9Xk9SUpJXDUmSqKmpaaaRlpZGVVUVNpuNzMxMioqKMFRUkNivH8XFxSRHRmJMSKDo8GHiEhOdGnl5JCUlYTabfWr440dHNaKioqioqHD/w2+pERUVRUlJiVujsLAQg8FAYmIiJSUlREdHExkZ2aZGWloalZWV2O12MjMzKSgooOibIv675L8UfFtAVEoUo54Yxck3nkxSehJ19XVujcbGRhobG0lPT6eiogKHw0FGRgaFhYUYjUYgFatVIiJCadaRXDfeqalxgOLxvITJpCDLilsjISEBMALOpQ6ua1EUhdraWpKTk2loaGjTj4SEBHc8oPmMnby8/GYa0dHRFBcXuzU4fsvuz44hTqRm19TxY5seFxUVI8sy6enpFBYWEhERQbdu3SgtLSUmJgaTyURlZSXQNIunsdFMfX09ZrMZ6IHVKmE49w0clzwAcQVIRYNhy8uw/2rsSERGOm06r09y/93edVqtzX3Py8vHYDAgyzJ1dXWkpKRQV1eH2WwmIyODsrIyFEUhLS3NfS1xcXGUlZURGxuLwWCgqqqKhIQE7HY7paWlmEymZhqlpaUApKamUlRU1K5GXV0dkZGRlJaWYrFYvGpERkYSGxvbpkZKSgq1tbVYLBYyMzMpKSlBkiRSUlK8auj1eqqrq0lISMBms7nHv5qamjY1YmJiKC8v91vDNYa2p5GYmNhsHPam4RqHPTVajsNqjuWeGh0Zy41GI3a7PajjcDDG8pYa/ozlxcXFGAwGn2O5t/HP1/8DX2O51WrFaDQiyzJ2ux2dTockSTgcDvR6PYqiIMuy+73v+tvhcKAoCkajEZvNhiRJ6PX6Zho2m3MpYFc01PCjpYYkSc30OuuH67yuxMPzPLvd3iU/XBoOhwOdTtclDVec8vLy3ONwcXGx+3jXGKrVWTECgZaRXJXlBQKBb1rMmPh02LBh561bt47HHnuMN954A51Ox5/+9Cf++te/cvLJJwfEh7y8PHr27Kme4MGDsHgxvPEGfP89nHUWKEr7X31rBDXjoSgKBzcfJGdhDnnb84hOieaC+RcwdNZQTDGd2wajqZZEc1zPmUwKtPiu3lstCTWLYra84W6p2TKmruObfPat7XmMZ7FLX+e2fl45fsPvX00KTx9bxVlvAYcJkGDI/4OhL0FONuy7Bs8VjC19bPl8W3j6b7Go2x/V0lJ9zBCEFNGeTQQjFvv27QOgf//+qmtbrVZMgdxiqZOEyq9g2VXDjrd+4a0/ZmVlkZubm6soSlaXDAoE/0OIGRMCgR8oilIP1ANIkmQ/dOiQ+5+SKyFx6qmnBtQH1fbJPnwYHn8cVq8GWYbbboOEBOdrYZKUAHX3DT/wyQHevOpNopKi+MOTf2DY3cMwxXbtw4uvYpWum/3Kysbjsxi0Q3sxbStZ4Oo6FkvrBIi3RIPn8dD54petln+k/Qy3XgGfvQD7roNdd8CuaaDo8JzlEBtLq11RXAkVf5IiLRMiavZHtbTU9EkQekR7NhHusRBLOUJjN1B2wr0/CgRaQRS/FAg6QWlpKbfddhv79+9nxYoVAU9KAMenp3eBo0dhxgw4/XRYuRImTIB9+5wJil69VPExmHQ1HodzDnNw80EA+ozrw7il45h9eDYj/jKiy0kJf+hye3YSVzFNq9WZHPD8iYmJavY4mIU3OxuP2lqw2m0cqTqKokBjfh/GnNOPLz6OQVFAkfUosg5FgfLySudzivq7nKjZnmpphaqPCQKDaM8mwj0WWp2tHCq/gmU3UHbCvT8KBFpBJCYEgk4wePBgVq1axWmnnRY0mw0NDZ078dgxuOsu6NMHXn0VbrkF9u6FNWucSYowpdPxAGS7zIY/bWDLw1sA0Bl0nH/P+UTEBa/SZFf87ywmk3/LFEJBZ+Jhc9hY+d+V9F3WlxveuQFFUYg0RLLptk2MPW2sKjb8RU1ttbRC0ccEgUO0ZxPhHgtvBbS1QKj8kmWZbdu2MXfuXIYMGUJycjKRkZH079+fBx54gKqqKtXsBIJw748CgVYQSzkEgk4Q6ayaF1TS0tI6fpLdDllZUFDgTEg88ggMGKC+cyGgo/E4+s1RfljzA+NfHo/OoOPm928msXfnt2/tKp1qzy7S3iwBq9Xmdf1tMHYG6Ug87LKdN358g8e+eoyDlQfpm9yX+86/DwWFtvbY8MeGP8UvXcd1VNtf1NIKRR8TBA7Rnk2EeywMBm1+/A6VXwaDgRtvvJGysjJGjBjB7bffjiRJ5OTk8NRTT/H+++/zn//8p8vtHqjrC/f+KBBoBTFjQiAIE/z+xqCgAJ57zjlf3WCAl1+Gn36CN988YZIS4H88jm0/xtqxa1k1YhV73tpD2b4yADLPzSQyIfgJJhdqfQOkJqH0yR/bdtnOmh/WMGD5AP604U/oJB1rrl3Dnpl7uPWsW9FJbf9L8/f6PJe7+Ppx4crjqBk7tbS02McEnUe0ZxPhHgut7tgQKr8cDgdz5szh2LFj5OTk8Nxzz7FkyRJ27tzJXXfdxe+//86iRYtUsRMIwr0/CgRaQSQmBIIwwbWdVrusWgV//rMzGQFw1VUwaFDgHAsR7cUj/9t81l2+jpUXrCRvex4j/zqS2YdmkzowNUgeto3f7RlEAuWTaxaC548L1+OTTkr1Wc/CITtY9+M6Br00iEkfTUJWZFZfs5pfZv3CbWffhkHn37dgbV2fa5lLR348C2iqGTu1tLTYxwSdR7RnE+Eei3CoMbFlyxYkSWLWrFlej927dy+SJHHNNdeoYveBBx4gMzOz2fOSJPHwww8DsHXr1mbHjx07FkmSeP/995udI8syl1xyCZIk8dFHH7WyEwjCvT8KBFpBJCYEgjCh5T9sN8XFMHcufPON8/E998Du3c7tP09gfMWj4PsC1l+5nhXnr+DI10cY8eAIZh+ezSWLLyEqKSrIXvrGZ3uGkED51NG6Fi2P//jXj/njh3/E5rDx2tWvsW/WPiYNnuR3QsJFW9dXW+vcjaMjP55LY9SMnVpaWuxjgs4j2rOJcI+F0WgMtQte8fRr9OjR9O3bl3Xr1tHY2Njq2BUrVgAwbdo0Ve36es1zGYYkSaxZs4bU1FSmTZvGsWPH3K899dRTbNmyhRkzZnDttdf6bacrhHt/FAi0gjYXuQkEglYUFhbSo0ePpidKS+Gpp2D5cmhshLg4uPBC6NYNzj47dI4GiZbxMFeb+fCPH/Lrx79ijDZy4QMXcsG8C4hO0daWnOCcQRAV5d/WrK4tLINBqz6mAr6232y5XWh+fgG9ezttV9fIvLPnPSL0EVzT/xqu6ncV669fz40Db8So7/wHy0BcXyC01dIK5PUKgo9ozya0EovXsl5r9xhDpIFJWyYBkPtCLnve2sNtW2/DZDKx85Wd7F61u12NYfcO48wJZ2KpsfDGZW9w7rRzOWfKOThsDlZftNrrOVO3T+3QtYDzm3/POkPTpk1j/vz5vPvuu9x+++3u561WK2vXrqVHjx5cfvnlAOTk5JCTk+O3rcGDB7sTBy3terJy5UoAxo5tXtA4IyODlStXctVVV3HrrbeSk5PDrl27eOSRRxgwYADPPfdcu9enFlrpjwJBuCMSEwJBmOD+tqCsDJ55BpYtg/p6GD8esrNhyJCQ+hdsXPEwV5uJjI8kolsElhoLWfOyuHD+hcSkxYTYQ+90ZvZAsBIToSzI5mlbVmQe3vIwmbGZXNP/GnSSjglnTlDVhtqoqa2WllYL7Ak6h2jPJsI9FpLkX2I62LT0a/LkySxYsIAVK1Y0S0xs2LCBsrIyFixYgF6vB5yJiY7UgZg0aZI7MeErHrt372bRokWkpaVx//33t3p9/Pjx3H333SxbtoyHHnqIDz74AEmSWL9+PVFRrWdIBiru4d4fBQKtIGl1nZtAoFUkSdo+fPjw4du3bw+qXWthIaYXX4QXX4S6OrjiCmdCYujQoPqhFaxWK1sf3srP63/mngP3YIg0oCiKZj/wtcRqtQbkm5uu4MsnV00IbzMfXHQ27IriXPf73s/vccsTb2H48G2sZgMHyg/QK74XEQb1tgQJZMzV1FZLS4t9TNB5RHs2EYxY7Nu3D4D+/furri3LMjqd9lZTe/Nr4sSJvPnmm+zfv5++ffsCMG7cODZu3MjBgwc55ZRTAmL30KFDjBw5krKyMj777DNGjx7t9Vyz2cywYcP46XhdrSVLljBnzhy/7XQUb/3CW3/MysoiNzc3V1GUrC4ZFAj+h9DeqCgQaBBJkmIkSUqVJCkVMAR9r++lSzH07QtPPgkjRkBuLnzyyf9kUqLk5xIcVgclJSWcdMFJDLhxAHaLHdDut1DeKCkpCbULrWjLJ28FLL0Vs+wYCsYzNqCfeS43f3AzSvdcSDwIwOnJp6ualIDAxlxNbbW0tNjHBJ1HtGcT4R4Lu90eahe84s2v6dOnA001JY4ePcqmTZsYM2aMKkkJb3aPHDnC6NGjKS0t5b333vOZlADn9u2u5STR0dFMmTLFbztqEe79USDQCmLukUDgH/OBha4Hx44dw2azUVxcTGRkJDExMZSXlxMXF4dOp6O6uprExESsViv19fWkpqZSXV2N1WolMzOT4uJidDodycnJFBcXExUVRXR0dDONmqNHSejVC4vNhtTYSPR551E/bx4NZ59N9+7dKSooQK/Xk5SU5FVDkiRqampITEzEYrHQ0NBAWloaVVVV2Gw2MjMzKSoq8ksjKSkJs9kcVI2oqCgqKiro1q0bAEe+O8Kel/aw/4P9XPi3Czlz8pkkZSURd14cpjgT+fn5GAwGEhMTKSkpITo6msjIyGYa3vyorKzEbreTmZlJYWEhRqORhISEdjUaGxtpbGwkPT2diooKHA4HGRkZ7WooikJtbS16vZ7y8vIuaSQnJ9PQ0OBTo1+/TGy2jiRremA0yvz6axEZGRkUFBRgMpkwmdrfyaTll5dGo3P2iredNhQUlD4f4xi5CHvmLqjNRL/xBXT/nYZJF4HNZqO8vBxZlklPT6ewsJCIiAi6detGaWkpMTExmEwmKisriY+Px+FwUFdXR3JyMvX19ZjNZjIyMigrK2umYbFYsFgsbg2j0UhVVVW7GoqikJaW5tUPlwY4t4yrq6sjJSWFurq6NjXi4uIoKysjNjYWg8FAVVUVCQkJ2O1297meGqWlpQCkpqZSVFTkl4bBYKC0tBSLxeJVIzIyktjY2DY1UlJSqK2txWKxkJmZSUlJCZIkkZKS4lVDr9dTXV1NQkICNpvNPf7V1NS0qeEaQ/3VcI2h7Wm0HIe9abjG4UCN5S4N1zjsqdG9e3e/x1CdTkdFRUXYj+XtaRQWFrY7ltfV1dHQ0BDQsdxqtWI0GpFlGbvdjk6nQ5IkHA4Her0eRVGQZRmDwYAsy+6/HQ4HiqJgNBqx2WxIkoRer2+l4TquKxpq+OGpAc6bd0+NCy64gH79+rFmzRqys7N57bXXkGWZKVOmuK9Dr9e7a0zodDq3Vlt/n3HGGVx33XWt4nHw4EEuu+wyCgoKWL9+PVdeeSU2m83ntezYsYMlS5aQnJxMeXk5d911F6tXr24VA9d1KYrSoZh605Akiby8PPc4XFdXR1VVVbMxVKtbwgoEWkYs5RAI/ECSpBjAVUXx02HDhp23Y8eOwBn87ju49FJ47TW44QZQFBoaG4mO1l4hx0BT+kspXz36FT+//TN6o55z7jiHkQ+OxJBkCOt4NDQ0BNz/iIiOFc90HdvWko2uoCgKnx74lOyt2Xxf8D3pMek8OOJBpg+ZjmJTAh6PQMZcTW21tILRxwTBQ7RnE8GIRSCXcrhugLWGL7+effZZ5s2bx7vvvsvcuXNpaGggPz+/2fKF7OzsDteYWL16dTO7hw8fZtSoURQUFPD2229z3XXXtalRU1PD4MGDKSoq4vvvv+ehhx5iw4YNrF27lj/+8Y9+X19H8NYvvPVHsZRDIOg4YimHQOAHiqLUK4pSqihKKWAPyNrQmho4/g+PM8+EcePgpJOcjyWJiooK9W1qmPJfy/ngjx/w0qCX2Pv+XobMGMI9v93DlcuvpFvPbmEfj7S0yDaXRnj7iYtrrRMX5/t4b7MVoCn50PLHZApcorqysZLhrw1n/JvjOVp9lGfHPsvB2QeZPXw2UcaooLRnIG2oqa2WVri/RwTNEe3ZRLjHQqvfpvvya/LkyURERDB79myOHj3KpEmTWtVUyM7ORlEUv39cSQmXXVdSIj8/n7feeqvdpATAXXfdxaFDh1iyZAkDBw7ktddeo3v37sycOZODBw/6fX1dJdz7o0CgFcRSDoEg1NTWwtKl8OyzcOqp8P33EBkJb73V7DDX9NMTnfID5Xz12Ff8tO4nJJ3EudPOZeRDI0k4OaHZceEeD5tN6vBsBl/Pq6ETCBRFIb82nwE9emKxJmC/IRN93lNU7prJg7YYHmx2dPOt1kwm51tDTQLZZ9TUVksr3N8jguaI9mwi3GOhxdkS4Nuv5ORkbrjhBtavXw/AHXfcobrdUaNGceTIEYYPH86PP/7Ijz/+2Oq47Oxs999r165l/fr1XH311dx5551uP19//XXGjh3Lrbfeytdff91sx4xAxT3c+6NAoBVEYkIgCBV1dc4tP595BsrL4cILoQPTIE9UPp31KYe3HGbwlMFc9NeLSDglof2TwpSOLJtoq8CkLx1vu2l0vlBlx5n5yUw+2PcBFuUgNmsMpvc/8uu8YCZPBAKBQNA+kyZNYv369YwYMSIgy1uOHDkCQG5uLrm5uV6PcSUmDh48yKxZs8jMzOS1115rdsyYMWOYO3cuzzzzDNnZ2SxevFh1XwUCQWAQiQmBINjU18Py5fD001BWBllZzoTEmDFt7rlYU1NzQmblq45U8c1T3zDmyTFEdItg3PPjMEQaSOyd2OZ5J2o8wp2th7dyfs/ziTREcv2A6+kV34uFitRuEiYvL5+ePXsCgUueBLLPqKmtlpZ4j5xYiPZsItxjEW41JgB2794NwLRp0wJityM173r37k1NTY3P159++mmefvppr3YCEfdw748CgVYQNSYEgmDR0OBcrtG7NzzwAJx2Gnz+OXzzjbPQZTtbXSYlJQXJ0eBS+XslO/+xk0NbDgGQOjC13aQEnLjxCFe+OvIVo18fzajXR7Fil3NbuUtPu5QHRz6IZG+/SF0w2jOQNtTUVktLvEdOLER7NhHusdBiUgJ8+2U2m1m+fDlJSUncdNNNQbMbLnbCvT8KBFpBzJgQCILFZ5/BvHlw3nmwahVcfnm7yQhPzGbzCVGRvfpoNV89/hUp/VPImpPFKaNP4d6D97aqIdEeJ0o8QkVcXOslE67HvmYseKv7sO3oNhbmLOTLQ18SHxHPolGLuO2s2zrsTzDaM5A21NRWS0u8R04sRHs2Ee6x0OqOeC392rZtG1u3buWLL77g6NGj/O1vfyMqKirgdgNFoOyEe38UCLSCmDEhEAQKm81Z1PKdd5yPr7sONm2Cb7+FK67oUFICnNtRhTPVx6r5+K6PWdpnKbte3UXVoSoAJEnqcFICwj8eocZVNLOzx//n2H+4dO2ljFw1ku8LvmfhxQs5fN9hHrn4EeIj4zvsTzDaM5A21NRWS0u8R04sRHs2Ee6xkGU51C54paVfmzdvZsGCBfzyyy/MmTOHuXPnBsVuoAiUnXDvjwKBVhAzJgSCQKHTwUsvwYABcPPNzsdjxnRaLi0tTUXngkdNfg3bntzGrld34bA5GHTzIC5+5GJSB6Z2STdc46ElWtZ98FYss+VrO/J2sDBnIV/8/gVxpjgWjFzAn7P+TGJU+8tv2iIY7RlIG2pqq6Ul3iMnFqI9mwj3WHjuFKElWvqVnZ3dbCeMYNkNNzvh3h8FAq0gZkwIBGphsTgTEZdcAnY76PXw73/DBx+oIl9ZWamKTrCoLajls3s/Y+lpS/lu+Xf0u6Yfd/10Fze+dWOXkxIQfvE4UXj0q0f55tg3PDTiIQ7fd5jHLnmsy0kJCE57BtKGmtpqaYn3yImFaM8mwj0WDocj1C54JVR+BctuoOyEe38UCLSCNlO2AkE4YbU6a0Y8/jgcOwZnnAH5+XDyydCjh2pm7Ha7alqBZvfru/nkzk+wm+0MuGEAFy+8mPQz01W1EU7xCGf2lOxh0dZFKJH/QDInsezyZcRFxJESnaKqnWC0ZyBtqKmtlpZ4j5xYiPZsItxjES41Jk40u4GyE+79USDQCiIxIRB0FpsNVq92JiSOHIGBA+Htt+HGG53LNlQmMzNTdU01qSuuQ2fQEZ0cTea5mfQZ14eLsy8m4+yMgNjTejy0gtXavJhly7oSzV9zbusJzg9wkiRRZa7ikwOfoGR+h3ToMk5NPDUgfgajPQNpQ01ttbTEe+TEQrRnE+EeC6PRGGoXvBIqv4JlN1B2wr0/CgRaQSzlEAg6Q0kJ9O0L06dDVBS8+Sb8+GNTLYkAUFhYGBBdNagrqmPpaUv5+omvAUg/M51bPrwlYEkJ0HY8tILJhDvR4N/xCvoeP3Dd29ex+KvFAFzY60Ly5uShO3RZgLx0Eoz2DKQNNbXV0hLvkRML0Z5NhHssbDZbqF3wSqj8CpbdQNkJ9/4oEGgFMWNCIPADSZJiANdeUAYOHoR+/WDdOrjlFmc9iQCjtW9YGsoaKNhZQJ/L+hCbEcvIv47ktLGnBc2+1uLRGVrOZmjvWF9Jho7oQHMdV6HLn4p/4sEvHuSTQ5/w+W+RnJV2lvsYNWpItEcw2jOQNtTUVkvrRHiPCJoQ7dlEuMdC6uCuXMEiVH4Fy26g7IR7fxQItIJITAgE/jEfWOh6UJaQgG33borLyoisrCQmJoby8nLi4uLQ6XRUV1eTmJiIMfeEkAAAIABJREFU1Wqlvr6e1NRUqqursVqtZGZmUlxcjE6nIzk5meLiYqKiooiOjvaqYbFYaGhoICEhgZKSEqxWK927d6eoqAi9Xk9SUpJXDUmSqKmpaaaRlpZGVVUVNpuNzMxMvzWSkpIwm800NDQQq4/lq799xc+v/YwkSUz4bgJRiVEMnzec4uJiysvL29Xwx4+oqCgqKiro1q0bQCuNxMRESkpK3BqFhYUYDAb389HR0URGRrapkZaWRmVlJXa7nczMTLp1A5utYx9cTCb47bcSHA4HGRkZFBYWYjQa3e3V0g9FUaitrcVk6gH4v97VZAKjUaGmps6tkZycjNEY2WF/TaamJR07j+3isa8eY8NvG4jQR3DHGXcw8+yZnN37bPLy8jCZTMTHxwPObEZ9fQOVlZXEx8cjy7Lbj4aGBhobG0lPT6e8vBxZlklPTz/+TVIPrFaJiIi2rjfVHQ/nkhKFgoJCt0ZERATdunWjtLSUmJgYTCaT2w+Hw0FdXR3JycnU19djNpvJyMigrKysmR86nQ6LxeLWMBqNVFVVtauhKAppaWle/XBpREdHU1VVRV1dHSkpKdTV1bWpERcXR1lZGbGxsRgMBqqqqkhISMBut9PQ0IDZbG6mUVpa6oxSaipFRUXtatTV1REfH09paSkWi8WrRmRkJLGxsW1qpKSkUFtbi8ViITMzk5KSEiRJIiUlxauGXq+nurqahIQEbDabe/yrqalpU8M1hvqr4RpD29NoOQ5703CNw54agRzLPTU6MpbHxsZSUVGh2lgeLI32xvKWGv6M5Q0NDe73ibexvL1x2NOPxsZG99hVUVHhHsutVitGoxFZlrHb7eh0OiRJwuFwoNfrURQFWZYxGAzIsuz+2+FwoCgKRqMRm82GJEno9fpmGrIsu4/rrIYafrTUcL3eVT9c53UlHp7n2e32LvnhqaEoSpc0ZFlGkiTy8vLc43BDQwNVVVXNxlCtFjgVCLSMpNUCPAKBlmgxY+LTYcOGnbdjx46g+pCXl0fPnj2DatOTxopGti/Zzo6lO7DWWjntstMYtWgUPc8PjU+BiEdERNszE1riOtbb9prtEer2NHX/BcfIRSgD38GoNzL93OncftrtDO031OvxbW0l2h5xca1rW7RGAZqSQiYT1NZ23FZbBDLmamqrpRXqPiZQF9GeTQQjFvv27QOgf//+qmtbrVZMHVlnFyRC5Vew7Kphx1u/8NYfs7KyyM3NzVUUJatLBgWC/yHEjAmBwA8URakH6gEkSbLrAlRHoi2io6PbPygAmKvMbH9uOzue34GlxkLvS3szatEoTso6KST+uAhUPDqSaOjI8omWhKo9AV7+7mVs02eBbOCu8+7kwREPclL8SVRUVATEnj8JhoqKSpKSkgJi30UgY66mtlpaoexjAvUR7dlEuMciFJ8h/CFUfgXLbqDshHt/FAi0gkhMCARhQmRkx6bsdxVLjYXtz20n97lcLNUWTr3kVEYtGkWvEb2C6ocvgh0PtQm2/wfKDxAXEUdGbAaXnHoJuv9OR/+fh3jp0ab2DGVMg2E7kDbU1FZLK9zfI4LmiPZsItxjIWpMhMZuoOyEe38UCLSCNlO2AoGgFYH6NtsXDeUNfL34azLPyWTy1snc/u/bNZOUgODHwx/i4pyzKPz5SUyMIiLCeU6gKagtYOBLA907bfRL6Yfh839gK+vl1SdvP+0vxegawWjPQNpQU1stLS2+RwSdR7RnE+EeC63WHwiVX8GyGyg74d4fBQKtIBITAkGY4CrYFUi+efobNs7bCEDiqYnM3DOTSVsmcfJFJwfcdkcJRjw6itXasRv4jh7fEQ5WHuTtn98GoHtcd168/EXmZs11v97xrUQ7dnxHCUZ7BtKGmtpqaWnxPSLoPKI9mwj3WOiDsJNXZwiVX3q9npycHCZOnMiAAQNISEggOjqafv36MWXKFPbv36+anUAQ7v1RINAKYimHQPA/jmyX0RmcOcrSn0upOlLlfi65b3KIvQs//K1RUVNTS2qq+h9mDlcdZvFXi1m9ezVRxiiuOP0K4iLiuPO8O5sd563uQ01NrfiAJRAIBIKgs3nzZrZt28b555/PZZddhslk4pdffmHNmjWsX7+ezz77jNGjR4faTYFAEEBEYkIgCBNqampUvWm01lv57qXv2PHCDqZ8M4WEkxO48h9XYog0aHb9qydqxyPY1NTUAOr5f6TqCI9//Tirdq9CVmRuPfNWHr7oYeIi/F8rEsqYBsN2IG2oqa2WVri/RwTNEe3ZRLjHwrUtpdYIlV8Oh4MFCxawePHiVq/9+9//ZsyYMdx///189913XbYTiOsL9/4oEGgFsZRDIAgT1NqxwNZgY/uS7SztvZTN92+mW49uWKqdX/Ebo4xhkZQA9eIRKtTy/2j1Ue78+E5Of/F0VuxawS2DbmHvzL2suW4NpyefHhKfOkMwbAfShpraammF+3tE0BzRnk2Eeyy0mJSA5n5t2bIFSZKYNWuW12P37t2LJElcc801qtj1VUDyD3/4A4mJifz222/u5xRFYezYsUiSxPvvv9/seFmWueSSS5AkiY8++qiVnUAQ7v1RINAKIjEhEIQJjY2NXTrf1mgj9/lcXuj9AhvnbiS+VzwTP5nI1NyppJ+VrpKXwaOr8Qg1XfW/pL6EWZ/Mos/SPryy8xVuHHgje2ft5Y3r36BfSr+Q+NQVgmE7kDbU1FZLK9zfI4LmiPZsItxjoShKqF3wiqdfo0ePpm/fvqxbt85rvFesWAHAtGnTVLXbku3bt1NZWckZZ5zhfk6SJNasWUNqairTpk3j2LFj7teeeuoptmzZwowZM7j22mv9ttMVwr0/CgRaQSzlEAjChM7+47Ob7ex8ZSfb/raNusI6Ms/N5OoVV3P6laeHzewIbwTqg4DV6tyFwp/jXEiSs7aE6zlf55tMTbUdPP2Pi/O/CKaCgoSEIcmKfPdKrhtwHY9c9AiD0gb5J9AGIjGhDW2RmBB4Q7RnE5qJRVZW+8dERsKWLc6/X3gB3noLeetW5+NXXoFVq9rXuPdemDABamrgsstg2jSYMgVsNrjoIu/nbN/u3zV4IMtys8fTpk1j/vz5vPvuu9x+++3u561WK2vXrqVHjx5cfvnlAOTk5JCTk+O3rcGDB7sTB552XToWi4UDBw7w8ccfk5KSwnPPPdfs/IyMDFauXMlVV13FrbfeSk5ODrt27eKRRx5hwIABrY73dn1qoZn+KBCEOSIxIRCECenpHZ/VINtlXj7rZSoOVJAxOIPx/xhP36v6hnVCwkVn4uEvVqv6O1C0TDx4+u/anaM9m/bR90NUBfJHK6CiJ8fuO0JaTJpqPgYyplqwHUgbamqrpRXK9hSoj2jPJsI9FgaDNj9+t/Rr8uTJLFiwgBUrVjRLTGzYsIGysjIWLFjgXh6Rk5PDokWL/LY1adIkd2LC025LnT59+vDWW28xZMiQVhrjx4/n7rvvZtmyZTz00EN88MEHSJLE+vXriYqKavf61CLc+6NAoBUkrU4nEwi0iiRJ24cPHz58eye+jegKxcXFfv3zs1vsHPryEKdf7qwv8O3yb4nrHkf/a/t3KCHRkW/xXXjOCAg0/sajI0RENF1ze0kCz9i4duJwzZTwtitHy9eKi4vp1au5/97Oq7fWE2OKAeDOj++kvLGcDbe9haTo/dr9oyMEIqZash1IG2pqq6UVyvYUqI9ozyaCEYt9+/YB0L9/f9W1bTYbRqNRdd2u4s2viRMn8uabb7J//3769u0LwLhx49i4cSMHDx7klFNOCYjd+vp69u7dy6OPPsqmTZtYuXIlEydObHWu2Wxm2LBh/PTTTwAsWbKEOXPm+G2no3jrF976Y1ZWFrm5ubmKovgxrUYgEICoMSEQhA0Oh8Ov475a/BXrr1hP8U/FAAybNYwB1w3o8CwJ17f4gTq+q/gbj46g9iyJtmjP/5L6EuZvnE/3Jd35rcJZ9Gv5Fct596Z3kZTAFPAKREy1ZDuQNtTUVksrlO0pUB/Rnk2Eeyy0+qWgN7+mT58ONNWUOHr0KJs2bWLMmDGqJCV82Y2JiWHo0KF8+OGH9O/fn+nTp1NaWtrquMjISPdykujoaKZMmdIhO2oQ7v1RINAK2pxLJhAIWpGRkeH1eYfNwe7Vu+k1ohepA1IZOnMo6Welkzao61P8XTMB/MGfugxq4isenaUzM0Tg/7d35/FRVef/wD9nJpOV7AlJABVpBaladywUBdTibl1bEQtUAbVoqaVov4olqLiLu/bbgsiqrUul609cSAS/Yt3AiiJaUIjZ933W8/tj1kwmyWRyl3Px83695hW4c+d5njnncMmcuffcxCcz+qq/vrMeD7z9AJ547wl0ujtxwdgLQr9M2W36ruSudZuqllvPHFrG1iqWmf1J2mN/hlm9LVQ8WwKIXdfUqVMxbtw4rF27FsuXL8czzzwDn8/Xa9HLoawx0V97JCUlYdq0adi5cyfef//90CRE0DvvvIMVK1YgPz8fDQ0NWLBgAdavXx/3+9OC1ccjkSo4MUFkEVVVVRg5cmTo7163Fx+v+xhv3fkWmr9qxikLT8HZj5yNzJJMHHX50BdCVF10ewyV0Wd8VFVVAQjXL9Ma8D+vP4jH//04OtwdOPeIc1E6pRQnjzzZ0Jq0bFPVcuuZQ8vYWsUysz9Je+zPMKu3hdvtRrKRp+jFqa+65s2bh9/85jfYtGkTVq9ejYKCgl63CR3KGhMDtUdlZSWA3mtEtLa2YubMmXA4HHjrrbdw6623YsOGDTj77LNx1VVXxf3+hsrq45FIFbyUg8gigjP9Po8PO57dgSePfBJ/veavsCfbcfH6izH9oekmV2gsPb75SE4OP5zO/h99Cd7VI/oRnPgI/n3MmBFwuQCZ2gjPlNvg/sVo3Pv2vTj1sFOx/Zrt+MeV/zB0UgIw91s8I3LrmUPL2FrFUvVbWUoM+zPM6m2h6gLUfdU1Z84cpKSkYOHChdi/fz9mz57d6wN+aWkppJRxP5599tkeed96662Yl1ps3rwZf/nLX5CdnY1Jkyb1eO7666/Hvn37sGLFCnzve9/DqlWrMGLECPziF7/A3r17435/Q2X18UikCp4xQWQRWcOysHPdTrx1x1to/LIRed/Nw0VrL8IxM46BLenbN8eYk5Njdgm9DPaLGEeqG565x0JmVUDs/RHevmsZJh5i3jpZZrapEbn1zKFlbK1iqfhvhBLH/gyzelsE72Shmr7qys/Px6WXXoqNGzcCAObOnat53gsvvBAFBQU4+eSTccghh6Crqwsff/wx3nrrLTgcDqxcuRIZGRmh16xbtw4bN27EhRdeiOuuuy5U55o1azB9+nTMnDkTW7du7XGWhV7tbvXxSKSKb9+nGaIECCEyhBCFQohCAEl63Qu7L5+9/Bl+f8zv8cqsVyClxI+f/TEWfLYAx/7s2G/lpAQA1NbWml1CL21tfZ9hETwTo7alBaveW4///vcbuLocWDPrbiSt3QbH85tNnZQAzG1TI3LrmUPL2FrFUvHfCCWO/Rlm9bbweDxmlxBTf3XNnj0bADB58mTN71Ti8XiwbNkyHHHEEdi2bRsee+wxrFy5ElVVVZg7dy4++ugjXHbZZaH99+7diwULFqCkpASrVq3qEevMM8/EokWLsH37dpSWlvbKowerj0ciVfCMCaL4LAawNPiXAwcOwO12o6amBqmpqcjIyEBDQwMyMzNhs9nQ0tKC3NxcuFwudHR0oLCwEC0tLXC5XCgpKUFNTQ1sNhvy8/NRU1ODtLQ0pKen94jR3NSMvPw8OJ1O/Pfd/8Ln8WHaI9Mw+sLRGHXYKFRXV8NutyMvLy9mDCEEWltbkZubC6fTic7OTgwfPhzNzc1wu90oKSnpN0Zw/YOKim+Ql5eH7u7ufmMA/sU2GxoaY9YRT4zIOtLS0tDY2IisrCwA6BXD4XCgtrY2FKOqqgpJSUnIzc1FbW0t0tPTkZqa2m+M4cOHo6mpKfDLyogeHV5R8U2/MYCe90ivrKxCcXExqqqq4HA4kJOT06OO4P53vnknHnrvIWy5bAvS0tIwLX8abBUjAcgBY4TryAQAdHX530dXVxeKiorQ2NgIr9fbZ4yUlBQ0NTUhKysLUkq0tbUhPz8/FCM5ORk1NTWhGJWVlUhOTkZ2djbq6up6xMjOzobP5+sVo6ioCA0NDfD5fCgqKkJVVVWPGBkZGUhOTu4Vw263o76+Ht3d3TFjpKSkICsrK2YMr9eL9vZ25Ofno6OjA93d3SguLkZ9fX2PGE6nE06nMxTD4XCgubl5wBhSSgwfPjxmHcEYANDc3Iz29nYUFBSgvb293xiZmZmor6/HsGHDkJSUhObmZuTk5MDj8YReGxkjuBp9YWEhqqur44qRlJSEuro6OJ3OmDFSU1MxbNiwfmMUFBSgra0NTqcTJSUlqK2thRACBQUFMWPY7Xa0tLQgJycHbrc7dPxrbW3tN0bwGBpvjOAxdKAY0cfhWDGCx2G9juXBGMHjcGSMESNGxH0st9lsaGxsHPSxfCjHYSOO5dEx4jmWt7e3o7OzM+axPBij/2NouI6urq6Yx1CXywWHwwGfzwePxwObzQYhBLxeL+x2O6SU8Pl8SEpKgs/nC/3Z6/VCSgmHwwG32w0hBOx2e68Ywf2GEkOLOiJjAP4P77FivP/++wCAa665Bi6Xq986gq8bTB033HADFixYEDO3x+MJ9Yfb7cYhhxyC5ubmUIxgewbrWL58Oe677z54vd7Q64LvS0o5qDaNrsPn80EIgYqKitBxuL29Hc3NzT2OobxTB9HgCVVvWUSkEiFEBoD0wF//OWHChJPeffdd3fLVflKLF3/6Is596lyMnjIanm4PupxdyMzO1C1ntOBdNgZ7V4549x+qzs5OpKenD7xjnKLvKjLQ+wheqhq8fKOv/ducbXj8349j6ZXnwVZ7LCoa67CrbhcmDJ8Qql+Vtta6TVXLrWcOLWNrFcvM/iTtsT/DjGiL3bt3A4DmZwcACH0AVk1fdXV3d2PcuHFob29HRUUF0tLSYrxa+7xa0yJPrHERazxOnDgR27dv3y6lNPdUSCIL4RkTRHGQUnYA6AAAIYTHZtP+8gnpk+hq6kJ6fjqyRmXBlmSDq81/m4ik1CS01LcYOjGhusbGxtAvAonc6jM52X/pRSIyI7ohmDd6YkM62uE76Ql4T3kQSG8AxrUjufZYFGYUYmrGVFRUVCj3ISOyTQ/G3Hrm0DK2VrHM7E/SHvszzOptYZWJiW3btqG8vByvvvoq9u/fj3vvvVfzSYlYefWiVx6rj0ciVXBigshk0iex+5XdKF9WjmHFw3DVq1chNScV1+64tscK0sHTT8kvsj2Cd7yId/HJgSYxgnfPGMzrQ9scHcCEJ4FJDwAZ9cD+SUDZMmDvGUBEfdH9OVDO6H31uNOcmWPMiNx65tAytlaxeMw4uLA/w6zeFipOSgC963r99dexbNkyFBQU4KabbsKiRYsMyasXvfJYfTwSqYITE0QmkVLi879+jvLSclTvqEbmiEycMO8ESCkhhOh1WytedtVTdHsEb/EZj/4mABL9wO9I74TvhKfhnXgfkFEH8c0psP91PcS+6XC7RK/YkfUPNmdwIU2tmTnGjMitZw4tY2sVi8eMgwv7M8zqbaFq/dF1lZaW9lpA0oi8Vsujan8SWQ0nJogMJqXEnr/vQXlpOao+rMKw4mE4+9GzceL8E5GU2vc/yba2NmRnZxtYqRrf4vdFr/aI5/KOlJTw+3U6gWc+ega3vnErajpqcPKIk7Fs6hqc/d2zQ5NLwTaMjB1Zf6KXlGjNjDFmZG49c2gZW6tYZvYnaY/9GWb1tjD6zl7xMqsuo/Lqlcfq45FIFZyYIDKIlBJf/PMLlJeWo/L9SmQUZeCsh8/CideeCEeaY8DX5+fnG1BlmCrf4vfF6Pboxe6ERDIAgaauJozKGoVVF67CuUec2+tsl1hMrz8GM2syIreeObSMrVUsFccYJY79GWb1tkhKUvPXb7PqMiqvXnmsPh6JVKHmkZHoILTrT7vw0oyXkF6YjukPTcdJ150ER/rAExJBnZ2duiw61RdVvsXvix7tEe8ZIq78D4ArL4D8+7MApmPhDxbi1xN/HdeERJDR/RkPM2syIreeObSMrVUsFccYJY79GWb1tvD5fNBjEe2hMqsuo/Lqlcfq45FIFZyYINKJlBJ7X9uLpNQkHHbaYTjy4iNx9mNn4/irj0dyxuBPLejq6tKhSuvSuj0GOttD2p1Aeh1E2yigYSxQNx4O4Z/FSLIN/lCqYn+aWZMRufXMoWVsrWKpOMYocezPMKu3BS/lMCevXnmsPh6JVKHedC3RQcLr9OKVOa+g/I5yAEBSShJOufGUhCYlAKCoqEjL8ixP6/Zoa/OvFxH9aOt04dG3f4/i5Udg0oNXwekEkpGJ5OffQOdnUxLOp2J/mlmTEbn1zKFlbK1iqTjGKHHszzCrtwUv5TAnr155rD4eiVTBiQkiDe3bsg//WPAPSCmRlJqEGX+dgZ/+5aeaxG5sbNQkzsFC7/Zwe9344wd/xBGPH4Hr/3E9slKysODkBZqtvq1if5pZkxG59cyhZWytYqk4xihx7M8wq7eF1+s1u4SYzKrLqLx65bH6eCRShZpTtkQW81X5VyhbWoavy79Gak4qJi2ahNwxuRhx0gjNcqj6i4xZ9GoPt9eNtTvX4q6td+Gr5q8wvmA8nr/0eVx+1OWwCe3mclXsTzNrMiK3njm0jK1VLBXHGCWO/Rlm9bZQ9faSZtVl9duFWn08EqmCExNEQ7B/236ULS3Dvjf3ISU7BVOXTcUpC09Banaq5rmKi4s1j2llQ22P6IUupfDAd/R6eCffCeTuBRrGwb51A7787KeYJe2YBf86FFotCqpif5pZkxG59cyhZWytYqk4xihx7M8wq7eFwxH/wtdGMqsuo/Lqlcfq45FIFbyUgygBrjYX1v1oHVafuhqV71diytIp+NVXv8KU303RZVICAKqqqnSJa1VatIfLFf6zb/yf4b3g54DPDvumdXD8YRfsn14JIe2hfSP3HyoV+9PMmozIrWcOLWNrFUvFMUaJY3+GWb0t3G632SXEZFZdRuXVK4/VxyORKnjGBFECanfVomJ/BU5dciom/noi0nL1v02Uqt+wmCW6PeK91WdwXwgv7Mc9j01/zsfZ3z0bbu/leOkzGy773mUx77IRHXuw+aLv+qFif5pZkxG59cyhZWytYqk4xihx7M8wq7fFYG4tbSSz6oqV1+124+STT8bOnTsxbtw47N69W5c8WrD6eCRSBScmiBKQOTITC3cuRHp+umE5c3JyDMtlBZHtMdCtPqMlJwMurwfeqf+Dx/99DM7+7tlw2B244ugr4n79YPNFv0bF/jSzJiNy65lDy9haxVJxjFHi2J9hVm8Lu91udgkxmVVXrLx33nknvvzyS93zaMHq45FIFbyUgygB2YdkGzopAQC1tbWG5lNdZHv0davPyEdXtw9rP/gTLt5wBbq6fUi2p8Dx/Ga88tNXBp07nny9bjsatTaFiv1pZk1G5NYzh5axtYql4hijxLE/w6zeFh6Px+wSYjKrrui8H374Ie655x7cc889uubRitXHI5EqODFBZBHp6cZOhKgu3vbwSR9e2PUCvv/093HFS1fgnYp3cKDlAABANBwJh92cUzBV7E8zazIit545tIytVSwVxxgljv0ZZvW2sNnU/PU7sq4tW7ZACIEFCxbE3PfTTz+FEAI//vGPNc3rcrkwZ84c/OAHP8ANN9wQc38pJaZPnw4hBF566aUez/l8Ppx++ukQQuCVV3p+8aBXu1t9PBKpQs0jIxH1kpqqz6KaVjVQe/ikDy99+hKO+/1x+MmLP0GLswVPn/c09tywB4flHGZQlX1TsT/NrMmI3Hrm0DK2VrFUHGOUOPZnmNXbwgprTEybNg1jx47Fhg0b0NXV1WvflStXAgDmzZunad7S0lJ88cUXWLVqVZ/tJITA2rVrUVhYiHnz5uHAgQOh5+6//35s2bIF1157LS666KI+82jJ6uORSBVcY4LIIhobGzkrH6Gv9pBSYtPnm1BaVoqdNTsxInMEnjz3SVxz/DVISYpztUoDqNifZtZkRG49c2gZW6tYKo4xShz7M8zqbeH1epVcZyK6rnnz5mHx4sV44YUXMGvWrNB2l8uFdevWYeTIkTjnnHMAAGVlZSgrK4s713HHHReaOAjmfe+993D//ffj7rvvxtixY/t9fXFxMZ555hlccMEFmDlzJsrKyvDhhx/id7/7HcaPH4+HH354wPenFauPRyJVcGKCyCKysrLMLmHQMjMHf4vN5OTe6zHEEqs9atprcM6Gc/BR9UcoGVaCx85+DPNOnIfUJPW+zVCxP82syYjceubQMrZWsVQcY5Q49meYKm0xceLEAfdJTU3Fli1bAACPPvoonn/+eWzbtg0A8Ic//AGrV68eMMYvf/lLzJgxA62trTjrrLMwb948XH311XC73TjttNNivuadd94ZxDvxi/7QPmfOHCxZsgQrV67sMTGxadMm1NfXY8mSJaHXlJWVYdmyZXHnmj17dmhiwm63w+l0Ys6cOTj++OOxaNGiuGKcf/75uOGGG/DEE0/g1ltvxcsvvwwhBDZu3Ii0tN53S9NrMkiV8UhkdZyYILIIKaXZJQyayxX7Vpn97R+vYHtIKVHZVomRWSNRmFGIomFFeOSsRzD/xPlIc+h/G9dEqdifZtZkRG49c2gZW6tYKo4xShz7M8zqbaFq/dF1FRQU4JJLLsFzzz2HPXv2hM5iCF5mcc0114T2LS0tRWlpacJ5b7/9dnzxxRf44IMPBjWB8MADD6C8vBz33XcfAGDFihU47rjj+syjB1X7k8hqODFBZBFtbW3Izs42u4xBS07235UiHimDuNIi2B5zNs1B2Vdl2HPDHqQkpeBfM/+IctaPAAAgAElEQVSVWKEGU7E/zazJiNx65tAytlaxVBxjlDj2Z5gqbTHYsxIWLlyIhQsXwhWYhZ8/fz7mz58f9+uzsrJ65HQ4HAmdGdEXn8/Xa9v8+fPx3HPPYeXKlbj//vuxf/9+vPbaazjzzDMxevRoTfJ+8MEHWLFiBW6//XYcc8wxg3ptamoqzjnnHPznP/9Beno6rr766j73jfX+tKDKeCSyOk5MEMVBCJEBIHgBYZJe/7n1f+nDyJhb47304WAhpcSWr7bgpMKTAACXjb8Mxww/BhLW+sYiPz/f7BJ6MbMmI3LrmUPL2FrFUnGMUeLYn2FWb4ukJDV//Y5V19SpUzFu3DisXbsWy5cvxzPPPAOfz9dr0cuhrDGxa9cueL3ePs+6+PzzzyGEQHZ2Npqbm3s8984772DFihXIz89HQ0MDFixYgPXr18f9/rRg9fFIpAo1j4xE6lkMYGnwLwcOHIDb7UZNTQ1SU1ORkZGBhoYGZGZmwmazoaWlBbm5uXC5XOjo6EBhYSFaWlrgcrlQUlKCmpoa2Gw25Ofno6amBmlpaUhPT4fLlQqXSyA5ua8P2T23u1wCgERFxTehGME6hBBobW1Fbm4unE4nOjs7MXz4cDQ3N8PtdqOkpATV1dWw2+3Iy8vrUUd0jLy8PHR3dw86RnAypaLim7hiAMMBAA0NjUhLS0NjY2Po2s2WlhbsbNuJO7fdiX9X/RuPTH0EM8bPwAnDTsB5R5yHqqoqJCUlITc3F7W1tUhPT0dqamqPGJHvBciFyyWQkhLfhEawX4LvpaurC11dXSgqKkJjYyO8Xi+Ki4tRVVUFh8OBnJycmHVIKdHW1gabzYbOzs4hxcjPzx9UjJSUFDQ1NfUZw+FwoLW1NRSjsrISycnJyM7ORl1dXY8Y2dnZ8Pl8MetoaGiAz+dDUVERqqqqesTIyMhAcnJyrxg2mw0dHR3o7u6OGSMlJQVZWVkxY3i9XrS3tyM/Pz8Uo7i4GPX19T1iOJ1OjBo1KhTD4XCgubl5wBhSSgwfPjxmHcEYUkpkZmaivb0dBQUFaG9v7zdGZmYm6uvrMWzYMCQlJaG5uRk5OTnweDyorq7G6NGje8Soq6sDABQWFqK6unrAGO3t7bDb7Whvb4fT6YwZIzU1FcOGDes3RkFBAdra2uB0OlFSUoLa2loIIVBQUBAzht1uR0tLC3JycuB2u0PHv9bW1n5jBI+h8cYIHkMHihF9HI4VI3gc1vJYHitG8DgcGWPEiBFxH4eFEEhLSzPlWD6UGNHH8oFixHMsr6ysxKGHHtojRlNTEzweTyhGf8fQyDr6Opa7XC44HA74fD54PB7YbDYIIUILKEop4fP5kJSUBJ/PF/qz1+uFlBIOhwNutxtCCNjt9h4xXC4XkpOThxRDizqiYwD+W2pGx5g7dy4WL16Ml156CatXr0ZBQQHOO+88eL3eUIw333wTd955Z1z/nwLAz372M5x//vkQQuDwww/H1VdfHbokQggR+vPq1auRnZ2NSy65BBkZGXC5XKH30tjYiJkzZ8LhcOCNN97A7373O2zYsAFnnnkmZs2a1aMNPB4PvF4vUlJSBtWm0TF8Ph+EEKioqAgdh7/++msUFxf3OIZ6vd6424KI/ASviyIaWNQZE/+cMGHCSe+++67meYKXMsS69KGiogKjRo2Ke38VDLa+vvbfsm8Lflf2O2zbvw15aXlYPGkxLh55McYdPi7h2vRcmDMesfrTbGbWZERuPXNoGVurWCqOMUoc+zPMiLbYvXs3AODII4/UPHZwYkI1fdXV0NCAkSNHIj8/H5WVlVi0aBEefPBB3fMC/kmKcePGhfoj0syZM7Fx40Y8/fTTuO6669DQ0IDvf//7aGtrw44dOzBmzJi488Qr1riINR4nTpyI7du3b5dSDrxCKhEB4BkTRHGRUnYA6AAAIYTHZrMZXkNRUdGA+5j9YVtr5V+VY2nZUpR/XY7c1FzcNe0u3HjKjchKyYLb7R5SbLPfczz9aTQzazIit545tIytVSwVxxgljv0ZZvW2sNKlHID/UoVLL70UGzduBADMnTvXkLz9WbduHTZu3IgLL7wQ1113XajONWvWYPr06Zg5cya2bt3aI7Ze7W718UikCuM/XRFRQhobGwfcJ3gXjHgNdn+jbP16K05fczqmrpmKnTU7ccfUO7Bv4T7cdtptyErxn4YbT3uoTMX6zazJiNx65tAytlaxVBxjlDj2Z5jV20LV0/z7q2v27NkAgMmTJ2t+Fslg22Pv3r1YsGABSkpKsGrVqh7PnXnmmVi0aBG2b9/ea70Kvdrd6uORSBVqTtkSUS/x/oeq110wjLRkyxLsqN6BpVOW4lc/+BVyUnN67aPqL3bxUrF+M2syIreeObSMrVUsFccYJY79GWb1tlD1Mur+6tqxYwcA9Fr0Uu+8sZ4bM2YMWltb+3zNAw88gAceeGBQeYbC6uORSBWcmCCyiOLiYrNL0M2O6h24e+vdkMmrIFyZWHXhKuSn5SM3LbfP11i9PVSs38yajMitZw4tY2sVS8UxRoljf4ZZvS0cDofZJcTUV13d3d148sknkZeXh8svv9ywvFbJY/XxSKQKXspBZBFVVVVml6C54LcXtR21+NeX/4Is/hAA8N287/Y7KQFYvz1UrN/MmozIrWcOLWNrFUvFMUaJY3+GWb0thrpGkl6i69q2bRuWL1+O6dOnY//+/bj55puRlpame1696JXH6uORSBWcmCCyCFW/YUnE+5Xv4/yN5+OR7Y8AAH405kfY/6v9sO2fEncMq7eHivWbWZMRufXMoWVsrWKpOMYocezPMKu3hRDC7BJiiq7r9ddfx5IlS/DZZ5/hpptuwqJFiwzJqxe98lh9PBKpgpdyEFlETk7vdRaswOUKr2XhK/oQ3lNLIcf+DXCl4//976n47XYAEABy4XL518iIh1XbI0jF+s2syYjceubQMrZWsVQcY5Q49meY1dvCbrebXUJM0XWVlpb2WkDSiLxWy2P18UikCp4xQWQRtbW1ZpcwaMnJ/odv+A64L70InmtOhDz8ddi2/waOp/bBvv2WmPvHw4rtEUnF+s2syYjceubQMrZWsVQcY5Q49meY1dvC4/GYXUJMZtVlVF698lh9PBKpgmdMEFlEenq62SUM2ttffoxl5cvw8mcvIzUpFdefdBNu/uHNKB429IWirNgekVSs38yajMitZw4tY2sVS8UxRoljf4ZZvS1sNjW/FzSrLqPy6pXH6uORSBWcmCBSTOSlDz31XgxyMJc+GO3B/3sQi19bjBR7ChaeshC3/PAWlGSWaBY/RdV7ncZJxfrNrMmI3Hrm0DK2VrFUHGOUOPZnmNXbwiprTBxsefXKY/XxSKQKNadsib6lBnMpQyL76+3Tuk/R0NkAADjj8DNw44QbsXfhXjxy9iOaTkoAQFNTU5/PZWb6J3cG88jM1LS8AfVXv1nMrMmI3Hrm0DK2VrFUHGOUOPZnmNXbwuv1ml1CTGbVZVRevfJYfTwSqYJnTBAppK2t7+daW9uQlZVlXDGDtLdpL45+6mgsnrQY9/3oPhxfcjyOLzlet3z9tYXLNbizSVwujYoaBBX70syajMitZw4tY2sVS8UxRoljf4ZZvS2ssvjlwZZXrzxWH49EquDEBJFFSCnj2q/vS0Fi7zuUMy72NOzBJ7Wf4JLxl2BM7hg8ds5juHDchYkHHISB2iM5GXA644tlxlmY8fankcysyYjceubQMrZWsVQcY5Q49meY1dtC1frNqsuovHrlUbU/iayGl3IQWURbf6dTBBh1KciXjV9i9iuzMf7J8Zj/t/no9nQDAG6YcAMOzT508AETEE97qEzF+s2syYjceubQMrZWsVQcY5Q49meY1dvC5/OZXUJMZtVlVF698lh9PBKpgmdMEFlEfn7+gPvE+r8xM7P/SxVinWGRnBw71t6mvbjrrbuwdudaAMDPj/s5bjv1NqQmpQ5Ym9biaQ+VqVi/mTUZkVvPHFrG1iqWimOMEsf+DLN6WyQlqfnrt1l1GZVXrzxWH49EquAZE0QW0dnZmdDrgustDGX/r5q/wty/zsW4J8Zh7c61mHXsLOy5cQ9WXrgSh+cenlBdQ5Voe6hCxfrNrMmI3Hrm0DK2VrFUHGOUOPZnmNXbgmdMmJNXrzxWH49EqlBzypaIeunq6kr4tYmut1DZVonSslKs3rEaPunDVd+/Crefdju+m/fdhGvRylDaQwUq1m9mTUbk1jOHlrG1iqXiGKPEsT/DrN4WnJgwJ69eeaw+HolUwTMmiCyiqKjIsFwS/oWcutxdWLNzDa44+gp8tuAzrLlojRKTEoCx7aEHFes3syYjcuuZQ8vYWsVScYxR4tifYVZvC17K0TtvbW0t7rnnHlx22WU4/PDDIYSAEGLA17733ns499xzkZubi4yMDEyYMAEbN27sM48erD4eiVTBiQkii2hsbNQ9h5QSnuk3wvujhQCA7+R9BwduOoB1F6/D2PyxuucfDCPaQ08q1m9mTUbk1jOHlrG1iqXiGKPEsT/DrN4WXq/X7BJiMqsur9eLTz/9FLfeeitefvllJCcnIz09fcDXlZWVYfLkydi6dSsuu+wyXH/99aivr8fMmTNx9913x8yjB6uPRyJVcGKCyCL0/IWhw9UBAP5vJ1KagdSm0O2vhmcM1y3vUKj6i128VKzfzJqMyK1nDi1jaxVLxTFGiWN/hlm9LVS9vaSZtwsdP348ysvL0dLSgs8//xyHHHJIv6/xeDyYO3cuhBB466238Mc//hEPPvggdu7ciaOOOgpLly7FF1980SuPHqw+HolUwYkJIosoLi7WPGZVWxUW/mshRq4YiYrWCgCA/e/PIulv6+I6hdJMerSHkVSs38yajMitZw4tY2sVS8UxRoljf4ZZvS0cDofZJcQUWdeWLVsghMCCBQti7vvpp59CCIEf//jHmuQtKirCaaedhszMzLhe8+abb+K///0vrrzyShx//PGh7ZmZmbj99tvh8XiwevXq0Pb169cjJSUFF1xwQa9Yzz77LIQQuPjiixOq3+rjkUgVnJggsojKykrNYtW01+DXr/4aYx4bg8f+/RjOGHMG3F43AEBIu2Z59KRle5hBxfrNrMmI3Hrm0DK2VrFUHGOUOPZnmNXbwu12m11CTJF1TZs2DWPHjsWGDRtiLu64cuVKAMC8efM0zRuvsrIyAMD06dN7PRfcVl5eHtp21VVXYcaMGfj73/+OJ554IrT9yy+/xI033ogRI0aE3tNgWX08EqlCzdV3iKiX5OTkIceo7ajF/W/fj6feewpdni5cdORFWDplKY4rPk6DCo01UHu4XD3vMDLQvho076Bo0Z9aM7MmI3LrmUPL2FrFUnGMUeLYn2HKtMWHnw28j80GHDfO/+eKGqC2EeKYwCLSlXVAdf3AMUYNB4bnAx4v8PEeoKQQKCkAfD5gx+exX3PC+PjeQ4ToMyXnzZuHxYsX44UXXsCsWbNC210uF9atW4eRI0finHPOAeCfKAhOFsTjuOOOw0UXXRQzbzyCl2kcccQRvZ7Lzc1FQUFBr0s5nnjiCbz77rtYvHgxpkyZgvHjx+PKK69ER0cHNm3ahPz8/EHXASg0HoksjhMTRBaRnZ2d8GtlWj1uee0BPPHeE+h0d+KCsRegdGopTig5QcMKjdVfewz2d4TkZOMnJobSn3oxsyYjcuuZQ8vYWsVScYxR4tifYVZvC7tdzTMTo+uaM2cOlixZgpUrV/aYmNi0aRPq6+uxZMmS0GvKysqwbNmyuHPNnj07NDGRSHu0tLQA6HssZGVloaKiose2nJwcbNy4EZMnT8aMGTMwffp0vPfee7j55ptx+umnD7qGIKuPRyJVcGKCyCLq6uowatSoQb9O2rvhnv893P9/dTjviPNQOrUUJ404SYcKjdVfe7S1GVxMAhLtTz2ZWZMRufXMoWVsrWKpOMYocezPMGXaYrBnJYwqAkYVweNy+b9lH1Hof8Qryd4zp82W0JkRffF4PD2+/S8oKMAll1yC5557Dnv27MHYsf67c61atQpCCFxzzTWhfUtLS1FaWqpJXr14PB6ccsopKC0txZIlS7Br1y6cdNJJuOuuu4YUV5nxSGRxXGOCyCIib52Vmem/TKGvR3J2I5KOfx4pKYC7KxV4/R6krX8Xf7/y7wfFpASAuG4lNlA7xXrEue7WkMVTv9HMrMmI3Hrm0DK2VrFUHGOUOPZnmNXbwmZT89fvWHXNnz8fQHhNif379+O1117DmWeeidGjR+uWdyDBsxSCZ05Ea21t7XUmQzDPxRdfHLp8ZP78+UNejNTq45FIFTxjgsgiUiIWTHC5+l8XwTv5DvhOfgy2yglA7Rjgo2vQhfjWXDBjvYVEpMTxZgZqp1j7GyWe+o1mZk1G5NYzh5axtYql4hijxLE/w6zeFqre9SpWXVOnTsW4ceOwdu1aLF++HM888wx8Pl+vRS+NXmMiuLbEF198gRNPPLHHc01NTaivr8ekSZN6bBdCwOVy4aqrroLNZkNmZiZuvfVWnH/++SgpKRl0DUFWH49EquDEBJFFNDU1ISMjI/T35GTA6fT/ubm7GY9sfwQzjp6BcQXjUNl2M75q/gkmlY5BZibQ3h5/HjPWW0hEdHv0JbKdBmLk7xbx1m8kM2syIreeObSMrVUsFccYJY79GWb1tvB6vUquM9FXXfPmzcNvfvMbbNq0CatXr0ZBQUGv24QOZY2JRNpjypQpuOeee7B582ZcccUVPZ7bvHlzaJ9IXq8Xv/3tb/HRRx+htLQUxx57LC6++GLMmjULmzdvTnjCyOrjkUgVap5LRkS9xFpcqaW7BXeU34HDHz0cy8qX4cVPXwQAjMgcgUmH+L8paGsLTzY4nfE9rLBGg9UXm1Kxfi5+qUZsLn5JsbA/w6zeFipOSgB91zVnzhykpKRg4cKF2L9/P2bPnt1rTYjS0lJIKeN+PPvsswPm7c8ZZ5yBMWPGYOPGjdixY0doe1tbG+68804kJSVhzpw5PV7zxhtv4JFHHsGkSZOwZMkSXHTRRZg/fz5ef/11PPTQQ4OuIcjq45FIFTxjgsgifD5f6M8yuRW+kx7H4Y8+hKbuJpx22Gm4Y+odmDJ6Sj8RDi6R7WFFKtZvZk1G5NYzh5axtYql4hijxLE/w6zeFlJKs0uIqa+68vPzcemll2Ljxo0AgLlz5+qSN3Iioaqqqte2Bx98EAUFBQCApKQkrFy5EmeddRZOPfVUzJgxA1lZWXj55Zexb98+3HXXXaHFOgH/ApVXX301MjMzsWHDhtBkyMMPP4zy8nLcdtttOP3003HCCYO/W5nVxyORKnjGBJFFtLW1oc3Zhnu23gP3Lw6Hd+oSHDX8KLwx6w2UzS77Vk1KAP72sDIV6zezJiNy65lDy9haxVJxjFHi2J9hVm8LVT/I9lfX7NmzAQCTJ0/GkUceqUveNWvWhB6tra29trVHXZc6bdo0bNu2DZMnT8af//xnPPXUU8jPz8f69etx22239dj36quvRnV1NZ566qkei3amp6fjueeeAwBceeWV6OjoGHT9Vh+PRKrgGRNEcRBCZAAILrucZMYvFS/ufxF3bbwLDV0NEA2TYH9lGd7afYayi2jpLT8/3+wShkTF+s2syYjceubQMrZWsVQcY5Q49meY1dsiKUnNX7/7qyt4uUT0opda5k3kTJIJEybgX//614D7/e1vf4PP54t5B5Djjz8ezngXo4rB6uORSBVqHhmJ1LMYwNLgXw4cOAC3242amhqkpqYiIyMDDQ0NyMzMhM1mQ0tLC3Jzc+FyudDR0YHCwkK0tLTA5XKhpKQENTU1sNlsyM/PR01NDdLS0pCent4rRlpmGoRXoLOzE5VNlRidNRqPnvYofj5lBgQEamtrkZeXFzOGEAKtra3Izc1FcE7F5XKjubkZbrcbJSUlqK6uht1uHzBGXl4euru70dnZieHDhxsSIy0tDY2NjcjKygKAXjEcDgfa2tpCMaqqqpCUlITc3FzU1tYGbt+VG3htW8wYw4cPR1NTEzweT2BFbhFqp2CM1NTUmHV0dXWhq6sLRUVFaGxshNfrRXFxMaqqquBwOJCTkxMzhpQSbW1tsNls6OzsHFKM/Pz8QcVISUlBU1NTnzEcDgdaW1tDMSorK5GcnIzs7GzU1dX1iJGdnQ2fzxezjoaGBvh8PhQVFaGqqqpHjIyMDCQnJ/eKYbPZ0NHRge7u7pgxUlJSkJWVFTOG1+tFe3s78vPzQzGKi4tRX1/fI4bT6cSoUaNCMRwOB5qbmweMIaXE8OHDY9YRjCGlRGZmJtrb21FQUID29vZ+Y2RmZqK+vh7Dhg1DUlISmpubkZOTA4/Hg+rqaowePbpHjLq6OgBAYWEhqqurB4zR3t4Ou92O9vZ2OJ3OmDFSU1MxbNiwfmMUFBSgra0NTqcTJSUlqK2thRACBQUFMWPY7Xa0tLQgJycHbrc7dPxrbW3tN0bwGBpvjOAxdKAY0cfhWDGCx2E9j+W5ublwOp3o7OzsEWPEiBFxH0OFEEhLSzP0OGzEsTw6RqxjefRxuLKyEoceemifx/KBjqHxHMtdLhccDgd8Ph88Hg9sNhuEEKGFGqWU8Pl8SEpKgs/nC/3Z6/VCSgmHwwG32w0hBOx2e48YLpcLycnJQ4qhRR3RMQD/LTWjY3i9Xjz55JPIy8vDpZdeCpfL1W8dwdcNpT0iX+fxeBJqj+gYXq8XKSkpQ4rh8/kghEBFRUXoOPz111+juLi4xzHU6/Xq8bso0UFNqHqdG5FKos6Y+OeECRNOevfdd3XN+fb+t3HJny/Byz95GT889IfYt38fRh8yGkKI0N0jBnu3iSF8IaCciooKjBo1qt99VG6neOo3mpk1GZFbzxxaxtYqlopjjBLH/gwzoi12794NAJpftgAg9EFcNdF1bdu2DeXl5Xj11VexdetW3Hvvvbjlllt0z6sXLfLEGhexxuPEiROxffv27VLKiUNKSPQtwjMmiOIgpewA0AEAQghPrFMBtdDl7kJTdxNGZI7A+MLxOKrwKNiEP9eoklHf2ss2YikqKjK7hCFRsX4zazIit545tIytVSwVxxgljv0ZZvW2sMqlHK+//jqWLVuGgoIC3HTTTVi0aJEhefWiVx6rj0ciVXDxSyIFdHu68fi7j+M7j30H8/7mv34zLy0Pb85+ExMP8U+2NzQ0mFmicqzeHirWb2ZNRuTWM4eWsbWKpeIYo8SxP8Os3haqnuYfXVfwFqB1dXVYsWKFbh/sjWoPvfJYfTwSqULNKVuibwmnx4mVH67EPdvuwTdt3+DYomMx74TYC0upuoq3WazeHirWz9uFqhGbtwulWNifYVZvC1UvozarLqPy6pXH6uORSBWcmCAygcvrwjMfPYPlW5ejorUCxww/Bo+d8xguOvKi0KUb0aJPFXS5wmsiDJjPBSh4OeuQxHvqpKrtpOKpn7yUQ43YvJSDYmF/hlm9LRwOh9klxGRWXUbl1SuP1ccjkSp4KQeRgVxeF/7wwR9wxONH4Pp/XI/slGy8cPkL2HHdDlwy/pI+JyUAoKqqKvTn5OTBfYAe7P5WENkefVG5neKp32hm1mREbj1zaBlbq1gqjjFKHPszzIi2EEJASqnLt+xut1vzmFowqy6j8g41T3A8RK/3xX+bRNrgGRNEBnp2x7O49u/XYnzBeDx/6fO4/KjL+52MiBS5knRbm14VWkc8K2ur3E4qrshuZk1G5NYzh5axtYql4hijxLE/w4xoi5SUFHR1daGjowPDhg3TNLaqC1mbVZdReYeap6OjA4B/bETiv00ibXBigkhHHp8H6z9ej8OyD8O0w6dh1rGzkJOag0vHXwq7zT6oWNnZ2TpVaU1Wbw8V6zezJiNy65lDy9haxVJxjFHi2J9hRrRFZmYmurq6UF1djeLiYmRkZGj2AdpuH9z//0Yxqy6j8iaaR0qJjo4OVFdXAwCysrJ6PM9/m0Ta4MQEkY6cHiduef0WTDlsCqYdPg2pSan4yVE/SShWXV0d72EfwertoWL9ZtZkRG49c2gZW6tYKo4xShz7M8yItsjNzUVHRwc6Ojpw4MABANp9s+/z+aDXbceHwqy6jMqbaJ7Iy3kyMjKQk5PT43n+2yTSBicmiDTk9Xnx3CfPYfN/N2PNRWuQkZyBstllOCL/iCHHzsjI0KDCg4fV20PF+s2syYjceubQMrZWsVQcY5Q49meYEW1hs9kwatQoNDc3o7W1FU6nU7P1JjgxYU7eRPPYbDakpKQgKysLOTk5vWLw3yaRNjgxQaQBr8+LP+36E+4ovwOfN3yOMbljUNtRi6JhRRhfOF6THLyGsSert4eK9XONCTVic40JioX9GWZUW9hsNuTl5SEvL0/TuB0dHUp+mDWrLqPy6pWH/zaJtKHedC2RhfikD3/65E845uljMPPlmXB6nVh14SrsXrAbRcO0vX1UU1OTpvGszurtoWL9ZtZkRG49c2gZW6tYKo4xShz7M8zqbaFq/WbVZVRevfKo2p9EVsMzJogS9MKuF7CsfBl21e3CodmH4g/n/wGzj5uNZLs+M+dcXKknq7eHivVz8Us1YnPxS4qF/Rlm9bZQtX6z6jIqr155VO1PIqvhxARRAnbW7MRPXvwJDsk6BL8/7/f4+fE/121CIsjn8+ka32qs3h4q1m9mTUbk1jOHlrG1iqXiGKPEsT/DrN4WqtZvVl1G5dUrj6r9SWQ1vJSDKAEOmwNPnfsUvrjxC1x70rW6T0oAQFtbm+45rMTq7aFi/WbWZERuPXNoGVurWCqOMUoc+zPM6m2hav1m1WVUXr3yqNqfRFbDMyaIEvC9wu/h+pOvNzRnfn6+oflUZ/X2ULF+M2syIreeObSMrVUsFccYJY79GWb1tlC1frPqMiqvXnlU7U8iq+EZE0QW0dHRYXYJSrF6e6hYv5k1GZFbzxxaxkx6DwwAAAzQSURBVNYqlopjjBLH/gyzeluoWr9ZdRmVV688qvYnkdVwYoLIIrq7u80uQSlWbw8V6zezJiNy65lDy9haxVJxjFHi2J9hVm8LVes3qy6j8uqVR9X+JLIaIaU0uwYiSxFC1AwbNmz40UcfbWheKSWEEIbmVJnV20PF+s2syYjceubQMrZWsVQcY5Q49meY1dtC1frNqsuovHrliRX3k08+QXt7e62UUtt7xxMdxDgxQTRIQojdAHIB7DUwrQ3ACACVALj8s/XbQ8X6zazJiNx65tAytlaxgjOnnwyxHlKDiscMs1i9LVSt36y6jMqrV56+4o4B0CSlPFLDXEQHNU5MEFmAEKIQQC2A4VLKOrPrMZvV20PF+s2syYjceubQMrZWsYQQ7wCAlHLiUOohNah4zDCL1dtC1frNqsuovHrlUbU/iayIa0wQERERERERkWk4MUFEREREREREpuHEBJE1dAJYFvhJ1m8PFes3syYjcuuZQ8vYKo4NMh/HRZjV20LV+s2qy6i8euVRtT+JLIdrTBARER1kuMYEERERWQnPmCAiIiIiIiIi0/CMCSIiIiIiIiIyDc+YICIiIiIiIiLTcGKCiIiIiIiIiEzDiQkiIiIiIiIiMg0nJoiIiIiIiIjINJyYICIiIiIiIiLTcGKCiIiIiIiIiEzDiQkiIqJvKSHE/wgh3hdCtAkhaoQQfxZCjDa7LiIiIvp24cQEERHRt9cUAI8DOAXA2QByAPxLCJFkalVERET0rSKklGbXQERERAoQQhwCYD+AY6WUH5tdDxEREX078IwJIiIihQkhrhJC/G/gkgunEEIKIeYM8JqThRD/FEI0CSE6hBD/FkJcGUe67MDPxiEXTkRERBQnnqpJRESktrsAHAagHkBV4M99EkJMBfAqABeA5wG0ALgEwAYhxGgp5d19vM4O4GEA/5RSVmhWPREREdEAeMYEERGR2uYCGC2lLATw+/52DKwNsRKABHCalHKelPI3AI4FsAvAMiHEETFeJwKxDwMwR9vyiYiIiPrHiQkiIiKFSSlfl1J+HefupwP4DoCNUsqPImK0AbgT/jMlfx75gsCkxFMAzgRwhpSyTpPCiYiIiOLESzmIiIgOHlMDPzfHeC64bUpwQ2BS4kkA5wGYIqU8oGt1RERERDFwYoKIiOjgEbxM44voJ6SUTUKI+oh9AP+ZElcAuABAlxCiOLC9UUrp0rVSIiIiogBOTBARER08gnfVaOnj+VYAoyL+fl3g59ao/aYBKNOuLCIiIqK+cWKCiIjoW0pKKcyugYiIiIiLXxIRER08gmdKZPfxfBb6PpuCiIiIyBScmCAiIjp4BNeWiHVL0FwABYix/gQRERGRmTgxQUREdPAoD/ycHuO56VH7EBERESmBExNEREQHjzcA7AVwpRDiuOBGIUQmgNsBeAA8a05pRERERLEJKaXZNRAREVEfhBBzAUwO/PUYACcAeBvAl4Ftr0gpX4nYfxqAVwE4ATwH/504LgFwOIAlUsrlBpVOREREFBdOTBARESlMCPEsgNn97LJMSlka9ZoJAJYBmAggGcAuAI9IKTfoVCYRERFRwjgxQURERERERESm4RoTRERERERERGQaTkwQERERERERkWk4MUFEREREREREpuHEBBERERERERGZhhMTRERERERERGQaTkwQERERERERkWk4MUFEREREREREpuHEBBERERERERGZhhMTRERERERERGQaTkwQERERERERkWk4MUFEREREREREpuHEBBERERERERGZhhMTREREcRJCTBVCSCFEqdm1DJYQokwIIaO2Wfb9EBER0cGDExNEREREREREZJokswsgIiIi0/wbwHgA9WYXQkRERN9enJggIiL6lpJSdgLYbXYdRERE9O3GSzmIiIgSIIQ4TQhRLoRoF0I0CiE2CiFGxdhvmhDiGSHE54F924UQ7wsh5vcR9wQhxItCiP1CCKcQokYI8Y4Q4rcx9h0uhHhYCPFlYN96IcRLQoij43wPMdeYEEJ8FXhkCCFWCCG+CcT/WAhxWR+xkoUQvxZCfCiE6BBCtAkhtgohLoynlkCM0kA9U4UQPxdC/EcI0SWE2CeE+GVgHyGEWCiE2C2E6BZC7BFC/GyoNQkhxgoh7g/s2xAR+14hxLAY+5cFak0SQtweqNEZeM0v4n3PRERExIkJIiKiRPwAwGsAGgA8Bv8lETMA/J8Qoihq31sAnAbgPQBPAFgPoADA/wohHorcUQhxHID/A3AOgG0AVgB4GYAbwLyofb8D4AMACwF8CeBxAP8EcDaA7UKIU4b4Hh0ANgdqeTlQ93cA/FkIMT2qlhQArwIIvp9Vgf0PA7BJCHHDIHP/CsDDAD4E8IdALY8KIebC397/A3/7PAN/W64VQkweYk2XALgGwF4AawD8HkAj/P33mhDC0Uetz8HfN5sDOfIAPCmEmNfH/kRERBRNSskHH3zwwQcffMTxADAVgAw8rol67neB7auith8eI04S/B9kPQAOjdj+UCDGhTFekx/197fhn7D4UdT2sQBaAXwctb3M/99+zPdTGrX9q8D2VwAkR2w/I7D9/0XtvzywfSkAEbE9E/4JGSeAEXG0b2kgTgOAMRHbDwnEaAbwOYDCiOcmBF6zaSg1ARgZ+V5j9OvMWO0JYDuArIjt4wL9stvs8coHH3zwwQcfVnnwjAkiIqLB+xz+b+sjPQCgDsAMIURycKOUcl/0i6WUHvi/kbcDmBYjfleM1zQE/yyEOB7AJABrpJSvRe23B8AfARwT7yUd/bhJSumKiP0GgK8BnBxRiw3A9fCftXGHlFJG7N8G4A4AyfCfkRCvx6SUeyPiHID/DIlsAMullHURz/0b/rMcjh1KTVLKbyLfa4QnAj/P7KPW/5FStkbE+Rz+SaNxQojM+N4uERHRtxsXvyQiIhq8tyM/7AKAlLJLCPEB/JdSjAXwCQAEPpz+BsBF8F8KkREVa0TEn1+E/zKGV4QQf4b/cpFtUsr9Ua/5QeBncfT6EAFHRvz8ZBDvK1JzrEkVABUAJkb8fRyAXACVAJYKIaL3L4yqKR4fxdhWFfi5o4/nIi9dGXRNwr/TzwHMAXA0/JMgkV/gRPZTpA9jbKsI/MwB0NbH64iIiCiAExNERESDV9vH9prAz2zAv/gi/Kf8nwD/h+118F+m4AEwGsBsACnBF0sp3xFCnA7/Ggoz4P+QjMCEx2Ip5ZbArnmBn+cFHn2JngQZjJY+tnvQ8wN7sJajAg8tammNsc0zwHORv9MkUtNjAG4AcADAX+Gf7HAGnluKiH6KJKWM1U7BWu395CYiIqIATkwQEREN3vA+tgcXvgx+WP0x/JMSK6WU0YtXXgH/xEQPUspyAOVCiDT4zwK4AMAvAPxDCHGMlPK/CH84v1FK+UR0DIMFa3lJShnzjh0mGFRNQojhABYA+BjAROm/jWrwuWL4JyaIiIhIJ1xjgoiIaPB+KKKuDwhMJJwI//oQewKbvxP4+dcYMU7tL4GUsktKWSalXATgbgBpCK9z8G7g58SYLzbWZ/BPBJzUz50rjDbYmsYAEABej5yUCOi3n4iIiGjoODFBREQ0eOMAXB21bTH8axc8F7GI4teBn9G3spyCqNt/BrafKoTIipEveCZGFxBa8PFd+Bfa/GmMOLZADt0FFvJ8Gv7bcD4YayJACHF04KwEQyRQU7CfJgUWzgzuMwrAvXrXS0RE9G3HSzmIiIgGbzOAp4QQ5wHYDf/lGmfBvz7BrRH7/Q3+W2/eHLhDxifwT2qcD/+tOC+NirsIwI+EEFvgv9NEdyD2GfDfYeIvEfvOALAFwPNCiF8B+CCw/6Hwn0lRCCBVm7c7oKWBOn8J4DwhRDn8dygZCeAY+O+YMRF9r81hak1SyiohxEvw98f7Qog34J8MOh/Am/CfUUFEREQ64cQEERHR4L0DYDmAuwAsBOAC8DyAm6WUwQUwIaVsDyxm+QCA0wBMBbALwEz4F8qMnph4Gv71KU4J7C8A7A/keSRwq8tg7H2B24b+Gv47flwNwAv/oo1vwX+HD0NIKZ1CiHMAXANgFoDL4F8ssgbAp/DfGvU/RtWTYE1z4J9EuhTAjfC3+woA98Hfv0RERKQTEXW3MyIiIiIiIiIiw3CNCSIiIiIiIiIyDScmiIiIiIiIiMg0nJggIiIiIiIiItNwYoKIiIiIiIiITMOJCSIiIiIiIiIyDScmiIiIiIiIiMg0nJggIiIiIiIiItNwYoKIiIiIiIiITMOJCSIiIiIiIiIyDScmiIiIiIiIiMg0nJggIiIiIiIiItNwYoKIiIiIiIiITMOJCSIiIiIiIiIyDScmiIiIiIiIiMg0nJggIiIiIiIiItNwYoKIiIiIiIiITPP/ARKJG7NVTHeRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = mplt.subplots(dpi=_DPI_)\n", "provdeaths.plot(loglog=True, x='base', y=YEAR, # kind='scatter',\n", " ls='None', color='b', marker='s', fillstyle='none', label='data', ax=ax\n", " )\n", "\n", "xlim, ylim = ax.get_xlim(), ax.get_ylim()\n", "x = np.arange(0, 10**4, 1)\n", "for i, c in zip([1,2,3,4,10], ['g', 'purple', 'red', 'k', 'pink']): \n", " ax.loglog(x, i * x, label = 'y=%sx' % ('' if i==1 else str(i)), ls='-.', lw=0.8, c=c\n", " )\n", "ax.set_xlim(xlim), ax.set_ylim(ylim)\n", "ax.grid(linewidth=0.3, which=\"both\", ls='dotted')\n", "\n", "for index in provtable.index:\n", " xpos, ypos = provdeaths.loc[index,'base'], provdeaths.loc[index,YEAR]\n", " r = np.random.random() +1\n", " ax.annotate(provtable.loc[index,PROVINCE], \n", " (xpos, ypos), \n", " xytext=(xpos-r*10**(np.log10(xpos)-0.4), ypos-r*10**(np.log10(ypos)-1)), \n", " arrowprops=dict(arrowstyle='->'), \n", " size=9, ha='center')\n", " \n", "ax.set_xlabel('baseline mean')\n", "ax.set_ylabel('deaths in %s' % YEAR)\n", "ax.set_title('Figure 13: Total deaths in the period %s - %s by groups of municipalities within the same province' % \n", " (Datetime.datetime(dstart, fmt='%d %b'), Datetime.datetime(dend, fmt='%d %b')), fontsize='medium'),\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figures 14 - 16: Daily and cumulative deaths over individual provinces" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we did for [Figures 8-12](#Figure8), we select this time a province represented in the dataset:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Analysing the 'provincia di' \u001b[1mBergamo\u001b[0m (#\u001b[1m16\u001b[0m)\n" ] } ], "source": [ "fign = {'Bergamo':14, 'Lodi':15, 'Parma':16}\n", "provincia = 'Bergamo' # 'Lodi' # 'Parma' \n", "provincia_code = cities.loc[cities[PROVINCE]==provincia].loc[:,PROV_CODE].values.tolist()[0]\n", "print(\"Analysing the 'provincia di' \\033[1m%s\\033[0m (#\\033[1m%s\\033[0m)\" \n", " % (provincia,int(provincia_code)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and we run a similar 'analysis' to actually report the total daily death counts and daily cumulative death counts:" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dailydeaths = pd.DataFrame()\n", "for y in years:\n", " TCOL = dIT.meta.get('index')['t_%s' % str(y)[2:]]['name'] \n", " dailydeaths[y] = data[data[PROV_CODE]==provincia_code].groupby(DAY)[TCOL].agg('sum')\n", " if not calendar.isleap(y):\n", " yloc = dailydeaths.columns.get_loc(y)\n", " dailydeaths.iloc[ileapday,yloc] = dailydeaths.iloc[ileapday-1,yloc]\n", "dailydeaths.set_index(dailydeaths.index.to_series().apply(lambda ge: get_datetime(ge,YREF)), inplace=True)\n", "dailydeaths = dailydeaths.reindex(idx_timeline, fill_value=0) \n", "\n", "cumdailydeaths = dailydeaths.cumsum(axis = 0)\n", "\n", "locator, formatter = mdates.DayLocator(bymonthday=[1,15]), mdates.DateFormatter('%d/%m')\n", "\n", "fig, ax = plot_oneversus(dailydeaths, one = YEAR, versus = years_exc[::-1], shp = (1,2),\n", " title='death counts', grid=0.1, xrottick = -45,\n", " locator = locator, formatter = formatter\n", " )\n", "\n", "plot_oneversus(cumdailydeaths, one = YEAR, versus = years_exc[::-1], fig = fig, ax=ax[1],\n", " title='cumulative death counts', grid=0.1, xrottick = -45,\n", " suptitle = 'Figure %s: Daily deaths and cumulative deaths (all) - Province of %s'\n", " % (fign[provincia],provincia),\n", " locator = locator, formatter = formatter\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*ibid* for total daily death counts and daily cumulative death counts when considering the male population of 65 y.o. and over:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dailydeaths_m65 = pd.DataFrame()\n", "for y in years:\n", " MCOL = dIT.meta.get('index')['m_%s' % str(y)[2:]]['name'] \n", " dailydeaths_m65[y] = data[(data[PROV_CODE]==provincia_code) & (data[AGE].isin(rages))].groupby(DAY)[MCOL].agg('sum')\n", " if not calendar.isleap(y):\n", " yloc = dailydeaths_m65.columns.get_loc(y)\n", " dailydeaths_m65.iloc[ileapday,yloc] = dailydeaths_m65.iloc[ileapday-1,yloc]\n", "dailydeaths_m65.set_index(dailydeaths_m65.index.to_series().apply(lambda ge: get_datetime(ge,YREF)), inplace=True)\n", "dailydeaths_m65 = dailydeaths_m65.reindex(idx_timeline, fill_value=0) \n", "\n", "cumdailydeaths_m65 = dailydeaths_m65.cumsum(axis = 0, skipna =True) # default\n", "\n", "locator, formatter = mdates.DayLocator(bymonthday=[1,15]), mdates.DateFormatter('%d/%m')\n", "\n", "fig, ax = plot_oneversus(dailydeaths_m65, one = YEAR, versus = years_exc[::-1], shp = (1,2),\n", " title='death counts', grid=0.1, xrottick = -45,\n", " locator = locator, formatter = formatter)\n", "\n", "plot_oneversus(cumdailydeaths_m65, one = YEAR, versus = years_exc[::-1], fig = fig, ax=ax[1],\n", " title='cumulative death counts', grid=0.1, xrottick = -45,\n", " suptitle = 'Figure %s: Daily deaths and cumulative deaths (males 65+) - Province of %s' \n", " % (fign[provincia],provincia),\n", " locator = locator, formatter = formatter)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }