Skip to content

Instantly share code, notes, and snippets.

@kikocorreoso
Created February 8, 2016 14:40
Show Gist options
  • Save kikocorreoso/b35b529257ba811fd833 to your computer and use it in GitHub Desktop.
Save kikocorreoso/b35b529257ba811fd833 to your computer and use it in GitHub Desktop.
UW coursera Data Science Course - assignment 6
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p class=\"alert alert-warning\">Disclaimer: I'm not a native English speaker so sorry if you see some wrong grammar or other issues.</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Initial data preparation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"plt.style.use('bmh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Seattle preliminary data preparation"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"url = \"https://raw.githubusercontent.com/uwescience/datasci_course_materials/master/assignment6/seattle_incidents_summer_2014.csv\"\n",
"df_seattle = pd.read_csv(url, parse_dates = [7, 8, 9], low_memory = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the following columns:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['RMS CDW ID', 'General Offense Number', 'Offense Code',\n",
" 'Offense Code Extension', 'Offense Type', 'Summary Offense Code',\n",
" 'Summarized Offense Description', 'Date Reported',\n",
" 'Occurred Date or Date Range Start', 'Occurred Date Range End',\n",
" 'Hundred Block Location', 'District/Sector', 'Zone/Beat',\n",
" 'Census Tract 2000', 'Longitude', 'Latitude', 'Location', 'Month',\n",
" 'Year'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(df_seattle.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I will not use:\n",
"\n",
"* `RMS CDW ID`: Internal code not useful for the analysis.\n",
"* `General Offense Number`: Internal code not useful for the analysis.\n",
"* `Offense Code`: Internal code not useful for the analysis.\n",
"* `Offense Code Extension`: Internal code not useful for the analysis.\n",
"* `Offense Type`: Internal code not useful for the analysis.\n",
"* `Summary Offense Code`: Internal code not useful for the analysis. I will use `Summarized Offense Description` instead all of the above.\n",
"* `Hundred Block Location`: I will not work with so fine grain information\n",
"* `Location`: This variable is already represented by `longitude` and `latitude`.\n",
"* `Year`: We only have data fot the same year so this variable is not very useful.\n",
"\n",
"I will try to use:\n",
"\n",
"* `Summarized Offense Description`: To check what types of crimes are more usual.\n",
"* `Date Reported`: Maybe this one will be less useful than the two following variables. In general, dates are a little bit messy as some crimes last more than a year (for instance, some burglary with more than one year duration???).\n",
"* `Occurred Date or Date Range Start`: This will be used to check the times of the day when a crime occurs.\n",
"* `Occurred Date Range End`: Let's see if this is useful.\n",
"* `District/Sector`: This could be interesting but there is a lack of other information so this could be misleading (population, density, area,...).\n",
"* `Zone/Beat`: With this variable and the next one we can obtain a crime density but could be misleading as we don't know other information.\n",
"* `Census Tract 2000`: See above.\n",
"* `Longitude`: To geolocate the crimes.\n",
"* `Latitude`: To geolocate the crimes.\n",
"* `Month`: To check if there is a trend but it will be quite inexact as we only have data from three months."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, I remove the first set of columns:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"discarded = ['RMS CDW ID', 'General Offense Number', 'Offense Code',\n",
" 'Offense Code Extension', 'Offense Type', 'Summary Offense Code',\n",
" 'Hundred Block Location', 'Location', 'Year']\n",
"for col in discarded:\n",
" del df_seattle[col]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Summarized Offense Description</th>\n",
" <th>Date Reported</th>\n",
" <th>Occurred Date or Date Range Start</th>\n",
" <th>Occurred Date Range End</th>\n",
" <th>District/Sector</th>\n",
" <th>Zone/Beat</th>\n",
" <th>Census Tract 2000</th>\n",
" <th>Longitude</th>\n",
" <th>Latitude</th>\n",
" <th>Month</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>BURGLARY</td>\n",
" <td>2015-06-28 10:31:00</td>\n",
" <td>2014-06-28 10:31:00</td>\n",
" <td>2015-06-28 10:31:00</td>\n",
" <td>J</td>\n",
" <td>J2</td>\n",
" <td>2900.3013</td>\n",
" <td>-122.364672</td>\n",
" <td>47.682524</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>FRAUD</td>\n",
" <td>2015-06-24 11:09:00</td>\n",
" <td>2014-06-01 00:00:00</td>\n",
" <td>2015-06-24 11:09:00</td>\n",
" <td>C</td>\n",
" <td>C2</td>\n",
" <td>6300.1004</td>\n",
" <td>-122.277080</td>\n",
" <td>47.639901</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>MAIL THEFT</td>\n",
" <td>2015-06-22 09:22:00</td>\n",
" <td>2014-08-31 09:00:00</td>\n",
" <td>NaT</td>\n",
" <td>F</td>\n",
" <td>F3</td>\n",
" <td>11300.5013</td>\n",
" <td>-122.349312</td>\n",
" <td>47.529232</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>COUNTERFEIT</td>\n",
" <td>2015-06-21 15:52:00</td>\n",
" <td>2014-06-20 13:38:00</td>\n",
" <td>NaT</td>\n",
" <td>M</td>\n",
" <td>M2</td>\n",
" <td>8200.1002</td>\n",
" <td>-122.334818</td>\n",
" <td>47.612368</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>OTHER PROPERTY</td>\n",
" <td>2015-06-20 11:59:00</td>\n",
" <td>2014-06-01 11:59:00</td>\n",
" <td>2014-11-01 12:00:00</td>\n",
" <td>J</td>\n",
" <td>J3</td>\n",
" <td>2700.2015</td>\n",
" <td>-122.329379</td>\n",
" <td>47.685960</td>\n",
" <td>6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Summarized Offense Description Date Reported \\\n",
"0 BURGLARY 2015-06-28 10:31:00 \n",
"1 FRAUD 2015-06-24 11:09:00 \n",
"2 MAIL THEFT 2015-06-22 09:22:00 \n",
"3 COUNTERFEIT 2015-06-21 15:52:00 \n",
"4 OTHER PROPERTY 2015-06-20 11:59:00 \n",
"\n",
" Occurred Date or Date Range Start Occurred Date Range End District/Sector \\\n",
"0 2014-06-28 10:31:00 2015-06-28 10:31:00 J \n",
"1 2014-06-01 00:00:00 2015-06-24 11:09:00 C \n",
"2 2014-08-31 09:00:00 NaT F \n",
"3 2014-06-20 13:38:00 NaT M \n",
"4 2014-06-01 11:59:00 2014-11-01 12:00:00 J \n",
"\n",
" Zone/Beat Census Tract 2000 Longitude Latitude Month \n",
"0 J2 2900.3013 -122.364672 47.682524 6 \n",
"1 C2 6300.1004 -122.277080 47.639901 6 \n",
"2 F3 11300.5013 -122.349312 47.529232 8 \n",
"3 M2 8200.1002 -122.334818 47.612368 6 \n",
"4 J3 2700.2015 -122.329379 47.685960 6 "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_seattle.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check some information regarding dates:"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Possible dates: 32779\n",
"Number of valid 'Date Reported': 32779\n",
"Number of valid 'Occurred Date or Date Range Start': 32779\n",
"Number of valid 'Occurred Date Range End': 16499\n"
]
}
],
"source": [
"print('Possible dates: ', len(df_seattle))\n",
"print('Number of valid \\'Date Reported\\':',\n",
" df_seattle['Date Reported'].notnull().sum())\n",
"print('Number of valid \\'Occurred Date or Date Range Start\\':',\n",
" df_seattle['Occurred Date or Date Range Start'].notnull().sum())\n",
"print('Number of valid \\'Occurred Date Range End\\':',\n",
" df_seattle['Occurred Date Range End'].notnull().sum())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It seems the latest date column, `Occurred Date Range End`, has many invalid dates so it won't be so useful.\n",
"\n",
"As stated previously, there are reported dates that occur moret han 1 year later than the beginning of the crime. Let's use only the column `Occurred Date or Date Range Start` to infer some information about the crime dataset."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### San Francisco preliminary data preparation"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"url = \"https://raw.githubusercontent.com/uwescience/datasci_course_materials/master/assignment6/sanfrancisco_incidents_summer_2014.csv\"\n",
"df_sf = pd.read_csv(url, parse_dates = [[4, 5]], low_memory = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the following columns:"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date_Time</th>\n",
" <th>IncidntNum</th>\n",
" <th>Category</th>\n",
" <th>Descript</th>\n",
" <th>DayOfWeek</th>\n",
" <th>PdDistrict</th>\n",
" <th>Resolution</th>\n",
" <th>Address</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" <th>Location</th>\n",
" <th>PdId</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-08-31 23:50:00</td>\n",
" <td>140734311</td>\n",
" <td>ARSON</td>\n",
" <td>ARSON OF A VEHICLE</td>\n",
" <td>Sunday</td>\n",
" <td>BAYVIEW</td>\n",
" <td>NONE</td>\n",
" <td>LOOMIS ST / INDUSTRIAL ST</td>\n",
" <td>-122.405647</td>\n",
" <td>37.738322</td>\n",
" <td>(37.7383221869053, -122.405646994567)</td>\n",
" <td>14073431126031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-08-31 23:45:00</td>\n",
" <td>140736317</td>\n",
" <td>NON-CRIMINAL</td>\n",
" <td>LOST PROPERTY</td>\n",
" <td>Sunday</td>\n",
" <td>MISSION</td>\n",
" <td>NONE</td>\n",
" <td>400 Block of CASTRO ST</td>\n",
" <td>-122.435012</td>\n",
" <td>37.761768</td>\n",
" <td>(37.7617677182954, -122.435012093789)</td>\n",
" <td>14073631771000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-08-31 23:30:00</td>\n",
" <td>146177923</td>\n",
" <td>LARCENY/THEFT</td>\n",
" <td>GRAND THEFT FROM LOCKED AUTO</td>\n",
" <td>Sunday</td>\n",
" <td>SOUTHERN</td>\n",
" <td>NONE</td>\n",
" <td>1000 Block of MISSION ST</td>\n",
" <td>-122.409795</td>\n",
" <td>37.780036</td>\n",
" <td>(37.7800356268394, -122.409795194505)</td>\n",
" <td>14617792306244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-08-31 23:30:00</td>\n",
" <td>146177531</td>\n",
" <td>LARCENY/THEFT</td>\n",
" <td>GRAND THEFT FROM LOCKED AUTO</td>\n",
" <td>Sunday</td>\n",
" <td>RICHMOND</td>\n",
" <td>NONE</td>\n",
" <td>FULTON ST / 26TH AV</td>\n",
" <td>-122.485263</td>\n",
" <td>37.772518</td>\n",
" <td>(37.7725176473142, -122.485262988324)</td>\n",
" <td>14617753106244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-08-31 23:23:00</td>\n",
" <td>140734220</td>\n",
" <td>NON-CRIMINAL</td>\n",
" <td>FOUND PROPERTY</td>\n",
" <td>Sunday</td>\n",
" <td>RICHMOND</td>\n",
" <td>NONE</td>\n",
" <td>800 Block of LA PLAYA ST</td>\n",
" <td>-122.509895</td>\n",
" <td>37.772313</td>\n",
" <td>(37.7723131976814, -122.509895418239)</td>\n",
" <td>14073422072000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date_Time IncidntNum Category \\\n",
"0 2014-08-31 23:50:00 140734311 ARSON \n",
"1 2014-08-31 23:45:00 140736317 NON-CRIMINAL \n",
"2 2014-08-31 23:30:00 146177923 LARCENY/THEFT \n",
"3 2014-08-31 23:30:00 146177531 LARCENY/THEFT \n",
"4 2014-08-31 23:23:00 140734220 NON-CRIMINAL \n",
"\n",
" Descript DayOfWeek PdDistrict Resolution \\\n",
"0 ARSON OF A VEHICLE Sunday BAYVIEW NONE \n",
"1 LOST PROPERTY Sunday MISSION NONE \n",
"2 GRAND THEFT FROM LOCKED AUTO Sunday SOUTHERN NONE \n",
"3 GRAND THEFT FROM LOCKED AUTO Sunday RICHMOND NONE \n",
"4 FOUND PROPERTY Sunday RICHMOND NONE \n",
"\n",
" Address X Y \\\n",
"0 LOOMIS ST / INDUSTRIAL ST -122.405647 37.738322 \n",
"1 400 Block of CASTRO ST -122.435012 37.761768 \n",
"2 1000 Block of MISSION ST -122.409795 37.780036 \n",
"3 FULTON ST / 26TH AV -122.485263 37.772518 \n",
"4 800 Block of LA PLAYA ST -122.509895 37.772313 \n",
"\n",
" Location PdId \n",
"0 (37.7383221869053, -122.405646994567) 14073431126031 \n",
"1 (37.7617677182954, -122.435012093789) 14073631771000 \n",
"2 (37.7800356268394, -122.409795194505) 14617792306244 \n",
"3 (37.7725176473142, -122.485262988324) 14617753106244 \n",
"4 (37.7723131976814, -122.509895418239) 14073422072000 "
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_sf.head()"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Date_Time', 'IncidntNum', 'Category', 'Descript', 'DayOfWeek',\n",
" 'PdDistrict', 'Resolution', 'Address', 'X', 'Y', 'Location', 'PdId'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(df_sf.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I will not use:\n",
"\n",
"* `IncidntNum`: Internal code not useful for the analysis.\n",
"* `Descript`: .\n",
"* `Resolution`: No info about this.\n",
"* `Address`: I will not work with so fine grain information\n",
"* `Location`: This variable is already represented by `longitude` and `latitude`.\n",
"* `PdId`: Internal code not useful for the analysis.\n",
"\n",
"I will try to use:\n",
"\n",
"* `Date_Time`: Created from the original 'Date' and 'Time' columns.\n",
"* `Category`: To check what types of crimes are more usual.\n",
"* `Day of week`: Could be useful to check the weekly variation and some patterns.\n",
"* `PdDistrict`: This could be interesting but there is a lack of other information so this could be misleading (population, density, area,...).\n",
"* `X`: To geolocate the crimes.\n",
"* `Y`: To geolocate the crimes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, I remove the first set of columns:"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"discarded = ['IncidntNum', 'Descript', 'Resolution', 'Address', 'Location', 'PdId']\n",
"for col in discarded:\n",
" del df_sf[col]"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date_Time</th>\n",
" <th>Category</th>\n",
" <th>DayOfWeek</th>\n",
" <th>PdDistrict</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-08-31 23:50:00</td>\n",
" <td>ARSON</td>\n",
" <td>Sunday</td>\n",
" <td>BAYVIEW</td>\n",
" <td>-122.405647</td>\n",
" <td>37.738322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-08-31 23:45:00</td>\n",
" <td>NON-CRIMINAL</td>\n",
" <td>Sunday</td>\n",
" <td>MISSION</td>\n",
" <td>-122.435012</td>\n",
" <td>37.761768</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-08-31 23:30:00</td>\n",
" <td>LARCENY/THEFT</td>\n",
" <td>Sunday</td>\n",
" <td>SOUTHERN</td>\n",
" <td>-122.409795</td>\n",
" <td>37.780036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-08-31 23:30:00</td>\n",
" <td>LARCENY/THEFT</td>\n",
" <td>Sunday</td>\n",
" <td>RICHMOND</td>\n",
" <td>-122.485263</td>\n",
" <td>37.772518</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-08-31 23:23:00</td>\n",
" <td>NON-CRIMINAL</td>\n",
" <td>Sunday</td>\n",
" <td>RICHMOND</td>\n",
" <td>-122.509895</td>\n",
" <td>37.772313</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date_Time Category DayOfWeek PdDistrict X \\\n",
"0 2014-08-31 23:50:00 ARSON Sunday BAYVIEW -122.405647 \n",
"1 2014-08-31 23:45:00 NON-CRIMINAL Sunday MISSION -122.435012 \n",
"2 2014-08-31 23:30:00 LARCENY/THEFT Sunday SOUTHERN -122.409795 \n",
"3 2014-08-31 23:30:00 LARCENY/THEFT Sunday RICHMOND -122.485263 \n",
"4 2014-08-31 23:23:00 NON-CRIMINAL Sunday RICHMOND -122.509895 \n",
"\n",
" Y \n",
"0 37.738322 \n",
"1 37.761768 \n",
"2 37.780036 \n",
"3 37.772518 \n",
"4 37.772313 "
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_sf.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Type of crime"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['BURGLARY', 'FRAUD', 'MAIL THEFT', 'COUNTERFEIT', 'OTHER PROPERTY',\n",
" 'EMBEZZLE', 'CAR PROWL', 'THREATS', 'PROPERTY DAMAGE',\n",
" 'LOST PROPERTY', 'FORGERY', 'VEHICLE THEFT',\n",
" 'BURGLARY-SECURE PARKING-RES', 'PICKPOCKET', 'BIKE THEFT',\n",
" 'NARCOTICS', 'DISPUTE', 'ASSAULT', 'STOLEN PROPERTY',\n",
" 'WARRANT ARREST', 'TRAFFIC', 'SHOPLIFTING', 'DISTURBANCE',\n",
" 'VIOLATION OF COURT ORDER', 'ILLEGAL DUMPING', 'PROSTITUTION',\n",
" 'ROBBERY', 'TRESPASS', 'LIQUOR VIOLATION', 'BIAS INCIDENT',\n",
" 'THEFT OF SERVICES', 'HOMICIDE', 'RECOVERED PROPERTY', 'OBSTRUCT',\n",
" 'RECKLESS BURNING', 'INJURY', 'WEAPON', 'PURSE SNATCH',\n",
" 'FALSE REPORT', 'ELUDING', 'ANIMAL COMPLAINT', 'PORNOGRAPHY', 'DUI',\n",
" 'FIREWORK', '[INC - CASE DC USE ONLY]', 'PUBLIC NUISANCE',\n",
" 'DISORDERLY CONDUCT', 'ESCAPE'], dtype=object)"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_seattle['Summarized Offense Description'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['ARSON', 'NON-CRIMINAL', 'LARCENY/THEFT', 'DRUG/NARCOTIC',\n",
" 'DRIVING UNDER THE INFLUENCE', 'OTHER OFFENSES', 'TRESPASS',\n",
" 'VEHICLE THEFT', 'ASSAULT', 'FRAUD', 'SUSPICIOUS OCC',\n",
" 'SECONDARY CODES', 'WEAPON LAWS', 'MISSING PERSON', 'WARRANTS',\n",
" 'ROBBERY', 'DRUNKENNESS', 'PROSTITUTION', 'LIQUOR LAWS',\n",
" 'KIDNAPPING', 'FAMILY OFFENSES', 'LOITERING', 'DISORDERLY CONDUCT',\n",
" 'FORGERY/COUNTERFEITING', 'EMBEZZLEMENT', 'BURGLARY', 'SUICIDE',\n",
" 'VANDALISM', 'STOLEN PROPERTY', 'RUNAWAY', 'GAMBLING', 'EXTORTION',\n",
" 'PORNOGRAPHY/OBSCENE MAT', 'BRIBERY'], dtype=object)"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_sf['Category'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see which type of crimes are more usual in Seattle:"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x183645f8>"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAQICAYAAABBIkmyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhp2ZmZmZmVmd+y9djV7EkSkKogAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x182704e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df_seattle.\n",
" groupby('Summarized Offense Description').\n",
" count()['Date Reported'].\n",
" sort_values().\n",
" plot(kind = 'barh', figsize = (12,18)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And in SF:"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x197e08d0>"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3UAAAQICAYAAACqFfKxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMzMyshTmpMzMzMzMza2H/B+UGopKBnuxjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x197e6f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(df_sf.\n",
" groupby('Category').\n",
" count()['Date_Time'].\n",
" sort_values().\n",
" plot(kind = 'barh', figsize = (12,18)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the charts above we can see some similarities and some different patters.\n",
"\n",
"Similarities:\n",
"\n",
"* Thefts, shoplifting, robbery,..., are very usual in both cities.\n",
"* Vehicle theft are in the top 5 on both cities.\n",
"* Drugs/Narcotics show high frequencies but much higher on SF (in relation with other crimes).\n",
"* Prostitution are ranked in the middle on both cities.\n",
"* Pornography crimes are residual on both cities.\n",
"* ...\n",
"\n",
"Differences:\n",
"\n",
"* The most usual crime in Seattle is 'car prowl'.\n",
"* Fraud is more important in the Crime Scene of Seattle.\n",
"* Things like kidnapping, suicide, missing person are quite important on SF but they don't appear on Seattle.\n",
"* ...\n",
"\n",
"Some stuff like suicide maybe is a crime on a city but not in the other but I don't have information about this."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Distribution of crime during week days"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check the type of crime per dayweek:"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_seattle['day of week'] = df_seattle['Date Reported'].apply(lambda x: x.weekday())"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_tmp = (df_seattle\n",
" .groupby(['Summarized Offense Description', 'day of week'])\n",
" .count()['Date Reported']\n",
" .unstack())\n",
"df_tmp = df_tmp.replace('NaN', 0)"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"columns = df_tmp.sum(axis = 1).sort_values().index\n",
"df_tmp = df_tmp.ix[columns.values]"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x20f5c588>"
]
},
"execution_count": 242,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAQICAYAAACnC4L2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxVxEREREREQN/R6Dndkgw6jmZwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e99e6a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.get_cmap('Reds')(np.linspace(0.5, 0.8, 7))\n",
"colors[5:] = plt.get_cmap('Blues')(np.linspace(0.5, 0.7, 2))\n",
"#colors = np.append(colors1, colors2)\n",
"df_tmp.apply(lambda x: 100 * x / x.sum(), axis = 1).plot(kind = 'barh', stacked = True, figsize = (12, 18), color = colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous plot is ordered from most frequent to least frequent type of crime (like previous charts). On each stacked bar can be seen the percentage of crimes occured every day of the week (reds for Monday, Tuesday, Wednesday, Thursday and Friday and blues for weekend days).\n",
"\n",
"From the previous plot it can be seen:\n",
"\n",
"* The last four categories don't show weekend occurrences, but the total number of this cases is quite low.\n",
"* Some types of crime show major frequencies on weekends like DUI, Eluding, [INC - CASE DC USE ONLY] (¿?) or assault.\n",
"* It seems Sundays are good days to avoid a homicides...\n",
"* Fraud, forgery and embezzle is mostly commited on bussiness days.\n",
"* ...\n",
"\n",
"[I don't know the difference between Eluding and Escape and show opposite patterns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's perform a similar analysis for the SF data:"
]
},
{
"cell_type": "code",
"execution_count": 249,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_sf['day of week'] = df_sf['Date_Time'].apply(lambda x: x.weekday())"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_tmp = (df_sf\n",
" .groupby(['Category', 'day of week'])\n",
" .count()['Date_Time']\n",
" .unstack())\n",
"df_tmp = df_tmp.replace('NaN', 0)"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"columns = df_tmp.sum(axis = 1).sort_values().index\n",
"df_tmp = df_tmp.ix[columns.values]"
]
},
{
"cell_type": "code",
"execution_count": 252,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22da7da0>"
]
},
"execution_count": 252,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA24AAAQICAYAAAB1W4iuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VdW5//HPIxAIYUZFBlG5UGcJg4IKRY219TrUSrVq\nW1Han520tSootXXqVepFHK5atbfVau2114HqpbV2CAoGFZFwGLRWAQWFFmRKQoJIkuf3x9knHk5O\nBk6GfXbO9/165eVZa6+99pO9ALOyJnN3REREREREJHvtE3YAIiIiIiIi0jh13ERERERERLKcOm4i\nIiIiIiJZTh03ERERERGRLKeOm4iIiIiISJbrHHYAImH6zne+41/+8pfDDkMy9PTTT6P2iy61X3Sp\n7aJN7Rddartoi8ViXH311Zbp/eq4SU5bvXo1o0ePDjsMydAvf/lLtV+Eqf2iS20XbWq/6FLbRduj\njz7aovs1VVJy2gEHHBB2CNICQ4cODTsEaQG1X3Sp7aJN7Rddarvcpo6biIiIiIhIllPHTXJaQUFB\n2CFIC/Tu3TvsEKQF1H7RpbaLNrVfdKntom3kyJEtul8dN8lpw4cPDzsEaYGjjz467BCkBdR+0aW2\niza1X3Sp7aKtsLCwRfebu7dSKCLRU1xc7FrkKyIiIpKZLVu2sGvXrrDDyBpdu3alf//+aa+VlpZS\nVFSkXSVFRERERKT97NixA4BBgwaFHEn22LJlCzt27KBHjx6tXrc6bpLTYrEYY/t0CzuMrOZ5+VC1\nI+ww0ipZspQJY0aFHQae1x0qK8IOI2vV5hdARf33UxKLMaGF00Y6itr8AmorsvPvWToLly3jxBau\n1Whr5UOHU95Z/76n88ZrrzB2/AltU3lNLWU7q9umbmHtm29wzhdODjuMOmVlZeq0pejXrx8bNmxQ\nx02kLRT86rawQ8hqledfQd5DM8MOI60uG7fT9eU+YYfBx5dOo9OsG8MOI2vVXnkD1TfNqJdfU15J\ndS9tEATA9bdSNn1a2FE0W2XVTsq654cdRqPKn36BR1ZvCzuMrLR+dQXL89vm3ZxxUD4znlvdJnUL\nTBm6O+wQ9mBmmGU8869Dast3os1JJKe1dJGohOuzA8LvtEnmTlSnLbLGZXmnTRo3+Kjjwg5BMlR4\n7PFhhyAhUsctgsyswTlZZhYzs/9JyXvEzNaYWamZLTWzU5KudTazn5nZO2b2hpktNLPPB9feN7Nl\nwT2lZnZ3kP9rM/vQzLoE6f5m9p6ZdTWzv5vZkUn1TzOzB5LSz5tZcVDnu2a2Pan+483sRTMbnVT+\nIDNbEXyeFJQvTbrnlOBaTUr+ZcHnpWZWYWZvB/m/buHrFxERERFpd+q4RVParUDN7DDibTrRzFJ/\nHXqNu48Gfgg8mJT/H8AA4Ah3HwucA/QMrtUCJ7n7KHcf7e5XJj2/GpiaHJO77wKuBB4I4hkMXAZc\nG6S7Af3cvcjdRwHfBBYk1f9qM77fBUHZxD3zgvzKlPxfBJ9HAYuBC4P8S5IrjsViDTxSomDBxu1h\nhyAtsLC8MuwQJEOLqnaGHYK0wPqVr4cdgmQotrihH5Wy1+23387999/fZvVv2bKFz33uc5x88sm8\n9tprbfYcaPvvpSnquHUsFwKPAX8BvthAmVeBQQBB5+6bwOXuXg3g7h+5+9NBWaPhPyN3Az80sz2u\nu/ufgQ1mdjFwJ3Cju5cHl08CXtrL7yl1knBDk4Ybm0xsTVwXERERkQh66aWXOPLII3nxxRcZP358\n2OG0KXXcOpavAL8Lvi5qoMzpwLPB5+HAWndv7Nfe85KmH/4gKX8dUAJ8Pc09PwRuBfZ19+Rpm6cD\nLzT9bfDb4HmlwB9Trk1MmRJ5SJCfn5T/TDOeAWiNW9RpjVu0aY1bdGmNW7RpjVt0RWWN2+zZsznu\nuOM444wzWLVqVV3+Y489xqmnnsqkSZO45JJL+Pjjj9mxYwejRo2ipqYGgIqKij3SCR988AHnnHMO\nEydO5Etf+hLr169n5cqV3HzzzfzpT3/ipJNO2uM8uaVLl3LxxRcD8PzzzzN48GCqq6vZtWsXiTN8\n33//fc477zyKioo488wz62LdsmULU6ZM4dRTT+XUU0/l9dfrj1I/+uijfOUrX2nXM+y0q2QHYWZj\ngM3u/qGZ/RN42Mz6uHtiLtksM5sJDAb25m/9Se7e0NZTPyPeCXyepBEtd/+nmc0D5qaUPxG4uhnP\nvMjdl0J8jVtKPQvc/ew091QFU0H3ytNPP82j85ZxcK/4DyG987pQuG8vJg2OH5w4f/0WgJxO74wt\npyh4X4mpiYkOk9LxdOJHoJe3xpefTuzXU+mkdOL3n4mpkYkOm9J7phPTDxOdIqVbll6yeBHrN1TX\ndVIS0wOVbts0B00CYMf78aUIPQ4uVLoV0zACgJKSEgAmTJgQanrYsGGkWrZsGc8++ywvv/wyn3zy\nCSeffHLdL8rPPvvsus7UrbfeyuOPP843v/lNJkyYwF/+8hdOP/105syZw1lnnUWnTp32qPfaa6/l\noosu4vzzz+e3v/0t1113Hb/5zW+YMWMGy5Yt42c/+9ke5Y855hjefPNNAF577TUOP/xwSktLqa6u\nZuzYsQD88Ic/5M477+SQQw5hyZIlXHPNNTz77LPMmDGD7373u4wbN44PP/yQL3/5y3XTMN2dX/7y\nl8yfP5/HH3+cLl261HsHZWVlrFmzpu5drVu3DoCxY8dSVFRUr3xzmXva5VKSxcys3N17peTdAUwB\nKoh3ovoCV7v7r8zsEWCuu88xs8uBS9x9bDBVch1wiLvXO0DIzN4Dxrj71pT85PoeJz798mp3H5au\nTJA+BJjt7ucmlZkU3Hd2Ut6LQV5pkD4oqOeYdOUbeycN1Zls9uzZ/oPV89LcJQnZfBzAgo3bs2LU\nTccBNG53A8cBLCyv1KhbQsSOA1hUtTPrR93ixwFk19bp2WL9ytfbbNRNxwG0rSlDN3PpuaeFHUad\nDRs21DvH7cEHH2T79u1cd911APz4xz9m4MCBfO9732PhwoXcdtttlJWVUVVVxSmnnMIdd9zBokWL\nuO+++/jNb37D5z//ee655x4OO+ywPeodMWIEb7/9Np06daK6upojjjiCd955hyeeeCJtxw1g8uTJ\nzJw5k6uuuoqpU6eybt06ampq6NevH+effz6f+cxnGDFiBIn+0O7du3nllVc49NBDGThwYF3+1q1b\nWbRoEffeey9/+MMfGDJkCI8//ni9zmVj7wWgtLSUoqKijJfvaMQtmvZo8GCd2fnAUe6+Mcg7CfgJ\n8Kvksu5+n5ldamafc/e/mtmvgHvM7NvuvtvM9gUmuXtzpxveRnw6Y1O/AWjuNMmmZLLGTURERERC\ndvnll/Pb3/6WI444gieeeIKFCxcCMG7cOKZPn87ChQupra2t12kDMjob7YQTTuBvf/sbXbp04aST\nTuK73/0utbW13HzzzdTW1tKnTx9eeumleve5O3/961/TjqYdeeSRrFixgvXr1zN06NC9jqkltMYt\nmvLNbJ2ZfWBm64AfAx8mOm2BBcDhZjaA+p2qW4HpweefAJuBt8xsOfFpiYnNRBx4MbHeLGkr/br6\n3P0toDTNM1LTX6B5HbemOoATUta4JUbwGruvwWta4xZt2TDaJpnTaFt0ZftomzROa9yiKwpr3E44\n4QSef/55du3aRUVFBX/+85/rrlVWVjJgwAB2797NU089tcd9559/Ppdddhlf/epX09Z73HHH8cwz\n8XGFJ598slkbkYwfP54HH3yQ4447jn79+rF161ZWrVrF4YcfTs+ePRk6dCjPPfdcXfnE1MqTTz6Z\nBx/8dBP2lStX1n0++uijufPOO7nooov417/+1Yw30no04hZB7p6u3W5JKVNLsHske27bTzB9cU7w\neTfx7fqvTfOc+hOX4/mp9U1urIyZ5QEHuPu6lDLzgfkpeaekpNcCxySV79tATGmnSaarU0RERETa\nxjHHHMOXvvQlJk6cyH777Ve3EQjAjBkzOPXUU9l3330ZM2YMO3Z8ulLnvPPOY+bMmZx77rnpquVn\nP/sZl19+Offddx/9+/fnvvvuazKWMWPGsHnzZk444QQgPlq2efPmuuu/+MUvuOqqq5g9ezbV1dWc\ne+65HHnkkcycOZNp06YxceJEampqOOGEE7jjjjvq7hs3bhy33HILF154IXPmzKFv37Q/nrY6rXGT\nnKY1bk3TGremaY1b47TGrRm0xq3VaY1bw7TGLbqisMYtU8899xx//vOf+fnPf94q9YVJa9xERERE\nRKTDue666yguLuZ///d/ww4lq6njJjmtsLAQNOIWWdkw2iaZ02hbdGX7aJs0TmvcoisKa9wykW5H\nSKlPUyUlpxUXF/vYPt3CDiOreV4+VNU7LUKSeF53qKwIO4ysVZtfABV6P42pzS+gtkJ/z1pT+dDh\nlHfWv+/trqaWsp3VYUfRYQ3omcegPl3DDqNOa06V7Eg0VVKkDcRiMUZPndp0QclKJSUldYeBSvZq\naPtitd+norbFcxTabt/gS+qLQvtJeiUlJQxS2+WsqP2/QkREREREJOdoqqTktOLiYk/eplZERERE\nmkdTJdNrq6mSGnETERERERHJcuq4SU6LxWJhhyAtUFJSEnYI0gJqv+hS20Wb2i+61Ha5TZuTiIiI\niIhIu7EtG7GyLW1Wv/fuj/cf0Ozy27dv54orruCll16if//+/OQnP2Hy5MltFl+m1HGTnFZYWBh2\nCNIC2hUt2tR+0aW2iza1X3R1lLazsi0U/Oq2Nqu/8hs/2quO2zXXXEPXrl155513WLZsGRdccAFH\nHXUUhx56aJvFmAlNlRQRERERkZxUVVXFH/7wB66//nry8/MZP348//7v/86TTz4Zdmj1qOMmOU1r\n3KJNc/2jTe0XXWq7aFP7RZfarvWtXr2aLl26cMghh9TlHXnkkbz99tshRpWeOm4iIiIiIpKTKisr\n6dmz5x55PXv2ZMeOHSFF1DB13CSnaY1btHWUuf65Su0XXWq7aFP7RZfarvUVFBRQUVGxR155eTk9\nevQIKaKGqeMmIiIiIiI56d/+7d+orq7mvffeq8t78803Oeyww0KMKj113CSnaY1btGmuf7Sp/aJL\nbRdtar/oUtu1vu7du3PmmWcyc+ZMqqqqeO2113jhhRc4//zzww6tHh0HIDlvnzVvhR1C5HhePlSF\nP/fbPliDvdM77DBazPO6Q2VF0wU7mvdXQd/Wm4pSm18AFTn4HltZbX4BtRWN//3e/c47fJKf304R\nRV/50OGUd+4Wdhh1NlTsZs22XWGH0Xw1tZTtrA47iqywecfusENoFd67P5Xf+FGb1r83Zs2axRVX\nXMGhhx5Kv379mD17dtYdBQBg7h52DCKhKS4u9knP3Bl2GJFTef4V5D00M+wwOoyPL51Gp1k3hh1G\n5O2+8gaqb5oRdhjRd/2tlE2fFnYUHUr50y/wyOqO8QN3GM44KJ8Zz60OO4yscNfkEYw6sGfTBdvJ\nhg0bGDRoUNhhZJ2G3ktpaSlFRUWWab2aKikiIiIiIpLl1HGTnKY1btG2YOP2sEOQFnh5q6Y1RtWi\nqp1hhyAtsH7l62GHIBmKLX417BAkROq4ZRkzG2xmz5rZO2b2rpndZWZdzOw0M1safFWY2dtmVmpm\nvzazSWY2N6WeR8zs3ODzS0nll5rZk0H+jWb2YZC/0swuaCSuy8zs72b2lpm9ZmYnJl17Mah/aVBX\n4rk1Sc8sNbOhQazbU/JPCcrXmtmspHqvNrMbgs+fCZ6z1MzeNLMHg/zG6rs++L6WBfnHtlY7iYiI\niIi0J21Okn3mAPe7+zlmZsB/A7e6+3TgLwBmNg+42t2XBulJQGOLFR24MFE+xZ3ufqeZDQeWmNlT\n7l6TXMDMzgT+H3CCu28zs1HAs2Z2rLtvCoqlq7/S3Uen1HUIsMDdz04Tyy7gXDOb6e5bU679FzDb\n3f8Q1HNk0rV69ZnZeODfgUJ3rzazfkBe6gMLCwth9bw0oUgUfHZAn7BDkBaY2C971mnI3hnXXRuT\nRNngo44LOwTJUOGxx4cdgoRII25ZJBgp2unujwF4fOeYHwJTzSx5OyoLvvZGo23t7quASqBvmsvT\ngWvcfVtQdinwa+B7TdTfUIwN5VcDvwCuSnPtAGB9UrxvNlHfQGCzu1cH5be6+78aeK6IiIiISFZT\nxy27HAksSc5w9wpgLTC8iXs/G0wHLDWzpcBZKdcfT7p+e+rNZjYaeNfdNzcQV2lK3pIgP7n+xFTF\nROcvP2kK4zNJZSemTG08JPHtAvcDXzWz1F/F3w28aGZ/NLMrzax3E/X9BRgaTOG838w+m+b70hq3\niNMat2jTGrfo0hq3aNMat+jSGrfcpqmS0dCc0bU9pgua2SMp1y9qYKrkVWY2FRhB/c5eQnPOjEhX\nf1XqVMl0se7xIPcdZvYo8ANgZ1L+r83sBeALwDnAZWY2srH6gs7oROAU4Hdmdl1iNDNh/vz5LPvH\nMg7uFZ/20zuvC4X79mLS4Pj5H/PXbwFQOiU9Nnh/iY5TYspie6eXbdsR6vNbK52YtJToyCSmEHb0\n9PKKqlatr2T5CmrKKzmxVwEAC8srAZTe2zRxic5ZYlqk0i1LJzpLiWmKSu9desf78V+09ji4MKfT\nDB0CfHoQ94QJE0JNDxs2DKmvrKyMNWvWAPF3tW7dOgDGjh1LUVFRxvXqHLcsYmZFwA3uPikprxew\nGjjQ3T8O8l4kvsatNEhPCtKpHbe57j4ntXxSmRuBimCN21nAA8Awd/8kpdyCIK6XkvJuBnD3Gxup\nv9zde6Xk1Ys1tXwwYlcKPEz8z+gtacquAC4GejVUX0r5ycDF7v7F5Hyd45YZnePWunSOW+vQOW6t\nROe4tTqd49YyOsftUzrHLRp0jlsOcPdi4tMLvwZgZp2AO4BHEp22Fmj0D4m7zwUWA5ekuTwLuD3Y\n4AMzKwSmEJ/WmMkzG80P1tI9CXyz7oLZ582sc/D5AKAfn655q1dfsAtl8vTSQuJTTkVEREREIkdT\nJbPPl4AHgm3wDXgeuD6lTHOGSVPLPG5mO4M6P3L309Lc81Pgt8Q3CPm0Ive5ZjYIeMXMaoEK4KtJ\nO0o2FE9D+RPMrDSIxYH/cPc5KeVnE9/8JJF3GnBP8D1AfLOUTWZ2eLr6gPeBe4O1cNXAKuCy1EBi\nsRiTUjMlMhZs3K6dJSPs5a0V2lkyohZV7dTOkhG2fuXr2lkyomKLX2XUgel+hIsW++hfsO2jtntA\n3/3w/Q5oVtFf/vKXPPHEE7z11ltMnjyZ++67r+3iaiF13LKMu68HGp325+6npKTnA/NT8qYmfT65\ngXpuTkmXAoc3UPYh4KHmxJOU3ytN3nzS71y5R/mgU9gjKX01cPXe1MenSzVEREREJFts+4iud/+k\nzarfdeVPoZkdt4EDB3LNNdcwb948du7M7o2XNFVSclphYWHYIUgLaLQt2jTaFl0abYs2jbZFl85x\na31nnHEGp59+On36ZP/PFOq4iYiIiIiIZDlNlZScFovFGPuNH4UdRuR4Xn58GkLISpYsZcKYUWGH\n0XJ53am58Y6wo2h3JUtjTBjViqPe+QV0nnVv69WXo2rzC+j98wcbLbNw2TJOHDmy0TLyKevWmakj\nezRdsJ288dorjB1/QthhNF9NLXdNHhF2FFlh7ZtvMOrAtCtgJAeo4yY5r3bYEWGHIBnyTWX4Z44O\nOwzJ1LYdcGTrddw0haR1NOc9dtm5k7wxY9o8lo5i3+ArW2zo2YVhfbuGHYZkoHJtl7BDkBDp/3OS\n07TGLdoSB4FKNKn9okttF21qv+hS2+U2ddxERERERCQn1dTU8PHHH1NbW0tNTQ27du2ipqYm7LDS\n0lRJyWmxWIzRo0eHHYZkqKSkRL99jDC1X3Sp7aJN7RddHabt+u7Xtmvl++7X7KJ33HEH//mf/4mZ\nAfDUU08xffp0pk+f3lbRZUwdNxERERERaTe+3wHNPmetrV177bVce+21YYfRLObuYccgEpri4mLX\niJuIiIjI3tuwYQODBg0KO4ys09B7KS0tpaioyDKtV2vcREREREREspw6bpLTYrFY2CFIC5SUlIQd\ngrSA2i+61HbRpvaLLrVdblPHTUREREREJMtpjZvkNK1xExEREcmM1rilpzVuIiIiIiIiOUodN8lp\nWuMWbZrrH21qv+hS20Wb2i+61Ha5TR03ERERERGRLKc1bpLTtMZNREREJDNa45ZeW61x69yiqEQ6\ngH3WvBV2CJHneflQtSPsMLKe53WHyoqww4iU2vwCqNA7a0xtfgG1Ffr719rKhw6nvHO3sMPoOGpq\nKdtZHXYUkTegZx6D+nQNO4yW27gBNm9qu/r33R8GNK9D+cknn3DNNdcwf/58tm/fziGHHMKPf/xj\nTj311LaLL0PquElOi8ViTFo9L+wwIq/y/CvIe2hmuz93wcbtfHZAn3Z/bqY+vnQanWbdGHYYWePl\nrRVM7Nez0TK1V95A9U0z2imiiLr+VsqmT2vXRy6q2sm47vnt+sz2Vv70CzyyelvYYbSJ9StfZ/BR\nx7XrM884KJ8Zz61u12d2RFOGbubSc08LO4yW27yJTjdf02bV19x4R7M7btXV1QwZMoQ//vGPDBky\nhL/85S9MnTqVV155hSFDhrRZjJnQGjcREREREclJ3bt3Z/r06XWdtNNOO42DDjooKzewU8etAzGz\nWjOblZS+2sxuSEpfZmZ/N7O3zOw1Mzsx6dpLZrY4KT3GzF5s5FnXBHWVmtkiM/taUj1vm1ksyD8m\n6Z73zKxfUqyPJV3rZGYfmdn/BekpZvZfweebzKzSzPZNKr/H3CkzOyeo8zNJeQeZ2YrG3llhYWFj\nlyXLRWm0TeprarRNsldHH23r6Np7tE1aT+Gxx4cdQoe3adMm1qxZw2GHHRZ2KPWo49ax7ALOTXSO\nkpnZmcD/A05w9yOA7wD/Y2b7B0Uc2M/MPp90W9qda8zs20ARMNbdRwefLemeC929EHgAuKOB+iqB\no8wsMVH7c8AHDXxfDnwEXN1IbBcALwMXprlXRERERKRR1dXVfOtb3+LCCy9k+PDhYYdTjzpuHUs1\n8AvgqjTXpgPXuPs2AHdfCvwa+F5SmVnAj5vxnBnAt929Mqhrh7v/Jul6ohP3KjAoTX7C88AZwecL\ngScaeeYjwFfMrN4Qi5kVACcC36B+x61R2TgMLs23YOP2sEOQFnh5qzYdiapFVTvDDkFaYP3K18MO\nQTIUW/xq2CF0WO7Ot771Lbp27crtt98edjhpqePWsThwP/BVM0udg3QkUJqStyTIT3gV2GVmkxp6\nQFBvD3df24x4vgA820isvwMuDEbdjgEWNVJXBfAwcGUilKRrXwRecPdVwGYzG9WM2EREREREALji\niivYunUrjz32GJ06dQo7nLS0q2QH4+47zOxR4AdAJr8SvRX4CXBtC8L4bdAZKwAaXETm7ivN7GDi\no2R/pP6IXKp7gaVmdkdK/oXA3cHn/wUuApY2J9BVq1Yxdd4yDu4VX6/RO68Lhfv2YtLg/gDMX78F\nQOkm0mOD95kYAUusPWvrdCKvvZ7X0nTJshXsk7STYmLEKVfTibzGylcvX8H4oOzC8koATuxVoHRy\nOng/iVGwxPqztkyP657frs8LI71k8SLWb6iuWw+WGKXqCOnBRx3X7s9f/sZr7Hh/PT0Ojv9YsOP9\n+IwXpfcuXTj5PABKSkoAmDBhQqjpYcOG0RFcddVVvPvuu/z+978nLy+vxfWVlZWxZs0aIP6u1q1b\nB8DYsWMpKirKuF4dwN2BmFm5u/cys77ER9ceAXD3W8xsAXCDu7+UVP7m4PqNwUYkV7t7qZmVEJ+2\nONndTzGzh4FRwHp3P9PM1gKT3P39NDG8CFzl7kvN7D+Bf3P3ycG194Ax7r41KdafAN8HTgL2DWI4\n28ymBGW/b2Y3AhXufqeZ/Qfx0bfrk77XD4FNxEfxOsW/JT/YzA4C5rr7MTSguLjYJz1zZ0bvWz4V\n1nEAUaPjAPbebh0H0LQQjgPIBfHjAHaHHUaHoeMAWsddk0cw6sDs2dgp4wO4s+gctw8//JCRI0fS\nrVu3PUba7rrrLiZPnpzR43UAtzSHAbj7NjN7kviar18F12YBt5vZ6UHHqRCYAqTbWupW4EFgdVDf\n1JTrPwPuN7ML3L0iWGN2btI6t8QfyBuAVWb2GXd/J12sxKc/bnP3NxubopnkLmAxn/7ZPQ94zN2/\nU1ex2YtmNoH4ZieN/uWIxWI056GSnaJ2jpvsqTnnuEl2yoVz3DqyMM5xk9YRW/wqow7sAOe4DRjU\n7I5VWxsyZAhbtmwJO4xm0Rq3jiV5+HQ20D+R5+5ziXeSXjGzt4CHgK+6+6bUe939T3w6glX/Ie4P\nAC8Bi81sObAAqElTz8dBHNNSryXFtd7d72v2N+i+Bfg9kBjHviBIJ5vDp5uUfMbM1pnZB8F/M/vV\niYiIiIhIiDTi1oG4e6+kz5uAHinXHyLeYUt37ykp6WObeNYs4qN4TdVzV9LnYUmfe5HC3ecD84PP\njwKPBp9vTil3NcHRAKnPC/LuTUp2Tb2erLCwEFbPa6yIZDGNtkWbRtuiS6Nt0abRtujSOW65TSNu\nIiIiIiIiWU4dN8lpOsct2nSOW7TpHLfo0jlu0aZz3KJL57jlNnXcREREREREspyOA5CcVlxc7GP7\ndAs7jMjzvHyo2hF2GFnP87pDpUaZ9kZtfgFU6J01pja/gNoK/f1rbeVDh1PeWf9/aDU1tZTtrA47\nisgb0DOPQX0aXb7frjI+DqCD03EAIm2kdtgRYYcgIg3QtJCm6R21jX2DLxGRbKF/7yWnaY1btJWU\nlIQdgrSA2i+61HbRpvaLLrVdblPHTUREREREJMtpjZvktOLiYh89enTYYYiIiIhETqZr3Gr/uR42\nbWyDiAL7D2CfgYObXfzb3/428+fPZ+fOnQwYMIDLL7+cr3/96xk/XmvcREREREQk+jZtpHraFW1W\nfedZ98JedNyuvPJK7r77brp168aqVas466yzGDlyJMccc0ybxZgJTZWUnKY1btGmuf7RpvaLLrVd\ntKn9okuFw3eZAAAgAElEQVRt1zYOO+wwunWL7yLr7pgZ7733XshR1aeOm4iIiIiI5LRp06YxZMgQ\nxo8fzwEHHMDnPve5sEOqRx03yWmFhYVhhyAtMGHChLBDkBZQ+0WX2i7a1H7RpbZrO7NmzeKDDz7g\n+eef58wzz6Rr1+w5Ly9BHTcREREREcl5Zsa4ceNYv349Dz/8cNjh1KOOm+Q0rXGLNs31jza1X3Sp\n7aJN7Rddarv2UV1drTVuIiIiIiIi2WLz5s3MmTOHyspKamtrKS4u5ve//z0nnXRS2KHVo3PcJKfp\nHDcRERGRzHSEc9y2bNnCJZdcwptvvkltbS0HHngg3/rWt/ja176W8eN1jpuIiIiIiETePgMH79U5\na22pf//+zJ07N+wwmkUdN8lpsViMsX26hR1GJHlePlTtCDWGkiVLmTBmVKgxJPO87lBZEXYYWa02\nvwAq4u+oJBZjgnZ2bVBtfgG1FeH+HWvIwmXLOHHkyLDD2GvlQ4dT3ln/5r/x2iuMHX9C61dcU0vZ\nzurWr1fqrH3zDc75wslhhyEhUcdNcl7Br24LO4RIqjz/CvIemhlqDF02bqfry31CjSHZx5dOo9Os\nG8MOI6vVXnkD1TfNAKCmvJLqXgUhR5TFrr+VsunTwo4ircqqnZR1zw87jL1W/vQLPLJ6W9hhhG79\n6gqW57f+ezjjoHxmPLe61euVT00ZujvsECRE2pxEcprOcYu2zw7Ink6b7L0T1WmLrHER7LTJpwYf\ndVzYIUiGCo89PuwQJETquImIiIiIiGQ5ddykxczsHDOrNbPPBGkzs3vMbIWZLTezRWZ2UHBtapC3\nLPjvWUn1dDKzTWZ2W0r975lZv6T0JDObG3yeYmb3ppRfbGalZrY2qG9pkK63ClbnuEXbgo3bww5B\nWmBheWXYIUiGFlXtDDsEaYH1K18POwTJUGzxq2GHICHSGjdpDRcALwMXAjcDXwEGuvvRAGY2CKgM\nOk4/AgrdfYeZdQf2S6rnc8A7wHlBuYR0Z1Z4Q9fd/djgud8AjnT3q1rwvYmIiIiIhE4jbtIiZlYA\nnAh8g3jHDWAg8M9EGXff4O5lwP5AOVAV5Fe5+9qk6i4E7gbWmdn45Me0Vfxa4xZtWuMWbVrjFl1a\n4xZtWuMWXVrjltvUcZOW+iLwgruvAjab2SjgSeDsYHriHWaW6B0tAzYB75nZw2Z2ZqISM+sKFAFz\ngSeAi9r1uxARERERyWKaKiktlRglA/hf4CJ3nxasdzuFeGfsb2Z2nru/CHzBzMYG+Xea2Wh3vwU4\nE3jR3XeZ2e+BG8zsB+7uND1VMmP33HMPj/5jGQf3iv/2uHdeFwr37cWkwf0BmL9+C4DSDaQTa8wS\nI1/tnb737Q8Z2bdHaM9PTZcsW8E+WyuY2K8nAC9vjZ9XpvSn6erlK0gMpz/0ry0c1b1b3chbYs2b\n0kF65Uoqq3bWjW4l1pVlQzp5jVs2xNPcdNXiRdBvNPDpOq/E6FMupZPXuLVm/cs/6kpiBcSO9+Nr\nyHscXKh0K6Zjizcz6sDTKCkpAWDChAkAoaWHDRuG1FdWVsaaNWuA+Ltat24dAGPHjqWoqCjjei3+\nc7HI3jOzvsCHxEfRHOgEuLsfnFLuamCou/8gJX8M8LC7jzSzZ4ATgJ3Ep0buB3zR3YvNbDFwgbuv\nDu77EnCmu3/DzKYAY9z9+2nia3KN2+zZs/0Hq+dl+AZyWzac47Zg4/asmi6pc9yatjvpHLeF5ZWa\nLtmYLD7HbVFShzJK4ue46Rys9Stfb5PpkjrHre1NGbqZS889Leww6mzYsIFBgwbt9X3VH35I7caN\nbRBR3D4DBtB5yJC9vm/16tVMnDiRL37xizzwwAMZP7+h91JaWkpRUVHGS4A04iYtcR7wmLt/J5Fh\nZi+a2URglbv/08z2AY4BlpnZAcQ3LVkaFB8FrDWznsAEYLC7Vwf1TCE+XbIYeAm4GLjRzDoBXwN+\nnxRHxn8BCgsLQR23yMqmTpvsPXXaoiuKnTb5lNa4RVdHWeNWu3EjZd/9dpvV3/vnD0IGHbfp06cz\nevToNoiodajjJi3xFeD2lLw5wK+BrWbWjfhI3OvAfcABwB1mNhD4GPgI+DbwJaA40WkL/B/wn2bW\nBfgp8ICZJfbuf8HdH08qO8XMvki8A+fAeHff0HrfpoiIiIh0ZM888wx9+vTh0EMP5b333gs7nLTU\ncZOMuXu9Sbrufi9wb5riAOuIr21L9R7wWEo924ABQXI38NUGYngUeLSBa79qII46sViMSU0VkqyV\nbVMlZe9oqmR0RXWqpMS11VRJaXuxxa8y6sDsmSrZUZSXl3P77bfz3HPP8dhjjzV9Q0i0q6SIiIiI\niOSsmTNn8vWvf52BAweGHUqjNOImOU1r3KJNo23RptG26NJoW7RptC26Osoat2yyYsUK5s+fz4IF\nC8IOpUnquEnOq/zGj8IOIZI8L59dV/407DCyS153am68I+woslt+AZ1nNTSbWpLV5hfEF9hLq7Fu\nnZk6skfYYXRcNbXcNXlE2FF0aAN65oUdQoezcOFCPvzwQ4455hjcncrKSmpqavjHP/7BvHnZ9ct9\nddwkp8ViMUZPnRp2GJKhkpKSujNlJBqS5+er/RqXzWsZotp2+wZfuS6q7SfxthuktmtVl1xyCZMn\nT65L33vvvXzwwQfceeedIUaVnjpuIiIiIiLSbvYZMKBNZxTsM2BA04UC3bp1o1u3bnXpgoICunXr\nRt++fdsitBbRAdyS04qLiz2bz+sQERERyVaZHsDd0bXVAdzZPBNDREREREREUMdNclwsFmu6kGSt\nkpKSsEOQFlD7RZfaLtrUftGltstt6riJiIiIiIhkOa1xk5ymNW4iIiIimdEat/S0xk1ERERERCRH\nqeMmOU1r3KJNc/2jTe0XXWq7aFP7RZfaLrep4yYiIiIiIpLltMZNcprWuImIiIhkRmvc0tMaNxER\nERERkRzVOewARMIUi8XQiFt0lZSUMGHChLDDkAyp/aJLbRdtar/o6ihtt6WqmrJdNW1Wf++unejf\nvfndnLPOOoslS5bQuXP8noEDB7Jo0aK2Ci9j6riJiIiIiEi7KdtVw8PLtrVZ/VNH9t2rjpuZMWvW\nLL761a+2WUytQR03yWmFhYXss+atsMOIPM/Lh6od7f7cifv3hndWtPtzU3led6isCDuMyJnQtwe8\nuefOrrX5BVChd9lctfkF1Fa0/9+94/Lz+WTJknZ/bnsoHzqc8s7dwg6jTQ068ljWbNvV+hXX1FK2\ns7r165U6w446NuwQOqwo7PuhjpvkvIJf3RZ2CJFXef4V5D00M+wwQvPxpdPoNOvGsMPoEGqvvIHq\nm2aEHUZ0XH8rZdOnhR1Fh1L+9As8srrtRgI6sjMOymfGc6vDDqNDu2vyCAb16Rp2GB3ST3/6U265\n5RaGDx/O9ddfz4knnhh2SPVocxLJaTrHLdoWbNwedgjSAi9v1chaVC2q2hl2CNIC61e+HnYIkqHY\n4lfDDqFDuummmygtLeXNN9/k4osv5sILL2Tt2rVhh1WPOm4RZ2bzzOxzKXk/MLP7zewgM6sys1Iz\nWxr892tBmffMrF/SPZPMbG7weYqZ3Zt07WIzW2Fmy8xsiZldFeQ/Ymbnpjy7wWcmlZkT5L9rZtuT\nyh1vZi+a2eiU+lYkxbg9pe5Tgms1KfmXBZ+XmlmFmb0d5P+6lV69iIiIiHQAo0ePpqCggC5dunDB\nBRcwbtw4/vrXv4YdVj2aKhl9/wNcCCT/6boAuCb4vMrd022bmG4ir6d+NrPTge8Dp7r7RjPrAlzc\nREwNPTNesfu5Qd2TgKvd/ezENbO0R1skx7UguXySyjTP/EVQ57zgOUtTbyosLITV8xr8RiS7fXZA\nn7BDkBaY2K9n2CFIhsZ1zw87BGmBwUcdF3YIkqHCY48PO4ScYGZZueZNI27R9wzw72bWGeIjVMBA\nd18YXG/okL/U/IbKXUe807MRwN13u/uvmogp44MFm1FXc7+f1GutGZOIiIiIdADl5eXMmzePXbt2\nUVNTw1NPPcVrr71GUVFR2KHVoxG3iHP3bWb2OnA6MJf4aNuTSUX+zcxKiXdcHLgiqVP3opnVBNd6\nAH9P84ijgNK9DKuxZzbHb80ssYCiK5B80MfElLonu/t7QH5S/hp3n9ycB8ViMSbtRWCSXRZs3K5R\ntwh7eWuFRt0ialHVTo26Rdj6la9r1C2iYotfZdSBp4UdRov17tqJqSP7tmn9zbV7925uu+023n33\nXTp16sSIESN4/PHHGTZsWJvFlyl13DqG3xHvsCU6blOTrjU2bfEkd98Gn05bbKV4Gp0q2QwXJaY1\nBiOIc5OuNTRVsiqTZ86fP59l/1jGwb3iP4D0zutC4b69mDS4f/z6+i0ASjeRHhu8z8RmIYnOVFun\nl23b0a7Payid+PEnsdlGojOidOPp5RVV9a5XL1/B+OB9LiyvBODEXgVKN5ReuZKjgveV2DAk0aFS\nOrP04cH7TGzgkejgKN10evlHXYH9ANjxfnzzrx4HFyrdimmGDgHiB3EDdYdxh5XOtHPTv3vnvTpn\nrS3179+fv/3tb61aZ1lZGWvWrAHi72rdunUAjB07tkUjeZaN8zdl75hZAbCa+KjbE+5+WJB/EDDX\n3Y9Jc897wBh33xqk69abmdmU4Nr3zWw+cKO7v5SmjkeC+uck5TX4zDT3p1vj9mKQV5paX7rySfeV\nu3uvBp6zR53JiouLfdIzdzYVqjRBxwHoOIDWslvHAewdHQfQ6uLHAewOO4xI0nEAbe+uySMYdWD2\nzFTYsGEDgwYNCjuMrNPQeyktLaWoqCjj5Tta49YBuHsl8BLwMPBEyuWWru36GTDLzAYAmFmemX2j\nifrbcj1ZJmvcREREREQiTR23juMJ4Bjqd9yGpWyTf3mQ36yhVnf/E3Af8LdgW/43gORf9TxoZuvM\n7AMzS6xja+iZzXpkE9cnpNSdOI6gsfsavKZz3KJN57hFm85xiy6d4xZtOsctunSOW27Ljsml0mLu\n/hzQKSVvLVDQQPlhKen5wPzg86PAo0nX9kgn5V/aQDhpn5nm/rpnJuWdkpJeS7xDmiifdiVrQ9Mk\n09UpIiIiIhI1GnGTnFZYWBh2CNIC2lEy2rSjZHRpR8lo046S0aVz3HKbOm4iIiIiIiJZTh03yWla\n4xZtWuMWbVrjFl1a4xZtWuMWXVrjltu0xk1yXuU3fhR2CJHnefnsuvKn7f7c3UuWsmvMqHZ/bj15\n3am58Y6wo4ic2qUxakalTFfOL6DzrHvDCSiCavML6P3zB9v9uQXLltF75Mh2f257sG6dmTqyR9hh\ntKk3dvZkbFscflxTy12TR7R+vVJn7ZtlYYcgIdI5bpLTiouLffTolpwVLiIiIpKbdI5bem11jptG\n3EREREREpN1s2L6LjRWftFn9A3rmMahP172655lnnmHWrFmsX7+eAQMGcN999zF+/Pg2ijAz6rhJ\nTovFYmjELbpKSkqYMGFC2GFIhtR+0aW2iza1X3R1lLbbWPEJP3zm3Tar/67JI/aq4/biiy/y05/+\nlIcffpjRo0fzr3/9q81iawl13EREREREJGfdfvvtTJs2re6X+QcccEDIEaWnXSUlp+kct2jrCL91\nzGVqv+hS20Wb2i+61Hatr7a2llgsxubNmxk7dixHH3001157Lbt27Qo7tHrUcRMRERERkZy0adMm\ndu/ezdy5c/nTn/7EggULWL58OXfckX27RavjJjlN57hFW0lJSdghSAuo/aJLbRdtar/oUtu1vvz8\nfAAuu+wy9ttvP/r27ct3v/td/va3v4UcWX3quImIiIiISE7q3bt3va37zTLesb9NqeMmOU1r3KJN\nc/2jTe0XXWq7aFP7RZfarm1cdNFF/OIXv2Dz5s1s376dBx54gM9//vNhh1WPdpUUEREREZF2M6Bn\nHndNHtGm9e+NadOmsXXrVo499ljy8/M555xzuOqqq9oousyp4yY5Tee4RVtHOc8mV6n9okttF21q\nv+jqKG03qE/XvT4guy117tyZWbNmMWvWrLBDaZSmSoqIiIiIiGQ5c/ewYxAJTXFxsWvETURERGTv\nbdiwod7GHtLweyktLaWoqCjjnU80VVJy3j5r3go7hMjwvHyo2hF2GB2a53WHyoqww8gZtfkFUKH3\n3RK1+QXUVujfhUyVDx1OeeduYYeR/WpqKdtZHXYUoRvQMy+rphhK+1LHTXJaLBZj0up5YYcRGZXn\nX0HeQzPDDqPOgo3b+eyAPmGH0ao+vnQanWbdGHYY7eLlrRVM7Ncz1Bhqr7yB6ptmhBpDFC0sr+TE\nXgXxxPW3UjZ9WrgBRVj50y/wyOpt7frM9StfZ/BRx7XrM1vqjIPymfHc6rDDCN2UoZu59NzTwg5D\nQqI1biIiIiIiIllOHTfJaTrHLdo62mhbrgl7tE0yVzfaJpEUtdE2+VThsceHHcIeOnXqRFVVVdhh\nZJWqqio6derUJnVrqqTswczuBN539/8K0i8A69z9siB9B/Chu99tZlcCM4H93b0iuD4JeA5YA3QD\n/uju04JrU4BZwIfBtV+4+90pz48Bb7n7RUl5vwZOBQ5x991m1h94AzgTeBxw4CCgLPj6CPg8cA9w\ncnB9J3C+u69txdclIiIikrP2339/Nm3axPbt28MOJWt06tSJ/fffv03qVsdNUi0EzgP+y8wM2BdI\n/rX4CcAPgs8XAK8D5wKPJpVZ4O5nm1k3YKmZzXH3V4Nrv3P375tZP+AfZvaUu68HMLPDiI8CTzSz\nfHffGdzjQDUwFXgokefubwKjgnsfBv7g7nOC9AXAAe5+dJAeBFSmfrOxWIxJGbwkyQ4dcY1bLsmG\nNW6SmT3WuEnkRHGNm8TFFr/KqAOzZ42bmTFgwICww8gZmiopqV4h3jkDOBJYCVSYWW8zywMOI94Z\nGwYUAD8GLkpXkbt/DMSAwWmubQVWAQOTsi8EHgP+Anwx5Za7gR+aWUN/ZlO3Vh0I/DPpeRvcvayB\ne0VEREREspo6brIHd/8nsNvMhhDvwL0CLAKOB8YCK9y9mvho2xNACfAZM9svtS4z6wsMBxakuTYU\n6AosT8r+CvC74Cu1M7gueNbXm/mtPAmcbWalZnaHmaVdzKY1btGm0bZo02hbdGm0Ldo02hZd2bbG\nTdqXpkpKOq8AJxLvuM0GhgTpMuJTKSE+OnaOu7uZzSE+vfLnwbXPmtlSYARwt7tvSqr7gmAd3KHA\n5e7+CYCZjQE2u/uHZvZP4GEz6+PuyZOmfwY8CzxP/RG2Pbj7ejP7DHAKUAT8zczOc/cXk8s9/fTT\nPDpvGQf3ygegd14XCvftxaTB/QGYv34LgNJB+uXYcrokTU9csDHePEq3XvqTZSvqpu++vDV+vlii\ng6N066erl69gPHELy+OzqROdEqWbmQ7e36Kq+Oz2cd3zld6L9OHB+1u/8nXg006V0numl7/xGjve\nX0+Pg+O/cN3xfgwg59LxH62gpKQEgAkTJiidxenE53Xr1gEwduxYioqKyJS5e8Y3S8dkZt8hPiXy\nROBYoA/wFPGO2yPA+8Q3B9kQ3JIHvOfuE4NO2dXBGreDgdeA09x9ebA5yZhgjdsY4lMiD3f3TcGm\nJ1OACuKdsr5BPb8ys0eAue4+x8weB14Nrg1LirmuTAPf09XAUHf/QXL+7Nmz/Qc6x63ZdI5b29M5\nbu1rt85xy4jOcWs98XPcdrfrM6O4xk3nuMXpHLdoKy0tpaioqNHBh8ZoqqSk8wrxHRu3etw24p23\n44NrFwI3uvuw4GsIMMjMDkyuxN3fJ77r5HWpD3D3JcTXs10ZbIJyPnBUUN8hwDmkXzt3G3BNU9+A\nmY0ys4HB532AYwDtKCkiIiIikaSOm6SzAuhPfGQrOW97sKnIV4Dfp9zze+Lr3lI9RHyXyKFprv0n\ncAkwgfgRAxuTri0ADjezAcR3lQTA3d8CSpPzEpdS0vsDc81sOfENUnYD96UGoDVu0dbRRttyTdij\nbZI5rXGLtqiNtsmntMYtt2mNm9Tj7rXER9iS8y5N+jw8zT3Jo2Dzk/I/BhIjcY+SdGxAsBHKoCB5\nAkmCGBLXpqZcm5zm+all/gz8ObWciIiIiEgUacRNclosFmu6kGStxOYeEk2JzUIkehIbk0g0JTb+\nkOiJLX616ULSYanjJiIiIiIikuW0q6TktOLiYh/bp1vYYUSG5+VD1Y6ww+jQPK87VGokqr3U5hdA\nhd53S9TmF1BboX8XMlU+dDjlnfX/oSbV1FK2szrsKEI3oGceg/p0DTsMyVBLd5XUGjfJebXDjgg7\nBBEJiaadtJzeYcvsG3yJiDRF/95KTtMat2hLPuBSokftF11qu2hT+0WX2i63qeMmIiIiIiKS5bTG\nTXJacXGxjx49OuwwRERERKSDa+kaN424iYiIiIiIZDl13CSnaY1btGmuf7Sp/aJLbRdtar/oUtvl\nNnXcREREREREspzWuElO0xo3EREREWkPWuMmIiIiIiLSwanjJjlNa9yiTXP9o03tF11qu2hT+0WX\n2i63qeMmIiIiIiKS5bTGTXKa1riJiIiISHvQGjcREREREZEOTh03yWla4xZtmusfbWq/6FLbRZva\nL7rUdrmtc9gBiIRtnzVvhR1CpHlePlTtCOXZ9sEa7J3eoTy7rXled6isCDuMtvX+KujbI9QQavML\noKKDv+c2ULv6HWp7dm9++fwCaivC+XeioysfOpzyzt326p4NFbtZs21XG0XUxmpqKdtZHXYUodm8\nY3fYIUiItMZNclpxcbFPeubOsMOItMrzryDvoZlhh9HhfHzpNDrNujHsMDq83VfeQPVNM8IOo+O7\n/lbKpk8LO4oOqfzpF3hkde78MH/GQfnMeG512GGE5q7JIxh1YM+ww5AMaY2biIiIiIhIB6eOWwSY\nWY2ZlZrZSjNbamZXmZkF1yaZ2fbg+ltmNivpvhvN7KqUut4zs37B5/3N7LdmtsrMFpvZQjP7Ykr5\nN8ysi5m9b2ZPJeVPNrNHUso+a2avpuTdaGYfJsV/Qcr1a8zs78H1RWb2tSC/i5ndZWbvmtk/zOz3\nZjbYzPoF76DUzP4Z1J1IdzGziqS6R5jZH4P73zCz35nZfsnP1xq3aFuwcXvYIUgLvLxVUxSjamF5\nZdghSAusX/l62CFIhmKLX226kHRYWuMWDZXuPhrAzPYFngB6AjcH1xe4+9lm1g1YamZz3L2hv9nJ\nc2OfBR5x968GdR8InJ24aGYHAx+6+24zc2CMmR3m7m+n1mVmvYHRQIWZHezu7yc95053v9PMhgNL\nzOwpd68xs28DRcBYd680sx7Al4J7ZgI93H1EUP8lwBx3HweMCvJuAHa4e91cxyBOzKwr8EfgSnd/\nPsj7LLAf8FED70ZEREREJCtpxC1i3H0zcBlwRZprHwMxYHAjVSRG6k4Bdrn7fyfd/4G7359U9gvA\nC0np2cCPG6j3XOD/gN8BFzYQ+yqgEugbZM0Avu3ulcH1He7+GzPLBy4Brky699fAx2Z2cur30oCL\ngFcSnbagjgXuvsdOJIWFhY1UIdnuswP6hB2CtMDEflqnEVUn9ioIOwRpgcFHHRd2CJKhwmOPDzsE\nCZE6bhHk7u8B+yRN+0t0xvoCw4EFjd0e/PdIoLSJRyV33Bx4EhhlZsPSlL0Q+B8a6biZ2WjgXXff\nbGY9iY+orU1TdDiwNtGhS7IkiLs5jgrKi4iIiIhEnqZKRlfyaNNEM1sKjADudvdNQX66LUMtXb6Z\n3QdMID4KN87MugCDU6Y81gCzgB8Bf0q6d39ghLu/EqR3m9kRSaNbV5nZ1CC+s/b+W20799xzD4/+\nYxkH98oHoHdeFwr37cWkwf0BmL9+C4DSjaR3xpZTFLzPxJqzxEhYW6fvfftDRvbt0W7Pa+90Yg1Y\nYmSqo6XvX7uRY3p2DzWe6uUrGE9cYt1WYjRJ6YbTyWvcmnv/oqqdAIzrnq90K6YPJy6xbi0xmtZY\nOnmNW3PKZ1OagyYBsOP9+Br1HgcX5lQ6tngzow48re48twkTJgAonaXpxOd169YBMHbsWIqKisiU\njgOIADMrd/deSelhwCJ338/MJgFXB2vcDgZeA05z9+Vm9j3gAHf/SdK9HwH7AycDN7j7SUnX+gOL\n3X1YMJXyLHf/YXDtPWAMUA68BfwcOMbdp5rZFcAtwDbiHcOewAPu/hMzuxGoCNa4nQU8AAxz90/M\nbC0wKaVziJl1B9YCByePupnZfOAmd38xSNfVnfqugo7iJHef0ti7nT17tv9g9bzGikgTwjwOYMHG\n7R12umQuHAfw8taK0KdL6jiAzCwsr9y76ZI6DqDNZHIcwPqVr0d2umSuHwcwZehmLj33tLDDkAzp\nOIDcUNfAwfTIB4B7UwsFHaCZwHVB1gLg7GDTD8zsXGCZx80DuprZt5KqSP6/8BdIGlVLekY1cBfw\nw6TsC4DPu/swdz8EGEua6ZLuPhdYTHz9GsDPgPuDaZOYWYGZfd3dq4BHgbvMbJ/g2sVAfqLT1ojE\nu/of4HgzO73ugtlEMzsiubDWuEVbR+205YqwO22SOa1xi7aodtpEa9xynTpu0dAtsZ0+8BfgBXe/\npYGyDxGfOjnU3VcA9wElZlZKfFOTbyaVPQc4ycxWm9lrwCPA9ODaScD8pLLJQ7O/AjoBbmYHAUPd\nvW7eRdCB3G5mx1J/WuZPCTp97v4A8BKw2MyWE+9o1gTlfgR8DLxjZv8AJvPpjpON8aDuj4Ezge8H\nxwGsBL6DdpQUERERkQjSGrcIcPcujVybT1IHK+iwHJiU/m/gv9PcirtvJM3ImJkNBj5y911JZYcl\nff4EGJJ0y4GkcPexwcfFKfmlfDolH3efRXzdXOr9nwDfD77Scveb0+T1Svr8DnB6aplksViMSY0V\nkKzWkadK5oJsmCopmdnrqZKSVaI8VTLXxRa/yqgDNVUyV6njJvW4+3rgjLDjEBERERGROE2VlJym\nNeFxA+MAACAASURBVG7RptG2aNNoW3RptC3aNNoWXVrjltvUcRMREREREclyOg5Actrs2bP9myeN\nb7qgNMjz8qFqRyjPLlmylAljRoXy7Lbmed2hsiLsMNpUydIYE0aFO+pdm18AFR37PbeFkliMCXsx\nY6E2v4DainD+nejoyocOp7xzt726543XXmHs+BPaKKI2VlNL2c7qsKMIzdo33+CcL5wcdhiSoZYe\nB6A1bpLzaocd0XQhyUq+qQz/zNFhhyGZ2rYDjgy346ZpJ5nZp6KKfUaObn75Nowl1+0bfO2NDT27\nMKxv17YIR9pY5doG96uTHKARN8lpxcXFPnp083/4EBERERHJhA7gFhERERER6eDUcZOcFovFwg5B\nWqCkpCTsEKQF1H7RpbaLNrVfdKntcps6biIiIiIiIllOa9wkp2mNm4iIiIi0B61xExERERER6eDU\ncZOcpjVu0aa5/tGm9osutV20qf2iS22X29RxExERERERyXJa4yY5TWvcRERERKQ9aI2biIiIiIhI\nB6eOm+Q0rXGLNs31jza1X3Sp7aJN7Rddarvcpo6biIiIiIhIltMaN8lpWuMmIiIiIu2hpWvcOrdm\nMCJRtM+at8IOIXI8Lx+qdoQdRofged2hsiLsMHJCbX4BVOhdt7ba/AJqK/TvQUuUDx1OeeduYYcR\nvppaynZWhx1FVhvQM49BfbqGHYaERB03yWmxWIxJq+eFHUbkVJ5/BXkPzQw7DBZs3M5nB/QJO4wW\n+fjSaXSadWPYYYTi5a0VTOzXs92eV3vlDVTfNKPdnteRLSyv5MReBfHE9bdSNn1auAFFXPnTL/DI\n6m3t9rz1K19n8FHHtdvzmuuMg/KZ8dzqsMPIalOGbubSc08LOwwJida4iYiIiIiIZDl13CLAzK43\ns5VmtszMSs3s2CD/PTPrl1RukpnNDT7vb2ZzzSxmZm+a2R+C/IPMrCqoZ6WZ/Twpf0VSXceZ2Xwz\n+7uZLTGzX5hZNzObYmb3JpW7LCjzlpm9ZmYnJl3b6/jSfO+DzexZM3vHzN41s7vMrHPS9bRxBtdO\nN7PFwfe5xMxmpdZfWFi49w0iWSPqo225rj1H26R11Y22SSRl42ibNE/hsceHHYKESFMls5yZjQf+\nHSh09+qgI5QXXE63s0wi7xbgL+5+b1DPUUllVrn7aDPrBMwzs3OApYl7zWwA8CRwvru/HuSdC/RM\nfoaZnQn8P+AEd99mZqOAZ83sWHff1IL4ks0B7nf3c8zMgP8GbgOmNxanmQ0H7gVOd/d3g3sva+AZ\nIiIiIiJZTSNu2W8gsNndqwHcfau7/yu41tiuNAOBDxMJd1+ZWsDda4BXgOEpl74L/DrRGQrKznH3\nj1LKTQeucfdtQZmlwK+B77VGfGZ2CrDT3R8LyjjwQ+DSYFStsTinAf/h7u8m7nX3h1KfoXPcom3B\nxu1hhyAt8PJWbRQSVQvLK8MOQVpg/crXmy4kWSm2+P+zd/dxXpV1Hv9fb4GBYQTxpixZgRDdVk0G\nGG9BKSlz19Zc3UztxrR2f+2vTPNuM0u6WXVLUcvubH9Fmru1rVlGbebuaOCgogjDja6aGFBUmqHM\nMDMaMJ/fH9/zxeOXGWBuz/fMeT8fj3nwva5zznU+3+/FMFxzXZ9zPZh1CJYhD9yq3z3ABElPSPqq\npBN287qvAt+W1Cjpk5JenzomAEmjgTnAqoprDwce3Y17HAYsq6h7NKnvS3zp9l8VR0S0AuspDTZ3\nFufuvgczMzMzs6rnpZJVLiLaJE0HjgdOBL4v6RPJLFS3SxEj4h5JbwBOprTUcllqOeJBkpYl5/44\nIn4haeJAhN/T+CLiT7vRbq/3v6j09NNPc/69K5g0thaAvWpGUL/fWGaP3xeAhRtK4bj86nJD8vmV\nZ7zKuWaDXS7XZXX//ij/ecUqZifvpTwDVc79Gurlct1g3a9p5Sq2pZ6GWJ41crnn5Zlj614pU7Kk\nvQOAo0fXutyLcnkWrJx/NpDl8YcfNaj3293yyj+OBF4DwOa1pRUxe06qdzlVrj/jXQA0NTUBMGvW\nLJeruFx+vX79egAaGhqYM2cOveUNuHNG0hnA+yPinZIeAc6KiDXJsb8D3hERH+ziugXAtynNkC2I\niCMqjk8s10v6HKXVhTs8o1zSucCMiPiYpEXAVRHxy9Txz1K6eG5v4ouIH6Xq5iTtz07VjQXWAAcC\nn9xJnLcCv4yI+V19jmWNjY0x+4c37OwU60K1bAcwFBR5O4DBtsXbAQwMbwfQZ6XtALZkHUbmvB3A\nrt14xsFMO9APdsqrvm7A7aWSVU7SIcmDNsrqgXXJ618C70/OGwa8F7gvKb9FUm3yegxwEKUlhtD9\njFW5/ivA+8tPr0za+DtJr6k4/zrgC+UnR0qqB86ltAySJJbexAdARDQCtZLem2rjemB+RLy0iziv\nB66QdHBSv4ek/6fyDTvHLd+c45ZvznHLL+e45Ztz3PLLOW7F5qWS1W9P4GZJewFbgad55emInwe+\nLqk8+rg7Im5PXs8AviJpC6UB+jcj4tFkZq27adbyMsbnJJ0FzEsGQZ3AIuDnrzo5YoGkA4AHJHUC\nrcB7kidKAvxLT+PrIqa/S9q4itLA8r+BK3cVZ0T8UdJFwPeSAWIAXW45YGZmZmZW7Txwq3IRsYxX\nUggqj7UA7+nm2PWUZp0q69cBR+yqPiKWAF09COXW5Kt83i3ADk9r7G18XZy3ATh1J8e7i5OI+G9K\nA71u1dfXw5p7dxWGVSnv45Zv3sctv7yPW755H7f88j5uxealkmZmZmZmZlXOAzcrNOe45Ztz3PLN\nOW755Ry3fHOOW345x63YvFTSCq/tg5/MOoTciZpaXr7o81mHwZZHl/PyjGlZh9E3NaPZNneXq4aH\npM7lzWybVj94N6ytY/h1Nw/e/YawYc3NDK8v9V1nbR17fe0bGUeUbxo1nPOn7jlo91vaMYaGqXsP\n2v1227ZObjzj4KyjqGrrHtuUdQiWIW8HYIXW2NgY06dPzzoMMzMzMxvivB2AmZmZmZnZEOeBmxWa\nc9zyrampKesQrA/cf/nlvss3919+ue+KzQM3MzMzMzOzKuccNys057iZmZmZ2WBwjpuZmZmZmdkQ\n54GbFZpz3PLNa/3zzf2XX+67fHP/5Zf7rtg8cDMzMzMzM6tyznGzQnOOm5mZmZkNBue4mZmZmZmZ\nDXEeuFmhOcct37zWP9/cf/nlvss3919+ue+KzQM3MzMzMzOzKuccNys057iZmZmZ2WBwjpuZmZmZ\nmdkQNzzrAMyy1NzcTMO4UVmHUQhRUwvtm/u1zaZHlzNrxrR+bXOgRc1oaGvNOoyq0LS8mVnT6gek\n7c7aOmgt9ufcWVtHZ2v/fs+VLV6xgplTpw5I20NJy4QptAyvvp8xSx96gIZjjsvm5ts62dSxNZt7\nDwHrHlvKaSe/JeswLCMeuFnh1X3rmqxDKIS2My+g5pZr+7XNEc++yMj7x/VrmwPtpfMuY9h1c7MO\noyrssbGVYT8ZMyBtd150FVs/c8WAtJ0bV17NpssvG5Cm29o72DS6dkDaHkpa7rib+WteyDqMHWxY\n08rK2mziOmViLVfctSaTew8F507YknUIliEvlbRCq68fmN/22+A4Yf98Ddrs1Y7fZ2AGbTbwjvag\nLdfGH35U1iFYL9UfeWzWIViGPHCrcpI6Jd2WKg+T9EdJP0nK50q6OXl9iKT7JC2X9JikbyT1tZJu\nl7RS0ipJiySNTo61Jn9OTO71kdS9bpb0/lT5Ykn/J2lFco/rJQ3rIub7JD0hqVnS/ZIOTup/mdQv\nS67/QVI/V9Jvk/rVks5KtXW0pIdS7+mq1LHTklgeS/58Z+rYd5I2RyTlfSX9uq/9YWZmZmaWBQ/c\nql8bcLikkUn5bcBvKs4pPxr0y8C8iJgWEYcBNyf1FwJ/iIgjIuJNwAeBLRXXAjwHXChphyW0kj4M\nvBU4KiKmAkcm53f3a9ezI6IeuA24LnWvsyNiehLjmanzb4iI6cBpwC2pAeGtwIciYhpwOFAe7E0F\nvgj8bfJe3wlcL+nw1L22Aud38Tlt533c8m3Rsy9mHYL1wf0bi52DlmdL2juyDsH6YMPqh7MOwXqp\n+ZEHsw7BMuSBWz78N3BK8vps4HvdnPc6YEO5EBGPJS9fX1H/q4joapH0H4FG4ANdHPsk8OGIaE3a\n2BoRX4yI7jLfy486XQRMSdXv9O9cRDxNabC6d1L1GuDZ5FhExBNJ/SXANRGxPjm2FrgWSCd03AR8\nXJL/npuZmZlZrvk/tNUvgO8DZyezbkcAS7o59ybgPkk/k3SRpL2S+m8Dn5C0WNLnJU3p5voAvgBc\nKmn7HhOSxgB15UFSD50KrEqVb0+WRC6T9IXKkyVNB34VEc+n3tOTkn4o6R9TM4+HAY9WXL40qS9b\nDzQB7+suOOe45Ztz3PLNOW755Ry3fHOOW345x63Y/FTJHIiI1ZImUZpt+xmvzGZVnvcdSXcDJ1Na\ncviPkqZGxApJbwBOorTU8mFJx0bEk120sVbSQ8B7Kg6lB3InURrgjaO09PGhLsL5d0kdwFrgglT9\nORGxvIvzL5Z0PnAw8LepeD4v6fYk9nOAs4ATu3r/3fhX4MeUZi13+NzuuOMObr13BZPGlv4TslfN\nCOr3G8vs8fsCsHDDnwBc7qdyeWljecBVxPKfV6xiNiXlpYLlAYzL/Vte3NIGwMyxdcUsr15NW3vH\n9kFWeXmjy4NXbn9kCewzHXhleWJ50FTUMhNL/wJuXltKVdhzUr3LPSiX/psETU1NAMyaNcvlKi6X\nX69fX5r7aGhoYM6cOfSWInZI+7EqIqklIsZK+jTwMeDNwH7AJRFxqqRzgRkR8bEurl0FvL9yoJQ8\nzOSZiLgx1f5EYEFEHCHpL4E7gF8Cj0TEbZLWASdExLpUOwuA6yJiUUX79wEXd3Hf+5K4l1XUzwVa\nI+IGSX8LfB2YHBF/rjhvGKXlnAcBXwLui4j5qePnA7Mj4lxJ85P3c2cy8HswuffkdJvz5s2LC9fc\nW/nR2QAYiO0AFj37Yu5m3bwdwCvu39g6YLNuW7wdwIBuB7AkNSC07pW2A6i+x7dvWP1wZrNu3g6g\nb86d8DznnX5S1mFYLy1btow5c+Z0OQGzO7xUsvqVO/fbwGdTeWs7nii9vfxgEUmvA/YBNkg6TtK4\npL4GOJTSTFi6/e2vk5m4xyktcyz7V+Dr5eWXyVLKne0q2t1fyp3+ZY2IBcAjJHl2kv4mdfgQSg8c\neRGYR2n558TkvEnAFcD1XTR7DXDpzu5rZmZmZlbNvFSy+gVARGwAvrKLc08CvpQsUQS4NCKek/R2\nSoMuKA3WfxYRP0q338Xrq4HtM2MR8XVJdcASSS8Bm4HFQFfLHnc2jXt7Ep+AP0ZEV782+jzw78A3\ngfdJugFopzRoOydK08QrJP0zsCAZrG5J3m85n257DBHxuKRlwA4JbfX19eAZt9zK22ybvZpz3PLL\ns2355hy3/HKOW7F54FblImJsF3ULgYXJ61spPTKfiLiE0tMWK8//LvDdnbWfLIE8IlW/koq/HxFx\nPV3PaFW22WUOWkS8pZv6z1aUlwF/lbw+eyf3+TGl/LWujp1fUT5j51GbmZmZmVUvL5W0QvM+bvnm\nfdzyzfu45Zf3ccs37+OWX97Hrdg8cDMzMzMzM6tyHrhZoXkft3xzjlu+Occtv5zjlm/Occsv57gV\nm7cDsEJrbGyMhnE7ezim9ZeoqYX2zVmHkbmoGQ1tXiI40Dpr66C12J9zZ20dna3+nstSy4QptAz3\nz5hX2dbJpo6tWUeRW/uPqeGAcSOzDsN6qa/bAfjhJFZozc3NTD///F2faFWpqalp+2aXlj8D2X9e\nTjKwn4G/93bPfslXtXH/5VdTUxMHuO8Kyz/bzMzMzMzMqpyXSlqhNTY2xvTp07MOw8zMzMyGuL4u\nlfSMm5mZmZmZWZXzwM0Kzfu45VtTU1PWIVgfuP/yy32Xb+6//HLfFZsHbmZmZmZmZlXOOW5WaM5x\nMzMzM7PB4Bw3MzMzMzOzIc4DNys057jlm9f655v7L7/cd/nm/ssv912xeeBmZmZmZmZW5ZzjZoXm\nHDczMzMzGwzOcTMzMzMzMxviPHCzQnOOW755rX++uf/yy32Xb+6//HLfFZsHbmZmZmZmZlXOOW5W\naI2NjdEwblTWYeRK1NRC++aswyikqBkNba1Zh1GVOmvroNWfTU901tbR2erv5Z5qmTCFluH+uTFg\ntnWyqWNr1lFUrf3H1HDAuJFZh2G91Ncct+H9GYxZHtV965qsQ8iVtjMvoOaWa7MOo5BeOu8yhl03\nN+swqlLnRVex9TNXZB1Gvlx5NZsuvyzrKHKn5Y67mb/mhazDGLJOmVjLFXetyTqMqnXjGQd74FZg\nXippheYct3xb9OyLWYdgfXD/Rs+Q5dWS9o6sQ7A+2LD64axDsF5qfuTBrEOwDHngNggkXSlptaQV\nkpZJOjKp/6WkJ5K65ZJ+kLrm/ZJWJdc8Kuni1LFPSXoqubZR0qGpY2sl/VeqfIak+cnrcyU9l7T3\nlKSfSzq2ItZhyTnXVNTfl9yvWdISSUck9bdL+nDqvKOTc4ZVXD9c0r8m910qabGktyfHxkq6VdKv\nkq/vSBqbHJsoqT2J+XFJD0k6N9Vu+T2VP8Nlkt6oki8ln+HKJOaJvetBMzMzM7NseankAJN0DPA3\nQH1EbJW0D1CTHA7g7IhYXnHNXwMfA94aEc9KGgG8Pzn2UeAY4E0R8bKktwE/kXRoRPw5aXOGpDdG\nxBOp+5R9PyI+lrT1ZuBOSW+OiCeT428DngLeBXyy4u2cHRHLJX0AuB44CbgYeDAZLG4Ebgb+KSK2\nVVz7L8D+wKHJ5/AaYHZy7FvAqog4N4nrM8D/B5yZHH86ImYkxyYBP5JERNxa+Z5Sn+FZwOsj4k1J\n+QCgrSIm6uvrYc29ldWWEyfsPy7rEKwPjt9nTNYhWC8dPbo26xCsD8YfflTWIVgv1R957K5PsiHL\nM24D7/XA8xGxFSAiNkbEH1LHu+qDTwCXRMSzyTVbIuJbybHLgY9ExMvJsf8BFgPvSV0/D/jUrgKL\niF8CtwD/mKo+G7gJWJ8MOtPKyZQPAgckbTwHXJd8fRhYERGvmseXVAt8CPho6nP4Y0TcIekgYDrw\n+dQlnwMaJL2hi5jXUhosXthFXGmvB36fuu53EbGpi/PMzMzMzKqeB24D7x5gQrLM8KuSTqg4fnuy\nvG+ZpC8kdYcDyyobkjQGGB0R6yoOPQoclrwO4AfANEmTdyO+5cAbk/ZHAnOABcD3gHO6ueZk4Mep\n8i3AocCllAaWlaYA6yJihxmv5LrmSD3eNCI6gebUe6q0DPjLVPndFUslR1L6DE5NytdLqu+qIee4\n5Ztz3PLNOW755Ry3fHOOW345x63YvFRygEVEm6TpwPHAicD3JX0iIm5LTjmncqkkr17a2FMCtlGa\nAfsk8PPdOL/sHcB9yRLMHwFXSbowNaj692RQVAdsHwhFREi6BZgREYPxqK3KGbYdlkoCGyQdQukz\nnwP8r6R3RcR96ZMWLlzIiidXMGlsadnPXjUjqN9vLLPH71s6vuFPAC6nyh3NK5mTfH7lgVN5yeJg\nl1e8sDnT+w92uWnFKvbY2Lp9iWF54JPX8srW9n5tb3FL6XdDM8fWubw75dWraWvv2L7ssTwYc3nn\n5b+ipDz4KS87dLl/ykwsZVFsXlv6xeqek+pdTpWZ8BfAKxtxz5o1y+UqLpdfr1+/HoCGhgbmzJlD\nb3kft0Em6Qzg/RHxTkn3UVoSuazinIXA3GQpY+X164DZyZLBct2twC8jYr6kXwMzgBbgceBrwBER\ncX7yUI8Z6UGOpM8CdRFxqaQ7gJlAB6XB0WuAd0ZEYxLrxUmO2xeBgyLijFQ7O7SdOlYLrAfeEBGb\nK44dBNwTEQel6gSsAd5KaRC6ICKOSB0/EfhiRDTs7L4V97kEmBAR6SWWNDY2xuwf3rCzS62CtwPI\njrcD6N4WbwfQc94OoFdK2wFsyTqMIcvbAezcjWcczLQDnR+cV33dx81LJQeYpEMkTUlV1QPppY5d\ndd6/AtdJ2j9po0bSB5Nj1wNfljQqOfZWSoOt/0g3kOSS3Qh8vDKkVGyzgX8Avpk8xfF44MCImBwR\nbwA+wquXS5avvQo4OpnR2qWI6KD0AJIvJQ9aQdJ+kv4+ItYAyyV9OnXJp4FHI+KZLmKeRGk28ctd\nvafUedMkvT55vQdwBK/+3M3MzMzMcsMDt4G3J3CrStsBNFNaZfGZ1PFyjttySfcARMTPga9QWt63\nClgKjEmO3ZyUV0n6P+BKSrNiLyftpadQvwUMq6g7M7nfk5QegnJ6RDwFnAY0lh8ekvgJ8I5ksJXO\nQXuJ0gNQevKr2k8DzwOPS1pJKY+u/LCQDwGHSHpa0q8o5cR9MHXt5PJ2AMD3gZtSS03T76mc43YM\n8FpgQXKvZmALpc/0VZzjlm/Occs357jll3Pc8s05bvnlHLdic47bAEuWQc7s5thbdnLdrcCt3Rz7\nHKUnL3Z1bHLq9Z+Bv9jNNm8Dbquoe4HSI/yhlCuWPnbj7sabHN8C/HPyVXnsReB93Vy3jlJOXXft\n7uy+v+juOjMzMzOzPPGMmxVafX2XD5u0nPA+bvnmfdzyy/u45Zv3ccsv7+NWbB64mZmZmZmZVTk/\nVdIKbd68efGhN1fuM247EzW10L551ycOgqZHlzNrxrSswxg0UTMa2oZOXljT8mZmTeufWe/O2jpo\nHTqfzWDorK2js7V338uLV6xg5tSp/RxRPrRMmELL8FFZh9EnSx96gIZjjss6jK5t62RTx9Zdn1dQ\n6x5bymknd5tpY1Wur0+VdI6bFV7n5EOzDsF6KZ7bRBzypqzDsN56YTMc1j8DNy8f6bm+fGYjOjqo\nmTGj32LJk/2Srzz73ZgRTN57ZNZhWC+0rRuRdQiWIc+4WaE1NjbG9OnTsw7DzMzMzIY47+NmZmZm\nZmY2xHngZoXmfdzyrampKesQrA/cf/nlvss3919+ue+KzQM3MzMzMzOzKuccNys057iZmZmZ2WBw\njpuZmZmZmdkQ54GbFZpz3PLNa/3zzf2XX+67fHP/5Zf7rtg8cDMzMzMzM6tyznGzQnOOm5mZmZkN\nBue4mZmZmZmZDXEeuFmhOcct37zWP9/cf/nlvss3919+ue+KzQM3MzMzMzOzKuccNys057iZmZmZ\n2WDoa47b8P4MxiyP9njm8axDqGpRUwvtm7MOY8iKmtHQ1pp1GLYLnbV10Op+6onO2jo6W4v9b0fL\nhCm0DB+VdRjVaVsnmzq2Zh1F7uw/poYDxo3MOgzLiAduVmjNzc3MXnNv1mFUtbYzL6DmlmuzDqNL\ni559kRP2H5d1GH3y0nmXMey6uVmHkYn7N7Zy/D5jsg5jt3RedBVbP3NF1mFUjcUtbcwcW7fzk668\nmk2XXzY4AVWpljvuZv6aF7IOYwcbVj/M+MOPyjSGUybWcsVdazKNIY/OnfA8551+UtZhWEac42Zm\nZmZmZlblPHAbAiTdIOljqfLdkr6ZKl8v6SJJEyW1S1omaXny53tT59VL6pR0UkX725JzV0n6T0mj\nkvrxkn4s6SlJv5J0o6ThybHZSVunpNpZIOmELuKfL+n0bt7bRZI6JI1J1S2TdETyepikVknnpI4v\nTd7La5N7Nkt6TNJPK9uvr6/f1cdrVSzvs21Fl5fZNtvRLmfbrKplPdtmvVd/5LFZh2AZ8sBtaFgM\nHAcgScB+wGGp48cBDySvn46I6RExLfnz9tR5ZwH3A2dXtN+WnPsmYAvw4aT+TuDOiDgEOAQYA1yT\nuu63wJV9fG9nAQ8D6YFdU/KeAKYCT/LK+x8NTAZWAJ8D7omI+og4DPhEH2MxMzMzM8uEB25DwwO8\nMpA5DFgNtEraS1IN8EZgWXJ8Z0+yeRfwAeCk5Lqu3A9MkXQi0BERtwFE6fGkHwfOL8/IURo8bZI0\npzdvStJkoA74FHBO6tCDvPJ+jwO+AZSnzo4CHk3ieT2lwSNJjKsr7+F93PJt0bMvZh2C9cH9G/2w\nj7xa3NKWdQjWBxtWP5x1CNZLzY88mHUIliEP3IaAiPg9sEXSX/DK7NoS4FigAVgVEeVHNx1UsVRy\nJoCk44BnIuLXwH3AKalbKDlnOPDXwCpKA8RHK+JoBdYBU8pVwNXAp3v51s4Cvkdphu0QSa9J6rfP\nMCZ/LgJellTHq2cXvwp8W1KjpE9Ken0v4zAzMzMzy5QHbkPHA8BMSgOXB4GHUuXFqfMql0qWj50N\nfD95/Z+8eoarVtIySksW1wLf2kkcr5rRi4gmIMoDxB46G/jPZPbsTkozgkTEeqBG0v7AX0bEU8Aj\nwDGk3m9E3AO8Afg3kllHSfumb+Act3xzjlu+Occtv5zjlm/Occsv57gVm7cDGDrKyyUPp7RU8rfA\nJcAmYP7OLpS0B3AGcKqkKykN6PeRVBcRbUB7REyvuOZx4O8r6sYCBwJPA+kB0jWUljtu2d03I+lw\n4GDgf0ppe9QAvwa+lnq/7wJ+n5SXUBqoHklp4ApARLxIaUD6fUkLgBOAH5WP33HHHdx67womja0F\nYK+aEdTvN5bZ40vhL9zwJ4BClzuaV1Je61pemlgeMLnc9/KfV6xiNiXlpYPlAY3L1VUuLw8sD1pc\n3kV59Wra2js4enTp39cl7R0AhSq3P7IE9in9+CwvTywPmopeXrn0ITav3cCek0q/QN28tpS64PLO\ny6X/GkFTUxMAs2bNcrmKy+XX69evB6ChoYE5c3qVQQSASpMZlneSplKalVoTEScldUuBA4DDI2Kj\npInAT5OHjKSvPQn4eET8dapuPtAYEbdLao2IHX41Lulh4MvJOcOArwMvRsTlkmYDl0TEqcm5DwGv\nA94fEYsq2pmfxPXDVN3VQEtEfCFVtwZ4c0T8RtKFwAXA/Ii4WtLrKC2pbIuIqcn5bwEeiojy9NjA\n2gAAIABJREFUUymXAO+LiO1LPOfNmxcXeh+3nfI+bgPL+7jlY9Zti/dxexXv47Z7Svu47fbvLAeN\n93HLL+/jlm/Lli1jzpw5O3vexE55qeTQsYrSLNeDFXUvRsTGVN3kihy3jwLvJjULlbiTV54u2d3o\n/u+AMyU9BTwBdND9UySvpjQb151vSFqffD3QTUw/opT3BqXlkG8geb8R8QdKf5/Ty0JnAEslNSf1\n30wP2szMzMzM8sJLJYeIiOgExlXUnVdRXkfpKY27094CYEHyemw352wATu3m2EJgYUV7w7o597yu\n6rs479LU66WV7UXE5Iry9cD1O2uzvr4ePOOWW3mfbSu6vMy22Y6c45ZvWc+2We85x63YPONmZmZm\nZmZW5Txws0LzPm755n3c8s37uOWX93HLN+/jll/ex63YPHAzMzMzMzOrcn6qpBVaY2NjNIwblXUY\nVS1qaqF9c9ZhDFlRMxraPPNU7Tpr66DV/dQTnbV1dLYW+9+OlglTaBnunzFd2tbJpo6tWUeRO/uP\nqeGAcSOzDsN6qa9PlfTDSazwOicfmnUIZlblvDyl5/yZwX7Jl5lZf/C/q1ZoznHLt/QGl5Y/7r/8\nct/lm/svv9x3xeaBm5mZmZmZWZVzjpsVWmNjY0yfPj3rMMzMzMxsiOtrjptn3MzMzMzMzKqcB25W\naM5xyzev9c83919+ue/yzf2XX+67YvPAzczMzMzMrMo5x80KzTluZmZmZjYYnONmZmZmZmY2xHng\nZoXmHLd881r/fHP/5Zf7Lt/cf/nlvis2D9zMzMzMzMyqnHPcrNCc42ZmZmZmg8E5bmZmZmZmZkOc\nB25WaM5xyzev9c83919+ue/yzf2XX+67YhuedQBmWdvjmcezDqHwoqYW2jf3+Dr95hn01F4DENHg\niprR0NaadRiDb+3TsPee/dpkZ20dtBbws+yhzto6Olt7/j1XtuWpp/hzbW0/RpQvLROm0DJ8VNZh\n9NrvWrfwzAsv92+j2zrZ1LG1f9u0HTy/eUvWIViGnONmhdbY2Bizf3hD1mEUXtuZF1Bzy7VZh5GZ\nl867jGHXzc06jCFhy0VXsfUzV2QdRvW78mo2XX5Z1lHkVssddzN/jf8DnXbKxFquuGtN1mEMeTee\ncTDTDhyTdRjWS85xMzMzMzMzG+I8cLNekbRN0jJJqyTdJWls6thhkholPSHpSUmfSh07V9JzybWr\nJf1A0qjk2FxJv02OPS7pq6nr5kt6Jjm2XFJTF+09LumipP6tkh5IXb9Hcs4x6ffhHLd8W/Tsi1mH\nYH1w/0YvacyrJe0dWYdgfbBh9cNZh2C91PzIg1mHYBnywM16qy0ipkfEm4AXgI8AJIOwu4BrIuKN\nwFTgOEn/lLr2+8m1hwNbgHenjt2QHDsUOELS7NSxS5Jj0yJiVmV7wCzgSknjI+J/gbWSPpic8zHg\nkYh4qP8+AjMzMzOzweGBm/WHB4HxyetzgKaIaASIiJeAjwLppBMBSBoO1FEa+FUeGwWMqji207+v\nEbEReBp4fVJ1MfAJSYcC/y/wz5XX1NfX7/rdWdU6Yf9xWYdgfXD8Ps7TyKujRxf3wSRDwfjDj8o6\nBOul+iOPzToEy5AHbtZb5QHWMGAOpVk2gMOAR9MnRsQzQJ2k8uPj3i1pGfBbYG9gQer0jyfHNgBP\nRsTK1LHrkuWOyyR9d4eApAnASGBlct8/AF+iNLD8fER4XZ2ZmZmZ5ZK3A7Deqk0GWH8BPA78bw+u\n/X5EfAwgyWO7DPhicuyGiLghGRD+UNKZEfGD5NilEXFnF+2dlSyp/EvgoxHx59SxrwLXRsQOAz2A\nL33pS9z65AomjS399nivmhHU7zeW2eP3BWDhhj8BuDzA5QZKyjlr5Zm0XZVvfuK3TN17z90+v1rL\n5d99l3O+yjNRQ7381XXPcsSY0f3a/taVqygnsi5uaQNg5tg6l7sol/PUyrNnPSmnc9x6c/1QKJfz\nxMqzV3kqp3Pc+qv9lUsfYvPaDew5qbSSZfPaUg65y/1bbn7keaYdeNL2/dxmzSpljrhcneXy6/Xr\n1wPQ0NDAnDlz6C1vB2C9IqklIsYmSxp/AfxXRHwlySk7ISLOTZ07GbgvIiZKOheYkRq4nUxpsPUO\nSXOB1oi4ITn2YeDwiPiopPnAgsqBW7o9STOAe4C/iojnKmPt6n3MmzcvLlxzb/99MNYrvd0OYNGz\nLw6J5ZJF3Q7g/o2t/b5c0tsB7KY+bgewpL2j0Msl874dwIbVD/f7cklvBzA4zp3wPOedflLWYVgv\neTsAy4pgew7bhcClkvYA/h2YKelEAEm1lJYrfqHy2sQsYE3lMUkCZnZ1rDsR8ShwG3BRV7F2xTlu\n+TYUBm1F5hy3/CryoG0ocI5bfjnHrdg8cLPe2j5VGxHNwArg7GQg907g05KeSOqXRMTXUteemeSp\nrQDqgc+njl2ULMFcSenvZ/q6L6a2A1iWPNyk0heBD0iq6ypWMzMzM7M8co6b9Url0sOIeGfq9WPA\nW7q57lbg1m6OfRb4bDfHzusmlFe1FxG/Bw7YWaxpzc3NzO7uoFW9obJUsqgGYqmkDY6iL5XMu4FY\nKmmDo/mRB5l2oJdKFpVn3MzMzMzMzKqcB25WaM5xyzfPtuWbZ9vyy7Nt+ebZtvxyjluxeeBmZmZm\nZmZW5bwdgBXavHnz4kNvPmbXJ9qAippaaN/c4+uaHl3OrBnTBiCiwRU1o6GtNeswBl3T8mZmTevf\nWe/O2jpoLd5n2VOdtXV0tvb8e65s8YoVzJw6tR8jypeWCVNoGT4q6zB6belDD9BwzHH92+i2TjZ1\nbO3fNm0H6x5bymknd/kYAcuBvm4H4IeTWOF1Tj406xCsl+K5TcQhb8o6DOutFzbDYf07cPMykt3T\n189pREcHNTNm9EssebRf8pVXvxszgsl7j8w6DOuFtnUjsg7BMuQZNyu0xsbGmD59etZhmJmZmdkQ\n5w24zczMzMzMhjgP3KzQmpubsw7B+qCpqSnrEKwP3H/55b7LN/dffrnvis0DNzMzMzMzsyrnHDcr\nNOe4mZmZmdlgcI6bmZmZmZnZEOeBmxWac9zyzWv98839l1/uu3xz/+WX+67YPHAzMzMzMzOrcs5x\ns0JzjpuZmZmZDQbnuJmZmZmZmQ1xHrhZoTnHLd+81j/f3H/55b7LN/dffrnvis0DNzMzMzMzsyrn\nHDcrtMbGxmgYNyrrMDITNbXQvjnrMIakqBkNba1Zh1F1OmvroNWfSxY6a+vobPX3e1ZaJkyhZXhx\nf94AsK2TTR1bs44i1/YfU8MB40ZmHYb1Ul9z3Ib3ZzBmeVT3rWuyDiEzbWdeQM0t12YdxpD00nmX\nMey6uVmHUXU6L7qKrZ+5IuswiunKq9l0+WVZR1FYLXfczfw1L2QdRqZOmVjLFXetyTqMXLvxjIM9\ncCswL5W0QnOOW74tevbFrEOwPljc0pZ1CNZLS9o7sg7B+mDD6oezDsF6qfmRB7MOwTLkgZvtFkn7\nSFouaZmk30v6bfJ6uaTO5PUqSXdJGptcM1FSe+q8ZZLemxw7X9JKSSuSP/82qZ8v6Znk3KWSjk7F\nMEzSc5KuqYjtHcn5zZJWS/qHpP4QSfcl935M0jcG7xMzMzMzM+s/XippuyUiNgLTACRdBWyOiBuS\ncktETE9efwf4CFBef/d0+ViZpPHAJ4H6iNgsaTTwmtQpl0bEnZLeBnwTmJrUvw14CnhXcj2ShgO3\nAA0R8XtJI4BJyflfBuZFxE+Tcw+rfF/19fWw5t7efSiWuRP2H5d1CNYHM8fWZR2C9dLRo2uzDsH6\nYPzhR2UdgvVS/ZHHZh2CZcgzbtYbO0uqfBAYv4tzXwu0AO0AEdEeEeu6OG8RcFCqfDZwE7Be0jFJ\n3RhgGPBC0taWiPhVcux1wIbyxRHx2E7iNjMzMzOrWh64WX8QlJYyAnOAn6SOHVSxVHImsAJ4Dvi1\npG9Lekc37Z4KrEraHpm0vQD4HnAOQES8kNStk/Qfks6RVB4s3gTcJ+lnki6StFflDZzjlm/Occs3\n57jll3Pc8s05bvnlHLdi88DN+kOtpGXA7ynNpv1P6tjTETE9IqYlfy6OiM6IOBk4A3gSuCFZfll2\nfdLeh4APJnXvAO6LiJeBHwGnlQdoEfEPwInAEuAS4NtJ/XeANwL/BbwZeDBZSmlmZmZmlivOcbP+\n0B4R0yWNAn4BfBS4eVcXRcRSYKmk/6U02PpccujSiLiz4vSzgZmSnqE0w7cPpcFaY9LWY8Bjkm4H\nfg2cl9T/AfgO8B1Jq4DDgeXlRp9++mnOv3cFk8aW8jX2qhlB/X5jmT1+XwAWbvgTwJAt39+8khHP\nvrg9V6w8g5WXcrmuWuKpLN+/sbRf2fH7jHE5KW9duYryOmcozbqVc93KM3AuD1B59Wra2ju256eV\nZ816Uz56dG2fri9i+dFHlrDhd1u355eVZ72yKI8//KhM7r/yjyMpp7RvXlta8bLnpHqXe1CuP+Nd\nADQ1NQEwa9Ysl6u4XH69fv16ABoaGpgzZw695Q24rcckzQVaUw8naY2IMcnreuDHwGTgQOCnEfGm\niutfD7wuIpYn5Q8Bp0bEqZLmAwvSA7fkKZW/AsZHxNak7lzgBOAC4MiIWJjUvxW4ISKOkPR2oDEi\ntkp6HfAoMC0iniu33djYGLN/eEO/f0Z54X3cBo73cevaFu/jlh3v45ap0j5uW7IOI1Pex63vbjzj\nYKYdOCbrMKyX+roBt5dKWn/YPvqPiGZKOWxnJ1WTK3LcPgqMoLQc8vFkSeS7gAsr20o5jWQAlqr7\nCaXlk8OAyyX9X9LWXODc5JyTgNWSlgM/pzST91yqDee45Zxz3PLNOW755Ry3fHOOW345x63YvFTS\neiwiPltRHltRfmeq2N3zvrucJ46I87uouw24raLuBWD/pHhKN21dQinnzczMzMws1zzjZoVWX1+f\ndQjWB97HLd+8j1t+eR+3fPM+bvnlfdyKzQM3MzMzMzOzKueBmxWac9zyzTlu+eYct/xyjlu+Occt\nv5zjVmzOcbPCa/vgJ7MOITNRU8vLF30+6zB6bcujy3l5xrSsw+hazWi2zb0+6yiqT20dw68r7RYy\nrLmZ4V6uPGg6a+vY62vf6Je26lasYK+pU/ulraLQqOGcP3XPrMMAYGnHGBqm7j34N97WyY1nHDz4\n9x1C1j22KesQLEPeDsAKrbGxMaZPn551GGZmZmY2xHk7ADMzMzMzsyHOAzcrNOe45VtTU1PWIVgf\nuP/yy32Xb+6//HLfFZsHbmZmZmZmZlXOOW5WaM5xMzMzM7PB4Bw3MzMzMzOzIc4DNys057jlm9f6\n55v7L7/cd/nm/ssv912xeeBmZmZmZmZW5ZzjZoXmHDczMzMzGwzOcTMzMzMzMxviPHCzQnOOW755\nrX++uf/yy32Xb+6//HLfFZsHbmZmZmZmZlXOOW5WaM5xMzMzM7PB4Bw3MzMzMzOzIW541gGYZam5\nuZmGcaOyDqMqRE0ttG/OOoweaXp0ObNmTMs6jN0SNaOhrTXrMKpK0/JmZk2r3+3zO2vroNWfYVY6\na+vobC39G7F4xQpmTp2acUTVoWXCFFqG5+vnyNKHHqDhmOOyDqNvtnWyqWNr1lEMunWPLeW0k9+S\ndRiWEQ/crPDqvnVN1iFUhbYzL6DmlmuzDqNHRjz7IiPvH5d1GLvlpfMuY9h1c7MOo6rssbGVYT8Z\ns9vnd150FVs/c8UARmQ7deXVbLr8MgDa2jvYNLo244CqQ8sddzN/zQtZh9EjG9a0srI2XzFXOmVi\nLVfctSbrMAbduRO2ZB2CZchLJa3Q6ut3/7f9Vn1O2D8fgzbr2vH77P6gzarL0R605dr4w4/KOgTr\npfojj806BMuQB242aCRtk7RM0vLkzwmSZkt6MSk/Lum6Lq77saQHK+rmSzq9oq41+XOipHZJjyZt\nPiTp3IF9d2ZmZmZmA8cDNxtMbRExPSKmJX+uT+oXRcR0YDrwDknbf50kaa+kfqykSbtoP/2I1Kcj\nYkZEHAqcBVzU1eDN+7jl26JnX8w6BOuD+zc6Xy2vlrR3ZB2C9cGG1Q9nHYL1UvMjD+76JBuyPHCz\nwbTTx59GxEtAMzA+VX068BPg+8DZvblpRKwFLgYu7M31ZmZmZmZZ88DNBlNtaqnkDysPStobmAIs\nSlWfDfwHfRi4JZYBf1lZ6Ry3fHOOW745xy2/nOOWb85xyy/nuBWbnyppg6k9WRJZ6QRJy4GDgZsi\n4jkASa8FDo6IB5LyFkmHRsTjvHpZZNnOdpPvcrbvjjvu4NZ7VzBpbOk/IXvVjKB+v7HMHr8vAAs3\n/AmgMOXy0sPygMjl/i2XlwaWBywu96zctHIV21ramDm2DoDFLW0ALg9WefVq2to7tg/ayssli17+\nK0rKyw/LgyKXB7a8culDbF67gT0nlX4Bu3ltKfVhqJdL/1WCpqYmAGbNmuVyFZfLr9evL2UHNTQ0\nMGfOHHpLETv7v65Z/5HUEhFjK+pmA5dExKlJDttDwEkRsVLSR4HPAy9QGniNAb4eEZ9OHmLyRER8\nK2lnb2BpRBwkaSKwICKOSN3nROCLEdGQvv+8efPiwjX3DtRbzpU8bgew6NkXczPr5u0AdnT/xtYe\nzbpt8XYA2UptB7AkNYArutJ2APl6RPuG1Q/nftatuNsBPM95p5+UdRjWS8uWLWPOnDk7TR3aGS+V\ntMG0qxy3tcC1wCeSqrOBt0fE5Ih4A9DAK8slfwm8W9KIpPwB4L6u7pUMCK8DvtyX4M3MzMzMsuKl\nkjaYdmd69xbg0mTWbEJEbH/0VUSsTbYOODIifiZpBvCopK3AGuDDqXYmS3oUqAVaKC3B/G7lzerr\n68EzbrmVl9k265pz3PLLs235lvfZtiJzjluxeeBmg6ZymWRStxBYmCq/BByYFA/s4vyG1OvPAZ/r\n4px1QF0/hGxmZmZmVhW8VNIKzfu45Zv3ccs37+OWX97HLd+8j1t+eR+3YvPAzczMzMzMrMp54GaF\n5n3c8s05bvnmHLf8co5bvjnHLb+c41Zs3g7ACq2xsTEaxo3KOoyqEDW10L456zCGrKgZDW1eGtgX\nnbV10OrPMCudtXV0tvrfiEotE6bQMtw/Rwbdtk42dWzNOopBt/+YGg4YNzLrMKyX+rodgB9OYoXW\n3NzM9PPPzzoM66Wmpqbtm11a/vS0/7xEJFvpz9/fe6/YL/nKE/dffjU1NXGA+66w/HPQzMzMzMys\nynmppBVaY2NjTJ8+PeswzMzMzGyI6+tSSc+4mZmZmZmZVTkP3KzQvI9bvjU1NWUdgvWB+y+/3Hf5\n5v7LL/ddsXngZmZmZmZmVuWc42aF5hw3MzMzMxsMznEzMzMzMzMb4jxws0Jzjlu+ea1/vrn/8st9\nl2/uv/xy3xWbB25mZmZmZmZVzjluVmjOcTMzMzOzweAcNzMzMzMzsyHOAzcrNOe45ZvX+ueb+y+/\n3Hf55v7LL/ddsQ3POgCzrO3xzONZh9DvoqYW2jdnHcaA02+eQU/tRdSMhrbWrMMphM7aOmjtn8+6\nc81TdI4Z3S9tDaTO2jo6W4f+91NPbHnqKf5cW5t1GLRMmELL8FFZh5E7v2vdwjMvvNx/DW7rZFPH\n1v5rz7r1/OYtWYdgGXKOmxVaY2NjzP7hDVmH0e/azryAmluuzTqMQfPSeZcx7Lq5WYdRCFsuuoqt\nn7ki6zAG15VXs+nyy7KOwrrQcsfdzF/j/8hm7ZSJtVxx15qswyiEG884mGkHjsk6DOsl57iZmZmZ\nmZkNcR64WaE5xy3fFj37YtYhWB8sbmnLOgTrpSXtHVmHYH2wYfXDWYdgvdT8yINZh2AZ8sBtCJC0\nTdIySaslLZd0sSQlx2ZLejE5/rik61LXzZV0cUVbv5a0T/K6s+L8SyRdVXmtpFGS7kkdK8ezPPnz\n8qT+l5IeSbU3Q9J9qTg7JZ2SOr5A0gmpa59ItfuDpP4QSfcldY9J+kZSXyvpdkkrJa2StEhS9SfT\nmJmZmZl1wQ8nGRraImI6gKT9gO8BY4DPJscXRcSpkkYByyXdGRHd/comnfT4MnC6pGsjYmNXJ0sa\nAdwBPBIRn6uMp4u2XyPp7RHxiy7u91vgSuBn3Vx7dkQsr6j/MjAvIn6axHNYUn8h8IeIeG9SfzCw\nQyJEfX09rLm3q7dmOXDC/uOyDsH6YObYuqxDsF46enT2Dyax3ht/+FFZh2C9VH/ksVmHYBnyjNsQ\nExHPA/8IXNDFsZeAZmD8TppIJ0xuBb4JXNzNuSOA/wSeiogru2mj0nXAp7o5tgLYJGlON8e7+vv6\nOmBDuRARjyUvX19R/6uIcAa7mZmZmeWSB25DUET8GthD0muSqvKyyb2BKcCi3W0K+CrwHkldPcLo\ncuDliKgc2NVWLJV8V+rYg8DLkmZ3c7+rgU93E8/tSXvLJH0hqbsJuE/SzyRdJGmvpP7bwCckLZb0\neUlTumrQOW755hy3fHOOW345xy3fnOOWX85xKzYvlRy60rNex0taDhwM3BQRzyX13e0Fsb0+IjZL\nupXS0sPKn9T3A8dJOjgifpWqb+9mqWRZeXD2zzvcOKJJUkia2cV151QulYyI70i6GzgZOA34R0lT\nI2KFpDcAJwFvAx6WdGxEPJm+fuHChax4cgWTxpaW/exVM4L6/cYye/y+peMb/gSQu3JD8v7KA5vy\nksKhVl7xQmlvrfKin/s3lvYXO36fMS4PUHnrylUcQ0l54FVe8tjT8ur2l/p0/aCVk/dbHqyUlwm6\nnH25/ZElsE/px015MFJeBujy4JY3ry39InTPSfUuD2CZCX8BvLIR96xZs1yu4nL59fr16wFoaGhg\nzpzuFpbtmvdxGwIktUTE2FR5MrAkIl6TzGxdkuS4TQIeAk6KiJWSPgK8LiI+nbr2eeA1ERHldpOZ\numXAfICI+JykuUAr8GtKyx9nRsSzXcWTavu+JJZlkpoo5eKdEREnVsT5NkrLM7cA10fEovS1u/gs\nVgHvrxzgSboZeCYibkzXex+3ocH7uA0e7+Nm1cT7uFUH7+M2eLyPW755HzeD1Oxasjzy68DNlSdF\nxFrgWuATSdUi4FRJeybXng40xyujeSXXvQD8APhgF23+CLge+IWksenrduFqSkstdxAR/wPsDRxR\ncWiHdiW9XdLw5PXrgH2ADZKOkzQuqa8BDgXW7UZcZmZmZmZVxwO3oWFUeTsA4B7g7tQTHivdQmnp\n5ISIWAV8BWiStIzSQ00+lDo3PR07D9iXLpZXRsQ3gB8BP5E0MhVPOcftmsr2IuLnwHNdtZe4Gjiw\nou72VLv3JHUnAauTpaA/By5NloIeBCyUtAJ4FHg4Iu6svIlz3PLNOW755hy3/HKOW745xy2/nONW\nbM5xGwIiYsROji0EFqbKL5EaEEXEvwH/1s21Y1OvnwP2TJU/W3HuZ3ll+4Eu44mIEyvKR+4kzgXA\nsFT5Ld20eQlwSRf13wW+29U1ZmZmZmZ54xk3K7T6+vqsQ7A+8D5u+eZ93PLL+7jlm/dxyy/v41Zs\nHriZmZmZmZlVOT9V0gpt3rx58aE3H7PrE3MmamqhfXPWYQy4pkeXM2vGNKJmNLS1Zh1OIXTW1kFr\n/3zWTc3NzMrBrHdnbR2drUP/+6knFq9YwcypU7MOg5YJU2gZPirrMHJn6UMP0HDMcf3X4LZONnVs\n7b/2rFvrHlvKaSd3mT1iOdDXp0o6x80Kr3PyoVmHYL0Uz20iDnlT1mEUSn8u09ijtZ09pu5sy8fq\n4KUpOxrR0UHNjBlZh8F+yZf1zO/GjGDy3iOzDsN6oW1dt481sALwjJsVWmNjY0yfXv3/cTQzMzOz\nfPM+bmZmZmZmZkOcB25WaN7HLd+ampqyDsH6wP2XX+67fHP/5Zf7rtg8cDMzMzMzM6tyznGzQnOO\nm5mZmZkNBue4mZmZmZmZDXEeuFmhOcct37zWP9/cf/nlvss3919+ue+KzQM3MzMzMzOzKuccNys0\n57iZmZmZ2WBwjpuZmZmZmdkQ54GbFZpz3PLNa/3zzf2XX+67fHP/5Zf7rtg8cDMzMzMzM6tyznGz\nQnOOm5mZmZkNhr7muA3vz2DM8miPZx7POoTCippaaN+cdRiDLmpGQ1tr1mEMOZ21ddDqz3V3ddbW\n0dlavO+/rrRMmELL8FFZh2Fl2zrZ1LE16yiq0v5jajhg3Misw7CMeOBmhdbc3MzsNfdmHUZhtZ15\nATW3XNvr6xc9+yIn7D+uHyMaHC+ddxnDrpubdRiZu39jK8fvM6bf2uu86Cq2fuaKfmtvyLvyajZd\nflmvLl3S3sHRo2v7OaDstNxxN/PXvJB1GINmw+qHGX/4UVmH0a1TJtZyxV1rsg6jKp074XnOO/2k\nrMOwjDjHzczMzMzMrMp54FZwklpTr/9G0hOSDpQ0V9LFSf18Sc9IWp4c/46k8anr1kr6r1T5DEnz\nK+7zY0kPVtTNlfRbScskrZT0jt2oL8f0neScEUl5X0m/TrU9RdICSb+S9IikRkmzKt9/fX193z5A\ny1QeZ9vsFf0522aDayjNthVRNc+22c7VH3ls1iFYhjxwswCQNAe4CTg5In7TxXmXRsS0iHgj0Azc\nK2l4qo0Zkt5Y2W7S9l7AdGCspEkV7d4QEdOBM4H5u1Gfbn8rcH4X72Uk8DPgGxFxcEQcCVwATO76\nIzAzMzMzq24euJkkHQ/cApwSEWt3dUFE3AT8HvjrVPU84FPdXHI68BPg+8DZ3bT5BLBF0n67U5+4\nCfi4pMq/x+8BHoiIn6XaeTwibqtswPu45duiZ1/MOgTrg/s3+kEiebWkvSPrEKwPNqx+OOsQrJea\nH3lw1yfZkOWBm40EfgScFhG/6sF1y4HyDFsAPwCmSepqVuts4D/YycBN0tFAZ0Q8vzv1ifVAE/C+\nivrDgGW7+T7MzMzMzKqenyppW4AHgA8BF/XgOlW83gZcB3wS+Pn2A9JrgYMj4oGkvEXx34FtAAAg\nAElEQVTSoRFRfgb/xZLeC7RSWhbJLuor/SvwY+C/uw1UuhM4GHgyIv4+fezpp5/m/HtXMGlsKV9j\nr5oR1O83ltnj9wVg4YY/Abg8QOX7m1cyIvVkyPIM2u6Wy3W9vT6rcjm7pDzjVM71Klq5XNdf7TWt\nXMW2ljZmjq0DYHFLG4DL3ZVXr6Yt9XTI8iza7pSPHl3bo/PzUC7PQpXzv4ZyefzhR1VVPF2VN68t\nrYjZc1K9y6ly/RnvAqCpqQmAWbNmuVzF5fLr9evXA9DQ0MCcOXPoLW/AXXCSWoDXAvcCCyLi2qR+\nLtAaETckDxpZEBF3pq5bCHwxIn6WPBRkBtACPA58DTgiIs6XdAHwOeAFSgO8McDXI+LT6XtUxLTL\n+nRMkm4HHgQuiYjJks4HToiID6SunQFcFxEnpttsbGyM2T981W1sEPV1O4C88nYAA2OLtwPomT5s\nBzDUlLYD2JJ1GJbwdgDdu/GMg5l2oB/slFd93YDbSyVNEfEScApwjqTzujtv+wvpY8DrgF+kT4iI\nrcCNwMdT1WcBb4+IyRHxBqCBbpZL9sE1wKWp8n8Ax5WfRpmo6+pC57jlm3Pc8s05bvnlHLd8c45b\nfjnHrdg8cLMAiIgXKD1s5FPJgKdyKvaLyXYAT1KaXXtLMlCj4txvAcOAkDQRmBAR239CJA8/eVHS\nkV3co8dxJ20+TimnrfxeXgLeAfyTpKclLaa0hPNf+nA/MzMzM7PMOMet4CJibOr1b4GDkuJPU/Xd\nzcKVj09Ovf4z8Bepwwd2cX5D8vKRbtr77K7qI+L8imNnVJSfojSLuFP19fWw5t5dnWZVyvu45Zv3\nccsv7+OWb97HLb+8j1uxecbNzMzMzMysynngZoXmHLd8c45bvjnHLb+c45ZvznHLL+e4FZsHbmZm\nZmZmZlXO2wFYoTU2NkbDuFFZh1FYUVML7ZuzDmPQRc1oaPNsU3/rrK2DVn+uu6uzto7O1uJ9/3Wl\nZcIUWob7Z0HV2NbJpo6tuz6vgPYfU8MB40ZmHYb1Ul+3A/DDSazwOicfmnUIZtYPvISkZ/x5vWK/\n5MvMrJr5320rNOe45VtTU1PWIVgfuP/yy32Xb+6//HLfFZsHbmZmZmZmZlXOOW5WaI2NjTF9+vSs\nwzAzMzOzIa6vOW6ecTMzMzMzM6tyHrhZoTnHLd+81j/f3H/55b7LN/dffrnvis0DNzMzMzMzsyrn\nHDcrNOe4mZmZmdlgcI6bmZmZmZnZEOeBmxWac9zyzWv98839l1/uu3xz/+WX+67YPHAzMzMzMzOr\ncrud4ybpQuDfI+L5gQ3JbPA4x83MzMzMBsNg5ridCKyV9FNJ75Y0src3NTMzMzMzs903fHdPjIh3\nStoXOAu4CPiGpB8Ct0XEooEK0GwgNTc30zBuVNZhdCtqaqF9c9ZhdCtqRkNba2b3b1rezKxp9T26\nprO2Dlqzi7kadNbW0dma/d+rxStWMHPq1KzDsF5w3+VbNfZfy4QptAyv3p/HbOtkU8fWrKNg3WNL\nOe3kt2QdhmVktwduABHxJ+CrwFclHQF8FzhP0m+AfwO+FBHZ/2/ArAfqvnVN1iF0q+3MC6i55dqs\nw+jWS+ddxrDr5mZ2/z02tjLsJ2N6dE3nRVex9TNXDFBEOXHl1Wy6/LKso6CtvYNNo2uzDsN6wX2X\nb9XYfy133M38NS9kHUa3TplYyxV3rck6DM6dsCXrECxDPX44iaQ5kuYDvwSeBd4PvA+YBvy8X6Mz\nG2D19T2brbHqcvw+PRu0WXU5usr+42i7z32Xb+6//Ko/8tisQ7AM7faMm6TrKS2T3ATcBnwqIjak\njj8EVO+vSszMzMzMzHKqJzNuo4C/i4jDIuIL6UEbQERsARr6NTrrMUnbJC2TtErSf0oa1UX9XZLG\npq45TFKjpCckPSnpU6ljr5W0QFKzpMeSh9McLml50t6fJD2TlO+RNDG5x9uSuuWSWpO2l0n6jqRz\nJd1cEfd9kmZIeig5b52k51L3mSjp15L2Sc4fL+nHkp6S9CtJN0oanhybLalT0imp9hdIOqHy8/I+\nbvl2/8Zi56rl3ZL2jqxDsF5y3+Wb+y+/mh95MOsQLEO7NXCTNAz4a2Dlzs6LiCf6Iyjrk7aImB4R\nbwK2AB/uov4F4CMAycDuLuCaiHgjMBU4TtI/Jdd9DrgnIuoj4jDgExGxOiKmxf/P3p3H2VGV+R//\nfElo0mkSwjZRIgHD4kKETgiIJBAhiiiKDIwI6BgBdcZxAUGYARRQB1EhICIqjhJRRhhkEXEUdRpM\n0hFCSKezgGxhCYSfIFu60wmapJ/fH7duqFzuTe9dt/p+369XXn1PLaeeqpN0+vQ5T52Iycm5X0zK\nRyTnRET8Idk2CVgInJhc/+PFY8rEHhFxUFLv+cANxetExJMl59wC3BIRewN7A6OAdLLa08B5PX98\nZmZmZmbVp1sdt4jYCGykMOpm+TEP2DP5nF4z4m5gXPL5JKA5IpoAIuIV4LNA8e0Nr6fQCSLZv7zk\nGt1Zi0LdPK479SDpcGBdRPw0iSmALwCnFEcYgSXAakkztlShc9zyzTlu+eY8m/xy2+Wb2y+/nONW\n23oyVfLbwI3JNLQ9JE0o/hmo4KxXip2b4ZQZJU1GT2dQGCkD2AdYlD4mIh4DGiRtS+EtotckUynP\nlfT6AY5/S4ojbuVibgee5NWOagAXAV8etOjMzMzMzAZIT5YD+G7y9d0l2wMY1j/hWD+ol9SSfJ4H\nXFOy/Q3AA8D/dVGPACLi95LeCBwJvA9okTQxWRqit8pNk9zS9u7abFQvIpolhaSplU644ooruPah\nJew+uvDbx+3qtqZxp9FMH7cjAHNWFW4zq/K81qVs/ezLHDp2DABzn30ZoGrKzUuWsdWL7ZtGvoo5\nZ4NVvurJZ9l31Mgenb9h6TIOomB+WwcAU0c31FY5uf9inkvxt++DXf7JSy/zlm22yez6Lve+nM6R\nqoZ4XM5/+y1auIBVz2xg3MQDAVi1/F6Aqikvve8e1jyxim13L8zUWfNEIUd+sMutC59n0q5H0Nzc\nDMC0adMAXK7ScvHzypUrAZgyZQozZmxxMtgWqTDLzIYKSW0RMbrS9mQq4e+AX0TEdyWdChwaETNT\nx04A7oqI3crUcztwTUTcmpRnA7dHxC1JebekvG/qnLuAMyOiJSkfRSHn7aOpY5YA74+Ip5LyTGD/\niPh86pjHKLwAZxJwfkRMT+0bDawAdgXenlzvaEnvBs6gkO93aeli8bNmzYrTVtzZ5XPNitdx27J5\nqU5jd633Om5Vs47bgrXrPGUrp9x2+VaN7VdYx6161yirnnXcnufkY4/o+kCrSi0tLcyYMaPX6UO9\nWcdtvKR3SNq1txe1AVXpL0NxBO0V4DTgi5K2Av4bmJrkjSGpHrgC+GZSPizZhqRRwB7Ayl7GULSQ\nwgtQxib1TgHqip22rupN8vHqJX00OX8YcCkwO7m/TSLiD8D2wL6U4Ry3fHOOW75V2w+O1n1uu3xz\n++WXc9xqW7c7bpJeL2kO8CiFN/qtkDRX0i4DFp31RpfTECOilcLLO05MOjofBL4s6cFk+4KI+F5y\n+P7AfZJagfnADyNiUbl6t7Bts3JEPEeh8/ibZPrmZcCJPby3fwSOl/Qw8CCwjspvkbyIwkicmZmZ\nmVku9STH7fsUfqh/X0R0SGqg8Pr1HwBHD0Rw1nPlpkmW2x4RH0x9vh84rMJ5l1IYzap0vVNKyk9S\nMroVEYeXOe924PYt1HstcG3Jtgmpz6uo8PcuIuYAc0quVTYPs7W1lenldlgu9GaqpFWPapyuZd3j\ntss3t19+tS68m0m7eqpkrepJx20a8PpkoW2SztvZwKotn2ZmZmZmZmZ90ZMct5eAt5ZsexPwcv+F\nYza4nOOWbx5tyzf/xj+/3Hb55vbLL+e41bZuv1VS0icpTI38MYX1snYDTga+HBE/HLAIzQZQU1NT\nTBlTvevKR109rF2TdRgVRd1I6GjPOowe6axvgPZ8xdzfOusb6Gyv3r9XZlZ72sbvSdvw6v3/mI2d\nrF63IesoGDuqjl3GbJN1GNZLfX2rZLenSkbEf0laAZxEIYfpGeCk5A1/ZrnU2trK5FNO6fpAq0rN\nzc2b1kzprh6/SncIqpZn0Jv2s+rgtsu3amy/nZI/tmXNzc3sUmVtZ4OnJzluRMSdQPUuemVmZmZm\nZjYE9WSq5Fcr7Pob8DRwR0Q821+BmQ2GpqammDx5ctZhmJmZmdkQN5gLcO8N/DuF18bvmXz9d2AS\n8GngMUlH9jYQMzMzMzMzK68nHbetgBMi4pCIOCkiDgGOBzZGxEHAvwHfGIggzQZKa2tr1iFYHzQ3\nN2cdgvWB2y+/3Hb55vbLL7ddbetJx+09wK9Ktv0aeG/y+TpgAmZmZmZmZtavepLj1gJcExHfTW37\nDPCJiJgkaSywJCJeNzChmvU/57iZmZmZ2WAYtOUAgE8At0j6d2AVMA7YCByb7H8T8OXeBmJmZmZm\nZmbldXuqZES0AHtRWMftcuAjwF7JdiJibkT814BEaTZAnOOWb57rn29uv/xy2+Wb2y+/3Ha1rdfr\nsEbEXKBOUkM/xmNmZmZmZmYlepLj9jYKLyf5G/CGiNhW0vuAmRHx4QGM0WzAOMfNzMzMzAbDYK7j\n9n3g/Ih4M7A+2TYHmNbbi5uZmZmZmVnXetJx24fCK/8BAiAiOoD6/g7KbLA4xy3fPNc/39x++eW2\nyze3X3657WpbTzpuTwD7pzdIOhB4tD8DMjMzMzMzs831JMft/cCPgR8AZwIXAf8KfDIifj9gEZoN\noKamppgyZkTWYVQUdfWwdk3WYQyIqBsJHe1Zh1EVOusboL32nkVnfQOd7UPz73cetY3fk7bh1fv9\n0AbYxk5Wr9uQdRTWhbGj6thlzDZZh2G9NGjruEXEryUdCXySQm7bbsCxEbGotxc3qwYNP/561iFU\n1HH856i7+uKswxgQr5x8FsMuuSDrMKpC5+nns+HCc7IOY/CddxGrzz4r6ygs0XbTHcxe8VLWYVhG\njtqtnnNuW5F1GNaFy4/byx23GtbtqZKSPhQRiyPi3yLiqIj414hYJOmfBjJAs4HkHLd8m/di7Y1S\nDSXzly/POgTrpVXL7806BOsDt19+tS68O+sQLEM9yXH7cYXtP+zOyZI2SmqRtFzSYklnSFKyb7qk\nl5P9D0i6JHXeTElXSjpU0p9K6hwm6S+SXidptqRjk+1/lLQwddz+ku5KlQ+UdJekhyTdJ+l2SfuU\nifkCSWeUbHtc0g7J586SWM+UdH7q3KeTe3pI0k2S3pI69i5JDyb7F0u6scx5yyWdUCauc5NzFkva\nkBzbIumz3Yh5Y+qaLZLOLlN/t55lSbstlvT7LTy33SQtq/R8k2s+lqqrOdn+8STmianzlkkan3xu\nkPQDSY9KWijpTkkHdPdezczMzMzyoMupkpImJB+3kvRGID0vcwLwSjev1RERk5M6dwKuB0YBX0n2\nz42IoyWNABZLuiUiir9WCGAeME7SrhHxVLL9XcDyiPhL0gckdfzOkt4TEb9LbUPSWOB/gBMiYkGy\n7WBgD+D+btxHOinwb8Cxki6OiBfLHHtZRFyWXON44E5JEyPihWT/iRGxuNJ5kvYEFkn6RURs3BRA\nxNeBryf1thWfa1IuN/csHXNH+vhuqPgsE3Mj4uge1LUlZ0bErWXOeQo4DzixTD0/Ah6LiD2h0EEE\n3prs6/JeGxsbYcWd3YndqtAhO4zKOgTrg6kTJ7I66yCsV8ZNPDDrEKwP3H751XjAO7IOwTLUnRG3\nR4FHgJHAiqRc/PNT4MKeXjQingc+BXyuzL5XgFZgXMn2AH4BpEegTqDQASznEuBLZbZ/BvhJsdOW\n1P2niPhVN8NP9xA3UBhxPKPCsZtExI3A74CTUpu3+Pwj4lGgA9i+m7FVogqfu6vSs+xtfZVUeh7/\nC+wjaa/0NZNfKhyYji0inoyI3w5AbGZmZmZmmemy4xYRW0XEMGBe8jn9Z5eI6NZUyTL1Pk5hFG/n\nZFPxh/HtgT2BuWVOu55k1EVSHfA+4OYKl7gb+Juk6SXb9wFaehNzGQFcBXxEUnd+9b8YeHOqfF1q\nmuM3Sw+WNBl4JOno9sQZqXoXA69P7asvmT74oW7UV+lZAhySulZf365wSaqun6W2bwS+RWHULW0f\noDUqvxq1y3t1jlu+Occt35zjll/Okco3t19+OcettvXkrZLlfmjvq/SIyCFJJ2Mv4NsR8VyZGBYl\nOU17UZgOd09EvLyF+i8Cvgz8e8UApHuA0cDvIuILpZescNqm7RGxRtK1wGnAui3EAq8dATqpwlTJ\nMySdQuFZfKCLOsvZNEUTQNJjqX1rezhVsqjSs+zuVMkunyXwxYi4pcJx1wPnSdq9G9cq6vJe58yZ\nw5KHlrD76MI68tvVbU3jTqOZPm7Hwv5VhVmtWZXntS5l62df5tCxYwCY+2zhr/tQKRc7XsUpjz0t\nL21f26fzq6V8EAXz2zoAmDq6oSbKyx9/nI6163j7yMK/vwVrC99CXc6mvGjhAlY9s2HTNLriD/cu\n10Z56X33sOaJVWy7eyMAa54o/GLT5eoqM/4NwKsLcU+bNs3lKi4XP69cuRKAKVOmMGPGDHqrJ+u4\nDQf+DZgO7ESqExIRh3bj/LaIGJ0qTwAWRMTOyUjOmUmO2+7APcAREbFU0kxg/4j4fHLehUAn8Bbg\ntoi4Idk+G7g9Im5JXp5xZkS0JC+5uB44LiIOl/RVoDMiLkzFchxwVEScUhLzZ4DXRcSXU9ueB3aO\niCjeUzJK2ALMTp7HV5Ncs/aSDtS1wMKI+G46xpJrbjpP0geA7wMTIuLv3Xyu5a77ePIMXyw9vkKd\n3X2Wm9qt0j2ktjUAD0XEG1LbrgDui4ifpa9ZUtem9pf0CQqLwE8F3k/hFw+/B/YqN+rWnXttamqK\n6TdftqVDMuXlAGrDei8HYFWgsBzA+qzDsIx4OYB8uPy4vZi0q/O786qv67j15K2SlwP/QmEK4/4U\npij+A9DdNztsCjKZHvl94MrSgyLiCeBi4D8q1HMD8FHgMOC2blz3IiD9NsGrgJmSDkptG1nh3LnA\n0ZK2TeI+ls2n5imJ+SXgRuDUkvPT93wc8G7g5+X2lxMRtwMLgY9v4bCeNn5f8r5Kn2W3rxMRHcAz\nkg4DUOEtl+8BmiudU8a1FF5Is3NS52PAfbz6gpvi2yvf2836zMzMzMxyoScdt2OB90bEFcCG5Osx\nFDpQ3TEiyTNaTmGU5I6I+GqFY6+mMHVyfOmOiHgQWAM0RUR6amKU+5y8qOK54raIeBb4MPANSQ8n\no0jHAd8tc61lyfZmSS0UXqjyiQrXnAXsWLLt9OSeH6LwUpLDS94+Wcxx2/Qq/TK+BpRO4dwszC3s\nK3fMCG2e91Vu9eluPcsunCdppaSnJK1Mts0EvpxMif0/4MIk17HoWyWxbTaVNyLWA9+h8AuDok8A\nr1NhOYClFEY9i9Nsu7xX57jlm3Pc8s05bvnlHKl8c/vll3Pcalu3c9wojEoVX8O/TtLIiHhQ0qTu\nnBwRW29h3xxgTqr8CrBrUrw2+ZM+/jV5S+lpjhFxeMm+A0rK9wLv7Gbc/wX8V4V9o1OfnwO2TZW/\nQmokqMy5ZTu8yXnpcguFaaGV6hldUn7NNSNiQupzxXZIHdOtZ1nabiUxlIvjz8DhpduTfSdXCGez\n9o+IK0mN1EbEGgod6nJ1dnmvZmZmZmZ50JMRtz8DxR/a7wMulPQlYFW/R2U2SBobG7MOwfrA67jl\n29SJE7MOwXrJ64Dlm9svv7yOW23ryYjbaRReyw6Fdcu+T2GE6ZP9HZSZmZmZmZm9qssRN0lTJX0j\nIhYW34AYEY9ExLsoTJPbMNBBmg0U57jlm3Pc8s05bvnlHKl8c/vll3Pcalt3RtzOpfAmxnLuorAo\ncm/WGjOrCh2nnpt1CBVFXT1/O/1rWYcxMOpGsvGCS/tURefiVjZOGgLTXesbGH7Ja16yO+Rt9cBD\nbPe9H2QdhiU0Yjin7Ldt1wcC960bxZT9th/giGyglG2/jZ1cftxe2QRk3fbk/auzDsEy1OU6bpJW\nAeMjYmOZfcOBlRGxywDFZzagmpqaYvLk3qxHbmZmZmbWfYOxjttooK7Cvq0Bvx3AzMzMzMxsAHWn\n4/YgcESFfUck+81yyTlu+dbc3Nz1QVa13H755bbLN7dffrntalt3ctwuB66WNAz4ZUR0StqKwuLb\nV1F4w6SZmZmZmZkNkC5z3AAknUFhQeVtgOeBnYC/ARdExGUDGqHZAHKOm5mZmZkNhr7muHVrHbeI\nuEzSj4B3ADsCLwB3R0Rbby9sZmZmZmZm3dOdHDcAIqItIn4XET9PvrrTZrnnHLd881z/fHP75Zfb\nLt/cfvnltqtt3e64mZmZmZmZWTa6leNmNlQ5x83MzMzMBsNgrONmZmZmZmZmGXLHzWqac9zyzXP9\n883tl19uu3xz++WX2662ueNmZmZmZmZW5ZzjZjXNOW5mZmZmNhic42ZmZmZmZjbEdWsBbrOhqrW1\nlSljRmQdxqCLunpYuybrMPqsedFipu0/qV/rjLqR0NHer3Vaec2LW5k2qXHA6u+sb4B2t2U5nfUN\ndLb3/nvA/CVLmLrffv0YUdfaxu9J2/Da+349EO67509MOejgzTdu7GT1ug3ZBGTd9uT993HMkYdl\nHYZlxB03q3kNP/561iEMuo7jP0fd1RdnHUafbf3sy2wzb0y/1vnKyWcx7JIL+rVOK2+rF9sZ9qtR\nA1Z/5+nns+HCcwas/lw77yJWn31Wr0/vWLuO1SPr+zGgrrXddAezV7w0qNccqlataGdp/ebP8qjd\n6jnnthUZRWTdNXP8+qxDsAx5qqTVtMbGgfttvw28Q8f2b6fNBtchOwxcp80G1tsHudNm/WvcxAOz\nDsF6qfGAd2QdgmXIHTcbNJKOkdQpae+kvJuktZJaJC2X9BNJw5J99ZKuk7RU0jJJcyWNTPaNk/RL\nSQ9LekTS5ZKGJ/umJ9c4KnXd2yUdmsU9m5mZmZn1B3fcbDCdAMwDTkxtezQiJgP7ArsCxyfbTwP+\nEhH7RsTbgFOB4vyAW4BbImJvYG9gFJCe7/g0cF53AvI6bvk299mXsw7B+mDei84/y6sFa9dlHYL1\nwarl92YdgvVS68K7sw7BMuSOmw0KSQ3AVAodsBNL90dEJ3AvMC7Z9HpgVWr/IxGxXtLhwLqI+Gmy\nPYAvAKdIKmatLwFWS5oxUPdjZmZmZjaY3HGzwfJB4I6IeBR4XlLxVYACSDpdbwfuSLZfA/yHpPmS\nviZpz2T7PsCidMUR0Q48CRSPCeAi4MtdBeUct3xzjlu+Occtv5zjlm/Occsv57jVNr9V0gbLicC3\nk8//A5wEfBfYQ1ILMAH4dUQsB4iIJZLeCBwBvBu4V9KWvltttphhRDRLCklTtxTUTTfdxLV3LmH3\n0YUfQrar25rGnUYzfdyOAMxZ9QLAkCtPSe6/ONWw2AFy+WX+vmQZ05PnU5zKV+xguJyvcvPSZWxs\n62Dq6AYA5rd1ALiclIvTHYudsGovL1q4gFXPbNjU6ShO93O5f8pL77uHNU+sYtvdC7/QXPNEIZXA\n5eoqw14ANDc3AzBt2jSXq7hc/Lxy5UoApkyZwowZvZ8QpsJMM7OBI2l7Cnlnz1EYDRuWfH0n8KuI\n2FfSjsB84IsR8esydVwJPAYsBc6PiOmpfaOBFRRy5N4OnBkRR0t6N3AGhdy4SyNibmm9s2bNitNW\n3Nmft5sLQ2U5gLnPvtzvo25eDmDwzHuxfUBH3dZ7OYDK+rgcwIK16wZ91K2wHIBfhd4fVi2/9zWj\nbl4OIB9mjn+ek489IuswrJdaWlqYMWOGuj6yPE+VtMHwIeCnEfHGiJgQEbsBj1PoaAkgIl4A/gM4\nF0DSwZLGJJ/rgLcCT0REE1Av6aPJvmHApcDsiHglfdGI+AOwPYUXn5iZmZmZ5ZY7bjYYPgzcWrLt\nZuAcoLO4ISJ+SaFTNhXYA5gjaQmFnLZ7I6JYxz8Cx0t6GHgQWEflt0heRKGDWJZz3PLNOW755hy3\n/HKOW745xy2/nONW25zjZgMuIl4zmTcivkshx610e/GlJfOBn1WobxVwdIV9c4A5qfLtFKZmmpmZ\nmZnllkfcrKZ5Hbd88zpu+eZ13PLL67jlm9dxyy+v41bb3HEzMzMzMzOrcn6rpNW0pqammDJmRNcH\nDjFRVw9r12QdRlWKupHQ4ZGgoaCzvgHa3ZbldNY30Nmer+8BbeP3pG147X2/HjQbO1m9bkPWUVgX\nxo6qY5cx22QdhvVSX98q6Rw3q3mdE96adQhmNgA8paSyPD6bnZI/Zma1Ko/fu836jXPc8i29wKXl\nj9svv9x2+eb2yy+3XW1zx83MzMzMzKzKOcfNalpTU1NMnjw56zDMzMzMbIjra46bR9zMzMzMzMyq\nnDtuVtOc45Zvnuufb26//HLb5ZvbL7/cdrXNHTczMzMzM7Mq5xw3q2nOcTMzMzOzweAcNzMzMzMz\nsyHOHTerac5xyzfP9c83t19+ue3yze2XX2672uaOm5mZmZmZWZVzjpvVNOe4mZmZmdlgcI6bmZmZ\nmZnZEOeOm9U057jlm+f655vbL7/cdvnm9ssvt11tG551AGZZ2+qxB7IOwXpJzzzBVo/tMODXibp6\nWLtmwK/Tn6JuJHS0Zx3GZjrrG6D91Zg6VzxM56iRGUY0uDrrG+hsz9ffo0rWP/wwf6+v79E5beP3\npG34iAGKyF5jYyer120ou+uR59bS8FR1fX+w7nl+zfqsQ7AMOcfNalpTU1NMv/myrMOwKtdx/Oeo\nu/rirMPokVdOPothl1yQdRibWX/6+Wy48Jysw8jOeRex+uyzso4iM2033cHsFf6hc7ActVs959y2\nIuswrJ9dftxeTNp1VNZhWC85x83MzMzMzGyIc8fNukXSRkktkpZJuk3S6GT7dOI7tacAACAASURB\nVEm3lxw7W9Kxyec/SlqY2re/pLtKjv+2pKdLtv1V0nbJ59dJ6pR0cGr/c5K2T5VbJf08Vf6EpBtS\n5VGSHpW0e/o6znHLtzmrXsg6BOuD+W0dWYdgvbRg7bqsQ7A+WPOE/+/Lq9aFd2cdgmXIHTfrro6I\nmBwRbwNeAj6T2rel+bYB7CzpPeWOlyTgGGClpOmpY+4G3pF8PhhoSb4iaW/g+Yh4KSm/mcLf5UMk\n1QNExI+AN0g6PKnjq8CPIuKJ7t+ymZmZmVl1cMfNeuNuYFwPjr8E+FKFfe8ElgPfB04quUZxhO1g\n4HI278jNTx17IvBT4PfAB1PbPw1cIWl/4HDg0tKLNzY29uA2rNpMH7dj1iFYH0wd3ZB1CNZLbx/Z\nsxeTWHXZdnf/35dXjQe8o+uDbMhyx826SwCShgEzgF/14Ny7gb+VjKgVnQj8HPgl8L6kfih0zIod\ntwOBW4Fdk/LBwJ9SdXwYuCH5s6nzFxHLgN8BTcBnI6L867XMzMzMzKqclwOw7qqX1AK8AXgA+EOy\nvdI0ydLtFwFfBv69uEHS1sD7gC9ERIeke4H3AL8BFgKTJI0EhkfEWkmPSdqDQsft0qSO/SlMm3xa\n0v8DrpE0JiJeTi5zFXBkRMwrF+QVV1zBtQ8tYffRhd8eb1e3NY07jd40klPMoXK5OstXLHl8UNpr\nCgVzny38tTp07JhclOe9WHjd9yE7jKqKcvPSZWxs69g00nb1X15g4sgRm8rFnLchW16+nI616zaN\nVhXzxPJYTue4dff8RQsXsOqZDYybeCAAq5bfC+DyAJWX3ncPa55YtWl0rZjXtu3ujZvluJXb73L1\nllsXPs+kXY/YtJ7btGnTAFyu0nLx88qVKwGYMmUKM2bMoLe8HIB1i6S2iBgtaQSFUaybIuJKSfsA\nV0fEtNSxtwGXRsS85EUkZ0ZEi6Rm4HrguIg4XNIHKIy2/ZXCiF498IeI+OeknnuA64A3R8RnJZ0O\nbAS+FBFjk2MuBWYC7Ukd2yfX+3Gyfzfg9ojYt9x9zZo1K05bcWf/PiwbNHNWvTAo0yW9HED/KF0O\nYH6qE1cThtByAAtSHdDu8nIAg2tLywGseaLV0yVzaub45zn52COyDsN6ycsB2GARQES8ApwGnClp\nK+AR4PWS3gSbOkr7AuVeWXURcHaqfAJwakRMiIg3AhOAI5LOIRSmWJ6efAW4J7n2Pcm1BBwPTEzV\ncQyb58ptir0c57jlm3Pc8q2mOm1DjHPc8s2dtvxyjlttc8fNumvT0GxEtAJLgBMj4u/AR4GfJFMp\nb6TQGWsvc95vgeeASN7+WJwWWdy/FpgHfCDZNB94I6923FoovBSl+GKSQ4CnI+LZVJxzgbdIGlsu\ndjMzMzOzPHKOm3VLRIwuKX8w9Tn96v7S8w4vKR+QKu5U5vh/Sn2+CRiWKv+dwnTKYnkur77ApLit\nE9glVX6SwghgWa2trZR7Y4rlw2BNlbSBUXNTJYeQ3kyVtOrhqZL51brwbibt6qmStcojbmZmZmZm\nZlXOHTerac5xyzePtuWbR9vyy6Nt+ebRtvxyjlttc8fNzMzMzMysynk5AKtps2bNik+886Csw7Be\nmndfC4dMmTzg14m6eli7ZsCv05+ibiR0tHd94CDqrG+A9ldjam5tZVoNjXp31jfQ2Z6vv0eVzF+y\nhKn77dejc9rG70nb8BFdH2j9Y2Mnq9dtKLurdeHdHrnJqSfvv49jjjws6zCsl/q6HIBfTmI1r3PC\nW7MOwXopnnnR7ZcjpVM8tmpfy1b7DXzHu1oMpSkuW69bR93++/fonJ0o80Yqy0THkyOZtOuorMOw\nXuh4cuusQ7AMecTNalpTU1NMnlw7PziamZmZWTa8ALeZmZmZmdkQ546b1bTW1tasQ7A+aG5uzjoE\n6wO3X3657fLN7Zdfbrva5o6bmZmZmZlZlXOOm9U057iZmZmZ2WBwjpuZmZmZmdkQ546b1TTnuOWb\n5/rnm9svv9x2+eb2yy+3XW1zx83MzMzMzKzKOcfNappz3MzMzMxsMDjHzczMzMzMbIhzx81qmnPc\n8s1z/fPN7Zdfbrt8c/vll9uutrnjZmZmZmZmVuWc42Y1zTluZmZmZjYY+prjNrw/gzHLo60eeyDr\nEPpd1NXD2jVZh1FW1I2Ejvasw6gKnfUN0F69z6KzvoHO9ur8e2RWqm38nrQNH5F1GLVlYyer123I\nOoqaMnZUHbuM2SbrMCwj7rhZTWttbWX6ijuzDqPfdRz/OequvjjrMMp65eSzGHbJBf1S17wX2zlk\nh1H9UlcWOk8/nw0XnpN1GJWddxGrzz5rwKpfsHYdbx9ZP2D128CpxrZru+kOZq94KeswcmHV8nsZ\nN/HAPtdz1G71nHPbin6IyLpr5vjnOfnYI7IOwzLiHDczMzMzM7Mq547bECfpNfOwJF0g6YxU+UuS\nHpb0oKS7JL2t0vmSZkq6MlX+lKQ/S3pA0j2Spqb23ZXU2SppgaR9K8R4l6SyiWaSvi3p6ZJtf5W0\nXfL5dZI6JR2c2v+cpO0l7Z3UvVjS/ZJ+UFp/Y2NjuctaTuR5tM2ouhEb6z63Xb71x2ibZaPxgHdk\nHYJlyB23oW+Lb5+R9FngIOBtEfFm4OvAryQV/1cud34k574f+CRwcES8Ffg08HNJ/5A69sSIaAS+\nD1zak8AlCTgGWClpemrX3UDxO9fBQEvyFUl7A89HxEvAd4BZETEpIvYBrsTMzMzMLIfccbOzgc9E\nxN8AIuIPwFzgI8n+Lb355mzgi0kniYhYDPwE+EzqmOL5dwO79DC2dwLLKXT6Tkptv5uko5Z8vZzN\nO3Lzk8+vA1YVT4qI+0sv4HXc8m3ei9X7Yg/r2oK167IOwXrJbZdvq5bfm3UI1kutC+/OOgTLkDtu\nNUzSKGBkRDxZsmsR8NZuVLEPhdGu0nP3KXPskcAvexjiicDPk/PeJ2lYsn0+r3bcDgRuBXZNygcD\nf0o+fxu4S9L/Sjq9OL3SzMzMzCxv/FZJ681aEj1Z/O+/JW0DNADdTiiTtDXwPuALEdEh6V7gPcBv\ngIXAJEkjgeERsVbSY5L2oNBxuxQgIn4i6Q4KncZjgE9J2i8i1hev8+ijj3LKnUvYfXRhZuh2dVvT\nuNNopo/bEYA5q14AyF15SnJ/c599GYBDx46pmvLflyyjOO+1OGJWzFXrabm4rbfnZ11uXrqMjW0d\nTB3dAMD8tg6A6ikvX05H6u2BxVGW/ioXtw1U/S4PXPntI+urKh6ARQsXsOqZDZvyt4qjSi6/tjxu\n4oH9Ut/Sv24D7AzAmicKM1i23b3R5QEsNx73IQCam5sBmDZtmstVXC5+XrlyJQBTpkxhxowZ9JYX\n4B7iJLVFxOiSbRcA7RFxmaQngekR8URq/7XA7yLi55KeBcZFxIZk3xeAbSPia5LmAudHxB9T534F\nICIukHQXcEZELJb0LWCPiDiuTIx3AWdGREtq2/uB64G/Uuhc1gN/iIh/TvbfA1wHvDkiPivpdGAj\n8KWIGFvhWSwDPpZM6QQKC3BPv/mybj3LPKmV5QDybn2NLwdg1p8KywGs7/pA6zdeDmDwXX7cXkza\n1S/myqu+LsDtqZJDX1d/OS4FviNpBICkd1GYJnlTsn8OUOws1QPHA3cl+y4Bvilph2R/IzATuKrM\n9c8H3p68PKQ7cZ4InBoREyLijcAE4IhinBTy3E5PvgLcA5yWfCWJ5z2ShiefXwfsQCrnDZzjlnfO\nccs350nll9su35zjll/Ocattnio59NVLWkmhYxTAZaSmOkbElZLGAEuT6YlbAxMj4u/JIacDV0v6\nfFK+NiKak3Nvl7QL8CdJnUA78JGIeK5Yfeo6r0iaBZxF4U2UpX4tqfir0nuAw4F/SZ2/VtI84APA\nLyjkuX2eVztuLcA44IepOo8ArpBU/Anji6nYzMzMzMxywx23IS4iumzjiPga8LUkZ+xW4IvAl5J9\nz1DoLFU692rg6gr7Di8pX17huMO6ijE57p9Sn28ChqXKf6cwnTJ9/JnAmVuqs7GxEVbc2Z3LWxXy\nOm755rXA8sttl29exy2/vI5bbXPHzTaJiLUUXgBiZmZmZmZVxDluVtOc45ZvznHLN+dJ5ZfbLt+c\n45ZfznGrbR5xs5rXceq5WYfQ76Kunr+d/rWswyivbiQbL7i0X6rqXNzKxkndXmWi+tQ3MPySK7OO\noqLO+ga2+94PBqz+hiVL2G6//Qasfhs41dh2GjGcU/bbNuswcuG+daOYst/2fa9oYyeXH7dX3+ux\nbnvy/tVZh2AZ8nIAVtOamppi8uTJWYdhZmZmZkOclwMwMzMzMzMb4txxs5rmHLd8a25uzjoE6wO3\nX3657fLN7Zdfbrva5o6bmZmZmZlZlXOOm9U057iZmZmZ2WBwjpuZmZmZmdkQ546b1TTnuOWb5/rn\nm9svv9x2+eb2yy+3XW1zx83MzMzMzKzKOcfNappz3MzMzMxsMDjHzczMzMzMbIhzx81qmnPc8s1z\n/fPN7Zdfbrt8c/vll9uutrnjZmZmZmZmVuWc42Y1zTluZmZmZjYYnONmZmZmZmY2xA3POgCzLLW2\ntjJlzIiswxjyoq4e1q7p93qbFy1m2v6T+r3ewRZ1I6GjPesw+l1nfQO0V76v5tZWpjU2DmJE1aWz\nvoHO9v7/dzEY5i9ZwtT99ss6jEHVNn5P2ob3w/8XGztZvW5D3+vpg9aFd9N4wDsyjcF658n77+OY\nIw/LOgzLiDtuVvMafvz1rEMY8jqO/xx1V1/c7/Vu/ezLbDNvTL/XO9heOfkshl1yQdZh9LvO089n\nw4XnVNy/sa2DDaMbBjGiKnPeRaw++6yso+iVjrXrWD2yPuswBlXbTXcwe8VLfa7nqN3qOee2Ff0Q\nUe+teeJptl35SKYxWO/MHL8+6xAsQ54qaTWtsYZ/2z8UHDo2/522Wja1ljttOff2Guu0DTXb7u7/\n+/LKI6W1zR23LkjaKKlF0nJJiyWdkdo3XdLtyed/kHS7pFZJ90v6deq4fSQ1SXpQ0kOSvpTaN1PS\nc8k1HpB0emrfBZKeTvY9JOkmSW9J7b8rqbMlie3GMuctl3RC6pzZko5NleuTut+c2naOpCvLPIvX\nS/ofSQ9LWpjc74Rk39tS8Twk6ZzUeacmzzEd+58l7ZJ8flrSEknLkj9fkVSX7Jsh6daSOH4m6ejk\n83BJ35L0iKT7JDVLOiKJr0XSk8nzXZyUx3Xd6mZmZmZm1cUdt651RMTkiJgIvBt4r6T0nKbiazm/\nCvw+IhojYh/gPwAkjQBuA74eEW8G9gMOlvTpVB03RMRkYBpwXknn4rLk+m8CbgTulLRjav+Jyf5J\nEXF86XnAMcDVkoaVu7mIWAd8AfheEu944BSg3PymXwJ3RMTeEXEA8CVgrKT6ZN9XkntsBN4p6ZOp\nc58Czi3z3AA6gWkR8TbgHcCbivGUObbUN4AdgDdHxBTgWGDbiDgguf+vAtclz2dyRKxKn+x13PJt\n7rMvZx2C9cH8to6sQ7BeWrB2XdYhWB+secL/9+VV68K7sw7BMuSOWw9ExPPAp4DPldn9euDp1LHL\nk48nAc0R0ZRsfwX4LGU6RhHxIvBoUle5698I/C6ps2iLbRgRjwIdwPZbOOY3wIuSTgIuB86LiM0y\n5iW9G2iPiNmp85ZExN3APwN3RcQfk+3rKDyj9D3+CphcHKED0q9CVbGcXPdTwIckjdrSvUnaFpgJ\nfC4iNibnPxcRt2zpPDMzMzOzvHHHrYci4nFgK0k7l+y6CrgmmRJ5rqRi52sfYFFJHY8BDUnHY5Nk\ntGsbYOkWQlgMvDlVvi6ZAtgi6ZulB0uaDDySdDq35HTgEgqjVTeW2T+x9D5Syt3jw8AOyYgjwIak\n/nPpQkS0AU8Ce3Zx6F7AY0lHsVec45ZvznHLN+e45Zdz3PLNOW755Ry32ua3SvbOaxbOi4jfS3oj\ncCTwPqBF0sRu1neCpOkUpgh+NiL+3oNrnxQRi8scd4akUyh0bj7QVQAR8bSkPwK/6GbMvXEdcI6k\nXbtxbPGXCpWmSRa393oRQzMzMzOzvHDHrYeSqX4bIuKv0uZ9hoh4GbgBuCF5acmhwAPJ19I61kTE\nmqSOGyLi85L2B34v6VcR8VyFECYBC9PVVTjusoi4TNIHKIwETuiiQwiFXLPOCvvuB95fYd8DwIHp\nDZL2Bl6IiFeKzykiNki6HDibLeStSdoOeAPwCLAHhRy2tB2A55P9u0saGRFrt3BfFV1xxRVc+9AS\ndh9d+O3xdnVb07jTaKaPK6QRzln1AoDLfSxPoaCYk1YcKetr+coHn2a/7bftt/qyKhf/8cx7sbDm\n2SE7jBoS5ealy9jY1rFpZK2Y01YsX/2XF5g4ckTF/UO+vHw5HWvXbRq9KuaN5aGcznGrhngGo7xo\n4QJWPbOBcRML/2JXLb8XoMdldpsOvJpnVhz9GsxyOscti+u73Pty68LnmbTrETQ3NwMwbdo0AJer\ntFz8vHLlSgCmTJnCjBkz6C1FbOm9DyapPSJGJZ93pjBqND8ivpqMkp0ZEUdLOgy4JyLWJblZCyjk\nft0PLAc+FRF3Ji/yuBH4bUR8T9JMYP+I+HxyjcuBdRFxbvISlDURMSvZdxxwJTAxIl6UdBfwxYjY\nbJpicl57RFyWlG9NrvdDSbOBX0fEzWXu9WfALyLiVxWexb3A9yLiJ0l5X6ABWAIsA06JiDmSRgI3\nA7cm1zwV2CcizkjeFvkAsC0wOSKekfRUsr8teXY/oPBSmE9J2gb4M3BERDyajGremTyDDkmXAqOB\nf0s6hjsDhxbvL33tcvc0a9asOG3FneV2WT8aqHXc5j778pCYLjlU13Fb38U6bvNTnbqalON13Bak\nOpy1orCOW9/X0KqOddxaPV0yp2aOf56Tjz0i6zCsl1paWpgxY0avZ4s5x61rI4qv1Qd+T+Gtil8t\nc9z+wH2SWoH5wA8jYlHyMpIPAl+W9CCFTs6CiPhemToAvgV8XFLxp5nTk+s/ROGlJIcnLzEpKua4\nLZb0+wp1fo3CmyOLfiBppaSnJM1Pbe+qF/9B4ChJj0paltT7l2S06xjgK8k9tgJzI+KHpRUko35X\nAekcwQDmSVoK/InCC1o+kxz/N+BjxfsErgdOjoji6+jOAVYDf5a0hMIbPLv9qkHnuOXbUOi01bKa\n7rTlXK112oYad9ryyzlutc1TJbsQEVtvYd8cYE7y+VLg0grH3Q8cVmHftcC1qfL/A3ZJil9J/lS6\nfqU6v1JSbgHeknw+eQv1fazSvlRsH6qwbxnwzgr7flxSvpzC2yuL5fFdXLcZOKjCvvXAWcmfLq9t\nZmZmZpZHHnGzmuZ13PLN67jlm9dxyy+v45ZvXsctv7yOW21zx83MzMzMzKzKueNmNc05bvnmHLd8\nc45bfjnHLd+c45ZfznGrbX6rpNW0pqammDJmRNcHWp9EXT2sXZN1GFUr6kZCR3vWYfS7zvoGaB96\n99VfOusb6Gz3v4u8aBu/J23D++H/i42drF63oe/1WE0aO6qOXcZsk3UY1kt9faukX05iNa21tZXJ\np5ySdRjWS83NzZvWTLHq09WUjlpvvzxPeanFttsp+TMU1GL7DRXNzc3s4rarWXn+f8PMzMzMzKwm\neKqk1bSmpqaYPHly1mGYmZmZ2RDnBbjNzMzMzMyGOHfcrKZ5Hbd8a25uzjoE6wO3X3657fLN7Zdf\nbrva5o6bmZmZmZlZlXOOm9U057iZmZmZ2WBwjpuZmZmZmdkQ546b1TTnuOWb5/rnm9svv9x2+eb2\nyy+3XW1zx83MzMzMzKzKOcfNappz3MzMzMxsMDjHzczMzMzMbIhzx81qmnPc8s1z/fPN7Zdfbrt8\nc/vll9uutrnjZmZmZmZmVuWc42Y1rampKaaMGZHJtaOuHtauyeTaVluibiR0tGcdRk3prG+Adj/z\nwdRZ30Bne+19T20bvydtw7P5f6xmbexk9boNmVx67Kg6dhmzTSbXtr7ra47b8P4MxiyPGn789Uyu\n23H856i7+uJMrm215ZWTz2LYJRdkHUZN6Tz9fDZceE7WYdSW8y5i9dlnZR3FoGu76Q5mr3gp6zBq\nylG71XPObSsyufblx+3ljlsN81RJq2nOccu3uc++nHUI1gfzXvSIVF7Nb+vIOgTrg1XL7806BOul\n1oV3Zx2CZWhIddwkbZTUImlx8nV8sn2apAWS/izpAUmfTJ1zgaSnk+OXSzqhpM4zkvOWJPVeKmlY\nsu+J1PYWSd9Otv9E0mOpWA5Ltv+npG+k6t5N0gpJo5PyhyWdk3x+r6SFSUyLJF2SOu9TqXu5R9LU\n1L7HJe2QKk+XdHvy+ePJM5qY2r9M0viknhZJT0p6LnVPu/XgPg9P1XuXpAdT5xxboY3OTh2/fxdx\nbLo3SZ0lz+RMSeenyh9NYl6W1PHD4nM2MzMzM8uboTZVsiMiNluUS9JY4L+BoyNiSfKD/+8lPR0R\nv00OuywiLpO0J7BI0i8iYqOkfwXeBRwYEe2ShgNnAPXAGqATeGdElM5RCOCLEXGLpHcCPwT2Bv4T\nWCxpdkQ8BHwbOC8i2pLz3gtcIWkf4ErgvRHxiCQBn0ru5/3AJ4GDI+IlSZOAX0o6ICKeS65dKlJf\nnwLOA05M74uIg5L6ZwL7R8TnU8+wp/dZdGJELC455zVtlK6vizjS9/Y34FhJF0fEi+lKJB0JnAa8\nJyL+kjy/mcBYoC19bGNjI6y4s0I4Vu0OHTsm6xCsDw7ZYVTWIVgvTR3dkHUI1gfjJh6YdQjWS40H\nvCPrECxDQ2rEDSiX7PcZYHZELAFIfsg/G3hN8kFEPAp0ANsnm84F/jUi2pP9GyLiWxFRzH4WXT/D\nu4FdkvNfAb4AfE/Se4FtI+KG1LH7JR2ds4H/jIhHkvMiIq5OjjmbQmfppWTfYuAnyX1WegZp/wvs\nI2mvbh5fPKbb95lS7pxeJ2SWnLuBQkfxjDLHnQucGRF/gU3P7yfF52lmZmZmljdDreNWn5qGd3Oy\nbR9gUclx9wFvLT1Z0mTgkYh4XtIooCEiVnZxzTtT0/lOK7P/vcAvi4WIuAN4iUJn69Opa08CliTF\niWViLtoHaCnZtijZ3h0bgW9RGHXriR7dZ+K61DnFznC6jVokfaiHcRQFcBXwkaSt0vYBSkf6ynKO\nW745xy3fnOOWX85xyzfnuOWXc9xq21CbKrl2C9PwtuQMSacAewEfKHeApCOAbwJjKEwBvCfZVW4K\nIcAlki4GxgGl49pXASOSEb6iI4Hf0rWu1m/Y0lTJouuB8yTt3o3rFfXmPk8qM1Wyt230GhGxRtK1\nFKZFrit3TJLP9zNgFHBORPwivX/OnDkseWgJu4+uB2C7uq1p3Gk008ftWNi/6gWAASsXOx7FKX8u\n96y85KU1VRVPtZaLk6KKHaXiFMWsy0vb11ZVPP1dLnZuitMKXR7g8vLldKxdx9tHFr6fL1hb+G9h\nqJffQkGxM1acBunywJbXPFH4xe+2uzcOapnxbwBeXYh72rRpLldxufh55crCONCUKVOYMWMGvTWk\n1nGT1BYRo0u2fQ3ojIgLUtsOBy6IiOmSLgDakxy3DwDfByZExN8lPQkcGhFPps69HbgkIuZKepxC\nHlZpjtVs4PYk9+uzwMcjYkpq/3QKU/mOTm27Czg2yVu7FvhjRMwuc49zgfMj4o+pbV8BiIgLJC0E\nToiIFcm+fwTeHxGnpvPGJH0C2B+YmuxfmRxfLresx/eZ3M+ZEdFScs5r2qjc8V3FUawnGclrAWYn\nz+CrkuYkz2hO6twrgYUR8dP0dZuammL6zZeVhjMovByADRYvBzD41ns5gMFX08sBrM86jJqS9XIA\nk3Z1fnBe9XUdt6E2VbLcg7gKmClpPwBJOwLfoDB6tpmIuB1YCHw82fQN4PuStkvOFdCjVS4j4rvJ\nqe+uGHThbYfDUiNalwLnFPPQJG0l6V+SfZcA30y9XbGRwos3rkr23wV8LNk3DPhosq3UtRRevLJz\nT+6nku7cZ6IvOW6vqSd5ZjcCp6b2fQO4VNK41Lb6frqumZmZmdmgG2odt9cMHyYvqPgo8F+S/gw0\nAz+KiN9UqONrFF4gQkR8H7gTWCCpFZhHYXSnOP0vgLuSXK0WST+pEMdFFF4qUsm7gf9LxbwMOB24\nXtL9wFLgjcm+24FrgD9JegC4GvhI8kZJKLy5cs8k3kUUcvauK/Nc1gPfAf5hC3FtOrwX91lpKHdE\nSY7b17s4vjSOcp9nATsWtyVvC/0O8FsVllNopvAyk9+VVugct3xzjlu+Occtv5zjlm/Occsv57jV\ntiGV41ZuCl6yvZlX0zxK932lpNzCq1PGiYhLKYyAlTt3QoXtp5SUbwFuSZXnAHNSh7wH+FHJOb8B\nynYukzdMXl1hXxvwkQr7rqUw0lYsX0lh2YGKxyTbenyfEXF4hXO2rrD98JLyFuNIt3XSad225Nif\nUchtMzMzMzPLvaE24pZLEfGpiPCvvzLQ2NiYdQjWB17HLd+8jlt+eR23fPM6bvnlddxqmztuZmZm\nZmZmVW5IvVXSrKdmzZoVn3jnQZlcO+rqYe2arg+0ipoXLWba/pOyDqPqRd1I6Ki+fLLmxa1MmzQ0\nR7076xugvfqeeX9pbm1lWpXNWOisb6Czvfa+p7aN35O24T16bxr33fMnphx08ABFVAM2drJ63YZM\nLv3k/fdxzJGHZXJt67u+vlVySOW4mfVG54TXrMVuORHPrSb2flvWYVhvvbQG9qmuH/77y1CfzrJV\n+1q22q9fluTsN0P9mVeyU/KnJ54ZtTUTtt9mIMKxAdbxZNlXBViN8Iib1bSmpqaYPLm6fvgwMzMz\ns6HH67iZmZmZmZkNce64WU3zOm751tzcnHUI1gduv/xy2+Wb2y+/3Ha1zR03MzMzMzOzKuccN6tp\nznEzMzMzs8HgHDczMzMzM7Mhzh03q2nOccs3z/XPN7dffrnt8s3tl19uttUnEQAAIABJREFUu9rm\njpuZmZmZmVmVc46b1TTnuJmZmZnZYHCOm5mZmZmZ2RDnjpvVNOe45Zvn+ueb2y+/3Hb55vbLL7dd\nbXPHzczMzMzMrMo5x81qmnPczMzMzGww9DXHbXh/BmOWR1s99kDWIZhtEnX1sHZN1mHUvKgbCR3t\nWYdhQGd9A7TXdlu89IY9WL3ViKzDyN7GTlav25B1FJkaO6qOXcZsk3UYlhF33Kymtba2Mn3FnVmH\nYb00Z9ULTB+3Y9Zh9KuO4z9H3dUXZx3GoJj77MscOnZM1mGU9crJZzHskguyDqNqzXuxnUN2GDUo\n1+o8/Xw2XHjOoFyrWq2+5ldc8+hL/VbfquX3Mm7igf1W32A5ard6zrltRdZhZGrm+Oc5+dgjsg7D\nMuIcNzMzMzMzsyrnjpsh6U5J7y7Zdpqkq5LPp0taJ2lUav90SZ2Sjkptu13SocnnP0p6UFKrpAck\nfUfSdiXXOCapY+/Utt0kLSsT42xJxyaf3y+pJal7uaRPJtsvTOqbkDrv9GRb2US2xsbGnj0sqypD\nbbSt1lTraJt1bbBG22xg5HG0zQoaD3hH1iFYhtxxM4CfAyeWbDsh2V78fC9wbMkxTwPnVagzgBMj\nohHYF/g7cFuZa8wrc+2Kb8yRNBy4GjgqqXsS8MfUeUuTeov+CVheqT4zMzMzszxwx80Abgbel3SK\nkLQb8PqImC9pD6AB+BJwUsl5S4DVkmZUqFcAEbEBOBvYVdLbkms0AFOBU3ltx21LRgHDgJeSutdH\nxCOp/bcBH0yuMQFYDTxfqTKv45Zvc1a9kHUI1gdzn3056xCsl+a9WNsvC8m7VcvvzToE66XWhXdn\nHYJlyB03IyJeojCi9t5k0wnAjcnnDwPXA83A3pJ2Tp8KXAR8uRvX6KQwGvbmZNMHgTsi4lHgeUmT\nehDr7cCTkn4u6SRJ6deqtgFPSdonuY8bulOvmZmZmVk1c8fNim7g1SmG6WmSJwL/E4UF/24BPpQ+\nKSKagZA0tRvXSHewTuTVTtX/8NrRvIoi4pPA4cAC4Ezgx+ndqXv5IHBryXU34xy3fHOOW745xy2/\nnOOWb85xyy/nuNU2LwdgRbcBlyUjX/UR0SppIrAX8IdkUKsOeBz4Xsm5X6cwlXJ9pcolbQW8Dfiz\npO0pdLwmSgoKUx8DOKu7wUbE/cD9kq4DHgNOSe3+X+BS4N6IWLP5gNzmbrrpJq69cwm7j64HYLu6\nrWncafSmDkFxKp7LLg9WeV3rUopzj4tTCYsdHJcHt1ycDljspLicTfkgCua3dQAwdXRDTZaL0xuL\nna5aLC/96zZAYeLPmicKqQ7b7t5YU+XCj2XQ3NwMwLRp01yu4nLx88qVKwGYMmUKM2ZUyjDqmgoD\nKWYg6QbgTcCtEfFVSRcBbRHxzdQxK4B3AhOAMyPi6GT7PcDrgI9FxFxJdwFfjIhFSe7c14EpEXG4\npE8BkyLi06l676Iw5fIp4NcR8baS2GZTmCL5u6SeOcn2dwGXRcS+ki4A2iPiMknHAw8nHdC7klhb\nSu951qxZcZrXccstr+OWb17HLb8Gcx239V7Hjaev+RXXPFrxd6M95nXc8svruOVbS0sLM2bMqDyi\n0AVPlbS06ym8AfL6pPxhClMN025l87c2Fl0E7Fqy7TpJrcAyoB44Zgv13sKrLynZW9JKSU8lX4/j\n1TdNCjhb0p8ltQAXADNLg4mIGyOi+Osp/3bCzMzMzHLNUyVtk4i4jcK0xWJ5zzLHfDFVnJPafnvJ\nuYdt4TqvGSOOiCtTxW3KnHZz6vNRZfYTEV+psP3wSrE0NjaCR9xya6iNttWaah1ts645xy3f8jja\nZgXOcattHnEzMzMzMzOrcu64WU3zOm755nXc8s3ruOWX13HLN6/jll9ex622ueNmZmZmZmZW5fxW\nSatpTU1NMWXMiKzDMNsk6uph7Zqsw6h5UTcSOjyqVA066xugvbbb4qU37MHqrfx/FRs7Wb1uQ9ZR\nZGrsqDp2GVPuVQCWB319q6RfTmI1r3PCW7MOwczMKvDUINgx+WNmtc3fD62mOcct39ILXFr+uP3y\ny22Xb26//HLb1TZ33MzMzMzMzKqcc9yspjU1NcXkyZOzDsPMzMzMhri+5rh5xM3MzMzMzKzKueNm\nNc05bvnmuf755vbLL7ddvrn98sttV9vccTMzMzMzM6tyznGzmuYcNzMzMzMbDM5xMzMzMzMzG+Lc\ncbOa5hy3fPNc/3xz++WX2y7f3H755barbe64mZmZmZmZVTnnuFlNc46bmZmZmQ0G57iZmZmZmZkN\nce64WU1zjlu+ea5/vrn98sttl29uv/xy29W24VkHYJa1rR57IOsQrJf0zBNs9dgOWYcxZEVdPaxd\nM2D166nH0MPbDVj9WeocPoJob886jIo66xvobO99265/+GH+Xl/fjxFtrm38nrQNHzFg9de6Z9rX\n89hLf8s6jOq1sZPV6zZkHUVZz69Zn3UIliHnuFlNa2pqiuk3X5Z1GGZVqeP4z1F39cVZh5FLa//5\nTDZc8B9Zh1HZeRex+uyzso6iorab7mD2Cv+Aatk4ard6zrltRdZhlHX5cXsxaddRWYdhveQcNzMz\nMzMzsyHOHTcbEJLOk7Rc0hJJLZIOlPS4pB1Sx0yXdHvyeaakK1P7PiZpWXL+IklnJNtnSzo2+fxH\nSQ9KapX0gKTvSNouVcfG5NqLk69nl8bpHLd8m7PqhaxDsD6Y++zLWYdgvbRg7bqsQ7A+WLX83qxD\nsF5qXXh31iFYhpzjZv1O0kHA+4DGiNiQdNa2AcrNy43Sz5LeC3weeFdEPCtpa+BjFc498f+zd+9x\ndlXl/cc/X3IhQyBcFRW5GJCqIEwmg6AZCJIW0VpAqFRsFYXqz2pVEEGFCloFrRCFWi+01UC1Si0i\nGq/oACGDIITJ5AJyCbcRVBACZJIgJZnn98fZJ+6cnDOZnMnMPmv29/165TVnrb332s85zySZNXs9\ne0fEYkkTgc8C3weOzLaviQjf69/MzMzMkucrbjYaXgg8HhHrACJiZUT8Dhjumt6PAmdGxKPZ8c9F\nxNca7Ktsn3XA2cBekl6Z3zaU9vb2YYZkrWj2HrsWHYKNwBG771R0CNakQ7cbvRuT2Ojb48BXFR2C\nNan9kFcXHYIVyBM3Gw3XUplA3SXpS5KO2MLjDwR6t/SkETEILAFelnW11SyVfPOWjmlmZmZm1gq8\nVNK2uohYI6kDOBw4CrhS0seAwXq7b+XT56+yrd3cUslLL72UK+5ewj7TKr893nHyJNp3m7bhSk61\nhsrt1mxfuuQB52sU2wv7ljLp0ac2XBmr1qRtrfYX73qYg3feftTGL7p906o1AMyaNrUl29U6terV\nsy1p52vcmjl+OO1qHVb16pDbW6+dr3FrhXhasb36wUoN/Pb7tLdUu++2x5mx59EbnufW1dUF4HaL\ntquv+/v7Aejs7GTOnDk0y48DsFEn6UTgFOAFVGrS7sv63wS8MSJOk3QKMDMiPiBpAXB+RNxQZ6x5\nwPyIuFrS9VSWVPZm27YB7gWOjYg7JK2KiGlDxTZ37tz44H3XbcV3a2NpwSNPeLnkKBrtxwHcmJsU\njjfj/XEAv1r7zKgul/TjAEbXI8tv9XLJIbTy4wBO2etx3nnC0UWHYU3y4wCs5UjaX9J+ua524EHg\nBrKbjEiaAPwdcH2dIT4LXCRp92zfyZJOa3S6bJ/qzUn6I+KO/LahuMYtbZ60pW28TtrKwDVuafOk\nLV2ucSs3L5W00bA98MXs1vzrgBXAu7PXX5FUvQf/TyPim7UHR8RPJD0f+IVUufcI8PXq5prdvynp\nWSp3rfwFcFxu2xRJvVQmcJGd75yt8QbNzMzMzMaSJ2621WVLF2c12Py3DY65AriiUTvXf2ru9Ws3\nE8ekzcXa19fH7M3tZC3LSyXTNp6XSo53o71U0kaXl0qmq++2m5mxp5dKlpWXSpqZmZmZmbU4T9ys\n1FzjljZfbUubr7aly1fb0uarbelyjVu5eeJmZmZmZmbW4vw4ACu1uXPnxt8feVjRYViTFi7q5fDO\nIR/VZyMQk9tg7epRG7/n9sV0zZwxauMXaXDiFGJgoOgwGhpsm8rgQPO5vWnJEmYdfPBWjGhjq/ba\nj1UTp4za+GW36JZf0nnYa4oOo3WtH+TpZ9YVHUVdD92xiOOPGbLE31rYSB8H4JuTWOkNTn9F0SFY\nk+K3K52/hMVjTxP7v7LoMEaFGMbzSAo00uU2k555hskzZ26VWOrZLftjo+O3O0xi+s7bFh2GNWHN\nQ5u975qNY77iZqXW3d0dHR2+YmNmZmZmo8sP4DYzMzMzMxvnPHGzUuvr69v8Ttayenp6ig7BRsD5\nS5dzlzbnL13OXbl54mZmZmZmZtbiXONmpeYaNzMzMzMbC65xMzMzMzMzG+c8cbNSc41b2rzWP23O\nX7qcu7Q5f+ly7srNEzczMzMzM7MW5xo3KzXXuJmZmZnZWHCNm5mZmZmZ2TjniZuVmmvc0ua1/mlz\n/tLl3KXN+UuXc1dunriZmZmZmZm1ONe4Wal1d3dH505Tig5j1MTkNli7uugwzOqKydvBmoGiwxgV\ng21TYWB8vjdL32DbVAYH/H9DirbZfXcmvvjFRYdhTRppjdvErRmMWYqmfu3CokMYNWtOej+TL/tM\n0WGY1fXHd57FhIvOLzqMUTF4+nms+8THig7DrL5zL+Dps88qOgprwo5f/ip44lZaXipppeYat7Td\n+OhTRYdgI9CzZFnRIViTblq1pugQbARuWr686BCsSTctWVJ0CFYgT9zMzMzMzMxanCduLUTSekm9\nkhZnX/fKbbtE0sM1+58iaVDSUbm+47O+E7L29ZI6stcPSNolt++Bkn4taXKu76eSTqwT2xGSbs32\nv1PSqbltn5L0cBZzr6RPZf09ku7KvZ/jJE2o8z7PzO1/S27cQyX9PHs9VdK3JS2VtEzSAklTNjPe\ncVlfn6Tl+Zir2tvbtyRF1mKO2H2nokOwEeg6+JVFh2BNmjVtatEh2AjMOvDAokOwJs06+OCiQ7AC\nucattayJiE2eBi1JwPFAv6TZEbEgt3kp8Bbguqz9FqDR+r+N7kQTEcslzQc+BnxS0l8D6yLiuzXn\nfyHwDeCNEbFM0q7AzyU9HBHXZrt9LiL+tc753hwRy3JjTQCervc+s/1fIGlORHTXxHwG8FBEnJyN\nsz/wXLZtk/GyyeiXgY6IeFTSJGDvBp+LmZmZmVlL8xW31tLoLjNHAsuBrwBvrdnWA7wqu/I0FdiP\nxhO3euN/AjhZ0iuBTwPvq7PP+4H/qE7AIuIJ4KPZn83FXu97bKi76VwEfLxO/wuBR6qNiLgnItYP\nMd6O2densv2fi4gVtTu5xi1trnFLm2vc0uUat7S5xi1drnErN0/cWktbbslf/qrXycC3gGuAN2RX\nraoC+AVwDHAc8P0tOWFErKUyAesBroiIh+rsdgBwe03fIuAVufZZuaWSR+X6r8wtYZyW9e1Qs7Tx\nhNz+C4GQ9Jqa830N+Hi2nPKfJe2b27bJeBHxB+Ba4CFJ/y3pLdmVSzMzMzOz5HipZGtZW2fJ3yTg\nDcAZEbFG0q3A64AfZ7sEcCXwQWAacCZw7pacNCKukTRA5Ypes+otlQQ4qc5SyVUNlkpWXQicB2y4\nT3hE9Ep6CXA08BfAbZJeBTzQaLyIeKekA4E/Bz4CzAHeld9nxYoVnHrdEvaZ1gbAjpMn0b7bNGbv\nsSsACx55AiDZ9sK+pUx69KkNtWDVK1TjpV3ta5V43N7y/C1cOcDhu+yw4TUwbtrVq1LVerDx1J41\nbWpLxeP2FubvwAO5du0zABy6XeX/v1+5nUT76KzGraenB4Curi63W7hdfd3f3w9AZ2cnc+bMoVl+\nAHcLkbQqIqbV9L0R+DbwBypLAtuAn0fE2ySdAsyMiA9I6gNWR0SXpHnA/Ii4WtL1wJnZxOeBbP+V\ndc7dDxwYEavqbPsMlUnlp3J9RwMfiYg52c1I/lA7cZO0EHhfRCzN9U3I9t2FGvn9Jd0MfBM4LiKO\nrrPvV4A7qdSx1R2vZv/dgV/X7tfd3R2zv/v5oQ5Nmp/jZq1sPD/H7Tk/x81amZ/jlqwdv/xVJs+c\nWXQY1qSRPoDbSyVbS71EngycFhHTI+IlwHTgaElTavb7CMO70tbom2Wob6J/A07L6uCQtBuVq2L/\nMozzbem5qi4Ezt5wgDRL0o7Z622BlwMPNhpP0g6SDs91zcjtv4Fr3NLmGre0ucYtXa5xS5tr3NLl\nGrdy81LJ1rLR5U9JbVSWRf6/DTtErM2uTP3VRgdG/KzBOLWXVJdIiqz/OxHx4Qb75cd+JLu69/Xs\nBigAc3N3lBzW+8nZXlIvlQlXAD+KiI/n94+I+ZL+Odf3UuArWezbULmiOD+7grfJeFRucvIxSf8O\nPAOsBjZ5HICZmZmZWQo8cWshtcskI+IZYLc6+/11rnlFne2n5l4flXv9kiHOvVejbdn2BcAhDbbV\nuwskEXFEnb71wKTh7B8RM3KvLwcu35LxqNQGDqm9vR3uu25zu1mL8nPc0tZ18Cvh2quKDsOa4Oe4\npW3WgQfydNFBWFP8HLdy81JJMzMzMzOzFueJm5Waa9zS5hq3tLnGLV2ucUuba9zS5Rq3cvNSSSu9\nNaedU3QIoyYmt/Hs6Z/a/I6Jeu72xTw7c8bmd7TWtPTXrD//4qKjGB1tU5l40ReLjmLUTOjrY2J7\ne9FhWJO2ufNudvzyV4sOw5qwTXZbeSsnPw7ASq27uzs6OoZ6pJyZmZmZ2cj5cQBmZmZmZmbjnCdu\nVmqucUtbT09P0SHYCDh/6XLu0ub8pcu5KzdP3MzMzMzMzFqca9ys1FzjZmZmZmZjwTVuZmZmZmZm\n45wnblZqrnFLm9f6p835S5dzlzbnL13OXbl54mZmZmZmZtbiXONmpeYaNzMzMzMbC65xMzMzMzMz\nG+c8cbNSc41b2rzWP23OX7qcu7Q5f+ly7srNEzczMzMzM7MW5xo3KzXXuJmZmZnZWHCNm5mZmZmZ\n2Tg3segAzIrU19dH505Tig7DmrRwUS+Hd47fK6aDE7aF1QNFhzFqbrzjLrr+bP+iwxgVg21TGRxY\nXXQYo+amJUuYdfDBRYcxalbttR+rJo7f/xsW/bKHlx70qqLDsCY8dMcijj/mtUWHYQXxxM1Kb+rX\nLiw6BGtS2yNPMHXJT4sOY9QMvOm9TPjceUWHMXqOehPrznp/0VGMjnMv4Omzzyo6ilGzZu0zPL1d\nW9FhjJpVV/2Uefc9WXQYo2bPtes447v3Fh2GNeGUvZ4rOgQrkJdKWqm1t7cXHYKNwOw9di06BBuB\nroNeWXQI1qRDx/GkrQwO6jys6BCsSe2HvLroEKxAnrglRtJ6Sb2SFmdfz876b5D0YM2+10gayF7v\nLWltdkyfpB5JL822zZb0VM24R0k6Pteublsv6XWS3luzbZmkQUl/lo03v07s10u6KzfWd7L+T2TH\nTs/te3rW15G1H5S0JHfOS7L+yyU9LGlS1t5V0gOSDsjt+4Sk+7P2taOSGDMzMzOzUeSlkulZExH1\ninoCeErSayLil5J2BF6Q9VetqB4r6d3AOcA7s203RsSxdca9pvpC0ruAt0bEz7KuL+e2XQD0RsTd\nkmrPm3dyRCyuE/tS4C1Add3iXwPLc/sMAkdGRO3alQDWAacCl1X7IuIOYEYW29eBH0bE1bXB9PX1\nMbtBoNb6FjzyhK+6Jaxn6TL8e/80/WrtM77qlrCli24Bnld0GNaEvttuZsaeRxcdhhXEV9zSM9Qt\nRK8ETs5enwDUTlTyx04DnmywbdOTSvsD5wF/V2fbEcCbgfcNNUam0ffc94HjsvGmA08Dj9fE1+jY\nS4AzJDXa3vRtV83MzMzMWoEnbulpq1nS+ObctuuAw7MJzFuoTOTy9s2OWQGcAXw+t+3wmnFfUt0g\naSLw38AZEfFIfkBJOwHzgLdHxHBuofbN3PLKf8n1rwJ+I+mABrEDXJeL74O5/n6gB3jbMM6/Ede4\npc1X29LmGrd0+Wpb2lzjli7XuJWbl0qmZ22DpZJQWTLYQ2XiMyUi+iXlrzbll0q+GfgP4PXZtkZL\nJQE+DSyPiKvqbPsKcEVE3DLM+N9aZ6kkVJY8XpnFfjQwh8ryx7x6SyWrPktlWeeP2YIrbFdddRVX\nXLeEfaZVfgjZcfIk2nebtmFCsOCRJwDcdruQds+SpWyzcoDDd9kBgIUrK48GGC/tnqXLWL9qDbOm\nTQXgplVrAMZN+1drnwH+NMlxO632I8tvBWCPA181LturH+wDYPt92t1OqA0vBaCnpweArq4ut1u4\nXX3d398PQGdnJ3PmzKFZimhUimStSNKqiJhWp/964ExgKvA94LyI+HJ1f0l7A/Mj4qBs/ynA4xGx\nvaTZwJn1Jm6SjqRSOzYjItbWbDsFeDdweEQM5vrrjleNMSJ6a/rPBwaoTAJ/DdwaESfl95f0ADAz\nIlbWHDsve19XS/omcHN2zPR6+9S+v7lz58YH77uuttsSMd5r3Mb74wCuP+pNHHb1t4oOY3SM88cB\njPcat8rjAMbvbdf3/MMSvv2Ia9xSdMpej/POE1zjlqre3l7mzJnTdAmPr7ilZ8hkR8RCSRfyp6WG\n+f3zrw8H7htqXEk7A1+nckOR2knbdOACoCs/aRtGnA3jj4hnsrtk3tNon824EPgRjW+MYmZmZmaW\nJE/c0jNFUi+VCVAAP42Ic8hNViIiX7uWn8RMz47dBngWOC23ratm3E8D+1O57dRXshWX1W2fobKU\nsQ24umZb9Wm6R0nqz/W/Ofv6TUnPZP1/iIiNfm0UEd9pEHsA10tan7WXRsQ7at73ndl7qC1caziR\na29vB19xS9Z4vtpWBl0HvZJ1m1wHtxSM56ttZXBQ52F8+5H7Nr+jtRzXuJWbJ26JiYhJDfqPatA/\nLfv6EJVllPX2WQDs3OCUn23Q/7/Ae4YItd65GsX4yQb9R+VeT2+wz6k17RM3t4+ZmZmZWWp8V0kr\ntb6+vs3vZC2rejMPS1PP0mVFh2BNqt7Iw9JUeY6bpajvtpuLDsEK5ImbmZmZmZlZi/PEzUrNz3FL\nm2vc0ubnuKXLNW5p83Pc0uUat3Lz4wCs1Lq7u6NzpylFh2FW1+CEbWH1QNFhjJrBtqkwMD7f32Db\nVAYHVhcdhjVp1V77sWriOP6/Yf0gTz+zrugorAm77zCZF+20bdFhWJP8OACzEejr66PjVN+7JFU9\nPT0bHnZp6fnlOM7feF/OMt7/7u2W/Rmvxnv+xrOenh5e5NyV1nj/v8XMzMzMzCx5Xipppdbd3R0d\nHR1Fh2FmZmZm49xIl0r6ipuZmZmZmVmL88TNSs3PcUtbT09P0SHYCDh/6XLu0ub8pcu5KzdP3MzM\nzMzMzFqca9ys1FzjZmZmZmZjwTVuZmZmZmZm45wnblZqrnFLm9f6p835S5dzlzbnL13OXbl54mZm\nZmZmZtbiXONmpeYaNzMzMzMbC65xMzMzMzMzG+c8cbNSc41b2rzWP23OX7qcu7Q5f+ly7sptYtEB\nmBVtm/vvLDoEa5J++yDb3L/LmJ0vJrfB2tVjdr5UDE6cQgwMbPlx993D4A7bjUJENtqazd1g21QG\nB/x3qNZjL9iHPwxOHrPz3fvYWqb+Zsv/zlrxHl/9XNEhWIFc42al1t3dHbO/+/miw7BErDnp/Uy+\n7DNFh9Fy1r7tTNad/9Giw7AUnHsBT599VtFRtJzfXP59PvSz3xcdhiXgCye+lBl77lB0GNYk17iZ\nmZmZmZmNc564Wam5xi1tCx55ougQbARuWrWm6BCsSc5d2lY/6P/7UtV3281Fh2AF8sStQJLOlbRc\n0hJJvZIOkXS1pMWS7pX0VNbfK+kwSZMkXZJtu1vS9yTtkRtvkwXrks6X9HA2xuLs6zRJsyUNSvrL\n3L7zJR1RZ4x5ku7Pjl0k6dA6/YslHZU7ZpKkLwwR6/rsuGWS/kfSlJr+aqxnZ/03SLpLUp+kX0k6\nKOu/JdvvIUmP5T6vb0h6T+58h2bHThhp3szMzMzMxppvTlIQSYcBbwDaI2KdpF2AyRFxQrZ9NnBm\nRBybO+ZiYGpEvDRrvwO4Gjg026VRweLnI2KjQi5JAA8D5wI/GkbIH46IqyX9BfDvwME1/Udm/ftn\n/Z8Bth8i1jUR0ZFt+ybwHuCSfH+NAE6OiMXZWBcDR0fEYdkYpwAzI+IDWfv5wM2S/hdYCXwR+IeI\nWJ8ftL29He67bhhv31rR7D12LToEG4FZ06YWHYI1yblL2/b7tBcdgjWp/ZBXFx2CFchX3IrzQuDx\niFgHEBErI6JhZbKkNuAdwOnVvoi4HPijpNdWd2t0eIP+JcDTkuZsQdw3AvvW6b8ZeFGTsS4E9ttM\nrPltG87VSEQ8BlyU/XkPsCQivL7AzMzMzJLkiVtxrgX2ypb/faneEsUa+wEPRURtYcHtwAGbOfaM\n3PLD7lx/ABcAH9+CuI8FltXpfz1wzZbGKmliduzSrKutZqnkm+uc65jcuYZyGfAK4MPA2fV2cI1b\n2lzjljbXSaXLuUuba9zS5Rq3cvNSyYJExBpJHcDhwFHAlZI+GhH/NQqn22SpZC6OHkkhadZmxrhY\n0j8BfwBOzfVfJOkzwB7Ally/b5PUm71eCHw9e722wVJJgP+WtC0wFdjsOo+ICEmXUVlC+WS9fRYs\nWMCSu5ewz7Q2AHacPIn23aZtWIJXnRi43ZrtvsdXjen5FvYtZdKjT3HE7jsBcOOjTwGUvt1JRfWH\n+eoyus21l6/94xbt7/Y4aC9fzoFU/GrtMwAcul2b2/xpMlVdxui22/Xa7PVi4E8P4u7q6nK7hdvV\n1/39/QB0dnYyZ86WLHTbmJ/j1iIknQi8PSKOy9ob1bhJ2g54CNgnfyVL0gLg/Ii4QdKqiJhWM+75\nwECdGrcN42d1ax8CngMujogba/adB8yPiKsb9Uv6R+AdEdHZbKzzs59VAAAgAElEQVTZPo36rwc+\nlNW4fQ7YNyJOzG3fqMZtc/1Vfo6bbQk/x60+P8fNhs3PcavLz3Gz4fJz3NLm57glStL+kvbLdbVT\nmezUFRFrgSuAL0jaJhvj7UBbRNxQHbbR6YaKJSJ+DuwMHDS86OuO8W+VkPQXoxhrddt5wKGS9h9i\nXzMzMzOzccMTt+JsD1yhyuMA+oCXA5/YzDHnAH8E7pF0N3Ai8Kbc9jZJ/ZJ+k32t3hzk9Jq6sb3q\njH0BsGeD8za6LFvbfwF/qiXbXKyNxpxSE+uFtftHxB+BucCIf23rGre0ucYtba6TSpdzlzbXuKXL\nNW7l5hq3gkREL9CwriwiFgALavr+D/hA9qfeMY3y+ck6ff358SNiPlD3GWcRcepw+rOllFcPM9ZN\nlkNm/ZMa9B9V0/5CTfsKKlf5ao+r229mZmZmlhJfcbNSa2/3s2xS5ue4pc3PAkuXc5c2P8ctXX6O\nW7l54mZmZmZmZtbifFdJK7W5c+fG3x95WNFhWJMWLurl8M5GT4/Y+mJyG6xdPWbnS8XgxCnEwMAW\nH9fT10eXr3onqdncDbZNZXDAf4dqPfaCffjD4OQxO1/fbTf7yk2iHrpjEccf89qiw7AmjfSukq5x\ns9IbnP6KokOwJsVvVzp/LUBs5ta1DWwzsJZtDh67ibdtPc3mzst86ntx9mesrHloO99SPlFrHqp7\nKwArCV9xs1Lr7u6Ojg7/4GhmZmZmo8vPcTMzMzMzMxvnPHGzUvNz3NLW09NTdAg2As5fupy7tDl/\n6XLuys0TNzMzMzMzsxbnGjcrNde4mZmZmdlYcI2bmZmZmZnZOOeJm5Waa9zS5rX+aXP+0uXcpc35\nS5dzV26euJmZmZmZmbU417hZqbnGzczMzMzGgmvczMzMzMzMxjlP3KzUXOOWNq/1T5vzly7nLm3O\nX7qcu3LzxM3MzMzMzKzFucbNSs01bmZmZmY2FkZa4zZxawZjlqJt7r+z6BCSNThhW1g9UHQYyRps\nmwoD/vyaNdg2lcGB1UWHYSW0aq/9WDVxStFhWAntuO0Edt3OP76XlTNvpdbX18fs+64rOoxkDbzp\nvUz43HmFnX/hygEO32WHws4/UoOnn8e6T3ys6DAKc9OqNcyaNrX5Ac69gKfPPmvrBWTD9qu1z3Do\ndm1Fh1GYVVf9lHn3PVl0GE17ZPmt7HHgq4oOw5pw0DO/5qTXv7boMKwgrnEzMzMzMzNrcZ642UYk\nrZfUK2lx9vVsSdtIWiSpK7ffzySdKOmWbL+HJD2WO24vSdMkXSHp3uzP5ZKmZcfvLWlttu8d2bYJ\nko7OxlgsaUDSXdk+l0uaLWl+LobjJS3Jjl8i6bjctsslPSxpUtbeVdIDte+3vb19dD9QG1UpX20z\nRna1zQpV5qtt44GvtqWr87DXFB2CFchLJa3WmojY5G4dkt4L/IekDuAkYH1EfBf4brb9FGBmRHwg\nd8z/Assi4pSs/QngP7PjAVZERIekbYCfAydFxLeBa7P9rwPOjIjFWXs2ENnrg4HPAX8eEf2S9gF+\nLum+iFie7bcOOBW4LDuf78RjZmZmZknyFTerVfdONxFxK/BL4JPAp4H3DTmItC/QAXwq1/3PQKek\nl9SMPQjcCuxRJ5ZGd945E7gwIvqzMR4EPgPkC14uAc7IJoZ1+TluaVu40jf2SNlNq9YUHYI16Vdr\nnyk6BBuBR5bfWnQI1qRFt/yy6BCsQJ64Wa22mqWSb85tOwc4HfhWRGyy7LDGK4C+yD1vIpug9QEH\nZF0CkDQFOBT46RbEeQBwe03fotzYAP1AD/C2LRjXzMzMzKzleKmk1Vpbb6lkZjbwFHDgVjrXvpJ6\ngenAD7MljlvbZ4FrgB9T5+rdihUrOPW6JewzrVKvsePkSbTvNo3Ze+wKwIJHngBwu0G7Z8lStsnd\n2bF6BWys2tW+os4/0nbP0mWsz91ZsXoFqiztal/T4y1fzprc3Q2rV4HcHv32odu1tVQ8RbSrV62q\n9WIptfc48FUtFY/bw2+f+revA6CnpweArq4ut1u4XX3d398PQGdnJ3PmzKFZfgC3bUTSqoiYVqd/\nO2Ax8FfAPODTEfGT3PaNatyypZLXRsS+uX0E3Af8ObAemB8RB0naFbgJ+HBE/DC3//VUatx6s/bs\nrH2spG8A10XEvNz+pwKzI+IUSfOy8a+W9E3g5uzY6fn31d3dHbO/+/kRfGLlVvTjAFL3XMkfBzBi\nfhyAFaTyOIDnig7DSujUg3dm+s7bFh2GNWmkD+D2Ukmr1eib6XzgfyLiHir1bV+QNLnRIBFxH7BY\n0sdz3R8Hbo+I+/PniogngI9SWYo5XBcDH5W0N0B2c5KPZf21LgQ+XG8Q17ilzTVuaXONW7pc45Y2\n17ilyzVu5eaJm9WaUlPjdqGkVwDHARcAREQflXq0j2xmrNOA/SWtkHQvsF/WV5Wvf7uGSn3drHrb\na0XEkuz88yXdCXyfyhW7ZXXGvhPoHWo8MzMzM7NW5ho320hETGqw6WU1+51e074CuKKm72ka3Bgk\nIh4CDqrpm1HTPqqmvQBYkGtfQ6V+rd74p9a0T6y3X3t7O9x3Xb1NlgA/xy1tfo5buvwct7T5OW7p\n8nPcys1X3MzMzMzMzFqcJ25Waq5xS5tr3NLmGrd0ucYtba5xS5dr3MrNEzczMzMzM7MW58cBWKl1\nd3dH505Tig4jWYMTtoXVvurVrMG2qTDgz69Zg21TGRxYXXQYVkKr9tqPVRP9f4eNvR23ncCu2/kW\nFaka6eMAnHkrvcHpryg6BCspL3kYGX9+VpTdsj9mZmPJ/+9ZqbnGLW09PT1Fh2Aj4Pyly7lLm/OX\nLueu3DxxMzMzMzMza3GucbNS6+7ujo6OjqLDMDMzM7NxbqQ1br7iZmZmZmZm1uI8cbNSc41b2rzW\nP23OX7qcu7Q5f+ly7srNEzczMzMzM7MW5xo3KzXXuJmZmZnZWHCNm5mZmZmZ2TjniZuVmmvc0ua1\n/mlz/tLl3KXN+UuXc1dunriZmZmZmZm1ONe4Wam5xs3MzMzMxoJr3MzMzMzMzMa5iUUHYFakvr4+\nZm4/qegwSiUmbwdrBrbKWD2L++ia0b5VxrKx5/ylqxVzN9g2FQa2zr8t411PXx9d7SPP3++evw+P\nrfP/oWPpoTsWcfwxry06DCuIJ25Wette8vGiQyiVP77zLCZcdP5WGWublQNM+MEOW2UsG3vOX7pa\nMXeDp5/Huk98rOgwkrB+1RrWTZs64nEe+9erOOOnD448IBu2U/Z6rugQrEBeKmml1r4VfuNoxTl8\nl9b6wdG2jPOXLucubbO2wqTNitF+yKuLDsEK5ImbmZmZmZlZi/PEzRqStF5Sr6Q+SYskHZb1z5Y0\nv2bfeZJOyF7fIOmu7LhfSToot99USV+WtCIb8zZJp2Xb9pa0rEEsEyQ9JunCmv7r651L0jclvSe3\n36HZPhPyx/s5bmlbuNL1LClz/tLl3KXtplVrig7BmtR3281Fh2AF8sTNhrImIjoioh04B/hsbttQ\nz5EI4OTsuK8AF+e2/SewMiL2i4hO4Bhgl2GM+xfAPcCb62yrd64PAWdJ2lWSgC8C/xAR64eI28zM\nzMysJXniZkPJP2diR2BlE8feDLwIQNJ04JCI+KfqThHxRERcNIzxTgYuAfqrV/6GOldEPAZclP15\nD7AkIjb5NZVr3NLmOpu0OX/pcu7S5hq3dLnGrdx8V0kbSpukXqANeAFwVBNjvB64Jnt9ALBkSweQ\ntC0wB3g3sBPwVuCWOrsekzsXwGXAO4DZQOeWntfMzMzMrFV44mZDWRsRHQDZVa5vAAfSeDljvv+/\nswnXVKDuZS1J51BZ+vj8iNhjiDjeCFwfEc9K+h5wnqQPRkT1fHXPFREh6TJgZkQ8WW/gSy+9lHnL\n7mLvqVMA2HHSRA7eeXuO2H0nAG589CkAt7di+/+WLGM2FdU6mepv77e0/aWHHuWgHbZr+ni3i207\nf+m28zVurRAPQM/SZaxftWbD1aRqHZfbm7bzNW4jGe/B3luBPQFY/WClZnz7fdrdHsV2322PM2PP\no+np6QGgq6sLwO0WbVdf9/f3A9DZ2cmcOXNolv70s6/ZxiStiohpufbvqUzcdgcui4iu3LbvAxdH\nxEJJ1wMfiojFkj4H7BsRJ0raF/hZROxX7zyS9gbmR8RBNduvAmYBz1BZFvk84LiI6G50rtyxp1CZ\nuH2g3nucO3duvHfRD5r/kGyLbc3nuC1cOeAlWwlz/tLVirl7zs9xG7abchPckbjjX6/ijJ/+bitE\nZMN1yl6P884Tji46DGtSb28vc+bM0eb3rM81bjaUDd9Ykl5G5fvlCeBe4IWS/izbtjdwENBX59jz\ngEMl7R8R9wGLJH1a0jbZsVPYuJZuo29mSdOAw4E9I2J6RLwEeB+V5ZINzzXcN+gat7S12g+OtmWc\nv3Q5d2lzjVu6XONWbl4qaUOZktW4VSdGb8+WJ/6fpL8DLs+WKD4HnBYR1bUzGy7jRsQfJc0FzgLe\nlf25CFgh6XEqV9HOyp1zf0n92TkDOBfojoh1uX1+AHxO0qTNnMvMzMzMbFzwxM0aiohJQ2y7Gaj7\na5+IOKqm/YXc6wEqd3msd9xDwLZ1Nn2jZr8nqSzXhJobpuTPlbWvAK6o+yaoPMftNY02WstrxeVa\nNnzOX7qcu7RtraWSNvb6bruZGXt6qWRZeamkmZmZmZlZi/PEzUrNNW5p82/80+b8pcu5S5uvtqXL\nNW7l5rtKWql1d3fHzO0brgi1URCTt4M1A5vf0cxsCwy2TYUB/9syln73/H14bJ3/Dx1Lu+8wmRft\nVK+qxFIw0rtKusbNSq2vr4+OU08tOgxrUk9Pz4Znplh6nL90tWLuvIRo+LZW/vbI/tjY6enp4UUt\n9nfPxo7/nTMzMzMzM2txXipppdbd3R0dHR1Fh2FmZmZm45wfwG1mZmZmZjbOeeJmpdbX11d0CDYC\nPT09RYdgI+D8pcu5S5vzly7nrtw8cTMzMzMzM2txrnGzUnONm5mZmZmNBde4mZmZmZmZjXOeuFmp\nucYtbV7rnzbnL13OXdqcv3Q5d+XmiZuZmZmZmVmLc42blZpr3MzMzMxsLLjGzczMzMzMbJzzxM1K\nzTVuafNa/7Q5f+ly7tLm/KXLuSs3T9zMzMzMzMxanGvcrNS6u7ujc6cpRYdhNqpichusXV10GGaj\nanDiFGJgoOgwzEbX83dnmxfuUXQU1qSR1rhN3JrBmKVo6tcuLDoEs1G15qT3M/myzxQdhtmoWvu2\nM1l3/keLDsNsVE286IvgiVtpeamklZpr3NK24JEnig7BRuDGR58qOgRrknOXtptWrSk6BGtSj39u\nKTVP3GxIkuquO5H0bkm/lnSnpFskzcptu17SzKy/V9JDkh6TtDhr7y3pQUlLcn2XZMdeLun+rG+x\npKNqxu3IXj8o6X9z206UNC/XPkbSr7L4eiV9W9KLR+MzMjMzMzMbbV4qaZuzSRGkpDcC7wJeExFP\nSpoBXCPpkIh4rHpcRByW7X8KMDMiPpAbYxA4MiKerHO+D0fE1ZKOBP4d2L9BXDMlvSwi7srHKulA\n4F+BN0bEPbmY9wEezg/S3t4O9103zI/CWs3sPXYtOgQbgSN236noEKxJzl3aZk2bWnQI1qSu9vai\nQ7AC+YqbNeNsKpOrJwEiYjFwOfC+LRhDbP7772bgRUNsnwv8U4P4LqhO2rIYfxgRvoeumZmZmSXJ\nEzdrxgFAb03f7Vn/lrgut1Tyg3W2vx64psGxAXwHmCFp+jDiq8s1bmlzjVvaXCeVLucuba5xS5dr\n3MrNSyWtGVvrGRL1lkoCXCTpM8AewKsbHCtgPXARcA7wk7o7SbsA3cB2wGUR8fn89gULFrDk7iXs\nM60NgB0nT6J9t2kbluBVJwZut2a77/FVLRVPq7Y7qaj+sF1d5lZ0e8mTq1sqHrfTbvcsXcb6VWs2\nLAOsTk7cdns8tSdQUX0Qd1dXl9st3K6+7u/vB6Czs5M5c+bQLD/HzYYkaVVETKvpuxE4LyJuyPV9\nEiAizpd0PXBmRPRm2+rVuD2Q9a2sGXseMD+rcftH4B0R0Zlt2zBu9XhgFXAn8GXgoIg4VdIVwPUR\ncXlu3DOBqRHxz/nzdXd3x+zvbjSXMxt3/DgAKwM/DsDKYOJFX2SbgzuKDsOaNNLnuHmppG1OvW+u\ni4B/ya5mIakdOAX40tY8cUT8W2V4/cUQ+6wDvgCcURPfOZJeluvbbmvGZmZmZmY2ljxxs81pk9Qv\n6TfZ19MjYj4wD/ilpDuBy4C/zd9RchjjBnB9Vt/WK+nyBsdeQOVmI7Xb8q+/RmX1QABExHLgg8B/\nZY8sWAi8DPhWbRCucUuba9zS5jqpdDl3aXONW7pc41ZurnGzIUVE3e+RiPgq8NUG246qaV8BXFHT\nV3tDkWr/qTXtq4Gra8fNHx8R/we8uOa4n9Cg7s3MzMzMLDW+4mal1u7noSTNz3FLm58Fli7nLm1+\njlu6/By3cvPEzczMzMzMrMV54mal5hq3tLnGLW2uk0qXc5c217ilyzVu5eYaNyu9NaedU3QI1qRn\nFvWyptO3Rd6cmNzGs6d/qugwNvHc7Yt5duaMosOwJrRi7jRxChMv+mLRYSRhQl8fE73kLk0P9hcd\ngRXIz3GzUuvu7o6ODv/gb2ZmZmajy89xMzMzMzMzG+c8cbNSc41b2np6eooOwUbA+UuXc5c25y9d\nzl25eeJmZmZmZmbW4lzjZqXmGjczMzMzGwuucTMzMzMzMxvnPHGzUnONW9q81j9tzl+6nLu0OX/p\ncu7KzRM3MzMzMzOzFucaNys117iZmZmZ2VhwjZuZmZmZmdk454mblZpr3NLmtf5pc/7S5dylzflL\nl3NXbp64mZmZmZmZtTjXuFmpucbNzMzMzMaCa9zMzMzMzMzGuYlFB2BWpL6+PmZuP6noMKxJPbcv\npmvmjKLDsCY5f+ly7tLm/KWr554HmPXGY4sOwwriiZuV3raXfLzoEKxJkx59im0X7lR0GNYk5y9d\nzl3anL+EHX5C0RFYgbxU0kqtvb296BBsBI7Y3T94pMz5S5dzlzbnL12+UlpunrjZkCQ9X9J/S1oh\n6TZJN0k6Lrf9EkkP1xxziqRBSUfl+o7P+k7I2jdIukvSYkl3SHpXbt8HJO1SZ8x/zV5/QtIaSbvl\ntg8MN2YzMzMzs9R44mabcw1wQ0TsFxGHAG8BXgwgScDxQL+k2TXHLc32rXoLkH9oWgAnR8QMoAv4\nF0kTc9uGEsAfgDNr+jYbcy0/xy1tNz76VNEh2Ag4f+ly7tLm/KWr5/bFRYdgBfLEzRrKrpg9GxH/\nUe2LiN9ExJey5pHAcuArwFtrDu8BXiVpgqSpwH5sPHGDP33/7QCsBtZXTz2M8OYBfyNpo/Uew4jZ\nzMzMzCw5nrjZUA4AeofYfjLwLSpXuN4gaUJuWwC/AI4BjgO+X+f4b0paAvwa+FRs2UMFB4CvA6dv\nYcwbcY1b2lynkTbnL13OXdqcv3S5xq3cfFdJGzZJ/0ZlWeOz2dc3AGdExBpJtwKvA36c7R7AlcAH\ngWlUljWeWzPkWyNicVar9ktJP42I32xBSF8EFku6eDgxR8Shtduvuuoq5t1yF3tPnQLAjpMmcvDO\n22/4T626nMRtt91222233Xa76Hb1B5menh4Aurq63G7hdvV1f38/AJ2dncyZM4dmacsucliZZMsO\nz4uII3N9uwKLgPdTmZg9RmVpYxvw84h4m6RTgJkR8QFJfcDqiOiSNA+YHxFXS7oeODMierNxrwSu\nioirJD2QHb8yd978mOcDAxHxeUmfpnL17dyImDZEzLdFxPTa9zh37tx476IfbL0PzcbUjY8+teE/\nNUuP85cu5y5tzl+6ug8/gVknv73oMKxJvb29zJkzZzglQXV5qaQ1FBHXAdtK+n+57qnZ15OB0yJi\nekS8BJgOHC1pSs0wH2HTK21VApC0HTADWFG7bRi+APw/sqvHm4nZzMzMzCxJnrjZ5hwPHCnpPkm3\nULkpyHlUlkX+qLpTRKwFFgJ/lT84In4WEQuqzZqxvylpMXAb8PWI6Mvtt0TSbyT1Z0sh614ajogn\ngO8BkzcT89n1jneNW9r8G+O0OX/pcu7S5vylyzVu5eYaNxtSRDxK5eparW/U2fevc80r6mw/Nff6\ntUOcc5MljZn/yrZ/smb/M8k9GmCImM3MzMzMkuQrblZqfo5b2qrF2pYm5y9dzl3anL90+Tlu5eaJ\nm5mZmZmZWYvzUkkrtfb2dp7tOqToMKxJh1J5NoWlyflLl3OXNucvXV07P69+0b+VgiduVnqx/yuL\nDsHMzMzMbEheKmml5hq3tOUfcGnpcf7S5dylzflLl3NXbp64mZmZmZmZtThFeKWslVd3d3d0dHQU\nHYaZmZmZjXO9vb3MmTNHzR7vK25mZmZmZmYtzhM3KzXXuKXNa/3T5vyly7lLm/OXLueu3DxxMzMz\nMzMza3GucbNSc42bmZmZmY0F17iZmZmZmZmNc564Wam5xi1tXuufNucvXc5d2py/dDl35eaJm5mZ\nmZmZWYtzjZuVmmvczMzMzGwsuMbNzMzMzMxsnPPEzUrNNW5p81r/tDl/6XLu0ub8pcu5K7eJRQdg\nVrg7PHlL1oMrYOfti47CmuX8pcu5S5vzl64nHy86AiuQa9ys1Lq7u+OQz55ddBhmZmZmm7X+/Ivh\ngPaiw7AmucbNzMzMzMxsnGvJiZuk9ZJ6JS2T9D+SpmT9e0i6RtI9ku6V9AVJE7NtsyU9lR13p6SL\ncuOdko15YK5vmaS9stfTJF2RjXmvpMslTcvtu5+k+dm22yR1S+rKjf1Y7ryn13k/fZK+VdM3T9L9\n2XGLJB2a6z+hZt8BSZMl/VrSAbn+syR9Jdf+saQXSZqUfTb3Srpb0vck7VHn8+3Lzn1Y1i9Jl2af\nzVJJv5K0d7ZtqqSvSlqRfQbXSTqkZrzF2dezs/4bJN2WO+9MSdfXyVf1uKPqfHYPSlpQ5/NcWtN3\niaSHc+13ZOMulvSspCXZOS7MH+cat7QtXDlQdAg2As5fupy7tDl/6epZ7J9byqwlJ27AmojoiIhX\nAs8B78n6rwaujoj9gf2BHYD8D+I3RkQH0AG8UdKrc9t+A5yba+fXiH4NuC8iXhoRLwUeBP4TQNK2\nwI+Ar2bbDwHeD0zPHX9ldt4u4NyaSdLLqHzOh0tqq3mfH86O+xjw70N8HhER/wecDnwlG3cP4N3A\nR7L2FGCXiPgt8Blg+yzePwO+n312VdXPtx04B/hs1v83wAsj4pURcRDwJuCpbNt/Ak9ExH7ZZ/BO\nYLea8WZkXz+X+4yfJ+l1+feSe31jzXHX1XvvwA7VzzT7PDda3ytJwPFAv6TZ2Qd2eTbuDOAR4Mjs\nHOc0+pDNzMzMzFpVq07c8hYC+2VXY56JiP+CykwGOAM4tXpFrioi/gj0AXvkun8EHCDppVlbAJL2\npTLR+1Ru338GZkp6CfC3wC8j4ke58e+sxlFz3pXACuCFue6Tgf8CrgWOa/AebwT2bfgJ/Gn8nwG/\nlfR24PPA+RGxKtt8JHBDNjl8B5VJXvW4y4E/Snpt/r1ndgRWZq9fCPwud9xvI+JpSdOBVwH/lNv2\nUET8pM54tS7KH1djuGt8vwO8JXt9MvCtmu1HAsupTGrf2uA8dc/V3u514ik7fJcdig7BRsD5S5dz\nlzbnL11dM/xzS5m16sStOqmaCLweWAYcANye3ykiBoCHgP1qjts567sxt/t64HNsfNUN4BVAX+Tu\n0hIRg1Qmfgdkf3qHFXRl6eW2QH4Z398AV2Z/6k0qAI7N3mPVxdmyvl5Ji2v2PQO4ANgtIvITmNcD\nP6Xyvh+KiDU1x92evReAtmzsX1O50ledtH4HODbbdrGk6r8OB1DzGdWojldd8vjm3LabgWerV8Jq\nHF5z3Evq7BPAd6lc/QP4K2B+zT7Vydw1wBskTWgQp5mZmZlZklr1cQBtkqqTpRupLGX8hwb75q+k\nHJ5NdF4KXBIRj9Xs+20qSxn3GUYMda/QSLo6G//uiPjrrPst2cTkz4B/zJY1Imkm8HhEPCzpd8DX\nJe0UEdXlhxdL+ifgD8CpudN8OCI2LG2UVL2qRkT8TtJ1bDp5mQWcCbx8GO/tmWyJJll92zeAAyPi\nEUn7A0cBc4Bf1EzCGllbHa+BC4CPky3rzLkxIo4dxvhPAE9K+hvgTuCZ6gZJk4A3AGdExBpJtwKv\nA348jHG59NJL2X75g+zdNhmAaRMncNAO2234bWS1DsDt1mx/6aFHna+E285fuu18jVQrxOO281eW\n9uDiProOaN/wPLeuri4At1u0XX3d398PQGdnJ3PmzKFZLfk4AEmrImJaTd8c4LyImJ3rmwbcB+wJ\nHAqcGRHHZhOzW4CjI2KppFOAmRHxAUl/D8ykMtF5IzAJuDYi9s2Nq2zcP6eyDO+IiHhHbvtM4KKI\nOKpm7JlUlkS+PCIek3QxcAowQGUiuHMW49ckzQPm5ydo2dib9Nd+HrX7ZFeq5kbECZK2o3IVcp/8\nVbfsBh/nR8QNdcb7PZWJ20YPB5F0JrAXcCnwc2C/elfd6uUr678+e7+9knqoTJxPzD632dV81R5X\nM8b9QCfwl8AXgLcDd2Tv/yBJf0Xlatsfss+4Dfh5RLwtN8YDVHK0snb8uXPnxrt+Wrvy0lKxcOXA\nhv/ULD3OX7qcu7Q5f+lacOzf0fV37yg6DGvSeH0cwCZvKCK6qVyJ+zuAbDncxcC8rKYtv++DVG7Q\n8dE6Y19BZUL2vGzf+4DFkj6e2+fjwO0RcT+VScFrJL0xt31qvaAj4nYq9WynZ5O/k6hMiKZHxEuo\n3ECj0XLJoWwuwdVlkkTEWirv8QuStgHIauLaIuKG2vFyN095QtIMSS/M+rcBDqKy7PJ+4Dbgk7nj\n9pb0+mHGB5WrbrUPTBvOcdV9vgf8C5WJcd5bgNNyn/F04D7H/dYAAAtKSURBVOjausdGXOOWNv/g\nkTbnL13OXdqcv3S5xq3cWnXi1ugy4JuAkyTdA9xFZclcbc1a1WXA4Vnd2Z8GjngO+Ffg+bnu04D9\nVbnV/b1U6sROy/b/I5Urc/+Qbb+Jyp0YP93gvJ+jcnOQLuDhiHg0t+1G4OWSdh/iPdbrr+2rbR9D\nNnHLnAP8EbhH0t3AifypRgxgSq5+7tvA27Mrac8H5me32u+jckfPf8uO+XvgBdlnsBSYBzxWO17N\nLffzdYM/yfbPx95Vc9xGj0HIjxERqyPioohYV92Q3Yhlo2WR2cR1IZVauEafl5mZmZlZUlpyqaQN\nn6TJQE9EvKroWFLkpZJp83KftDl/6XLu0ub8pctLJdM20qWSrXpzEhum7EYonrSZmZmZmY1jrbpU\n0mxMuMYtbf6Ncdqcv3Q5d2lz/tLlGrdy88TNzMzMzMysxXmppJVaX18fHedfXHQY1qSexX3+7WPC\nnL90OXdpc/7S1XP/g3Qd4NyVlSduZv4HMF1Prnb+Uub8pcu5S5vzl64nVxcdgRXId5W0Uuvu7o6O\njo6iwzAzMzOzcW68PoDbzMzMzMzMMp64Wan19fUVHYKNQE9PT9Eh2Ag4f+ly7tLm/KXLuSs3T9zM\nzMzMzMxanGvcrNRc42ZmZmZmY8E1bmZmZmZmZuOcJ25Waq5xS5vX+qfN+UuXc5c25y9dzl25eeJm\nZmZmZmbW4lzjZqXmGjczMzMzGwuucTMzMzMzMxvnPHGzUnONW9q81j9tzl+6nLu0OX/pcu7KzRM3\nMzMzMzOzFucaNys117iZmZmZ2VgYaY3bxK0ZjFmKdM+yokMwMzMz27ydn0c87wVFR2EF8cTNSq2v\nr4/XLPpB0WFYk2589CmO2H2nosOwJjl/6XLu0ub8pav78BOYdfLbiw7DCuIaNzMzMzMzsxbniZtt\nNZLWS+qV1CdpkaTDsv69Ja3Nti2XdLmkCdm22ZLmZ69PkfRYbr/vSJqSbTtf0sPZtsXZ12nZ8U9l\n7TslXZTt/wpJd0vaNhffDyX9TT7m9vb2sfp4bBT4N8Zpc/7S5dylzflLV9fMGUWHYAXyxM22pjUR\n0RER7cA5wGdz21ZERAdwELAncFJuW/4OOVdmYxwIPAfkJ1qfz7bNyL6uyvpvzMbuAN4o6dURcSfw\nXeCfACQdD0yMiP/Ziu/XzMzMzGxMeOJmW1P+Ljk7Aitrd4iIQeBWYI+hxpA0EZgKPNlg/E1ExB+B\nvtzYnwL+WtLBwGeA99Ye4+e4pe3GR58qOgQbAecvXc5d2py/dPXcvrjoEKxAvjmJbU1tknqBNuAF\nwFG5bdUJ2RTgUOADDcb4G0mzgBcBdwPzc9vOkPS32VgrI2JO/kBJOwP7ATcCRMQzks7K2hdHxP0j\nfH9mZmZmZoXwxM22prXZkkWy+rZvAAdm2/bNJnXTgR9GxPIGY1wZER/IxvgScBbwuWzb5yPi83WO\nOULSYuClwCUR8Vh1Q0T8UNKTwFfqnWzFihW865a72HvqFAB2nDSRg3fefsP6/+pvJd1uzXa1r1Xi\ncdv5K0v7iN13aql43Hb+ytLumjmDAHp6eirtri5wu2Xb1df9/f0AdHZ2MmfORtcdtogfwG1bjaRV\nETEt1/49lYnbVGB+RBwkaVfgJuDD2aRqNnBmRBwr6RRgZm7idgzwjxHxRknnAwO1E7ea4/cBbgGO\njoiluX0eyMbdZOlmd3d3vOY//3mrfg5mZmZmo+HZ0z9F7P/KosOwJo30AdyucbOtacM3oqSXUfn+\neiK/LSKeAD5K5eYlQ44BdAH3Ndi2iYh4kEot20eHG7Br3NJW/Q2kpcn5S5dzlzbnL12ucSs3L5W0\nrWlKthyyOsF6e0SEVJmzVXeKiGuy2/vPqjPGSVn/BOA3wDty207P1bgFcHyd4y8DPixpr4jor55y\nJG/KzMzMzKxoXipppealkmZmZpYKL5VMm5dKmpmZmZmZjXOeuFmpucYtba7TSJvzly7nLm3OX7pc\n41ZurnGz0nv29E8VHYI16bnbF/PszBlFh2FNcv7S5dylzflL2D0PFB2BFcg1blZq3d3d0dHRUXQY\nZmZmZjbOucbNzMzMzMxsnPPEzUrNNW5p6+npKToEGwHnL13OXdqcv3Q5d+XmiZuV2ooVK4oOwUZg\n2bJlRYdgI+D8pcu5S5vzly7nLm0jvWDgiZuV2po1a4oOwUbg6aefLjoEGwHnL13OXdqcv3Q5d2lb\nsmTJiI73xM3MzMzMzKzFeeJmpfb73/++6BBsBPr7+4sOwUbA+UuXc5c25y9dzl25+TluVmqve93r\n6O3tLToMa1JnZ6fzlzDnL13OXdqcv3Q5d2k7+OCDR3S8n+NmZmZmZmbW4rxU0szMzMzMrMV54mZm\nZmZmZtbiPHEzMzMzMzNrcZ64WWlJOkbSXZLukfSRouOxxiS9WNJ1ku6QtEzSB7L+nSVdK+luST+T\ntGPRsVpjkraR1CvpB1nb+UuEpB0l/a+kX2d/Dw91/tIg6QxJyyUtlfTfkiY7d61L0tckPSppaa6v\nYb4kfUzSvdnfzaOLidqqGuTvc1l++iR9V9K03LYtyp8nblZKkrYB/g14HXAAcLKklxUblQ1hHfCh\niDgAeDXwvixfHwV+ERF/BlwHfKzAGG3zPgjcmWs7f+m4FPhxRLwcOBi4C+ev5Ul6EfB+oCMiDqJy\nN/GTce5a2TwqP5vk1c2XpFcAJwEvB14PfFmSxjBW21S9/F0LHBAR7cC9jCB/nrhZWb0KuDciHoqI\n54ArgeMKjskaiIjfR0Rf9no18GvgxVRydkW22xXA8cVEaJsj6cXAG4D/zHU7fwnIfjt8eETMA4iI\ndRHxNM5fKiYAUyVNBNqAR3DuWlZE9ABP1nQ3ytexwJXZ38kHqUwKXjUWcVp99fIXEb+IiMGseQuV\nn1+gifx54mZltQfwm1z74azPWpykfYB2Kv/47R4Rj0Jlcgc8v7jIbDO+AJwF5J9B4/yl4SXA45Lm\nZUtd/13Sdjh/LS8ifgvMBfqpTNiejohf4Nyl5vkN8lX7s8wj+GeZVncq8OPs9RbnzxM3M0uGpO2B\nq4APZlfeah9E6QdTtiBJfwk8ml01HWoZiPPXmiYCHcCXIqIDWENl6Zb//rU4STtRuVqzN/AiKlfe\n/hbnLnXOV4IknQs8FxHfbnYMT9ysrB4B9sq1X5z1WYvKlvlcBXwjIr6fdT8qafds+wuAx4qKz4Y0\nCzhW0v3At4GjJH0D+L3zl4SHgd9ExKKs/V0qEzn//Wt9fw7cHxErI2I98D3gNTh3qWmUr0eAPXP7\n+WeZFiXpHVTKBd6a697i/HniZmV1G/z/du7QtcoojOP49xccFot2hzKsVsGgsLK0KCuiosmyYPKW\nVev+AI2GrcxrMxhMYjGIRkFNBsE6DI/hnLCJ17Gy9wy/n3R5ORce+HFeeM4992ElyXKSJWADmE9c\nk/7tGfCpqrYPPJsDd/vnO8CLP7+k6VXVrKouVtVl2l57XVW3gZeY3/D6Fa1vSa70R6vAR9x/p8FX\n4FqSs33owSptQJDZjS0cvp2wKK85sNEnhV4CVoB3J1WkFjqUX5I12l8F1qtq/8C6Y+eXKn9t1f+p\nb6Rt2gHG06p6MnFJWiDJdeAN8IF2RaSAGe0Ft0M7sfoC3Kqqn1PVqaMluQE8qqr1JOcxv1MhyVXa\nYJkzwGfgHm3ohfkNLskW7cDkF/AeeACcw+yGlOQ5cBO4AHwHtoA9YJe/5JXkMXCflu9mVb2aoGx1\nC/KbAUvAj77sbVU97OuPlZ+NmyRJkiQNzquSkiRJkjQ4GzdJkiRJGpyNmyRJkiQNzsZNkiRJkgZn\n4yZJkiRJg7NxkyRJkqTB2bhJkiRJ0uB+A94LbI87sGUsAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22da1be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.get_cmap('Reds')(np.linspace(0.5, 0.8, 7))\n",
"colors[5:] = plt.get_cmap('Blues')(np.linspace(0.5, 0.7, 2))\n",
"#colors = np.append(colors1, colors2)\n",
"df_tmp.apply(lambda x: 100 * x / x.sum(), axis = 1).plot(kind = 'barh', stacked = True, figsize = (12, 18), color = colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous plot is ordered from most frequent to least frequent type of crime (like previous charts). On each stacked bar can be seen the percentage of crimes occured every day of the week (reds for Monday, Tuesday, Wednesday, Thursday and Friday and blues for weekend days).\n",
"\n",
"From the previous plot it can be seen:\n",
"\n",
"* The last four categories don't show weekend occurrences, but the total number of this cases is quite low.\n",
"* Prostitution crimes occur mainly on Fridays.\n",
"* Driving under the incluence of whatever occurs most oftenly during weekends.\n",
"* Family offenses occur mainly during bussiness days.\n",
"* Suicides occur more oftenly during Mondays and Saturdays.\n",
"* ...\n",
"\n",
"[I don't know the difference between Eluding and Escape and show opposite patterns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Distribution of crime during daytime"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's do the same but for the hour of the day.\n",
"\n",
"On Seattle:"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_seattle['hour'] = df_seattle['Date Reported'].apply(lambda x: x.hour)"
]
},
{
"cell_type": "code",
"execution_count": 256,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_tmp = (df_seattle\n",
" .groupby(['Summarized Offense Description', 'hour'])\n",
" .count()['Date Reported']\n",
" .unstack())\n",
"df_tmp = df_tmp.replace('NaN', 0)"
]
},
{
"cell_type": "code",
"execution_count": 258,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"columns = df_tmp.sum(axis = 1).sort_values().index\n",
"df_tmp = df_tmp.ix[columns.values]"
]
},
{
"cell_type": "code",
"execution_count": 271,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x29049a90>"
]
},
"execution_count": 271,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAQICAYAAACnC4L2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29114a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors1 = plt.get_cmap('Reds')(np.linspace(0.1, 0.9, 12))\n",
"colors = np.append(colors1, colors1[::-1,:], axis = 0)\n",
"#colors = np.append(colors1, colors2)\n",
"df_tmp.apply(lambda x: 100 * x / x.sum(), axis = 1).plot(kind = 'barh', stacked = True, figsize = (12, 18), color = colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous plot is ordered from most frequent to least frequent type of crime (like previous charts). On each stacked bar can be seen the percentage of crimes occured every hour (darker reds are for central hours of the day while lighter reds are used mainly for night hours).\n",
"\n",
"From the previous plot it can be seen:\n",
"\n",
"* Firework occur mainly during night, as expected.\n",
"* Prostitution crimes occur mainly during night hours, as well as robbery.\n",
"* Fraud, Forgery and embezzle occur during bussiness hours.\n",
"* Homicides occur during nighttime.\n",
"* ..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On SF:"
]
},
{
"cell_type": "code",
"execution_count": 272,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_sf['hour'] = df_sf['Date_Time'].apply(lambda x: x.hour)"
]
},
{
"cell_type": "code",
"execution_count": 273,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_tmp = (df_sf\n",
" .groupby(['Category', 'hour'])\n",
" .count()['Date_Time']\n",
" .unstack())\n",
"df_tmp = df_tmp.replace('NaN', 0)"
]
},
{
"cell_type": "code",
"execution_count": 274,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"columns = df_tmp.sum(axis = 1).sort_values().index\n",
"df_tmp = df_tmp.ix[columns.values]"
]
},
{
"cell_type": "code",
"execution_count": 275,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x290dc0b8>"
]
},
"execution_count": 275,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA24AAAQICAYAAAB1W4iuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmTW5/w+aLysfUk9y+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x295a9898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors1 = plt.get_cmap('Reds')(np.linspace(0.1, 0.9, 12))\n",
"colors = np.append(colors1, colors1[::-1,:], axis = 0)\n",
"#colors = np.append(colors1, colors2)\n",
"df_tmp.apply(lambda x: 100 * x / x.sum(), axis = 1).plot(kind = 'barh', stacked = True, figsize = (12, 18), color = colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous plot is ordered from most frequent to least frequent type of crime (like previous charts). On each stacked bar can be seen the percentage of crimes occured every hour (darker reds are for central hours of the day while lighter reds are used mainly for night hours).\n",
"\n",
"From the previous plot it can be seen:\n",
"\n",
"* Driving under the influence of whatever occur mainly during night, as expected.\n",
"* Prostitution crimes occur mainly during night hours, as well as robbery.\n",
"* Fraud and embezzlement occur mainly during bussiness hours but in SF there are peoplo acting also during other times.\n",
"* Vandalism is quite eclectic and can occur at any time during the day.\n",
"* ..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Geographical locations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I decided not to use this parameters as I don't know much about the Seattle and SF districts/neighborhoods, their distribution, how are distributed (buildings, parks, offices,...), their area,..., so it is difficult to check if a high density crime area is just related with a commercial area, a dangerous hood,..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Incidents per month"
]
},
{
"cell_type": "code",
"execution_count": 304,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2f7ff9b0>"
]
},
"execution_count": 304,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAFwCAYAAABehO1AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0lFW+7vHvrsocCAQICQQyoaIoChFBARXFAUURBZEh\noq3twHB6uLan+3Tfc7v79Gif09NpEEVtW02YBBmccEBRo6gooCgzmQMJmUggZK59/6gCQ5gChKpK\n6vms5erst96q+tVa7c96ar97v8Zai4iIiIiIiIg/cfi6ABEREREREZGWFFZFRERERETE7yisioiI\niIiIiN9RWBURERERERG/o7AqIiIiIiIifkdhVURERERERPxOq8KqMWaMMWabMWaHMeanx3l8nDHm\nK2PMRmPM58aYEc0ey2n+WLPjvzTGFBhjNnj+GdM2H0lERERERETaO3Oq+6waYxzADmA0sAdYD0y2\n1m5rdk6EtfaQ5++BwBJr7UWecRZwubW2osXr/hI4YK39Sxt+HhEREREREekAWjOzOhTYaa3NtdY2\nAIuAO5qfcDioenQCXM3G5iTvY06jVhEREREREQkQrQmr8UB+s3GB59hRjDHjjTFbgVeBB5o9ZIF3\njDHrjTEPtXjabGPMJmPMs8aYLqdZu4iIiIiIiHRQbbbBkrV2hefS3/HAb5s9NMJamwrcCswyxoz0\nHH8SSLHWDgKKAF0OLCIiIiIiIgAEteKcQiCh2biP59hxWWszjTEpxphu1tpya+1ez/ESY8xy3JcV\nZ1prS5o97RncM7LHmDFjht29ezdxcXEAREZGct555zFo0CAANm3aBKCxxq0e79q1i4kTJ/pNPRpr\nrLHGzceHj/lLPRprrLHGLcdLly7V93GNz2q8a9cuqqurASgqKuLmm2/mscceO2aJaGs2WHIC23Fv\nsLQX+ByYYq3d2uycftba3Z6/U4GV1tq+xpgIwGGtPWiMiQTeBn5trX3bGBNnrS3yPOfHwBXW2qkt\n33/NmjU2NTX1pDWKnI4//vGP/OxnP/N1GSIix6UeJSL+Tn1K2tqGDRsYPXr0MWH1lDOr1tomY8xs\n3EHTATxnrd1qjHnE/bCdD0wwxkwH6oEaYJLn6bHAcmOM9bxXhrX2bc9jfzLGDMK9GVMO8MhZfUKR\nVsrLy/N1CSIiJ6QeJSL+Tn1KvKU1lwFjrV0N9G9x7Olmf/8J+NNxnpcNDDrBa04/rUpFREREREQk\nYLTZBksi7cXUqcdcbS4i4jfUo0TE36lPibcorErAGTly5KlPEhHxEfUoEfF36lPiLQqrEnAyMzN9\nXYKIyAmpR4mIv1OfEm9RWBURERERERG/o7AqAUeXroiIP1OPEhF/pz4l3qKwKiIiIiIiIn5HYVUC\njtZZiIg/U48SEX+nPiXeorAqIiIiIiIifkdhVQKO1lmIiD9TjxIRf6c+Jd6isCoiIiIiIiJ+R2FV\nAo7WWYiIP1OPEhF/58s+9ec//5nhw4dz9dVXM2rUKL788kvGjRvHsGHDuPbaaxk1ahSvvvqqz+qT\nthXk6wJEREREREROZf369bzzzjt8+OGHBAUFUVFRQV1dHcYYnnnmGS699FJflyhtTGFVAo7WWYiI\nP1OPEhF/56s+VVxcTPfu3QkKckeY6OhoAKy1uFwun9Qk55YuAxYREREREb933XXXUVBQwLBhw3j8\n8cf55JNPjjz2yCOPHLkMeP/+/T6sUtqSwqoEHK0HExF/ph4lIv7OV30qMjKStWvX8te//pXu3bvz\n/e9/n4ULF2KMYf78+XzwwQesXbuWrl27+qQ+aXu6DFhERERERE4pLzeX537/3+zetp13LuzPgz9/\nnITERK/WYIxh+PDhDB8+nAEDBrBo0SKvvr94l2ZWJeBoPZiI+DP1KBHxR3m5ufxuwnQGr/iCtO3V\nDF7xBb+bMJ283Fyv1bBr1y6ysrKOjDdv3kxCQoLX3l+8T2FVREREREROyFrL3B/8lFvy6wgz7vgQ\nZhzckl/Hc7//b6/VUV1dzcyZMxk+fDjXXHMNO3bs4Kc//anX3l+8T5cBS8DJzMzUzIWI+C31KBHx\nF66GRopWvkvW3AzKNn9JWFAMAFtc1QxwRBJmHNQUl3qtnssuu4zVq1cfc3zlypVeq0G8S2FVRERE\nRESOaKyuoWDhq+TMW0htYTEAzvAwautdR2ZWAWqti/DYHr4qUwKAwqoEHM1YiIg/U48SEV+pL60g\n95/LyHt+KQ0VVQBEnpdA8sxpXHjFRfxhyoPckl/HAEcktdbFm31D+cXPH/dx1dKRKayKiIiIiASw\nQ7mF5Dy1iIJFr+GqqQOgy+UXkzI7jZ43X41xuGdTf7HsRZ77/X9TU1xKeGwPfuGD3YAlsCisSsDR\nejAR8WfqUSLiLVWbt5M1N4OiVe+BywVAzI0jSJ41jehhl2GMOer8hMREfv30HPUp8RqFVRERERGR\nAGGtpeyjL8iem07ZB+sBMEFOek24heSZU+l8UT8fVyjyHYVVCTj6JVBE/Jl6lIicC67GRopfW0v2\nkxlUfb0dAGdEOH3uHUfSw5MJj49t9WupT4m3KKyKiIiIiHRQTTV1FC56jeynFlKTuweAkO5dSXxo\nEgn330Vw1ygfVyhyYgqrEnC0zkJE/Jl6lIi0hfqKKvL/tYzcZ1+mvmw/ABFJ8STNmEr8pFtxhoee\n8WurT4m3KKyKiIiIiHQQNQVF5MxfTEH6KpoO1QAQdemFpMxOI3bstRin08cVirReq8KqMWYM8DfA\nATxnrX2ixePjgN8ALqAB+LG19mPPYzlA5eHHrLVDPcejgcVAIpADTLLWVp79RxI5Of0SKCL+TD1K\nRM7Ega27yZ6bwd4V72AbmwDocd0wkmdNo9uIy4/Z2fdsqE+Jt5wyrBpjHMAcYDSwB1hvjFlprd3W\n7LR3rbWrPOcPBJYAF3kecwGjrLUVLV76Z57n/ckY81PgPzzHRERERETkFKy1VKzbRPbcdErWrAPA\nOJ30uusmkmdOJeqSC3xcocjZcbTinKHATmttrrW2AVgE3NH8BGvtoWbDTrgD6mHmBO9zB/CC5+8X\ngPGtLVrkbGRmZvq6BBGRE1KPEpFTsU1NFL2+lk/HPsznd82iZM06HOGhJDwwkas/WcxlT/7qnAZV\n9SnxltZcBhwP5DcbF+AOsEcxxowH/gDEAGObPWSBd4wxTcB8a+0znuM9rbXFANbaImNMzzOoX0RE\nREQkIDTV1rFn6Wqy5y3k0O48AIKjo0h4YCKJD0wkpHtXH1co0rbabIMla+0KYIUxZiTwW+BGz0Mj\nrLV7jTExuEPrVmvt8X6OsW1Vi8jJaJ2FiPgz9SgRaamh6iD5L7xC7jMvU7evDICwPnEkPzqF+Cm3\nERQZ7tV61KfEW1oTVguBhGbjPp5jx2WtzTTGpBhjullry621ez3HS4wxy3HPymYCxcaYWGttsTEm\nDth3vNdbunQpzz77LAkJ7hK6dOnCwIEDj/xLcvgyBI011lhjjTXWWGONNe5I4yH9+pP7zBLefO5F\nXDW1DHBE0vni8ykZPYiI4akkjrrWr+rVWOPWjjdv3kxlpXtv3by8PIYMGcLo0aNpyVh78glNY4wT\n2I57g6W9wOfAFGvt1mbn9LPW7vb8nQqstNb2NcZEAA5r7UFjTCTwNvBra+3bxpgngHJr7ROeDZai\nrbXHbLC0Zs0am5qaetIaRU5HZqbuDSYi/ks9SkQO7sghe94C9ixdjW1oBKDbiFSSZ6fRY9SwNt3Z\n90yoT0lb27BhA6NHjz7m/9hBp3qitbbJGDMbd9A8fOuarcaYR9wP2/nABGPMdKAeqAEmeZ4eCyw3\nxljPe2VYa9/2PPYEsMQY8wCQ2+w5IiIiIiIBp2L9ZrLnprNv9UfuA8YQe9t1pMyaRpfBA3xbnIgP\nnHJm1dc0syoiIiIiHZV1uSh59xOy52ZQ8dlXADhCQ4i/51aSZkwlMrmPjysUOffOeGZVRERERETa\nlqu+gT2vvE3Okws4uCMbgKAunUm4/04Svz+J0JhuPq5QxPcUViXgaJ2FiPgz9SiRjq3xYDX5L60k\nZ/5i6vaWABDaK4akRybTN20cQZ0ifVzhqalPibcorIqIiIiInGN1JeXkPruEvH8tp7HyAACdLkgm\nedY0et15I46QYB9XKOJ/FFYl4OiXQBHxZ+pRIh1LdVY+OU8tpHDxG7jq6gGIHnYZybPSiLnhKozD\n4eMKT5/6lHiLwqqIiIiISBur3LiFrLkZFL++FjwbmvYcczXJs9KIvmKgb4sTaScUViXgaJ2FiPgz\n9SiR9staS+n7n5E9N53yjzcAYIKD6D1xDMkzp9Lp/CTfFthG1KfEWxRWRURERETOgquxkaKVa8ie\nm8GBLbsAcHaKIGH6nSQ+PImwuBgfVyjSPimsSsDRL4Ei4s/Uo0Taj8bqGgoWvkrOU4uoLSgCILRn\ndxIfmkTf++4kOKqTjys8N9SnxFsUVkVERERETkN92X5yn1tK3vNLaaioAiCiXwLJM6cSP3EMjtAQ\nH1co0jEorErA0ToLEfFn6lEi/utQ7h5ynl5EwcJXcdXUAdAl9WJSZqfR8+aRGKfTxxV6h/qUeIvC\nqoiIiIjISVR9s4PsuRkUrXoP29QEQMzoq0ienUb0lYMwxvi4QpGOSWFVAo5+CRQRf6YeJeIfrLWU\nf/wlWXPSKVv7OQAmyOne2XfWNDpf1M/HFfqO+pR4i8KqiIiIiIiHbWqi+PUPyJqTTtXX2wBwRoTT\nJ20cSQ/fQ3ifOB9XKBI4FFYl4GidhYj4M/UoEd9oqqmjcMkb5MxbwKGcQgBCuncl8ft30/f+CYRE\nR/m4Qv+hPiXeorAqIiIiIgGrvqKK/BdeIffZl6kvrQAgPLE3yTOmEn/PWJzhoT6uUCRwKaxKwNEv\ngSLiz9SjRLyjprCYnPmLKHhpFU2HagCIurQ/ybPSiLttVMDs7Hsm1KfEWxRWRURERCRgHNi6m+wn\nF7B3+dvYRvfOvt2vvYKU2ffSbeTl2tlXxI8orErA0ToLEfFn6lEibc9aS8Wnm8iem0HJu5+4Dzoc\nxI2/gZRZ04ga2N+3BbYz6lPiLQqrIiIiItIhWZeLfW99RNacdCq//BYAR3gofSbfRtKjU4hI7O3j\nCkXkZBRWJeDol0AR8WfqUSJnz1VXz55lb5H9ZAbVu/IACI6OIuF7E0l8YAIhPaJ9XGH7pj4l3qKw\nKiIiIiIdQkPVQfJfXEHuM0uoKy4FICw+lqQZU+gz5XaCIsN9XKGInA6FVQk4WmchIv5MPUrk9NUW\nlZD7zBLyX1xB44FqADoPOI/kWdOIGzcaR7C+8rYl9SnxFv2bKyIiIiLt0sGdOeTMW0jh0tXY+gYA\nuo1IJXlWGj2uG6adfUXaOYVVCTj6JVBE/Jl6lMipVXyxmey5Gexb/RFYC8YQO3YUybPS6Jo6wNfl\ndXjqU+ItCqsiIiIi4vesy0XJu+vIfjKdik+/AsARGkLvSbeQPGMqkSl9fVyhiLQ1hVUJOFpnISL+\nTD1K5Giu+gb2rniX7LnpHNyeDUBQVCcS7r+LxO/fTWjP7j6uMPCoT4m3KKyKiIiIiN9pPFhNQcar\n5Dy9iNo9+wAI7RVD0sP30DftDoI6R/q4QhE51xRWJeDol0AR8WfqURLo6krKyX3uZfKef4XGygMA\nRJ6fRPKsafS+6yYcIcE+rlDUp8RbFFZFRERExOeqswvcO/sufh1XXT0AXYdeSsrsNGJuGI5xOHxc\noYh4W6v+rTfGjDHGbDPG7DDG/PQ4j48zxnxljNlojPncGDOixeMOY8wGY8yqZsd+aYwp8BzfYIwZ\nc/YfR+TUMjMzfV2CiMgJqUdJoKnctJVND/1fPhoxmfwXl+Oqq6fnzSMZtuoprlz1FD1vGqmg6mfU\np8RbTjmzaoxxAHOA0cAeYL0xZqW1dluz09611q7ynD8QWAJc1OzxHwJbgKgWL/8Xa+1fzqJ+ERER\nEWlnrLWUrv2M7LkZlGd+CYAJDnLv7DtzGp0uSPJtgSLiF1pzGfBQYKe1NhfAGLMIuAM4ElattYea\nnd8JcB0eGGP6ALcCvwP+T4vX1p2axeu0zkJE/Jl6lHRkrsZGil59j+y5GRz4ZicAzk4R9L13PEkP\nTSKsd08fVyitoT4l3tKasBoP5DcbF+AOsEcxxowH/gDEAGObPfRX4HGgy3Fee7Yx5l7gC+Axa21l\nK+sWERERkXai6VAtBQtfI+ephdTk7wUgJKYbSQ9Pou/0Ownu0tnHFYqIP2qzDZastSuAFcaYkcBv\ngRuNMWOBYmvtJmPMKI6eSX0S+C9rrTXG/Bb4C/Bgy9ddunQpzz77LAkJCQB06dKFgQMHHvlF5/A1\n8xpr3Nrx5s2bmTFjht/Uo7HGGmvcfHz4mL/Uo7HGZzMeetEl5D2/jDfm/ZPGAwcZ4IgkIqUvpTem\nEnHtUFKuv86v6tW4deN58+bp+7jGZzXevHkzlZXuecq8vDyGDBnC6NGjaclYa485eNQJxlwJ/Mpa\nO8Yz/hlgrbVPnOQ5u4ErgJ8AaUAjEA50Bl6x1k5vcX4i8Kq19tKWr7VmzRqbmpp60hpFTkdmpm5k\nLSL+Sz1KOoJDeXvJeXohhQteo6mmFoAugweQPDuN2DFXY5xOH1coZ0N9Strahg0bGD169DFLRINa\n8dz1wHmeQLkXmAxMaX6CMaaftXa35+9UIMRaWw783PMPxphrcV/qO90zjrPWFnle4i7gmzP6ZCKn\nSc1VRPyZepS0Z1Xf7iR7bgZFK9dgm5oA6HH9VaTMTiP6qkEYo+1KOgL1KfGWU4ZVa22TMWY28Dbu\nW908Z63daox5xP2wnQ9MMMZMB+qBGmBSK977T8aYQbg3Y8oBHjnDzyAiIiIiPmKtpfzjL8mem0Hp\n+58BYJxOek+8meSZ0+g84DwfVygi7VVrZlax1q4G+rc49nSzv/8E/OkUr/EB8EGz8fSTnC5yzujS\nFRHxZ+pR0l7YpiaKX/+ArLnpVH3lvkmEMzyMPmnjSHr4HsL79vJxhXKuqE+Jt7QqrIqIiIiIADTV\n1lG45E1y5i3gUHYBAMHdupL4/btJuP8uQrod7wYQIiKnT2FVAo5+CRQRf6YeJf6qYX8VeS8sJ/eZ\nJdSXVgAQntCb5BlTiL9nLM6IMB9XKN6iPiXeorAqIiIiIidUU1hM7vzF5Kevoqn6EABRAy8geVYa\nsbeNwhGkr5Micm6ou0jA0ToLEfFn6lHiLw5syyL7yQXsfeUtbKN7Z9/u11xB8uw0ul89RDv7BjD1\nKfEWhVURERERAdw7++7//Guy5qRT8s7H7oMOB3F3jCZ5VhpdLu1/8hcQEWlDCqsScPRLoIj4M/Uo\n8QXrcrHv7Uyy56Sz/4tvAHCEhdBn8m0kzZhCRGK8jysUf6I+Jd6isCoiIiISoFx19exZ9jbZ8zKo\n3pkLQHDXziR8byKJD04kpEe0jysUkUCmsCoBR+ssRMSfqUeJNzQeqCb/xRXkPLOYuqJSAMLiY0l6\ndDJ9pt5OUGSEjysUf6Y+Jd6isCoiIiISIGqLS8l9Zgn5Lyyn8UA1AJ0u6kfKrGnE3XEDjmB9NRQR\n/6GOJAFHvwSKiD9Tj5Jz4eCuXHLmLaDw5dXY+gYAoq8aTMrsNHpcf6V29pXToj4l3qKwKiIiItJB\n7d/wLdlz0il+80OwFowhduwokmdNo2vqxb4uT0TkpBRWJeBonYWI+DP1KDlb1lpK16wja046FZ9u\nAsCEBBM/6RaSZ0wlsl+CjyuU9k59SrxFYVVERESkA3A1NLJ3xTtkz83g4LYsAIKiOtH3vjtJ/P7d\nhMX28HGFIiKnR2FVAo5+CRQRf6YeJaersfoQBRmvkvP0ImoLiwEIjetB0sOT6XvvHQR1jvRxhdLR\nqE+JtyisioiIiLRDdSXl5P1zKXnPL6Nh/wEAIs9PJHnmNHrfdROO0BAfVygicnYUViXgaJ2FiPgz\n9Sg5lUM5BWTPW0jh4tdx1dYD0PWKgaTMTiPmxhEYh8PHFUpHpz4l3qKwKiIiItIOVH61jey5GRS9\n9j64XADE3DSSlNlpRA+91MfViYi0PYVVCTj6JVBE/Jl6lDRnraXsw/Vkz0mn7KMvADDBQfS+ewzJ\nM6fRqX+yjyuUQKQ+Jd6isCoiIiLiZ1yNjRS/9j7ZczOo2rwDAGdkBH3vvYOkh+8hrHdPH1coInLu\nKaxKwNE6CxHxZ+pRga3pUC0Fi14n56mF1OTtASAkphuJD00iYfp4grtG+bhCEfUp8R6FVREREREf\nqy+vJO/5ZeQ+t5SG8v0ARCT3IXnmVHrffQvOsFAfVygi4n0KqxJw9EugiPgz9ajAUpO/l5ynF1GQ\n8SpNNbUAdBl0Ecmz04i95RqM0+njCkWOpT4l3qKwKiIiIuJlB7bsImtuOkUr1mCbmgDocd2VJM+a\nRrcRqRhjfFyhiIjvKaxKwNE6CxHxZ+pRHZe1lvJPNpI9J53S9z8FwDid9JpwE8kzpxF18fk+rlCk\nddSnxFsUVkVERETOIdvURPGbH5I9J53KTVsBcIaH0Wfa7SQ+PJmIhF4+rlBExD8prErA0S+BIuLP\n1KM6jqbaOva8/CbZ8xZyKCsfgOBuXUl8cCIJ35tASLcuPq5Q5MyoT4m3KKyKiIiItKGGygPkvbCc\n3GeWUF9SDkB4314kzZhKn8ljcUaE+bhCEZH2QWFVAo7WWYiIP1OPar9q9+wjZ/5i8l9aSVP1IQA6\nX3I+KbPTiL3tOhxB+tolHYP6lHhLq7qmMWYM8DfAATxnrX2ixePjgN8ALqAB+LG19uNmjzuAL4AC\na+04z7FoYDGQCOQAk6y1lWf7gURERNqj3Lw8/vz0v9i+K4v+b77HY4/cT2JCgq/LklY4uD2b7Ccz\n2PPK29iGRgC6Xz2E5NlpdL/mCu3sKyJyhoy19uQnuIPmDmA0sAdYD0y21m5rdk6EtfaQ5++BwBJr\n7UXNHv8xcDkQ1SysPgGUWWv/ZIz5KRBtrf1Zy/dfs2aNTU1NPcuPKSIi0rastbgsNLosjS5LQ5OL\nJhc0uFxHjjU2WRpcliaX+38bm+x3jx0+r8mypzCf+c88S6drpuEMCaepvgbWLeKfv/uJAqsfq/j8\na7LmpFPydqb7gMNB3G3XkTxrGl0uu9C3xYmItCMbNmxg9OjRx/yy15qZ1aHATmttLoAxZhFwB3Ak\nrB4Oqh6dcM+w4jm/D3Ar8Dvg/zQ77w7gWs/fLwBrgWPCqoiIdHzWWposnsDnCXbNAl9js3FD0+Hw\n52rFOc1fx9WKc44Okw1NlibrPrf5cw+fe/Kfe1tvzzsvEnutO6gC7sB61WT++OQ/mffHX7XRu0hb\nsC4XJe98TNacdPav3wyAIyyE+HvGkvToFCKT+/i4QhGRjqM1YTUeyG82LsAdYI9ijBkP/AGIAcY2\ne+ivwONAyy3velpriwGstUXGmJ6nUbfIGdM6C+norG2bQHb0c100ujiNwOc5//Dru46dYWz5nu2R\nw0CQwxDkMAQ7HTgdEOxwHDkW5DTf/e0wBDsNTuP5X4ch2GEIcjhYmek8ElSrdm8iqt8gnCHhZGbv\n55/r9zBhYE+6hGm9oy+56hvYs+wtsp9cQPXOHACCu3Ym4XsTSHhgIqEx3XxboIgX6buUeEub/ZfP\nWrsCWGGMGQn8FrjRGDMWKLbWbjLGjAJOtmijfX5TEZEOzWWPDndHAteRQHZ0ADz5jGArZg1P8fqt\nmT1saqfd1GkgyOk4KtwdCXhHgt3xQqDj+Oe0OC/Y4Tmn5Xu0OKe1r+/0/NMWct6K4tv6miOBFaCp\nvgaLYdFXxaz4toQ7Lo5hokKr1zUeqCb/pZXkzF9EXVEpAGHxsSQ9Mpk+024nKDLCxxWKiHRcrVmz\neiXwK2vtGM/4Z4BtuclSi+fsBq4AfgKkAY1AONAZeMVaO90YsxUYZa0tNsbEAe83X+d62IwZM+z+\n/ftJ8KzZ6dKlCwMHDjzya05mpnudiMYaa+z/4w8//Igmaxl61QgaXZaPMzNpdFkuH3YVDS7LZ598\nTJMLLr3iShpclg2ffUKjCwakDqPRZflq/TqaXJYLBg2l0WX55svPcFlL8sAraHRZtm/6nCaXJeHi\nITS6LLu/do97D7ichiZL3jdf0GQtMf1TaXRZ9mz5kiaXJfr8wTS6LMXbvsRloVPKZTS6LOU7N+Ky\nENVvEOCe8YL2MQ5yGA5mfYXTQEz/VIKchv27NuE00Puiy3E6DGU7NuJ0GPpefDlBDgdF277E6TAk\nD7yCYIch/9svCHIYzh80lCCHIWfzepwOBxelDiXI4WD3V5/jMIZLr7iSIIdh24bPcDoMqcOuwmkM\n33z5KU6Hg6FXDifIYdi4fh1OYxg+YgTBDsPnn35CkMNwzdUjcToMn3z8sV/9/9Wb49y8PO5+9Ccw\n4Hq6XjiMpvoaDrz2N9Imjqeo91C+KDhA1e5NhDgd3DfuBiYM7Mk3X37mN/V3xPH7r75B0evvE/Pe\nVzRWHWSLq5rwhN6M++kP6DX+Rj757FO/qldjjTXWuD2NN2/eTGWle2/dvLw8hgwZwmOPPXbML8Ct\nCatOYDvuDZb2Ap8DU6y1W5ud089au9vzdyqw0lrbt8XrXAs81mKDpXJr7RPaYEm84fBOm6UH6+jR\nKbRd77R5eH3f4Zm0E2/g0nyTl2abv5zwnOav891lnMeb3Tt6BvD4m8a0rKudTvi5Z9NOcjln0Aku\n+/xuJq/lbJ+jFee0GJ9o9vCYuhw4Ddp9tB063KPKDtbRvUWP2rqvmvQNRawvqAIgLMjBHQN6MGFg\nT7qGB/uy7A6nence2fMWULjkTWx9AwDRVw4iZXYaPUZfpX+3RETOgRNtsHTKsApHbl3zd767dc0f\njTGP4J5hnW+M+XdgOlAP1AA/sdaua/EaLcNqN2AJ0BfIxX3rmv0t31thVdpCbl4eD/zif+CqyVTn\nbyeyb/8jO20m9O17itBmaTxyKeh3we1Ea/VaBr6TXfbZMvAd2TTmOOe0fM/2yMDRoczZLIidKLQd\nNwQ6Thnwjn690wuT7rWH7scdCn7iZZmZJ14Ltm1fNekbi/g8/7vQOm5ADyYqtJ61/Ru2kD03neI3\nPgBrwRjAK/4YAAAgAElEQVRib7mG5FnT6Hr5Jb4uT8SvnKxPiZyJs9kNGGvtaqB/i2NPN/v7T8Cf\nTvEaHwAfNBuXAze05v1Fztafn/4XXDX5mJ02b3v8r/S6cbpviztDDkOr1+CdcHbPuM89cs5xZ/Tc\n557onOO/vuO457TV+j6RQHVhz0h+e3O/o0Lrkq/3sXJLKeMu6sHES3sSrdDaatZaSt/7lKw56VSs\n2wiACQkm/u4xJM2YSqfzEn1coYhIYGtVWBVp70oP1h0JqofX9zlDwnFZ912WDm/scurQ1jzYOVpx\njud1jDlm45gTXdLpnjXkpK8f5DA4NNsn0iG1ZraieWjN2FjEZ/lVvLx5H6u2KrS2hquhkaKV75I1\nN4ODW3cDENQ5kr733Uni9+8mLC7GxxWK+DfNqoq3KKxKQOjRKZTi4+y0eV2/bvzjwUG6zFNE2qUL\ne0bym5v7sb3Evaa1eWi9/aIe3K3QepTG6hoKFqwi56lF1BYWAxAa24Okh++hz713EBzVyccViohI\ncw5fFyDiDY89cj+sW0RTfQ1VuzfRVF8D6xbx+IzvKaiKiF85vGvi6egf4w6tc+7oz7C+UdQ1uli6\neR/TF29h/meFVNQ0nINK24/60gp2PvEMHwy5k23/+XdqC4uJPC+BS/7yc679fCnJs6YpqIqchjPp\nUyJnQjOrEhASExL45+9+wp+f/hc7srK4wJHPY7/7SbvdDVhE5HguiIngNzf3Y0fJIdI37uXTvCqW\nbt7Hq1tKuH1ADHcP7El0RODMtB7KLSRn3kIKFr2Gq7YegK5DLiF5dho9bxqJceg3exERf9aq3YB9\nSbsBi4iInJkdpYdI3+AOrQChTsNtF/Xg7ktj6daBQ2vl19vJnptO0avvg8u9N0HMjSNImZ1G16GX\n6ooaERE/c1a7AYuIiEj7c0GPCP7rpn7sKD1ExoYi1uVVsuybEl7bWtrhQqu1lrKPviB7TjplH64H\nwAQ56TXxVpJnTqXzhSk+rlBERE6XwqoEHN0bTET82bnoURf0iODXN6Wws/QQ6RuLWJfrDq2vekLr\npHYcWl2NjRS/tpbsJzOo+no7AM7ICPqmjSPx4XsIj4/1cYUiHY++S4m3KKyKiIgEiPN7RPDrG48O\nra80m2ltT6G1qaaOwkWvkf3UQmpy9wAQ0iOaxIcmkXDfnQR3jfJxhSIicra0ZlVERCRA7fKE1k9y\nKwEIcRrGekJrdz8NrfUVVeQ9v4y8516mvmw/ABFJ8STNnEb83bfgDA/1cYUiInK6tGZVREREjnJe\njwh+dWPKUaF1+TclvL61lLEX9mDSZf4TWmsKish5ehEFGa/SdKgGgKjLLiRldhqxt16LcTp9XKGI\niLQ1hVUJOFpnISL+zBc96nBo3V12iPQNRXycW8nyb0t4fZvvQ+uBrbvJnpvO3uXvYpuaAOhx3TCS\nZ6XRbUSqdvYV8QF9lxJvUVgVERERAPp1j+CXntCasbGIzBx3aH3NE1rvuTSW7pHnPrRaa6lYt4ms\nOemUvrcOAON00uuum0ieOZWoSy445zWIiIjvac2qiIiIHFfz0AoQ7DTc2r8H91zWkx6RIW3+frap\nieLVH5E9J53KjVsAcISH0mfq7SQ9MoWIhF5t/p4iIuJ7WrMqIiIip6Vf9wj+3w0pZJXVkL6xiMyc\n/azcUsIb20vbNLQ21daxZ+lqsuct5NDuPACCu3Uh8YGJJHxvAiHdu571e4iISPujsCoBR+ssRMSf\n+WOPSukezv+7IZmsshoyNhXxUXbz0Nqdey6LPaPQ2lB5gPwXl5P7zMvU7SsDIKxPHMmPTiF+ym0E\nRYa39UcRkTbgj31KOiaFVREREWmVlO7h/OfoZLLL3TOt7tBayhvbyrj1wtaH1tq9JeTMX0z+Syto\nOngIgM4Xn0/yrGnEjbseR5C+noiIiNasioiIyBnKLq8hY2MRH2a773ca7DDc4gmtMccJrQd35JD9\nZAZ7lr2FbWgEoNvIy0meNY0eo4ZpZ18RkQClNasiIiLSppK7hfN/PTOtGZ6Z1lVbSnlzWxljPJcH\n9+wUQsX6zWTPeYl9b2W6n+hwEHf79STPnEqXwQN8+yFERMRvKaxKwNE6CxHxZ+2xRzUPrQs8M62v\nfruPbSve54b17xO+bTsAjtAQ4u8ZS9KMKUQm9/Fx1SJyptpjn5L2SWFVRERE2kRyt3D+4+o+jM3d\nRPa8BYQXFgJQGxZO9dgxjHr8XuKT4nxcpYiItBdasyoiIiJnrfFgNfkvrSRn/mLq9pYAEBQXQ/YN\nN7MyeTD1oWEEOQxj+ndnsufyYBEREdCaVRERETkH6krKyX1mCXn/eoXGqoMAdOqfTPKsNHqNvwFH\nSDA3VbjXtH6QtZ/XtpayensZYy7ozuRBCq0iInJiCqsScLTOQkT8WXvpUdVZ+WTPW8CeJW/iqqsH\nIPrKy0iemUbMDVdhHI4j5yZGh/Pz65OZNrhZaN1WyuodZdx8QTcmXxZHbGeFVpH2or30KWn/FFZF\nRESk1So3biFrTjrFb3wAnqVEPW+5huRZ04geMvCkzz0cWtMG15KxqYi1uyt4fVsZb+0oV2gVEZFj\naM2qiIiInJS1ltL3PyN7Tjrln2wAwAQHEX/3LSTNmEKn85PO6HXzKr4LrRYIchhuuqAbUxRaRUQC\nitasioiIyGlxNTRStGoN2XMzOLBlFwBBnSPpO308iQ9NIiwu5qxePyE6jP+4Lolpg+KOhNY3tpXx\n9o5ybjy/G1MGxRLXObQNPomIiLRHCqsScLTOQkT8mT/0qMbqGgoWvkrOU4uoLSgCIDS2B4kPTaLv\n9PEER3Vq0/c7EloHx7FgYxFrsyp4c3sZb+8o46YLuiu0ivgZf+hTEhgUVkVERASA+tIKcv+5jLzn\nl9JQUQVA5HkJJM+cRu8JN+MIPbeX5iZ0DeNn13lC66Yi3t99dGidPCiWXgqtIiIBo1VrVo0xY4C/\nAQ7gOWvtEy0eHwf8BnABDcCPrbUfG2NCgQ+BENzBeKm19tee5/wSeAjY53mZn1trV7d8b61ZFRER\nObcO5e4h56mFFCx6DVdNHQBdUi8mZXYaPcdcfdTOvt6Uv7/2SGh1WXAaFFpFRDqgE61ZPWVYNcY4\ngB3AaGAPsB6YbK3d1uycCGvtIc/fA4El1tqLmj9mjHECHwM/sNZ+7gmrB6y1fznZ+yusioiInBtV\nm7eT/eQCila9h21qAiDmhuHunX2vHIQxx3xv8ImCyloWbCzivWah9cbzuzNlsEKriEhHcKKw2pqf\nSocCO621udbaBmARcEfzEw4HVY9OuGdYWz4Wint2tXk69o//CkpAyczM9HUJIiIndK57lLWWso++\nYP3kH/HJjd9j7/J3wEDvu29hxPsvcXn6/9DtqsF+E1QB+nQJ499HJfHsxIu44bxoLLB6RxkPLNnC\nnz/MZW9Vna9LFAko+i4l3tKaNavxQH6zcQHuAHsUY8x44A9ADDC22XEH8CXQD5hrrV3f7GmzjTH3\nAl8Aj1lrK0/7E4iIiMgp2aYmil5bS/bcDKq+dl8c5YwIp8+940h66B7C+8T5uMJTOxxapw2OI2NT\nMe/tKuetHeW8s9O9e/DUQXH0itJMq4hIR9Gay4AnADdbax/2jNOAodbaH5zg/JHAL621N7Y4HgWs\nAGZba7cYY2KAUmutNcb8FuhlrX2w5evpMmAREZEz11RTR+Hi18met4Ca3D0AhHTv6t7Z9767CImO\n8nGFZ66wspYFm4pZs6sclwWHwXPLmzh6K7SKiLQbZ7Nm9UrgV9baMZ7xzwDbcpOlFs/ZDVxhrS1v\ncfw/geqW61SNMYnAq9baS1u+1owZM+z+/ftJSEgAoEuXLgwcOPDIdtmHL0PQWGONNdZYY42/G7//\n5luUrP6QHu9upL5sP1tc1YTGxXD7Y7OIn3Qr675c71f1ns24sLKWP6S/zobCKjqlDMJh4ILaLK4/\nrxvjb77O5/VprLHGGmt89Hjz5s1UVrovqs3Ly2PIkCE89thjZxRWncB23Bss7QU+B6ZYa7c2O6ef\ntXa35+9UYKW1tq8xpgfQYK2tNMaEA28Bf7TWvmGMibPWFnme82Pc4XZqy/fXzKq0tcxM3RtMRPzX\n2faomoIicuYvpiB9FU2HagCIuvRCUmanETv2WozT2Val+p3CyjoWbiri3WYzrTec555pje+imVaR\ntqLvUtLWTjSzGnSqJ1prm4wxs4G3+e7WNVuNMY+4H7bzgQnGmOlAPVADTPI8vRfwgmfdqgNYbK19\nw/PYn4wxg3BvxpQDPHJWn1BERCSAHdi6m+y5Gexd8Q620b2zb/dRQ0mZlUa3kZf71YZJ50p8l1B+\ncm0iUwfHsXBTEe/sLOftneW8u6uc0ee517QqtIqItB+tus+qL2lmVURE5PistVR8uonsuRmUvPuJ\n+6DDQa87RpM8cypRA/v7tkAf21NVdyS0Hp5pVWgVEfE/ZzyzKiIiIv7FulzsW/0RWXPTqfzyWwAc\n4aH0mXI7SY9MJiKxt48r9A+9o0J57JpEpgz6bqb1nZ3lrNlVzvXndWPaoFjiu4T5ukwRETkBhVUJ\nOFpnISL+7GQ9ylVXT+HS1WQ/uYBDu/MACI6OIuGBiSR+bwIhPaK9WWq7cTi0Th0UxwJPaH13Zznv\nKbSKnBF9lxJvUVgVERHxcw1VB8l/YTm5zyyhbl8ZAGF94kh+dArxU24jKDLcxxW2D72ahdaFm4p5\nZ2fZd6G1XzRTB8fRR6FVRMRvaM2qiIiIH8jLzeW53/83NUUlhMfF8ODPH6dnaAS585eQ9+Jymg4e\nAqDzgPNInp1G3O3X4wjWb85nY++BOhZtKubtHWU0eda0XtcvmqmD4ujbVaFVRMRbzvg+q76msCoi\nIh1dXm4uv5swnVvy6wgzDmqtixXhhxhdH06My32rmW4jUkmelUaP64YFxM6+3qTQKiLiWycKqw5f\nFCPiS4dvTCwi4i+e+/1/HwmqW1zVhBkH42si+LChgtjbruOqN59l6LI5xFx/pYLqOdCrcyg/vjqB\n5ycN4Jb+3THAml0VPLRsK398P4f8/bW+LlHEr+i7lHiLrh8SERHxIWstVduzCDNH/34cZhxEpQ5g\n8LO/81FlgSfOE1qnDIploWem9b3dFazNquDalGimDY4jQTOtIiJeo5lVCTjavU5E/IG1ln3vfMxn\ntz/CwW93UWtdAAxwRAJQa110SurjyxIDVlyzmdZbL3TPtL6/u4KHlm7lD+/nkKeZVglw+i4l3qKZ\nVRERES+yTU0UvbaWrP99kQPf7gTg+q69WWWrGHcg5Mia1Tf7hvKLnz/u42oDW1znUH40MoEpl8Wx\n6Ksi3tpRzvu7K1i7u4JR/aKZNiiOhGjNtIqInCuaWZWAo3UWIuILroZGCha9Tua10/jqkf/kwLc7\nCe3Znf6/nM3dm97gV2uWs3H8ENIv7MTG8UP4xbIXSUhM9HXZAsR2DuGHIxN4/u4BjL2wO06Hcc+0\nLvPMtFZoplUCi75LibdoZlVEROQcaqqto3Dha2TNzaC2oAhw3yM1ZXYa8ZPH4gwLBSAhMpFfPz2H\nzMxMXWLnpw6H1imD4li0qZjVO8qOzLRem9KVaYPjSIzWPW9FRNqKbl0jIiJyDjRWHyL/hRXkPLWQ\nun1lAESel0DKv02n11036R6pHcC+g/Us+qqY1dvLaHRZDHCNJ7QmKbSKiLTaiW5do/9SioiItKGG\n/VXkPreU3GeX0FBRBUDnS86n3w/uI3bstRin08cVSlvp2SmEH4zoy+TLYo+E1g+y9vNh1n6FVhGR\nNqCwKgFHl9iJyLlQV1JOztOLyPvXKzQdPARA1ysG0u+H99Fj9FWtvj+qelT70zy0Lm4ZWpO7Mi1V\noVU6FvUp8RaFVRERkbNQU1hM9pMZFGSswlVbD0D3a64g5Yf30W344FaHVGn/enYK4d9G9OWe5qE1\nez8fZrtD69TBcSR3U2gVEWktrVkVERE5A9XZBWT/4yUKX34T29AIQM+bR5Lyw/vomnqxj6sTf1BS\nXc/ir4p5c1sZDS73961rkt2XByu0ioh8R2tWRURE2sCBrbvJ+t8X2btyDbhc4HAQN/4G+v1gOp0H\nnOfr8sSPxESGMHu4e6Z1yVfFvLGtjA89M61XJ3clTaFVROSkdJ9VCTi6N5iInInKjVvYcP9P+fi6\ne9m7/B2MwxA/5TauzlzIoKf+q82CqnpUxxMTGcKs4X351z0DuGNAD4Idho+y9/PIK9v4zZpssstr\nfF2iyGlRnxJv0cyqiIjICVhrKf9kI1n/+wJlH6wHwBEWQp+p40ieOZXwPnE+rlDak8Oh1b2mdR9v\nbC/lo+z9fJS9n5FJ7pnWlO6aaRUROUxrVkVERFqw1lK6Zh27//4C+9dvBsAZGUHC/XeS9OgUQmO6\n+bhC6QjKqhtY/HUxr28rpaHJ/X1sZFIXpg2Oo1/3CB9XJyLiPVqzKiIicgrW5aL49bVk/e+LVG3e\nAUBw184kfn8SCQ/eTUh0lI8rlI6ke2QwM6/qwz2Xxh4JrZk5lWTmVCq0ioigsCoBSPcGE5GWXA2N\n7F3+Dln/eJHqnbkAhMR0I/nRKfS9bzxBnSK9Vot6VOBpHlqXfF3Ma81C64jELqSlKrSKf1GfEm9R\nWBURkYDVVFtH4eI3yJ6TTk3+XgDC4mNJnpVGnym34QwP9XGFEki6RwYz46o+TPKE1te3lfJxbiUf\n5yq0ikhg0ppVEREJOI3VNeS/tIKceQupKy4FIKJfAimz0+g9cQyOYP2WK75XdqjBHVq3llLvWdM6\nPLELaYPjOK+HQquIdBxasyoiIgGvofIAef9cSs4zS2gorwSg88Xnk/KD6cTdNgrjdPq4QpHvdI8I\nZsaV7pnWl78u5rWtpXySW8knuZVcldiFexVaRaSDU1iVgKN1FiKBp66knJz5i8l7fhlNBw8B0OXy\ni+n3w/uJuXE4xhzzY67PqEdJS90jgnn0yu8uD35taynrcitZp9AqPqI+Jd6isCoiIh1W7Z59ZD+Z\nQX7GKlw1dQB0G3k5/X50H91GXO5XIVXkVLo1C60vtwytCe41recrtIpIB6I1qyIi0uEcyikg6x8v\nUbjkTWxDIwAxN46g34/uo+vll/i4OpG2UX6o4UhorfOsaVVoFZH26KzWrBpjxgB/AxzAc9baJ1o8\nPg74DeACGoAfW2s/NsaEAh8CIZ73Wmqt/bXnOdHAYiARyAEmWWsrz+zjiYiIwIFtWWT974vsXfEu\nuFxgDHHjRpPyw+lEXXy+r8sTaVPdIoJ55PBM6+Z9vLqlhHV5lazLq+TKhCjSUntxgUKriLRjjlOd\nYIxxAHOAm4GLgSnGmAtbnPautfYya+1g4EHgWQBrbR1wnef4IOAWY8xQz3N+5nlef+A94D/a4gOJ\nnEpmZqavSxCRNla5aSsbvvczPh6Vxt5X3sY4DPGTxzLyowUMmv+bdhVU1aPkdEVHBPPwsHhevOdi\nJg7sSajT8GleFbNXbOc/39rNjpJDvi5ROhj1KfGW1sysDgV2WmtzAYwxi4A7gG2HT7DWNu+CnXDP\nsLZ8LNTzfoevO74DuNbz9wvAWtwBVkREpFXK121k999foGzt5wA4QkPoM/V2kmdOJbxvLx9XJ+Jd\nh0Pr3QN7Hplp/Sy/is/yqxjWN4p7U3txQYxmWkWk/WhNWI0H8puNC3AH2KMYY8YDfwBigLHNjjuA\nL4F+wFxr7XrPQz2ttcUA1toiY0zPM/oEIqdJu9eJtG/WWkrf/4ysv79AxWdfAeCMjCDhvjtJenQy\noT27+7jCs6MeJWfrSGi9tCdLv97Hqq2lR4XWtNQ4+sdE+rpMacfUp8Rb2mw3YGvtCmCFMWYk8Fvg\nRs9xFzDYGBPleXyAtXbL8V6irWoREZGOx7pcFL/5IVl/f5Gqr90X9wR37UzCg3eT+P1JhERH+bhC\nEf8SHR7MQ8PimXhpT5Zt3sfKLd+F1qF9o0gbHMeFPRVaRcR/tSasFgIJzcZ9PMeOy1qbaYxJMcZ0\ns9aWNzteZYx5HxgDbAGKjTGx1tpiY0wcsO94r7d06VKeffZZEhLcJXTp0oWBAwce+UXn8DXzGmvc\n2vHmzZuZMWOG39SjscYan3w8/MorKVrxLit//zdqCvYywBFJSI9oSm8eQuyYqzn/xhv8qt6zHR8+\n5i/1aNz+x9HhwVxYn02fvo0UdD6flVtKeXfth7y7Fm4YdQ1pg+Mo3bHRb+rV2P/H8+bN0/dxjc9q\nvHnzZior3Xvr5uXlMWTIEEaPHk1Lp7x1jTHGCWwHRgN7gc+BKdbarc3O6Wet3e35OxVYaa3ta4zp\nATRYayuNMeHAW8AfrbVvGGOeAMqttU8YY34KRFtrj1mzqlvXSFvLzNSNrEXaA1ddPYVL3iBrTjo1\nuXsACIuPJXnmNPpMvR1neKiPKzw31KPkXNtf03BkprW20b3NyBV93JcHX6SZVmkF9Slpaye6dU2r\n7rPquXXN3/nu1jV/NMY8Alhr7XxjzL8D04F6oAb4ibV2nTFmIO7NkxyefxZba3/nec1uwBKgL5CL\n+9Y1+1u+t8KqiEhgaayuoSBjFdnzFlC3twSAiJS+pMy+l94Tb8YREuzjCkU6BoVWEfEXZxVWfUlh\nVUQkMDRUHSTv+WXkPL2YhnL3b5edLupHvx9OJ+726zFOp48rFOmYKmsbWbp5Hyu/LTkSWof06cy9\nqb0UWkXEK04UVoN8UYyIL+nSFRH/Ul9aQc4zi8n75zIaD1QD0GXwAPr96D5ibhyBcZzyluAdinqU\neFuXsCAevKI3Ewce3oiphC8KDvBFwQGG9OlM2uBeDIhVaJXvqE+JtyisioiIT9TuLSF73gIKXlpJ\nU00tAN2Gp5Lyo/vofvUQjDnmB1YROYe6hAXxwBW9maDQKiJ+QpcBi4iIVx3KLSRrTjqFi9/A1jcA\nEDP6KlJ+dD/RVwz0cXUiclhVbSPLNu9jxZYSahrclwdfHu++PFihVUTaki4DFhERnzq4PZusf7zI\n3uXvYpuawBjibr+elB/cS9TA/r4uT0RaiAoL4nvNZlpXbCnhy8IDfFl4gMvjO5OWGsfFsZ18XaaI\ndGAKqxJwtM5CxLsqv95O1t9foPiND8BajNNJ70m3kvJvaXQ6P8nX5fkd9SjxN0eF1m/cGzEdDq2p\n8Z25d3AcF8cptAYS9SnxFoVVERE5Jyo++4rdf3uB0vc/BcARGkL85LEkz0ojIqGXj6sTkdMVFRbE\n94b0ZsIlPXnlm32s+LaEDYUH2FB4gMG9OzM9VaFVRNqW1qyKiEibsdZS9sHn7P7bC1R8ugkAZ0Q4\nfaePJ2nGFMJie/i4QhFpK1W1jUdC6yHPmtbBvTtzb2oclyi0ishp0JpVERE5Z6zLxb63PmL3316g\n6qttAAR16UziAxNJfGgSId26+LhCEWlrUWFB3D+kN3dd0pPl35aw/Jt9bNxzgI17DjC4dyfuTe2l\n0CoiZ0VhVQKO1lmItB1XYyNFq94j6+8vcHB7NgAh3buS9OhkEu6fQFBn7Rh6utSjpL2JCgvivst7\ncdclMSz/poRXvtnHxj0H2bhnJ4M8oXWgQmuHoj4l3qKwKiIip81V30Dhy2+S/Y+XOJRTCEBY754k\nzZxK36njcEaE+bhCEfG2zqFBTL+8F3c2C62b9hxkkye0pg3uxaW9FFpFpPW0ZlVERFqt6VAt+QtW\nkfPkAmr37AMgIime5H+7l/i7b8EREuzjCkXEXxyoazwSWg+vab2sl3umVaFVRJrTmlURETljjQeq\nyX1+GblPL6K+bD8Anfonk/LD+4gbdz2OIP3nRESO1nKmdfm3JXy19yBfvb7TE1rjuLRXZ1+XKSJ+\nTN8uJOBonYVI69WX7Sf32SXkPreUxqqDAERddiH9fnTf/2/vvsOjLNM9jn/vJKTQSSGhJSRRmiJl\nkVXEigpiQcVCj8ey6Iri6vG46p6ze9bVXXfP7gWKa4PVIE0BBSuigiWuqyDFiNQkEFpCCQRISH/O\nHzNkI1IChJlJ5ve5Li7zvGVyj5fczm+e93lfWg+8EAsJ8XOFDY96lDQ0h0LrjWfH8daqnbz5/aHQ\nukGhtZ5SnxJfUVgVEZGfKMnbycbnZ7L5tflUFh8EoNV5PUl9II2Yi/ti9pMrdUREjqlpRBije7fh\nhrPimLdqJ3NrhNZzEjyhtUdbhVYR+TetWRURkWrFudvJmTSNLbPexZWVAxB72fmkjh9Dq5/38HN1\nItKQHCitYJ53pvVAWSWAQqtIkNKaVREROaoD6zeS/cxrbH9zIa6yEsyIv/oSUsan0eKczv4uT0Qa\noKYRYYzq3YYbvM9pfTNzB9/lHeDh9zfQ/VBobdNUV3KIBDEtNpKgk5GR4e8SRALGvsy1LL/zcTIu\nGsm22R8A0PamQfT/dBq9pjyloOoH6lESbJqEhzKqVwKvDTuLtJ+1oWl4KJl5B/iv9zfwn+9tYMW2\n/QT6lYDBRn1KfEUzqyIiQWjPkkyyJ7zKzk++AsDCG9F+2NUk3zuSxknt/FydiASjJuGhjOyVwPXe\nNa1vfr+jOrSendCE0b3b0FMzrSJBRWtWRUSChHOO3V8sJXtCOgX/XAZAaFQk7ccMIfnuEUS2ifNz\nhSIi/1ZUVsn8VTuZ+/0O9pd61rSeHe8NrW0VWkUaEq1ZFREJUq6qip0ffUnWhHQKl/8AQFizJiTe\ncRMd77yF8NhWfq5QROSnmoSHMqJXAkPOiqsOrd/nF/HIBxsUWkWChNasStDROgsJFq6yku3zPuLL\nAWksS3uEwuU/0Ci6JWc+OpaLv32LTr8eq6AagNSjRH7sUGideutZ/EefNjSLCK0OrQ++u55lW/dp\nTauPqU+Jr2hmVUSkgakqK2fbnA/JnvQaxdmbAYhIiCX5lyNpP/I6wppE+blCEZET1yQ8lOE9ExjS\nLY75P+xkTuYOVuUX8esPsjgrvgmjeiXQu10zzbSKNCBasyoi0kBUHixly/S3yXl+BiVb8wGISmpL\nypIuqU4AACAASURBVLhRtLtlMCER4X6uUESk7hSXVVaH1kNrWru1bsLo3gqtIvWN1qyKiDRQFfuL\nyH31TTa+OIuyXXsAaNopmZT7R5Nw/eWEhKnVi0jD07jGTOvbq3cy57sd/LCjiEcXZNGtdRNG9U7g\nZwqtIvWaPsFI0MnIyKB///7+LkPklJUVFLJp8mw2TZlNReF+AJqf05mU8WnEX3URFqLbEtRH6lEi\nJ6ZxeCjDeiRwXdcfh9bHFFpPG/Up8RWFVRGReqYkfxcbX5jF5vS3qCw+CECrn/cgZXwasZf+XB/I\nRCQoHQqtQ7rF8fYPu5j9XX51aO3aujGje7dRaBWpZ7RmVUSknji4eTs5z01ny8x3qSotAyD20p+T\nMj6N6PN6+rk6EZHAcrC8knd+2MXszB0UllQA0LV1Y0b1akOf9gqtIoFEa1ZFROqpAxs2kfPsa2yb\n+yGuwnMTkfjBF5Ny/xha9Ozq5+pERAJTVKNQbukRz7XdYqtD6+odxTz+YRZd4jwzrQqtIoGtVgua\nzGyQma0xs3Vm9sgR9l9nZivNbLmZfWNmF3i3tzezRWa2yswyzez+Guf81sy2mNky759Bdfe2RI5O\nzwaT+mLf9+tYcddvyLhwBFtffx9X5Wgz9Eou+HQavf7xRwXVBko9SqRuHQqtU2/txp1929IiMow1\nOz2h9f631/HN5kI9p/UEqU+Jrxx3ZtXMQoBJwABgG7DEzOY759bUOOxj59zb3uO7A28AXYEK4EHn\n3Aozawp8a2YLa5z7N+fc3+rw/YiI1Ht7lmaSPSGdnR//EwBrFEa7WweTMm4UjTu293N1IiL1U1Sj\nUG45J55ru8by7updvPHdDtbuLOY3H2bTOa4xo3sncG775pppFQkgtbkMuC+w3jm3CcDMZgFDgOqw\n6pwrrnF8U6DKuz0PyPP+fMDMVgPtapyrbiA+p7vXSSByzlGQ8S1ZE16l4MtlAIRERdBh1BCS7xlB\nZNvWfq5QfEU9SuT0imoUys3nxHONQutJU58SX6lNWG0HbK4x3oInwP6ImV0P/BGIA64+wv6OQE/g\n6xqbx5nZaGAp8JBzrrC2hYuINATOOXZ+9CVZE9IpXLYKgLBmTUj8j6Ek3XULEXHRfq5QRKRhqhla\n3zsstHaK9YTWvh0UWkX8qc4ewuecm+ec6wpcD/yh5j7vJcBzgPHOuQPezX8HUpxzPfHMvupyYPEJ\nrbOQQOAqK9k+72P+OSCNZWP+i8Jlq2gU3YIzH7mLi5e+SafH7lZQDVLqUSK+FdUolJvOiSf91m78\nom9bWkaGsW5XMf+9MJv75q/j61ytaT2c+pT4Sm1mVrcCiTXG7b3bjsg5l2FmKWYW7ZwrMLMwPEH1\nNefc/BrH7axx2svAO0d6vTlz5jB58mQSEz0ltGjRgu7du1dffnDoL4vGGtd2nJmZGVD1aBxc46qK\nSlK27yd70jSWrl8NQK82SXS8Zzi5Z8SxPTKS1BbNAqZejX0/PiRQ6tFY42Aa39S/P9d0i+OvM95j\ncdYe1tGd/16YTYtda7jizGjuuvFKzCxg6vXXODMzM6Dq0bj+jTMzMyks9FxUm5ubS58+fRgwYACH\nO+5zVs0sFFiL5wZL24FvgOHOudU1jkl1zmV5f+4NzHfOdfCOpwK7nHMPHva6Cd41rZjZr4BznXMj\nDv/9es6qiDQElQdL2TLzXXKem0bJ1nwAojq0IXncKNrdOpjQyAg/VygiIjWVVFR5Lw/OZ8/BCgDO\njI1iVK82nJeoy4NF6tJJP2fVOVdpZuOAhXguG57inFttZmM9u91LwFAzGwOUAQeBWwC8j7AZCWSa\n2XLAAY855xYAfzaznnhuxrQRGFsH71NEJKBUHChic/o8cl6YSdnOAgCanJlEyn1jaHPDFYQ0Om4b\nFhERP4gMC2Fo99ZcXb2mNZ/1uw7y24+yOSMmitG9FVpFTrfjzqz6m2ZWpa5lZGRUX4YgcrqU7dlH\n7pTZbJr8BuV79wPQvHsnUu4fQ/zVl2AhdXbLAGlg1KNEAlNJRRXvr9nFGyvzKfDOtAZraFWfkrp2\n0jOrIiJSe6U7C9j4wkxyX32LyiLPU71a9j2H1PFpxF52XlB9mBERaUgiw0K48ezWXN0llvfX7OL1\nlfls2K2ZVpHTSTOrIiJ14OCWPHL+PoMtM96mqqQMgJiLzyV1/G20Or+nPryIiDQwpd6Z1tcPm2kd\n1TuB8xNbqO+LnADNrIqInAZFWblkP/sa2+YswFVUAtB60IWk3J9Gy97d/FydiIicLhFhIdxwdmsG\nH5pp/c4z0/q7j3I4IyaKkb0S6Jek0CpyKhRWJehonYXUhf0/bCBrYjp57yyGqioICaHNDVeQcv8Y\nmnVN9Xd5Uo+pR4nUL0cLrf/7cQ6pMVGMaoChVX1KfEVhVUTkBOxdtoqsCensXOh5Zpg1CqPdsKtJ\nHjeKJikd/FydiIj4S83Q+sHa3cxamUeWN7SmRHsuD+6X1IKQBhRaRU43rVkVETkO5xwFXy4je2I6\nu79YCkBIZDjtR15H8i9HEtUu3s8ViohIoCmrqPKG1nx2F5cDKLSKHIXWrIqInCDnHDs//ifZE9PZ\nu/R7AEKbNibxthvpOHYYEXHRfq5QREQCVXhYCEPOiuOqzjHVoTW74CC//ziHlOhIRvVqQ7+OCq0i\nx6KwKkFH6yzkeFxlJfnvfUbWM+ns/349AI1aNSfpzltIuuMmGrVs7ucKpSFTjxJpWGqG1gXrdjNr\nRT7ZBSX8/pMckltFMqp3Gy6oZ6FVfUp8RWFVRMSrqryC7W8uJPvZqRRtyAUgonUMHe8eToe06wlr\n0tjPFYqISH0VHhbCdd3iGNTp36E1Z08JT9Tj0CpyumnNqogEvcqSUrbOeo+c56ZzcPN2ACLbJ5By\n70jaDb+G0MgIP1coIiINTVllFQvWekLrLu+a1o6tIhnVO4H+HVsqtEpQ0ZpVEZHDVBQVs3nqPDa+\nMIvS/F0ANE5NJOW+0bQdOpCQRmqRIiJyeoSHemdaO8fw4drdzFyZz8Y9Jfzhk42e0Norgf7JCq0S\n3PRJTIKO1llI+d59bPrHXDa9/Drle/YB0OysM0kdn0b81RdjoaF+rlCCmXqUSHAJDw3h2m5xDDw8\ntC7aSFKrSEYHYGhVnxJfUVgVkaBRurOAjS+9Tu4rc6k8UAxAyz5nkzI+jbjL+zWoB7aLiEj9UjO0\nLlxXwMwVeWyqEVpH9UrgwgALrSKnm9asikiDd3BrPjl/n86W6W9TVVIGQMyFfUgZn0b0Bb0VUkVE\nJOCUVVZVh9adRZ41rQqt0lBpzaqIBJ2inC3kPPsaW2d/gCuvACDuyv6kPpBGy95n+bk6ERGRowsP\nDeGarrFc2Sn6RzOtTy7aSFLLSEZ6Q2toiEKrNFwKqxJ0tM6i4du/OovsZ6ayff4nUFUFZiQMGUDq\n+DSadTvD3+WJHJN6lIjUdCi0DuwUzcL13tC6t4SnFm8kaXkkI3olcJGPQ6v6lPiKwqqINBiFy38g\na2I6OxZ8AYCFhdL2lqtJuW80TVIT/VydiIjIyWsUGsLVXWK58kxPaJ21Ip9Ne0v44+KNTF/umWn1\ndWgVOd20ZlVE6jXnHHu+WkHWxFfZ/dkSAEIiw2k/4jqSfzmCqPYJfq5QRESk7pVXVvHR+gJmrsgn\n/4DnfgwdWkQwqncCFyW3UmiVekVrVkWkQXHOsWvRv8iamM7eb74DILRJYxJvu4GOY4cR0TrGzxWK\niIicPo1CQxjcJZYrzozm4/UFzFiRz+bCUv64eBPTluUptEqDEOLvAkR8LSMjw98lyClwVVXkvbuY\nrwbezrcjH2LvN9/RqGUzzvjPO7h46Zt0/u97FVSlXlOPEpET0Sg0hKu6xPKPm7vyq/4diG8aXh1a\nfzF3NYs2FFBZVbdXUqpPia9oZlVE6oWqigq2v/UR2c+8RtH6jQCEx0WTfPdwOqRdT1jTJv4tUERE\nxI8OhdYrOsXw0foCZizPY3NhKX/6dBPTlucxslcCl6RoplXqF61ZFZGAVlVaxpbX3ydn0jQO5m4D\nILJdPMn3jqL98GsIjYrwc4UiIiKBp6LKeS8PziNvv2dNa/sWEQqtEpC0ZlVE6pWKooNsmTafnOdn\nUJq3C4DGKR1IuW80bYcOJCS8kZ8rFBERCVxhIcagzjFcXr2mNY8thaU8/ekmpi/PY0TPBC5NVWiV\nwKY1qxJ0tM4isJUX7idrwqt8du5Q1vz2GUrzdtGs2xn0eOH3XPjFDNoPv0ZBVRo09SgRqUuHQus/\nbu7GQxcl0qZZOFsKS/nzZ5u4a+5qPl5/4mta/dmn/vrXv9KvXz8uvPBCLrnkEpYtW3bCr/H++++z\nbt266vHMmTPJz8+vHl933XWsXLmyTuqVU6OZVREJCGW79rDxpdfJfWUuFfuLAGjR+yxSH0gj7ooL\nMNM3vyIiIicrLMQY2CmGAWdE88kGz5rWQ6F1undNa6DPtC5ZsoSPPvqIzz//nLCwMPbs2UNZWdkJ\nv857773HwIED6dSpE+AJq127diU+Pr6uS5ZTpLAqQad///7+LkFqKNm2g5znZ7B52nyqDpYCEH1B\nb1IfuI3o/j9TSJWgox4lIqdTzdC6aIPn8uCt+zyh1XMjpnguS40+Zmj1V5/Kz88nJiaGsDBPhGnV\nqhUAK1eu5De/+Q3FxcVER0fz3HPP0bp1a6ZOncrUqVMpLy8nOTmZF154ge+++44FCxbw1Vdf8be/\n/Y0bb7yRFStWMHbsWKKioliwYMGPfufixYv505/+RHl5OR07dmTSpEk0btzY5+89WOkGSyLiF8Ub\nt5A9aRpbX38fV14BQNzl/Uh5II1Wfbr7uToREZHgUFnlPDOtK/LYts8zS9m2eUStQquvFRUVMXjw\nYEpKSrjooou44YYb6Nu3L9dccw0zZswgOjqat956i0WLFvHss8+yd+9eWrZsCcCTTz5JfHw8d955\nJ/feey+DBg3i2muvBWDIkCE88cQTnHPOOYDnMuAnnniCDh06MGbMGGbPnk1UVBTPPPMMpaWlPPzw\nw377d9BQ6QZLIl4ZGRmaufCj/WuyyX52Ktvf+hiqqsCMhGsvI2X8GJqf3cnf5Yn4nXqUiPhSaIhx\nZc3Lg1fksW1fKX/5LJfpy/MZ0TOeAWf8OLT6q081adKETz/9lK+++orPP/+cO++8kwcffJDVq1dz\n44034pyjqqqKhIQEAFatWsVTTz1FYWEhxcXFXHbZZUd8XeccR5rAW7p0KWvXruWqq67COUd5eTnn\nnnvuaX2P8mMKqyLiE4Ur15A9MZ389z8DwMJCaXvzYJLvG03TM5L8XJ2IiEhwqxlaF2UVMH15Ptv2\nlfJ/n+cyY4Xn7sFnhB9gwsvprN2QTecPFvHQ2NtISkz0aZ1mRr9+/ejXrx/dunVjypQpdO3a9SeX\n7wKMGzeO6dOn061bN2bOnMmXX355Qr/LOcell17KSy+9VFflywmq1d2AzWyQma0xs3Vm9sgR9l9n\nZivNbLmZfWNmF3i3tzezRWa2yswyzez+Gue0MrOFZrbWzD40sxZ197ZEjk4zFr5V8K8VLB3+K74a\neDv5739GSEQ4ibfdyIX/fIPuE3+joCpyGPUoEfGn0BDjijNjmHJTVx6+OJF2zSPYtq+MJ+cvYciD\nT7Gq3eW4K8azqt3l3P74/7EpN9dntW3YsIHs7OzqcWZmJp07d2b37t0sWbIEgIqKCtasWQN4LhuO\nj4+nvLyc2bNnV5/XrFkz9u/ff9TxIX369OHrr78mJycHgOLiYrKysk7Le5MjO+7MqpmFAJOAAcA2\nYImZzXfOralx2MfOube9x3cH3gC6AhXAg865FWbWFPjWzBZ6z/2197w/ewPwo95tIlLPOefY9enX\nZE9MZ8+/PLd+D20cRYe0G+h49zAi42P9XKGIiIgcy6HQellqNIuz9vDo76bR+vI0QsOjPPvDo6g8\nfxh/ffFVnnnyf3xSU1FREY888gj79u0jLCyM5ORkJkyYQFpaWvX2yspK7r77brp06cKjjz7K5Zdf\nTmxsLD/72c84cOAAADfccAMPPPAAL7/8Mq+++irDhg3joYceqr7B0qGbO8bExPDcc89x1113UVpa\nipnx+OOPk5qa6pP3K7W4wZKZnQf81jl3lXf8a8A5554+yvHnA5Odc2cdYd884Fnn3Cdmtga42DmX\nb2YJwKfOuS6Hn6MbLEld03qw08dVVbFjwRdkTUhn33ee77PCWjQj6Y6bSbrzZsKjdQGFyPGoR4lI\nIBox/nF2db8JgH1ZK2ie2hOAuMw5TJ/4pD9LkwbgVG6w1A7YXGO8Beh7+EFmdj3wRyAOuPoI+zsC\nPYF/eTe1ds7lAzjn8sysdS1qEZEAVFVRQd78T8h+ZioH1noulQmPbUXHscNIvO1Gwpo18XOFIiIi\ncipim0aQX3awemYVoLLsIDFNI/xYlTR0dXaDJefcPGCemfUH/gBccWif9xLgOcB451zR0V7iSBvn\nzJnD5MmTSfQu3m7RogXdu3ev/tY5IyMDQGONT2h8SKDUU1/Hny9ezK7FXxPz4VIObtrGD1VFhMe0\n4tqH7qX9iGv5atlStq1cHjD1aqyxxhprrLHGJze+uPdZrJo3i8rzhwGwd83XNMv/gYee/M+AqE/j\n+jXOzMyksLAQgNzcXPr06cOAAQM4XG0vA/6dc26Qd3zMy4C9x2QB5zrnCswsDHgX+MA5N7HGMauB\nS2pcBrzYOdf18NfSZcAigaei6CBbpr9NzvMzKN2+E4DGye1JuW80bW8aREh4Iz9XKCIiInVtU24u\nf33xVXYfKCWmaYRf7gYsDdOpXAa8BDjDzJKA7cAwYHjNA8ws1TmX5f25NxDunCvw7v4H8EPNoOr1\nNnAb8DSQBsyv/dsROXkZGVoPdrLK9x0g95W5bHzxdcoL9gLQtEsKKePHkHDtZYSE1aaliMixqEeJ\nSKBKSkzkmSf/R31KfOa4nyydc5VmNg5YiOdRN1Occ6vNbKxnt3sJGGpmY4Ay4CBwC4D3ETYjgUwz\nW47nUt/HnHML8ITUN8zsdmDToXNEJPCU7d7LxpdfJ/cfc6nY57mTXoueXUl5II3WV/bHQmr1FCwR\nERERkVo77mXA/qbLgEX8pyRvJznPz2DL1PlUHiwBoNX5vUh9II2Yi86tvrW7iIiIiMjJOpXLgEUk\nyBRv2kbOc9PYMus9XFk5ALGXnU/qA2m06nuOn6sTERERkWCga/ck6By6I5n81IF1G/lu3O/5ot+t\nbJ46D1deQfw1l9Lvo1foM+OvCqoiPqAeJSKBTn1KfEUzqyJC4XdryZ6YTv77n4FzWGgobW++ipT7\nRtO0U0d/lyciIiIiQUhhVYKO7l73b3u+XknWhHR2Lf4XABbeiPbDriH53pE0Tmrr5+pEgpN6lIgE\nOvUp8RWFVZEg45xj92ffkDUhnT3/WgFAaFQkHcZcT8d7hhOZEOfnCkVEREREFFYlCAXrs8FcVRU7\nPvyC7IlTKVyxGoCw5k1JuuMmku68hfCYln6uUEQgeHuUiNQf6lPiKwqrIg1cVUUFeW8vIvuZqRxY\nkw1AeExLksYOI/G2G2nUvKmfKxQRERER+SmFVQk6wfJNYFVZOVtnf0DOs69RvHErABFt4kj+5Qg6\njBxCaONIP1coIkcSLD1KROov9SnxFYVVkQamsriEzTPeZuPfZ1CybQcAUUltSblvNO1uvoqQiHA/\nVygiIiIicnwKqxJ0Guo6i4r9ReS+OpeNL8yibPdeAJp2SiZl/BgShgwgJEx/3UXqg4bao0Sk4VCf\nEl/Rp1eReq6soJBNL7/Bpn/MoaJwPwDNz+lC6gNptB50IRYS4ucKRUREREROnMKqBJ2G8k1gSf4u\nNj4/k81T51FZfBCAVuf1IGV8GrGX/Bwz83OFInIyGkqPEpGGS31KfEVhVaSeKc7dTs5z09g66z2q\nSssAiL30PFLGjyH6vJ5+rk5EREREpG4orErQqa/rLA6s30j2s9PYPvdDXGUlAPFXX0LK/WNo0aOL\nn6sTkbpSX3uUiAQP9SnxFYVVkQC37/t1ZE1IJ/+9T8E5LDSUtjcNJOW+MTTtnOzv8kRERERETguF\nVQk69eWbwD1LMsme8Co7P/kKAAtvRLtbB5MybhSNk9r5uToROV3qS48SkeClPiW+orAqEkCcc+z+\nYinZE9Ip+OcyAEKiIugw+nqS7xlBZJs4P1coIiIiIuIbCqsSdAJxnYVzjp0LM8iakE7h8h8ACGvW\nhMTbh9LxrlsJj23l5wpFxFcCsUeJiNSkPiW+orAq4keuspK8dxaRNXEqB1ZnAdAougUdf3Erif8x\nlEYtmvm5QhERERER/1BYlaATCN8EVpWVs23Oh2RPeo3i7M0ARCTEknzPCNqPGkJYkyg/Vygi/hII\nPUpE5FjUp8RXFFZFfKjyYClbZrxDzt+nU7I1H4CoxLYkjxtF+1sHExIR7ucKRUREREQCg8KqBB1/\nrLOoOFBE7qtvsfHFWZTtLACgyZkdSbl/NG1uuIKQMP1VFBEPrQUTkUCnPiW+ok/IIqdR2Z59bJr8\nBrlTZlO+dz8Azbt3ImV8GvGDL8ZCQvxcoYiIiIhIYFJYlaDji28CS3fsZuMLs8hNf4vKomIAWvY9\nh9TxacRedh5mdtprEJH6SbMVIhLo1KfEVxRWRerQwc3byfn7DLbMeIeq0jIAYi7pS+r4NKLP7+Xn\n6kRERERE6g+FVQk6p2OdRVFWLtnPTGXb3A9xFZUAtL7qIlLvH0OLXt3q9HeJSMOmtWAiEujUp8RX\nFFZFTsG+VevJnjiVvHcWgXMQEkKbG68k5b7RNOua6u/yRERERETqLYVVCTp18U3g3m+/J2tCOjs/\n+hIAaxRGu1uuInncaJoktz/l1xeR4KXZChEJdOpT4iu1CqtmNgiYAIQAU5xzTx+2/zrgCaAKKAd+\n5Zz70rtvCnANkO+cO6fGOb8F7gJ2eDc95pxbcGpvR+T0cc5R8OW3ZE1IpyDjWwBCoiLoMPI6Ot4z\ngqh28X6uUERERESk4TjuczPMLASYBAwEzgKGm1mXww772DnXwznXC7gDmFxj3yvec4/kb8653t4/\nCqriExkZGSd0vHOOHQu/5F/X/IIlN91PQca3hDZtTPJ9o7n4m7l0/cOvFFRFpM6caI8SEfE19Snx\nldrMrPYF1jvnNgGY2SxgCLDm0AHOueIaxzfFM8N6aF+GmSUd5bX1/A4JWK6ykrx3PyX7mansX7Ue\ngEatmpN0160k3T6URi2b+7lCEREREZGGqzZhtR2wucZ4C54A+yNmdj3wRyAOuLqWv3+cmY0GlgIP\nOecKa3meyEk73jqLqvIKts39kJxJr1G0IReAiNYxdLxnOB3GXE9Yk8a+KFNEgpTWgolIoFOfEl+p\nsxssOefmAfPMrD/wB+CK45zyd+D3zjlnZn8A/obnEmIRv6gsKWXrzHfJfm46JVvyAIhsn0DKuFG0\nG3Y1oZERfq5QRERERCR41CasbgUSa4zbe7cdkfey3xQzi3bOFRzjuJ01hi8D7xzpuDlz5jB58mQS\nEz0ltGjRgu7du1d/o3PomnmNNa7tODMzk3vuuad6XFlSQuK6HWx8YSbL8zwzqed27kbKfWPIat2Y\n3LBQEr1BNRDq11hjjRv2+NC2QKlHY4011vjw8fPPP6/P4xqf0jgzM5PCQs9Ftbm5ufTp04cBAwZw\nOHPO/WTjjw4wCwXWAgOA7cA3wHDn3Ooax6Q657K8P/cG5jvnOtTY3xF4xznXvca2BOdcnvfnXwHn\nOudGHP77P/nkE9e7d+9j1ihSG7mbNjHlqb+QtWYtqV06M2bcPbiFX7Np8huU79kHQLOzzyR1fBrx\ngy/GQkP9XLGIBKOMjIzq/6GLiAQi9Smpa8uWLWPAgAE/uZ9R2PFOdM5Vmtk4YCH/fnTNajMb69nt\nXgKGmtkYoAw4CNxy6HwzmwFcAsSYWS7wW+fcK8CfzawnnpsxbQTGnuJ7FDmq3E2beHLoGK7aXMr5\nFkLJmqX87q3rudJaEmeNaHlud1LHpxE74HzMdN8vEfEffQAUkUCnPiW+ctywCuB9rEznw7a9WOPn\nPwN/Psq5P5kt9W4fU/syRU7NlKf+wlWbS4k0z9OaIi2EocTwcSz870uTiO7XSyFVRERERCSAHPc5\nqyINwcG8ndVB9YeqIsATWBuf2ZGYC3orqIpIwKi5dlVEJBCpT4mvKKxKUIhKiKPEVf1oW4mrIio+\n1k8ViYiIiIjIsSisSlC447GH+aBDBCWuim4hTShxVXzQIYI7HnvY36WJiPyI1oKJSKBTnxJfqdWa\nVZH6LjEpicfnTmXKU3/hYP4uouJjefyxh0lMSvJ3aSIiIiIicgQKqxI0EpOS+N8XJ+l26yIS0NSj\nRCTQqU+Jr+gyYBEREREREQk4CqsSdPRNoIgEMvUoEQl06lPiKwqrIiIiIiIiEnAUViXo6NlgIhLI\n1KNEJNCpT4mvKKyKiIiIiIhIwFFYlaCjdRYiEsjUo0Qk0KlPia8orIqIiIiIiEjAUViVoKN1FiIS\nyNSjRCTQqU+JryisioiIiIiISMBRWJWgo3UWIhLI1KNEJNCpT4mvKKyKiIiIiIhIwFFYlaCjdRYi\nEsjUo0Qk0KlPia8orIqIiIiIiEjAUViVoKN1FiISyNSjRCTQqU+JryisioiIiIiISMBRWJWgo3UW\nIhLI1KNEJNCpT4mvKKyKiIiIiIhIwFFYlaCjdRYiEsjUo0Qk0KlPia8orIqIiIiIiEjAUViVoKN1\nFiISyNSjRCTQqU+JryisioiIiIiISMBRWJWgo3UWIhLI1KNEJNCpT4mvKKyKiIiIiIhIwKlVWDWz\nQWa2xszWmdkjR9h/nZmtNLPlZvaNmV1QY98UM8s3s+8OO6eVmS00s7Vm9qGZtTj1tyNyfFpnISKB\nTD1KRAKd+pT4ynHDqpmFAJOAgcBZwHAz63LYYR8753o453oBdwCTa+x7xXvu4X7tPa8zsAh47i5n\nmQAAA/FJREFU9CTqFzlhmZmZ/i5BROSo1KNEJNCpT4mv1GZmtS+w3jm3yTlXDswChtQ8wDlXXGPY\nFKiqsS8D2HOE1x0CpHt/TgeuP4G6RU5aYWGhv0sQETkq9SgRCXTqU+IrtQmr7YDNNcZbvNt+xMyu\nN7PVwDvA7bV43dbOuXwA51we0LoW54iIiIiIiEgQqLMbLDnn5jnnuuKZIf3DybxEXdUiciy5ubn+\nLkFE5KjUo0Qk0KlPia+E1eKYrUBijXF777Yjcs5lmFmKmUU75wqO8br5ZhbvnMs3swRgx5EOWrFi\nBenp6dXjHj160LNnz1qULXJkffr0YdmyZf4uQ0TkiNSjRCTQqU/JqVqxYgUrV66sHvfo0YMBAwb8\n5Dhz7tgTmmYWCqwFBgDbgW+A4c651TWOSXXOZXl/7g3Md851qLG/I/COc657jW1PAwXOuae9dxhu\n5Zz79Ym/VREREREREWlojjuz6pyrNLNxwEI8lw1Pcc6tNrOxnt3uJWComY0ByoCDwC2HzjezGcAl\nQIyZ5QK/dc69AjwNvGFmtwObap4jIiIiIiIiwe24M6siIiIiIiIivlZnN1gSCSRmtt/fNYiI1Mbx\n+pWZLfYusRER8QnvUz6qzKyTv2uR4KawKg2VLhkQkfpC/UpEAs0w4AtguL8LkeCmsCoNlZnZxWb2\nTo0Nz3rXVmNmOWb2OzP71sxW6ptDEfGjY/YrERFfMrMmwAXAHXjD6nE+Uw02s9VmtsTMJtY8TuRU\nKaxKQ+Y49ozFDufcz4AXgId9U5KIyBEdr1+JiPjKEGCBc24DsMvMenm3/6RHmVkEns9RA51z5wJx\nRzpO5GQprEowe8v7z2+BJH8WIiIiIhIghgOzvD+/Dow4xrFdgCznXK53PPN0FibB57iPrhGpxyqA\n0BrjyMP2l3r/WYn+LoiIfx2vX4mInHZm1gq4DDjbzByevuSAeRy9R5nvKpRgo5lVaagcnuf3djOz\nRmbWEhjg55pERI5E/UpEAsXNwFTnXLJzLsU5lwTk4AmqXY/Qo9YCyWaW6B3f6vuSpSHTbJI0OGYW\nCpQ657aa2RvA93ga7bIah2k9hYj4nfqViASYW4GnD9s217v9DWAVkI23RznnSszsl8CHZnYAWIJ6\nltQhc07/PUnDYmY9gBedc+f5uxYRkWNRvxKR+s7Mmjjnirw/Pwesc85N9HNZ0kDoMmBpUMxsLDAd\neNzftYiIHIv6lYg0EHeZ2XIzWwU0B170d0HScGhmVURERERERAKOZlZFREREREQk4CisioiIiIiI\nSMBRWBUREREREZGAo7AqIiIiIiIiAUdhVURERERERAKOwqqIiIiIiIgEnP8HT3Hu4HptvQYAAAAA\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2fee8400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seattle_freq = df_seattle.groupby('Month').count()['Date Reported'] / len(df_seattle)\n",
"\n",
"df_sf['Month'] = df_sf['Date_Time'].apply(lambda x: x.month)\n",
"sf_freq = df_sf.groupby('Month').count()['Date_Time'] / len(df_sf)\n",
"\n",
"plt.figure(figsize = (16, 6))\n",
"plt.plot([6, 7, 8], seattle_freq, '-o')\n",
"plt.plot([6, 7, 8], sf_freq, '-o')\n",
"plt.xlim(5.5, 8.5)\n",
"plt.xticks([6, 7, 8], ['Jun', 'Jul', 'Aug'])\n",
"plt.text(8 + 0.1, seattle_freq.values[-1], 'Seattle')\n",
"plt.text(8 + 0.1, sf_freq.values[-1], 'SF')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It seems crimes increase on SF during the summer and decrease on Seattle during August. Could it be related with the holidays time? There is not enough data to confirm this."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Some conclusions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Both databases are not easily comparable.\n",
"* Some crime categories are confusing and more information would be needed to extract better concusions.\n",
"* Taking other properties (robbery, thefts, shoplifting,...) are the most usual crimes on both cities.\n",
"* It seems some crimes are more concentrated during some days of the week and hours of the day.\n",
"* Some types of crimes rarely occur and information from them should be taken with caution."
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment